2021-06-13 03:49:33,100 - 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/lustreold/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.3.1 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.15.0+985d284 ------------------------------------------------------------ 2021-06-13 03:49:33,100 - mmaction - INFO - Distributed training: True 2021-06-13 03:49:34,121 - mmaction - INFO - Config: model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True), train_cfg=None, test_cfg=dict(average_clips='prob')) checkpoint_config = dict(interval=1) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] dataset_type = 'RawframeDataset' data_root = 'data/kinetics400/rawframes_train_320p' data_root_val = 'data/kinetics400/rawframes_val_320p' 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='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, val_dataloader=dict(videos_per_gpu=2), train=dict( type='RawframeDataset', ann_file='data/kinetics400/kinetics_train_list_hd320.txt', data_prefix='data/kinetics400/rawframes_train_320p', pipeline=[ dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ]), val=dict( type='RawframeDataset', ann_file='data/kinetics400/kinetics_val_list_hd320.txt', data_prefix='data/kinetics400/rawframes_val_320p', pipeline=[ dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ]), test=dict( type='RawframeDataset', ann_file='data/kinetics400/kinetics_val_list_hd320.txt', data_prefix='data/kinetics400/rawframes_val_320p', pipeline=[ dict( type='DenseSampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict( type='RawFrameDecode', io_backend='memcached', 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'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict( type='Normalize', mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ])) evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], start=85, gpu_collect=True) optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.04, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 work_dir = './work_dirs/tsm_r50_dense_1x1x8_100e_kinetics400_rgb/' gpu_ids = range(0, 32) omnisource = False module_hooks = [] 2021-06-13 03:49:59,586 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-06-13 03:50:02,863 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-36, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/tsm_r50_dense_1x1x8_100e_kinetics400_rgb 2021-06-13 03:50:02,863 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2021-06-13 03:57:56,997 - mmaction - INFO - Epoch [1][20/940] lr: 4.000e-02, eta: 25 days, 18:46:31, time: 23.703, data_time: 20.548, memory: 7080, top1_acc: 0.0254, top5_acc: 0.0729, loss_cls: 5.9748, loss: 5.9748, grad_norm: 2.2884 2021-06-13 03:58:22,151 - mmaction - INFO - Epoch [1][40/940] lr: 4.000e-02, eta: 13 days, 13:45:24, time: 1.259, data_time: 0.020, memory: 7080, top1_acc: 0.0854, top5_acc: 0.2105, loss_cls: 5.2221, loss: 5.2221, grad_norm: 3.0499 2021-06-13 03:58:48,589 - mmaction - INFO - Epoch [1][60/940] lr: 4.000e-02, eta: 9 days, 12:38:05, time: 1.323, data_time: 0.175, memory: 7080, top1_acc: 0.1170, top5_acc: 0.2764, loss_cls: 4.7684, loss: 4.7684, grad_norm: 3.4175 2021-06-13 03:59:13,406 - mmaction - INFO - Epoch [1][80/940] lr: 4.000e-02, eta: 7 days, 11:31:43, time: 1.240, data_time: 0.154, memory: 7080, top1_acc: 0.1305, top5_acc: 0.3141, loss_cls: 4.5418, loss: 4.5418, grad_norm: 3.5002 2021-06-13 03:59:39,391 - mmaction - INFO - Epoch [1][100/940] lr: 4.000e-02, eta: 6 days, 6:22:28, time: 1.300, data_time: 0.005, memory: 7080, top1_acc: 0.1307, top5_acc: 0.3312, loss_cls: 4.4357, loss: 4.4357, grad_norm: 3.3999 2021-06-13 04:00:05,535 - mmaction - INFO - Epoch [1][120/940] lr: 4.000e-02, eta: 5 days, 10:56:57, time: 1.303, data_time: 0.001, memory: 7080, top1_acc: 0.1602, top5_acc: 0.3736, loss_cls: 4.1899, loss: 4.1899, grad_norm: 3.3728 2021-06-13 04:00:29,221 - mmaction - INFO - Epoch [1][140/940] lr: 4.000e-02, eta: 4 days, 20:38:22, time: 1.187, data_time: 0.005, memory: 7080, top1_acc: 0.1613, top5_acc: 0.3574, loss_cls: 4.2642, loss: 4.2642, grad_norm: 3.2708 2021-06-13 04:00:55,353 - mmaction - INFO - Epoch [1][160/940] lr: 4.000e-02, eta: 4 days, 10:17:42, time: 1.307, data_time: 0.002, memory: 7080, top1_acc: 0.1771, top5_acc: 0.3951, loss_cls: 4.0537, loss: 4.0537, grad_norm: 3.0744 2021-06-13 04:01:20,041 - mmaction - INFO - Epoch [1][180/940] lr: 4.000e-02, eta: 4 days, 2:02:11, time: 1.234, data_time: 0.002, memory: 7080, top1_acc: 0.1838, top5_acc: 0.3982, loss_cls: 4.0077, loss: 4.0077, grad_norm: 3.0216 2021-06-13 04:01:45,324 - mmaction - INFO - Epoch [1][200/940] lr: 4.000e-02, eta: 3 days, 19:30:40, time: 1.265, data_time: 0.003, memory: 7080, top1_acc: 0.1916, top5_acc: 0.4107, loss_cls: 3.9353, loss: 3.9353, grad_norm: 3.0477 2021-06-13 04:02:08,945 - mmaction - INFO - Epoch [1][220/940] lr: 4.000e-02, eta: 3 days, 13:57:48, time: 1.178, data_time: 0.001, memory: 7080, top1_acc: 0.2133, top5_acc: 0.4416, loss_cls: 3.7848, loss: 3.7848, grad_norm: 3.0816 2021-06-13 04:02:33,911 - mmaction - INFO - Epoch [1][240/940] lr: 4.000e-02, eta: 3 days, 9:29:56, time: 1.251, data_time: 0.006, memory: 7080, top1_acc: 0.2111, top5_acc: 0.4424, loss_cls: 3.8127, loss: 3.8127, grad_norm: 3.1122 2021-06-13 04:02:58,863 - mmaction - INFO - Epoch [1][260/940] lr: 4.000e-02, eta: 3 days, 5:42:43, time: 1.247, data_time: 0.003, memory: 7080, top1_acc: 0.2170, top5_acc: 0.4564, loss_cls: 3.7677, loss: 3.7677, grad_norm: 3.1291 2021-06-13 04:03:23,815 - mmaction - INFO - Epoch [1][280/940] lr: 4.000e-02, eta: 3 days, 2:27:50, time: 1.247, data_time: 0.002, memory: 7080, top1_acc: 0.2195, top5_acc: 0.4514, loss_cls: 3.7313, loss: 3.7313, grad_norm: 3.0302 2021-06-13 04:03:48,572 - mmaction - INFO - Epoch [1][300/940] lr: 4.000e-02, eta: 2 days, 23:38:00, time: 1.238, data_time: 0.003, memory: 7080, top1_acc: 0.2184, top5_acc: 0.4613, loss_cls: 3.7023, loss: 3.7023, grad_norm: 3.0888 2021-06-13 04:04:13,443 - mmaction - INFO - Epoch [1][320/940] lr: 4.000e-02, eta: 2 days, 21:09:58, time: 1.245, data_time: 0.003, memory: 7080, top1_acc: 0.2252, top5_acc: 0.4650, loss_cls: 3.6630, loss: 3.6630, grad_norm: 3.0256 2021-06-13 04:04:39,115 - mmaction - INFO - Epoch [1][340/940] lr: 4.000e-02, eta: 2 days, 19:02:45, time: 1.282, data_time: 0.002, memory: 7080, top1_acc: 0.2545, top5_acc: 0.4910, loss_cls: 3.5524, loss: 3.5524, grad_norm: 3.0489 2021-06-13 04:05:03,875 - mmaction - INFO - Epoch [1][360/940] lr: 4.000e-02, eta: 2 days, 17:05:43, time: 1.237, data_time: 0.004, memory: 7080, top1_acc: 0.2393, top5_acc: 0.4814, loss_cls: 3.6148, loss: 3.6148, grad_norm: 3.0404 2021-06-13 04:05:27,938 - mmaction - INFO - Epoch [1][380/940] lr: 4.000e-02, eta: 2 days, 15:18:18, time: 1.205, data_time: 0.005, memory: 7080, top1_acc: 0.2428, top5_acc: 0.4809, loss_cls: 3.5875, loss: 3.5875, grad_norm: 3.0305 2021-06-13 04:05:53,223 - mmaction - INFO - Epoch [1][400/940] lr: 4.000e-02, eta: 2 days, 13:46:18, time: 1.265, data_time: 0.003, memory: 7080, top1_acc: 0.2496, top5_acc: 0.4980, loss_cls: 3.4847, loss: 3.4847, grad_norm: 3.0627 2021-06-13 04:06:17,409 - mmaction - INFO - Epoch [1][420/940] lr: 4.000e-02, eta: 2 days, 12:18:43, time: 1.207, data_time: 0.001, memory: 7080, top1_acc: 0.2459, top5_acc: 0.4936, loss_cls: 3.5674, loss: 3.5674, grad_norm: 3.0764 2021-06-13 04:06:43,099 - mmaction - INFO - Epoch [1][440/940] lr: 4.000e-02, eta: 2 days, 11:04:37, time: 1.286, data_time: 0.004, memory: 7080, top1_acc: 0.2564, top5_acc: 0.5016, loss_cls: 3.4789, loss: 3.4789, grad_norm: 3.0336 2021-06-13 04:07:07,999 - mmaction - INFO - Epoch [1][460/940] lr: 4.000e-02, eta: 2 days, 9:54:07, time: 1.244, data_time: 0.002, memory: 7080, top1_acc: 0.2539, top5_acc: 0.5098, loss_cls: 3.4660, loss: 3.4660, grad_norm: 3.0215 2021-06-13 04:07:33,042 - mmaction - INFO - Epoch [1][480/940] lr: 4.000e-02, eta: 2 days, 8:50:05, time: 1.254, data_time: 0.004, memory: 7080, top1_acc: 0.2662, top5_acc: 0.5170, loss_cls: 3.4357, loss: 3.4357, grad_norm: 2.9536 2021-06-13 04:07:57,634 - mmaction - INFO - Epoch [1][500/940] lr: 4.000e-02, eta: 2 days, 7:49:32, time: 1.228, data_time: 0.001, memory: 7080, top1_acc: 0.2666, top5_acc: 0.5174, loss_cls: 3.4305, loss: 3.4305, grad_norm: 2.9515 2021-06-13 04:08:23,165 - mmaction - INFO - Epoch [1][520/940] lr: 4.000e-02, eta: 2 days, 6:56:29, time: 1.276, data_time: 0.003, memory: 7080, top1_acc: 0.2770, top5_acc: 0.5271, loss_cls: 3.4088, loss: 3.4088, grad_norm: 3.0040 2021-06-13 04:08:47,051 - mmaction - INFO - Epoch [1][540/940] lr: 4.000e-02, eta: 2 days, 6:02:38, time: 1.195, data_time: 0.003, memory: 7080, top1_acc: 0.2805, top5_acc: 0.5383, loss_cls: 3.3455, loss: 3.3455, grad_norm: 3.0097 2021-06-13 04:09:12,047 - mmaction - INFO - Epoch [1][560/940] lr: 4.000e-02, eta: 2 days, 5:15:44, time: 1.251, data_time: 0.004, memory: 7080, top1_acc: 0.2771, top5_acc: 0.5225, loss_cls: 3.3911, loss: 3.3911, grad_norm: 2.9660 2021-06-13 04:09:36,898 - mmaction - INFO - Epoch [1][580/940] lr: 4.000e-02, eta: 2 days, 4:31:26, time: 1.240, data_time: 0.002, memory: 7080, top1_acc: 0.2783, top5_acc: 0.5215, loss_cls: 3.3808, loss: 3.3808, grad_norm: 2.9326 2021-06-13 04:10:01,473 - mmaction - INFO - Epoch [1][600/940] lr: 4.000e-02, eta: 2 days, 3:49:36, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.2668, top5_acc: 0.5275, loss_cls: 3.3720, loss: 3.3720, grad_norm: 2.9521 2021-06-13 04:10:26,329 - mmaction - INFO - Epoch [1][620/940] lr: 4.000e-02, eta: 2 days, 3:10:59, time: 1.241, data_time: 0.002, memory: 7080, top1_acc: 0.2842, top5_acc: 0.5338, loss_cls: 3.3241, loss: 3.3241, grad_norm: 2.9893 2021-06-13 04:10:51,540 - mmaction - INFO - Epoch [1][640/940] lr: 4.000e-02, eta: 2 days, 2:35:44, time: 1.262, data_time: 0.006, memory: 7080, top1_acc: 0.2941, top5_acc: 0.5424, loss_cls: 3.2835, loss: 3.2835, grad_norm: 2.9390 2021-06-13 04:11:16,973 - mmaction - INFO - Epoch [1][660/940] lr: 4.000e-02, eta: 2 days, 2:03:02, time: 1.271, data_time: 0.002, memory: 7080, top1_acc: 0.2879, top5_acc: 0.5408, loss_cls: 3.2900, loss: 3.2900, grad_norm: 2.9125 2021-06-13 04:11:40,548 - mmaction - INFO - Epoch [1][680/940] lr: 4.000e-02, eta: 2 days, 1:28:02, time: 1.180, data_time: 0.003, memory: 7080, top1_acc: 0.2924, top5_acc: 0.5373, loss_cls: 3.3048, loss: 3.3048, grad_norm: 2.9181 2021-06-13 04:12:03,988 - mmaction - INFO - Epoch [1][700/940] lr: 4.000e-02, eta: 2 days, 0:54:39, time: 1.171, data_time: 0.002, memory: 7080, top1_acc: 0.2898, top5_acc: 0.5453, loss_cls: 3.2710, loss: 3.2710, grad_norm: 2.9242 2021-06-13 04:12:29,575 - mmaction - INFO - Epoch [1][720/940] lr: 4.000e-02, eta: 2 days, 0:27:43, time: 1.278, data_time: 0.020, memory: 7080, top1_acc: 0.2914, top5_acc: 0.5533, loss_cls: 3.2385, loss: 3.2385, grad_norm: 2.8823 2021-06-13 04:12:54,522 - mmaction - INFO - Epoch [1][740/940] lr: 4.000e-02, eta: 2 days, 0:01:01, time: 1.249, data_time: 0.004, memory: 7080, top1_acc: 0.2996, top5_acc: 0.5422, loss_cls: 3.2801, loss: 3.2801, grad_norm: 2.8897 2021-06-13 04:13:18,889 - mmaction - INFO - Epoch [1][760/940] lr: 4.000e-02, eta: 1 day, 23:34:21, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.2932, top5_acc: 0.5396, loss_cls: 3.2693, loss: 3.2693, grad_norm: 2.8666 2021-06-13 04:13:44,608 - mmaction - INFO - Epoch [1][780/940] lr: 4.000e-02, eta: 1 day, 23:11:47, time: 1.285, data_time: 0.004, memory: 7080, top1_acc: 0.2949, top5_acc: 0.5467, loss_cls: 3.2842, loss: 3.2842, grad_norm: 2.9302 2021-06-13 04:14:10,566 - mmaction - INFO - Epoch [1][800/940] lr: 4.000e-02, eta: 1 day, 22:50:53, time: 1.300, data_time: 0.004, memory: 7080, top1_acc: 0.3010, top5_acc: 0.5551, loss_cls: 3.2089, loss: 3.2089, grad_norm: 2.9242 2021-06-13 04:14:34,415 - mmaction - INFO - Epoch [1][820/940] lr: 4.000e-02, eta: 1 day, 22:26:51, time: 1.191, data_time: 0.002, memory: 7080, top1_acc: 0.3047, top5_acc: 0.5602, loss_cls: 3.2247, loss: 3.2247, grad_norm: 2.8862 2021-06-13 04:14:58,422 - mmaction - INFO - Epoch [1][840/940] lr: 4.000e-02, eta: 1 day, 22:04:12, time: 1.198, data_time: 0.005, memory: 7080, top1_acc: 0.3059, top5_acc: 0.5668, loss_cls: 3.1887, loss: 3.1887, grad_norm: 2.8836 2021-06-13 04:15:23,007 - mmaction - INFO - Epoch [1][860/940] lr: 4.000e-02, eta: 1 day, 21:43:50, time: 1.233, data_time: 0.006, memory: 7080, top1_acc: 0.3102, top5_acc: 0.5668, loss_cls: 3.1713, loss: 3.1713, grad_norm: 2.9620 2021-06-13 04:15:48,272 - mmaction - INFO - Epoch [1][880/940] lr: 4.000e-02, eta: 1 day, 21:25:29, time: 1.264, data_time: 0.003, memory: 7080, top1_acc: 0.3189, top5_acc: 0.5695, loss_cls: 3.1417, loss: 3.1417, grad_norm: 2.8508 2021-06-13 04:16:12,562 - mmaction - INFO - Epoch [1][900/940] lr: 4.000e-02, eta: 1 day, 21:06:09, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.2934, top5_acc: 0.5594, loss_cls: 3.2082, loss: 3.2082, grad_norm: 2.9302 2021-06-13 04:16:37,568 - mmaction - INFO - Epoch [1][920/940] lr: 4.000e-02, eta: 1 day, 20:48:49, time: 1.247, data_time: 0.004, memory: 7080, top1_acc: 0.3123, top5_acc: 0.5543, loss_cls: 3.1773, loss: 3.1773, grad_norm: 2.8541 2021-06-13 04:16:58,615 - mmaction - INFO - Epoch [1][940/940] lr: 4.000e-02, eta: 1 day, 20:25:52, time: 1.055, data_time: 0.006, memory: 7080, top1_acc: 0.3080, top5_acc: 0.5566, loss_cls: 3.1962, loss: 3.1962, grad_norm: 2.8830 2021-06-13 04:17:02,041 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-06-13 04:24:52,373 - mmaction - INFO - Epoch [2][20/940] lr: 4.000e-02, eta: 2 days, 8:07:42, time: 23.461, data_time: 22.176, memory: 7080, top1_acc: 0.3191, top5_acc: 0.5742, loss_cls: 3.1090, loss: 3.1090, grad_norm: 2.9136 2021-06-13 04:25:17,655 - mmaction - INFO - Epoch [2][40/940] lr: 4.000e-02, eta: 2 days, 7:38:21, time: 1.267, data_time: 0.007, memory: 7080, top1_acc: 0.3363, top5_acc: 0.5850, loss_cls: 3.0711, loss: 3.0711, grad_norm: 2.8003 2021-06-13 04:25:42,692 - mmaction - INFO - Epoch [2][60/940] lr: 4.000e-02, eta: 2 days, 7:09:41, time: 1.251, data_time: 0.003, memory: 7080, top1_acc: 0.3262, top5_acc: 0.5814, loss_cls: 3.0673, loss: 3.0673, grad_norm: 2.9066 2021-06-13 04:26:07,506 - mmaction - INFO - Epoch [2][80/940] lr: 4.000e-02, eta: 2 days, 6:41:48, time: 1.241, data_time: 0.003, memory: 7080, top1_acc: 0.3287, top5_acc: 0.5801, loss_cls: 3.0697, loss: 3.0697, grad_norm: 2.9281 2021-06-13 04:26:32,021 - mmaction - INFO - Epoch [2][100/940] lr: 4.000e-02, eta: 2 days, 6:14:32, time: 1.226, data_time: 0.002, memory: 7080, top1_acc: 0.3273, top5_acc: 0.5859, loss_cls: 3.0693, loss: 3.0693, grad_norm: 2.8619 2021-06-13 04:26:55,881 - mmaction - INFO - Epoch [2][120/940] lr: 4.000e-02, eta: 2 days, 5:47:16, time: 1.192, data_time: 0.127, memory: 7080, top1_acc: 0.3262, top5_acc: 0.5854, loss_cls: 3.0954, loss: 3.0954, grad_norm: 2.9092 2021-06-13 04:27:20,478 - mmaction - INFO - Epoch [2][140/940] lr: 4.000e-02, eta: 2 days, 5:22:05, time: 1.229, data_time: 0.004, memory: 7080, top1_acc: 0.3309, top5_acc: 0.5898, loss_cls: 3.0249, loss: 3.0249, grad_norm: 2.9026 2021-06-13 04:27:45,134 - mmaction - INFO - Epoch [2][160/940] lr: 4.000e-02, eta: 2 days, 4:57:54, time: 1.234, data_time: 0.005, memory: 7080, top1_acc: 0.3289, top5_acc: 0.5869, loss_cls: 3.0721, loss: 3.0721, grad_norm: 2.8759 2021-06-13 04:28:10,159 - mmaction - INFO - Epoch [2][180/940] lr: 4.000e-02, eta: 2 days, 4:35:07, time: 1.253, data_time: 0.003, memory: 7080, top1_acc: 0.3342, top5_acc: 0.5908, loss_cls: 3.0396, loss: 3.0396, grad_norm: 2.8670 2021-06-13 04:28:34,726 - mmaction - INFO - Epoch [2][200/940] lr: 4.000e-02, eta: 2 days, 4:12:24, time: 1.227, data_time: 0.005, memory: 7080, top1_acc: 0.3367, top5_acc: 0.5836, loss_cls: 3.0362, loss: 3.0362, grad_norm: 2.8441 2021-06-13 04:28:59,606 - mmaction - INFO - Epoch [2][220/940] lr: 4.000e-02, eta: 2 days, 3:50:53, time: 1.243, data_time: 0.003, memory: 7080, top1_acc: 0.3494, top5_acc: 0.6006, loss_cls: 2.9672, loss: 2.9672, grad_norm: 2.9621 2021-06-13 04:29:24,546 - mmaction - INFO - Epoch [2][240/940] lr: 4.000e-02, eta: 2 days, 3:30:13, time: 1.248, data_time: 0.125, memory: 7080, top1_acc: 0.3293, top5_acc: 0.5840, loss_cls: 3.0470, loss: 3.0470, grad_norm: 2.8585 2021-06-13 04:29:49,271 - mmaction - INFO - Epoch [2][260/940] lr: 4.000e-02, eta: 2 days, 3:09:59, time: 1.238, data_time: 0.152, memory: 7080, top1_acc: 0.3271, top5_acc: 0.5898, loss_cls: 3.0595, loss: 3.0595, grad_norm: 2.8733 2021-06-13 04:30:13,919 - mmaction - INFO - Epoch [2][280/940] lr: 4.000e-02, eta: 2 days, 2:50:11, time: 1.229, data_time: 0.024, memory: 7080, top1_acc: 0.3367, top5_acc: 0.5852, loss_cls: 3.0336, loss: 3.0336, grad_norm: 2.8554 2021-06-13 04:30:38,646 - mmaction - INFO - Epoch [2][300/940] lr: 4.000e-02, eta: 2 days, 2:31:13, time: 1.239, data_time: 0.079, memory: 7080, top1_acc: 0.3400, top5_acc: 0.5939, loss_cls: 3.0203, loss: 3.0203, grad_norm: 2.7975 2021-06-13 04:31:03,345 - mmaction - INFO - Epoch [2][320/940] lr: 4.000e-02, eta: 2 days, 2:12:36, time: 1.228, data_time: 0.002, memory: 7080, top1_acc: 0.3430, top5_acc: 0.5979, loss_cls: 3.0031, loss: 3.0031, grad_norm: 2.8620 2021-06-13 04:31:27,658 - mmaction - INFO - Epoch [2][340/940] lr: 4.000e-02, eta: 2 days, 1:54:16, time: 1.217, data_time: 0.008, memory: 7080, top1_acc: 0.3391, top5_acc: 0.5967, loss_cls: 2.9839, loss: 2.9839, grad_norm: 2.8642 2021-06-13 04:31:52,263 - mmaction - INFO - Epoch [2][360/940] lr: 4.000e-02, eta: 2 days, 1:36:53, time: 1.233, data_time: 0.007, memory: 7080, top1_acc: 0.3441, top5_acc: 0.5967, loss_cls: 3.0008, loss: 3.0008, grad_norm: 2.8641 2021-06-13 04:32:17,626 - mmaction - INFO - Epoch [2][380/940] lr: 4.000e-02, eta: 2 days, 1:20:52, time: 1.270, data_time: 0.066, memory: 7080, top1_acc: 0.3422, top5_acc: 0.6014, loss_cls: 2.9974, loss: 2.9974, grad_norm: 2.8694 2021-06-13 04:32:42,534 - mmaction - INFO - Epoch [2][400/940] lr: 4.000e-02, eta: 2 days, 1:04:39, time: 1.240, data_time: 0.002, memory: 7080, top1_acc: 0.3426, top5_acc: 0.6006, loss_cls: 2.9874, loss: 2.9874, grad_norm: 2.8296 2021-06-13 04:33:07,745 - mmaction - INFO - Epoch [2][420/940] lr: 4.000e-02, eta: 2 days, 0:49:27, time: 1.266, data_time: 0.050, memory: 7080, top1_acc: 0.3342, top5_acc: 0.5963, loss_cls: 3.0088, loss: 3.0088, grad_norm: 2.8948 2021-06-13 04:33:32,540 - mmaction - INFO - Epoch [2][440/940] lr: 4.000e-02, eta: 2 days, 0:34:06, time: 1.240, data_time: 0.028, memory: 7080, top1_acc: 0.3350, top5_acc: 0.6014, loss_cls: 2.9962, loss: 2.9962, grad_norm: 2.7628 2021-06-13 04:33:56,856 - mmaction - INFO - Epoch [2][460/940] lr: 4.000e-02, eta: 2 days, 0:18:37, time: 1.214, data_time: 0.007, memory: 7080, top1_acc: 0.3459, top5_acc: 0.6129, loss_cls: 2.9572, loss: 2.9572, grad_norm: 2.8278 2021-06-13 04:34:21,749 - mmaction - INFO - Epoch [2][480/940] lr: 4.000e-02, eta: 2 days, 0:04:16, time: 1.247, data_time: 0.060, memory: 7080, top1_acc: 0.3410, top5_acc: 0.6033, loss_cls: 2.9861, loss: 2.9861, grad_norm: 2.8395 2021-06-13 04:34:46,343 - mmaction - INFO - Epoch [2][500/940] lr: 4.000e-02, eta: 1 day, 23:49:55, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.3523, top5_acc: 0.6117, loss_cls: 2.9206, loss: 2.9206, grad_norm: 2.7648 2021-06-13 04:35:10,344 - mmaction - INFO - Epoch [2][520/940] lr: 4.000e-02, eta: 1 day, 23:35:18, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.3535, top5_acc: 0.6104, loss_cls: 2.9157, loss: 2.9157, grad_norm: 2.8388 2021-06-13 04:35:37,052 - mmaction - INFO - Epoch [2][540/940] lr: 4.000e-02, eta: 1 day, 23:24:00, time: 1.339, data_time: 0.049, memory: 7080, top1_acc: 0.3459, top5_acc: 0.6043, loss_cls: 2.9693, loss: 2.9693, grad_norm: 2.8105 2021-06-13 04:36:01,694 - mmaction - INFO - Epoch [2][560/940] lr: 4.000e-02, eta: 1 day, 23:10:47, time: 1.231, data_time: 0.002, memory: 7080, top1_acc: 0.3527, top5_acc: 0.6275, loss_cls: 2.8982, loss: 2.8982, grad_norm: 2.8490 2021-06-13 04:36:27,029 - mmaction - INFO - Epoch [2][580/940] lr: 4.000e-02, eta: 1 day, 22:58:36, time: 1.265, data_time: 0.002, memory: 7080, top1_acc: 0.3572, top5_acc: 0.6287, loss_cls: 2.8842, loss: 2.8842, grad_norm: 2.8487 2021-06-13 04:36:51,800 - mmaction - INFO - Epoch [2][600/940] lr: 4.000e-02, eta: 1 day, 22:46:11, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.3418, top5_acc: 0.6041, loss_cls: 2.9685, loss: 2.9685, grad_norm: 2.8260 2021-06-13 04:37:15,068 - mmaction - INFO - Epoch [2][620/940] lr: 4.000e-02, eta: 1 day, 22:32:33, time: 1.162, data_time: 0.003, memory: 7080, top1_acc: 0.3559, top5_acc: 0.6182, loss_cls: 2.9019, loss: 2.9019, grad_norm: 2.8349 2021-06-13 04:37:40,448 - mmaction - INFO - Epoch [2][640/940] lr: 4.000e-02, eta: 1 day, 22:21:21, time: 1.269, data_time: 0.006, memory: 7080, top1_acc: 0.3426, top5_acc: 0.5914, loss_cls: 2.9786, loss: 2.9786, grad_norm: 2.8078 2021-06-13 04:38:05,563 - mmaction - INFO - Epoch [2][660/940] lr: 4.000e-02, eta: 1 day, 22:10:11, time: 1.256, data_time: 0.006, memory: 7080, top1_acc: 0.3449, top5_acc: 0.6002, loss_cls: 2.9842, loss: 2.9842, grad_norm: 2.8190 2021-06-13 04:38:30,938 - mmaction - INFO - Epoch [2][680/940] lr: 4.000e-02, eta: 1 day, 21:59:32, time: 1.270, data_time: 0.004, memory: 7080, top1_acc: 0.3564, top5_acc: 0.6104, loss_cls: 2.9066, loss: 2.9066, grad_norm: 2.8340 2021-06-13 04:38:54,444 - mmaction - INFO - Epoch [2][700/940] lr: 4.000e-02, eta: 1 day, 21:47:23, time: 1.177, data_time: 0.003, memory: 7080, top1_acc: 0.3498, top5_acc: 0.6133, loss_cls: 2.9226, loss: 2.9226, grad_norm: 2.8346 2021-06-13 04:39:19,462 - mmaction - INFO - Epoch [2][720/940] lr: 4.000e-02, eta: 1 day, 21:36:52, time: 1.250, data_time: 0.002, memory: 7080, top1_acc: 0.3537, top5_acc: 0.5996, loss_cls: 2.9165, loss: 2.9165, grad_norm: 2.8195 2021-06-13 04:39:43,454 - mmaction - INFO - Epoch [2][740/940] lr: 4.000e-02, eta: 1 day, 21:25:36, time: 1.196, data_time: 0.002, memory: 7080, top1_acc: 0.3578, top5_acc: 0.6078, loss_cls: 2.9276, loss: 2.9276, grad_norm: 2.7234 2021-06-13 04:40:08,754 - mmaction - INFO - Epoch [2][760/940] lr: 4.000e-02, eta: 1 day, 21:15:55, time: 1.270, data_time: 0.008, memory: 7080, top1_acc: 0.3674, top5_acc: 0.6145, loss_cls: 2.8930, loss: 2.8930, grad_norm: 2.7460 2021-06-13 04:40:34,532 - mmaction - INFO - Epoch [2][780/940] lr: 4.000e-02, eta: 1 day, 21:06:48, time: 1.288, data_time: 0.002, memory: 7080, top1_acc: 0.3672, top5_acc: 0.6273, loss_cls: 2.8475, loss: 2.8475, grad_norm: 2.8163 2021-06-13 04:40:58,347 - mmaction - INFO - Epoch [2][800/940] lr: 4.000e-02, eta: 1 day, 20:56:08, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.3686, top5_acc: 0.6256, loss_cls: 2.8444, loss: 2.8444, grad_norm: 2.7936 2021-06-13 04:41:23,205 - mmaction - INFO - Epoch [2][820/940] lr: 4.000e-02, eta: 1 day, 20:46:38, time: 1.244, data_time: 0.005, memory: 7080, top1_acc: 0.3553, top5_acc: 0.6090, loss_cls: 2.9268, loss: 2.9268, grad_norm: 2.7298 2021-06-13 04:41:47,895 - mmaction - INFO - Epoch [2][840/940] lr: 4.000e-02, eta: 1 day, 20:37:09, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.3631, top5_acc: 0.6143, loss_cls: 2.8943, loss: 2.8943, grad_norm: 2.9338 2021-06-13 04:42:12,867 - mmaction - INFO - Epoch [2][860/940] lr: 4.000e-02, eta: 1 day, 20:28:10, time: 1.249, data_time: 0.005, memory: 7080, top1_acc: 0.3598, top5_acc: 0.6156, loss_cls: 2.9128, loss: 2.9128, grad_norm: 2.7265 2021-06-13 04:42:38,618 - mmaction - INFO - Epoch [2][880/940] lr: 4.000e-02, eta: 1 day, 20:20:02, time: 1.288, data_time: 0.004, memory: 7080, top1_acc: 0.3613, top5_acc: 0.6102, loss_cls: 2.8881, loss: 2.8881, grad_norm: 2.7667 2021-06-13 04:43:03,420 - mmaction - INFO - Epoch [2][900/940] lr: 4.000e-02, eta: 1 day, 20:11:11, time: 1.236, data_time: 0.003, memory: 7080, top1_acc: 0.3627, top5_acc: 0.6199, loss_cls: 2.8716, loss: 2.8716, grad_norm: 2.7704 2021-06-13 04:43:26,937 - mmaction - INFO - Epoch [2][920/940] lr: 4.000e-02, eta: 1 day, 20:01:37, time: 1.182, data_time: 0.008, memory: 7080, top1_acc: 0.3639, top5_acc: 0.6117, loss_cls: 2.8922, loss: 2.8922, grad_norm: 2.7743 2021-06-13 04:43:48,945 - mmaction - INFO - Epoch [2][940/940] lr: 4.000e-02, eta: 1 day, 19:50:54, time: 1.099, data_time: 0.001, memory: 7080, top1_acc: 0.3470, top5_acc: 0.6065, loss_cls: 2.9306, loss: 2.9306, grad_norm: 2.7739 2021-06-13 04:43:54,096 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-06-13 04:51:33,081 - mmaction - INFO - Epoch [3][20/940] lr: 4.000e-02, eta: 2 days, 1:32:40, time: 22.900, data_time: 21.112, memory: 7080, top1_acc: 0.3662, top5_acc: 0.6252, loss_cls: 2.8358, loss: 2.8358, grad_norm: 2.7336 2021-06-13 04:51:56,717 - mmaction - INFO - Epoch [3][40/940] lr: 4.000e-02, eta: 2 days, 1:19:58, time: 1.183, data_time: 0.007, memory: 7080, top1_acc: 0.3621, top5_acc: 0.6223, loss_cls: 2.8525, loss: 2.8525, grad_norm: 2.8504 2021-06-13 04:52:22,206 - mmaction - INFO - Epoch [3][60/940] lr: 4.000e-02, eta: 2 days, 1:08:59, time: 1.276, data_time: 0.003, memory: 7080, top1_acc: 0.3725, top5_acc: 0.6354, loss_cls: 2.7860, loss: 2.7860, grad_norm: 2.7321 2021-06-13 04:52:48,089 - mmaction - INFO - Epoch [3][80/940] lr: 4.000e-02, eta: 2 days, 0:58:32, time: 1.295, data_time: 0.004, memory: 7080, top1_acc: 0.3797, top5_acc: 0.6436, loss_cls: 2.7300, loss: 2.7300, grad_norm: 2.7320 2021-06-13 04:53:12,399 - mmaction - INFO - Epoch [3][100/940] lr: 4.000e-02, eta: 2 days, 0:47:03, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.3738, top5_acc: 0.6275, loss_cls: 2.8042, loss: 2.8042, grad_norm: 2.7655 2021-06-13 04:53:37,362 - mmaction - INFO - Epoch [3][120/940] lr: 4.000e-02, eta: 2 days, 0:36:16, time: 1.246, data_time: 0.002, memory: 7080, top1_acc: 0.3727, top5_acc: 0.6322, loss_cls: 2.8239, loss: 2.8239, grad_norm: 2.8285 2021-06-13 04:54:01,821 - mmaction - INFO - Epoch [3][140/940] lr: 4.000e-02, eta: 2 days, 0:25:20, time: 1.223, data_time: 0.004, memory: 7080, top1_acc: 0.3697, top5_acc: 0.6311, loss_cls: 2.7939, loss: 2.7939, grad_norm: 2.7422 2021-06-13 04:54:26,079 - mmaction - INFO - Epoch [3][160/940] lr: 4.000e-02, eta: 2 days, 0:14:28, time: 1.214, data_time: 0.004, memory: 7080, top1_acc: 0.3812, top5_acc: 0.6330, loss_cls: 2.8125, loss: 2.8125, grad_norm: 2.7190 2021-06-13 04:54:50,519 - mmaction - INFO - Epoch [3][180/940] lr: 4.000e-02, eta: 2 days, 0:03:54, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.3846, top5_acc: 0.6357, loss_cls: 2.7756, loss: 2.7756, grad_norm: 2.7559 2021-06-13 04:55:14,145 - mmaction - INFO - Epoch [3][200/940] lr: 4.000e-02, eta: 1 day, 23:52:57, time: 1.181, data_time: 0.005, memory: 7080, top1_acc: 0.3863, top5_acc: 0.6428, loss_cls: 2.7548, loss: 2.7548, grad_norm: 2.7771 2021-06-13 04:55:38,937 - mmaction - INFO - Epoch [3][220/940] lr: 4.000e-02, eta: 1 day, 23:43:02, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.3732, top5_acc: 0.6365, loss_cls: 2.8113, loss: 2.8113, grad_norm: 2.7072 2021-06-13 04:56:03,411 - mmaction - INFO - Epoch [3][240/940] lr: 4.000e-02, eta: 1 day, 23:33:07, time: 1.226, data_time: 0.004, memory: 7080, top1_acc: 0.3803, top5_acc: 0.6414, loss_cls: 2.7612, loss: 2.7612, grad_norm: 2.8143 2021-06-13 04:56:27,874 - mmaction - INFO - Epoch [3][260/940] lr: 4.000e-02, eta: 1 day, 23:23:19, time: 1.222, data_time: 0.002, memory: 7080, top1_acc: 0.3795, top5_acc: 0.6426, loss_cls: 2.7410, loss: 2.7410, grad_norm: 2.7604 2021-06-13 04:56:53,944 - mmaction - INFO - Epoch [3][280/940] lr: 4.000e-02, eta: 1 day, 23:14:53, time: 1.305, data_time: 0.003, memory: 7080, top1_acc: 0.3732, top5_acc: 0.6299, loss_cls: 2.8267, loss: 2.8267, grad_norm: 2.7620 2021-06-13 04:57:18,079 - mmaction - INFO - Epoch [3][300/940] lr: 4.000e-02, eta: 1 day, 23:05:09, time: 1.203, data_time: 0.002, memory: 7080, top1_acc: 0.3811, top5_acc: 0.6430, loss_cls: 2.7585, loss: 2.7585, grad_norm: 2.8215 2021-06-13 04:57:43,171 - mmaction - INFO - Epoch [3][320/940] lr: 4.000e-02, eta: 1 day, 22:56:20, time: 1.257, data_time: 0.005, memory: 7080, top1_acc: 0.3863, top5_acc: 0.6342, loss_cls: 2.7719, loss: 2.7719, grad_norm: 2.8146 2021-06-13 04:58:08,291 - mmaction - INFO - Epoch [3][340/940] lr: 4.000e-02, eta: 1 day, 22:47:41, time: 1.258, data_time: 0.003, memory: 7080, top1_acc: 0.3764, top5_acc: 0.6402, loss_cls: 2.7445, loss: 2.7445, grad_norm: 2.7988 2021-06-13 04:58:33,309 - mmaction - INFO - Epoch [3][360/940] lr: 4.000e-02, eta: 1 day, 22:39:03, time: 1.248, data_time: 0.002, memory: 7080, top1_acc: 0.3842, top5_acc: 0.6361, loss_cls: 2.7561, loss: 2.7561, grad_norm: 2.8650 2021-06-13 04:58:57,816 - mmaction - INFO - Epoch [3][380/940] lr: 4.000e-02, eta: 1 day, 22:30:17, time: 1.226, data_time: 0.004, memory: 7080, top1_acc: 0.3760, top5_acc: 0.6359, loss_cls: 2.7957, loss: 2.7957, grad_norm: 2.7307 2021-06-13 04:59:23,236 - mmaction - INFO - Epoch [3][400/940] lr: 4.000e-02, eta: 1 day, 22:22:14, time: 1.271, data_time: 0.003, memory: 7080, top1_acc: 0.3879, top5_acc: 0.6459, loss_cls: 2.7476, loss: 2.7476, grad_norm: 2.7735 2021-06-13 04:59:46,746 - mmaction - INFO - Epoch [3][420/940] lr: 4.000e-02, eta: 1 day, 22:13:03, time: 1.174, data_time: 0.003, memory: 7080, top1_acc: 0.3744, top5_acc: 0.6406, loss_cls: 2.7788, loss: 2.7788, grad_norm: 2.7783 2021-06-13 05:00:11,588 - mmaction - INFO - Epoch [3][440/940] lr: 4.000e-02, eta: 1 day, 22:04:55, time: 1.243, data_time: 0.006, memory: 7080, top1_acc: 0.3908, top5_acc: 0.6438, loss_cls: 2.7233, loss: 2.7233, grad_norm: 2.6597 2021-06-13 05:00:36,281 - mmaction - INFO - Epoch [3][460/940] lr: 4.000e-02, eta: 1 day, 21:56:50, time: 1.235, data_time: 0.003, memory: 7080, top1_acc: 0.3951, top5_acc: 0.6459, loss_cls: 2.7248, loss: 2.7248, grad_norm: 2.7587 2021-06-13 05:01:01,159 - mmaction - INFO - Epoch [3][480/940] lr: 4.000e-02, eta: 1 day, 21:48:56, time: 1.242, data_time: 0.002, memory: 7080, top1_acc: 0.3873, top5_acc: 0.6430, loss_cls: 2.7514, loss: 2.7514, grad_norm: 2.7562 2021-06-13 05:01:25,730 - mmaction - INFO - Epoch [3][500/940] lr: 4.000e-02, eta: 1 day, 21:41:02, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.3805, top5_acc: 0.6361, loss_cls: 2.7718, loss: 2.7718, grad_norm: 2.8134 2021-06-13 05:01:49,689 - mmaction - INFO - Epoch [3][520/940] lr: 4.000e-02, eta: 1 day, 21:32:47, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.3824, top5_acc: 0.6299, loss_cls: 2.8076, loss: 2.8076, grad_norm: 2.7337 2021-06-13 05:02:14,907 - mmaction - INFO - Epoch [3][540/940] lr: 4.000e-02, eta: 1 day, 21:25:34, time: 1.266, data_time: 0.007, memory: 7080, top1_acc: 0.3764, top5_acc: 0.6389, loss_cls: 2.7697, loss: 2.7697, grad_norm: 2.7676 2021-06-13 05:02:39,897 - mmaction - INFO - Epoch [3][560/940] lr: 4.000e-02, eta: 1 day, 21:18:16, time: 1.249, data_time: 0.097, memory: 7080, top1_acc: 0.3799, top5_acc: 0.6389, loss_cls: 2.7833, loss: 2.7833, grad_norm: 2.7380 2021-06-13 05:03:04,881 - mmaction - INFO - Epoch [3][580/940] lr: 4.000e-02, eta: 1 day, 21:11:05, time: 1.250, data_time: 0.042, memory: 7080, top1_acc: 0.3811, top5_acc: 0.6400, loss_cls: 2.7623, loss: 2.7623, grad_norm: 2.7213 2021-06-13 05:03:29,687 - mmaction - INFO - Epoch [3][600/940] lr: 4.000e-02, eta: 1 day, 21:03:51, time: 1.238, data_time: 0.002, memory: 7080, top1_acc: 0.3883, top5_acc: 0.6395, loss_cls: 2.7562, loss: 2.7562, grad_norm: 2.7155 2021-06-13 05:03:54,996 - mmaction - INFO - Epoch [3][620/940] lr: 4.000e-02, eta: 1 day, 20:57:05, time: 1.266, data_time: 0.004, memory: 7080, top1_acc: 0.3918, top5_acc: 0.6479, loss_cls: 2.7384, loss: 2.7384, grad_norm: 2.7418 2021-06-13 05:04:19,096 - mmaction - INFO - Epoch [3][640/940] lr: 4.000e-02, eta: 1 day, 20:49:41, time: 1.206, data_time: 0.004, memory: 7080, top1_acc: 0.3762, top5_acc: 0.6455, loss_cls: 2.7411, loss: 2.7411, grad_norm: 2.7320 2021-06-13 05:04:43,352 - mmaction - INFO - Epoch [3][660/940] lr: 4.000e-02, eta: 1 day, 20:42:29, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.3904, top5_acc: 0.6488, loss_cls: 2.7381, loss: 2.7381, grad_norm: 2.7148 2021-06-13 05:05:08,711 - mmaction - INFO - Epoch [3][680/940] lr: 4.000e-02, eta: 1 day, 20:36:02, time: 1.267, data_time: 0.002, memory: 7080, top1_acc: 0.3852, top5_acc: 0.6488, loss_cls: 2.7546, loss: 2.7546, grad_norm: 2.7136 2021-06-13 05:05:32,956 - mmaction - INFO - Epoch [3][700/940] lr: 4.000e-02, eta: 1 day, 20:29:02, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.3922, top5_acc: 0.6430, loss_cls: 2.7052, loss: 2.7052, grad_norm: 2.6996 2021-06-13 05:05:57,939 - mmaction - INFO - Epoch [3][720/940] lr: 4.000e-02, eta: 1 day, 20:22:34, time: 1.249, data_time: 0.003, memory: 7080, top1_acc: 0.3912, top5_acc: 0.6404, loss_cls: 2.7211, loss: 2.7211, grad_norm: 2.6865 2021-06-13 05:06:23,195 - mmaction - INFO - Epoch [3][740/940] lr: 4.000e-02, eta: 1 day, 20:16:19, time: 1.261, data_time: 0.002, memory: 7080, top1_acc: 0.3830, top5_acc: 0.6350, loss_cls: 2.7738, loss: 2.7738, grad_norm: 2.7937 2021-06-13 05:06:47,385 - mmaction - INFO - Epoch [3][760/940] lr: 4.000e-02, eta: 1 day, 20:09:36, time: 1.212, data_time: 0.004, memory: 7080, top1_acc: 0.3998, top5_acc: 0.6514, loss_cls: 2.6915, loss: 2.6915, grad_norm: 2.7292 2021-06-13 05:07:11,062 - mmaction - INFO - Epoch [3][780/940] lr: 4.000e-02, eta: 1 day, 20:02:38, time: 1.183, data_time: 0.001, memory: 7080, top1_acc: 0.3965, top5_acc: 0.6535, loss_cls: 2.6838, loss: 2.6838, grad_norm: 2.7793 2021-06-13 05:07:36,297 - mmaction - INFO - Epoch [3][800/940] lr: 4.000e-02, eta: 1 day, 19:56:39, time: 1.260, data_time: 0.004, memory: 7080, top1_acc: 0.3889, top5_acc: 0.6479, loss_cls: 2.7027, loss: 2.7027, grad_norm: 2.6895 2021-06-13 05:08:01,124 - mmaction - INFO - Epoch [3][820/940] lr: 4.000e-02, eta: 1 day, 19:50:33, time: 1.242, data_time: 0.005, memory: 7080, top1_acc: 0.3863, top5_acc: 0.6396, loss_cls: 2.7303, loss: 2.7303, grad_norm: 2.6999 2021-06-13 05:08:25,885 - mmaction - INFO - Epoch [3][840/940] lr: 4.000e-02, eta: 1 day, 19:44:29, time: 1.238, data_time: 0.006, memory: 7080, top1_acc: 0.3781, top5_acc: 0.6361, loss_cls: 2.7759, loss: 2.7759, grad_norm: 2.7685 2021-06-13 05:08:50,725 - mmaction - INFO - Epoch [3][860/940] lr: 4.000e-02, eta: 1 day, 19:38:34, time: 1.244, data_time: 0.005, memory: 7080, top1_acc: 0.3920, top5_acc: 0.6424, loss_cls: 2.7401, loss: 2.7401, grad_norm: 2.6941 2021-06-13 05:09:14,879 - mmaction - INFO - Epoch [3][880/940] lr: 4.000e-02, eta: 1 day, 19:32:20, time: 1.208, data_time: 0.002, memory: 7080, top1_acc: 0.3939, top5_acc: 0.6582, loss_cls: 2.6722, loss: 2.6722, grad_norm: 2.7496 2021-06-13 05:09:39,556 - mmaction - INFO - Epoch [3][900/940] lr: 4.000e-02, eta: 1 day, 19:26:27, time: 1.233, data_time: 0.002, memory: 7080, top1_acc: 0.3965, top5_acc: 0.6553, loss_cls: 2.6859, loss: 2.6859, grad_norm: 2.7916 2021-06-13 05:10:04,765 - mmaction - INFO - Epoch [3][920/940] lr: 4.000e-02, eta: 1 day, 19:20:57, time: 1.260, data_time: 0.003, memory: 7080, top1_acc: 0.3943, top5_acc: 0.6473, loss_cls: 2.7049, loss: 2.7049, grad_norm: 2.7393 2021-06-13 05:10:25,778 - mmaction - INFO - Epoch [3][940/940] lr: 4.000e-02, eta: 1 day, 19:13:17, time: 1.052, data_time: 0.003, memory: 7080, top1_acc: 0.3912, top5_acc: 0.6496, loss_cls: 2.7209, loss: 2.7209, grad_norm: 2.6963 2021-06-13 05:10:29,275 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-06-13 05:18:19,642 - mmaction - INFO - Epoch [4][20/940] lr: 4.000e-02, eta: 1 day, 23:05:34, time: 23.469, data_time: 22.495, memory: 7080, top1_acc: 0.4049, top5_acc: 0.6654, loss_cls: 2.6418, loss: 2.6418, grad_norm: 2.7629 2021-06-13 05:18:44,386 - mmaction - INFO - Epoch [4][40/940] lr: 4.000e-02, eta: 1 day, 22:58:20, time: 1.238, data_time: 0.281, memory: 7080, top1_acc: 0.3928, top5_acc: 0.6529, loss_cls: 2.7126, loss: 2.7126, grad_norm: 2.7829 2021-06-13 05:19:08,494 - mmaction - INFO - Epoch [4][60/940] lr: 4.000e-02, eta: 1 day, 22:50:53, time: 1.207, data_time: 0.064, memory: 7080, top1_acc: 0.4059, top5_acc: 0.6617, loss_cls: 2.6324, loss: 2.6324, grad_norm: 2.7481 2021-06-13 05:19:32,632 - mmaction - INFO - Epoch [4][80/940] lr: 4.000e-02, eta: 1 day, 22:43:27, time: 1.201, data_time: 0.140, memory: 7080, top1_acc: 0.4068, top5_acc: 0.6625, loss_cls: 2.6547, loss: 2.6547, grad_norm: 2.6480 2021-06-13 05:19:57,003 - mmaction - INFO - Epoch [4][100/940] lr: 4.000e-02, eta: 1 day, 22:36:20, time: 1.221, data_time: 0.231, memory: 7080, top1_acc: 0.4154, top5_acc: 0.6715, loss_cls: 2.5990, loss: 2.5990, grad_norm: 2.7956 2021-06-13 05:20:22,100 - mmaction - INFO - Epoch [4][120/940] lr: 4.000e-02, eta: 1 day, 22:29:40, time: 1.255, data_time: 0.091, memory: 7080, top1_acc: 0.4109, top5_acc: 0.6619, loss_cls: 2.6296, loss: 2.6296, grad_norm: 2.6962 2021-06-13 05:20:46,751 - mmaction - INFO - Epoch [4][140/940] lr: 4.000e-02, eta: 1 day, 22:22:52, time: 1.235, data_time: 0.202, memory: 7080, top1_acc: 0.4021, top5_acc: 0.6523, loss_cls: 2.6447, loss: 2.6447, grad_norm: 2.7521 2021-06-13 05:21:11,877 - mmaction - INFO - Epoch [4][160/940] lr: 4.000e-02, eta: 1 day, 22:16:23, time: 1.257, data_time: 0.206, memory: 7080, top1_acc: 0.4043, top5_acc: 0.6594, loss_cls: 2.6393, loss: 2.6393, grad_norm: 2.7333 2021-06-13 05:21:36,764 - mmaction - INFO - Epoch [4][180/940] lr: 4.000e-02, eta: 1 day, 22:09:51, time: 1.244, data_time: 0.152, memory: 7080, top1_acc: 0.4107, top5_acc: 0.6600, loss_cls: 2.6211, loss: 2.6211, grad_norm: 2.7385 2021-06-13 05:22:01,105 - mmaction - INFO - Epoch [4][200/940] lr: 4.000e-02, eta: 1 day, 22:03:08, time: 1.218, data_time: 0.005, memory: 7080, top1_acc: 0.3916, top5_acc: 0.6637, loss_cls: 2.6678, loss: 2.6678, grad_norm: 2.7845 2021-06-13 05:22:24,888 - mmaction - INFO - Epoch [4][220/940] lr: 4.000e-02, eta: 1 day, 21:56:12, time: 1.188, data_time: 0.037, memory: 7080, top1_acc: 0.4105, top5_acc: 0.6631, loss_cls: 2.6213, loss: 2.6213, grad_norm: 2.7164 2021-06-13 05:22:50,040 - mmaction - INFO - Epoch [4][240/940] lr: 4.000e-02, eta: 1 day, 21:50:02, time: 1.258, data_time: 0.015, memory: 7080, top1_acc: 0.4137, top5_acc: 0.6574, loss_cls: 2.6388, loss: 2.6388, grad_norm: 2.7144 2021-06-13 05:23:13,788 - mmaction - INFO - Epoch [4][260/940] lr: 4.000e-02, eta: 1 day, 21:43:16, time: 1.188, data_time: 0.002, memory: 7080, top1_acc: 0.4066, top5_acc: 0.6592, loss_cls: 2.6529, loss: 2.6529, grad_norm: 2.6810 2021-06-13 05:23:39,286 - mmaction - INFO - Epoch [4][280/940] lr: 4.000e-02, eta: 1 day, 21:37:23, time: 1.269, data_time: 0.002, memory: 7080, top1_acc: 0.4115, top5_acc: 0.6656, loss_cls: 2.6350, loss: 2.6350, grad_norm: 2.6845 2021-06-13 05:24:04,857 - mmaction - INFO - Epoch [4][300/940] lr: 4.000e-02, eta: 1 day, 21:31:39, time: 1.278, data_time: 0.007, memory: 7080, top1_acc: 0.4111, top5_acc: 0.6619, loss_cls: 2.6335, loss: 2.6335, grad_norm: 2.6776 2021-06-13 05:24:29,024 - mmaction - INFO - Epoch [4][320/940] lr: 4.000e-02, eta: 1 day, 21:25:20, time: 1.212, data_time: 0.008, memory: 7080, top1_acc: 0.4043, top5_acc: 0.6658, loss_cls: 2.6223, loss: 2.6223, grad_norm: 2.6841 2021-06-13 05:24:53,596 - mmaction - INFO - Epoch [4][340/940] lr: 4.000e-02, eta: 1 day, 21:19:15, time: 1.226, data_time: 0.005, memory: 7080, top1_acc: 0.4000, top5_acc: 0.6559, loss_cls: 2.6591, loss: 2.6591, grad_norm: 2.7052 2021-06-13 05:25:18,007 - mmaction - INFO - Epoch [4][360/940] lr: 4.000e-02, eta: 1 day, 21:13:10, time: 1.222, data_time: 0.006, memory: 7080, top1_acc: 0.4148, top5_acc: 0.6650, loss_cls: 2.6172, loss: 2.6172, grad_norm: 2.6803 2021-06-13 05:25:42,586 - mmaction - INFO - Epoch [4][380/940] lr: 4.000e-02, eta: 1 day, 21:07:16, time: 1.231, data_time: 0.005, memory: 7080, top1_acc: 0.4014, top5_acc: 0.6623, loss_cls: 2.6570, loss: 2.6570, grad_norm: 2.7164 2021-06-13 05:26:06,652 - mmaction - INFO - Epoch [4][400/940] lr: 4.000e-02, eta: 1 day, 21:01:10, time: 1.203, data_time: 0.004, memory: 7080, top1_acc: 0.4100, top5_acc: 0.6613, loss_cls: 2.6424, loss: 2.6424, grad_norm: 2.6580 2021-06-13 05:26:32,184 - mmaction - INFO - Epoch [4][420/940] lr: 4.000e-02, eta: 1 day, 20:55:50, time: 1.278, data_time: 0.003, memory: 7080, top1_acc: 0.4131, top5_acc: 0.6641, loss_cls: 2.6224, loss: 2.6224, grad_norm: 2.7452 2021-06-13 05:26:56,759 - mmaction - INFO - Epoch [4][440/940] lr: 4.000e-02, eta: 1 day, 20:50:05, time: 1.226, data_time: 0.002, memory: 7080, top1_acc: 0.4051, top5_acc: 0.6623, loss_cls: 2.6372, loss: 2.6372, grad_norm: 2.7083 2021-06-13 05:27:20,918 - mmaction - INFO - Epoch [4][460/940] lr: 4.000e-02, eta: 1 day, 20:44:14, time: 1.208, data_time: 0.004, memory: 7080, top1_acc: 0.4023, top5_acc: 0.6566, loss_cls: 2.6576, loss: 2.6576, grad_norm: 2.6926 2021-06-13 05:27:46,969 - mmaction - INFO - Epoch [4][480/940] lr: 4.000e-02, eta: 1 day, 20:39:19, time: 1.305, data_time: 0.005, memory: 7080, top1_acc: 0.4037, top5_acc: 0.6646, loss_cls: 2.6240, loss: 2.6240, grad_norm: 2.6755 2021-06-13 05:28:11,190 - mmaction - INFO - Epoch [4][500/940] lr: 4.000e-02, eta: 1 day, 20:33:37, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.4031, top5_acc: 0.6686, loss_cls: 2.6317, loss: 2.6317, grad_norm: 2.7692 2021-06-13 05:28:35,177 - mmaction - INFO - Epoch [4][520/940] lr: 4.000e-02, eta: 1 day, 20:27:52, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.3979, top5_acc: 0.6516, loss_cls: 2.6779, loss: 2.6779, grad_norm: 2.6997 2021-06-13 05:29:00,223 - mmaction - INFO - Epoch [4][540/940] lr: 4.000e-02, eta: 1 day, 20:22:40, time: 1.254, data_time: 0.004, memory: 7080, top1_acc: 0.4150, top5_acc: 0.6637, loss_cls: 2.6419, loss: 2.6419, grad_norm: 2.6280 2021-06-13 05:29:26,154 - mmaction - INFO - Epoch [4][560/940] lr: 4.000e-02, eta: 1 day, 20:17:55, time: 1.296, data_time: 0.002, memory: 7080, top1_acc: 0.4053, top5_acc: 0.6662, loss_cls: 2.6001, loss: 2.6001, grad_norm: 2.6958 2021-06-13 05:29:49,884 - mmaction - INFO - Epoch [4][580/940] lr: 4.000e-02, eta: 1 day, 20:12:15, time: 1.188, data_time: 0.004, memory: 7080, top1_acc: 0.3928, top5_acc: 0.6514, loss_cls: 2.6722, loss: 2.6722, grad_norm: 2.6826 2021-06-13 05:30:14,146 - mmaction - INFO - Epoch [4][600/940] lr: 4.000e-02, eta: 1 day, 20:06:51, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.4055, top5_acc: 0.6582, loss_cls: 2.6489, loss: 2.6489, grad_norm: 2.6684 2021-06-13 05:30:38,431 - mmaction - INFO - Epoch [4][620/940] lr: 4.000e-02, eta: 1 day, 20:01:33, time: 1.215, data_time: 0.005, memory: 7080, top1_acc: 0.4158, top5_acc: 0.6648, loss_cls: 2.6353, loss: 2.6353, grad_norm: 2.7337 2021-06-13 05:31:03,429 - mmaction - INFO - Epoch [4][640/940] lr: 4.000e-02, eta: 1 day, 19:56:36, time: 1.250, data_time: 0.002, memory: 7080, top1_acc: 0.4061, top5_acc: 0.6652, loss_cls: 2.6232, loss: 2.6232, grad_norm: 2.7659 2021-06-13 05:31:27,098 - mmaction - INFO - Epoch [4][660/940] lr: 4.000e-02, eta: 1 day, 19:51:06, time: 1.180, data_time: 0.001, memory: 7080, top1_acc: 0.4068, top5_acc: 0.6600, loss_cls: 2.6369, loss: 2.6369, grad_norm: 2.6484 2021-06-13 05:31:52,001 - mmaction - INFO - Epoch [4][680/940] lr: 4.000e-02, eta: 1 day, 19:46:14, time: 1.248, data_time: 0.006, memory: 7080, top1_acc: 0.4123, top5_acc: 0.6684, loss_cls: 2.6079, loss: 2.6079, grad_norm: 2.6788 2021-06-13 05:32:17,433 - mmaction - INFO - Epoch [4][700/940] lr: 4.000e-02, eta: 1 day, 19:41:38, time: 1.270, data_time: 0.002, memory: 7080, top1_acc: 0.4127, top5_acc: 0.6734, loss_cls: 2.5932, loss: 2.5932, grad_norm: 2.7189 2021-06-13 05:32:41,639 - mmaction - INFO - Epoch [4][720/940] lr: 4.000e-02, eta: 1 day, 19:36:33, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.3969, top5_acc: 0.6697, loss_cls: 2.6098, loss: 2.6098, grad_norm: 2.6596 2021-06-13 05:33:05,727 - mmaction - INFO - Epoch [4][740/940] lr: 4.000e-02, eta: 1 day, 19:31:28, time: 1.203, data_time: 0.003, memory: 7080, top1_acc: 0.4150, top5_acc: 0.6701, loss_cls: 2.5875, loss: 2.5875, grad_norm: 2.6401 2021-06-13 05:33:30,305 - mmaction - INFO - Epoch [4][760/940] lr: 4.000e-02, eta: 1 day, 19:26:39, time: 1.230, data_time: 0.005, memory: 7080, top1_acc: 0.4102, top5_acc: 0.6654, loss_cls: 2.6322, loss: 2.6322, grad_norm: 2.7317 2021-06-13 05:33:56,046 - mmaction - INFO - Epoch [4][780/940] lr: 4.000e-02, eta: 1 day, 19:22:23, time: 1.287, data_time: 0.005, memory: 7080, top1_acc: 0.4199, top5_acc: 0.6682, loss_cls: 2.5705, loss: 2.5705, grad_norm: 2.7082 2021-06-13 05:34:20,289 - mmaction - INFO - Epoch [4][800/940] lr: 4.000e-02, eta: 1 day, 19:17:31, time: 1.212, data_time: 0.004, memory: 7080, top1_acc: 0.4113, top5_acc: 0.6643, loss_cls: 2.6599, loss: 2.6599, grad_norm: 2.7609 2021-06-13 05:34:45,167 - mmaction - INFO - Epoch [4][820/940] lr: 4.000e-02, eta: 1 day, 19:12:57, time: 1.243, data_time: 0.004, memory: 7080, top1_acc: 0.4145, top5_acc: 0.6697, loss_cls: 2.6008, loss: 2.6008, grad_norm: 2.6762 2021-06-13 05:35:10,338 - mmaction - INFO - Epoch [4][840/940] lr: 4.000e-02, eta: 1 day, 19:08:34, time: 1.257, data_time: 0.005, memory: 7080, top1_acc: 0.4080, top5_acc: 0.6531, loss_cls: 2.6504, loss: 2.6504, grad_norm: 2.6658 2021-06-13 05:35:33,596 - mmaction - INFO - Epoch [4][860/940] lr: 4.000e-02, eta: 1 day, 19:03:28, time: 1.166, data_time: 0.005, memory: 7080, top1_acc: 0.4184, top5_acc: 0.6650, loss_cls: 2.5912, loss: 2.5912, grad_norm: 2.6983 2021-06-13 05:35:58,946 - mmaction - INFO - Epoch [4][880/940] lr: 4.000e-02, eta: 1 day, 18:59:14, time: 1.267, data_time: 0.002, memory: 7080, top1_acc: 0.4146, top5_acc: 0.6615, loss_cls: 2.6009, loss: 2.6009, grad_norm: 2.7012 2021-06-13 05:36:23,335 - mmaction - INFO - Epoch [4][900/940] lr: 4.000e-02, eta: 1 day, 18:54:40, time: 1.219, data_time: 0.002, memory: 7080, top1_acc: 0.4135, top5_acc: 0.6658, loss_cls: 2.5922, loss: 2.5922, grad_norm: 2.7150 2021-06-13 05:36:48,115 - mmaction - INFO - Epoch [4][920/940] lr: 4.000e-02, eta: 1 day, 18:50:18, time: 1.239, data_time: 0.003, memory: 7080, top1_acc: 0.4158, top5_acc: 0.6670, loss_cls: 2.5838, loss: 2.5838, grad_norm: 2.6799 2021-06-13 05:37:09,032 - mmaction - INFO - Epoch [4][940/940] lr: 4.000e-02, eta: 1 day, 18:44:26, time: 1.047, data_time: 0.002, memory: 7080, top1_acc: 0.4099, top5_acc: 0.6648, loss_cls: 2.6185, loss: 2.6185, grad_norm: 2.7358 2021-06-13 05:37:14,345 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-06-13 05:45:05,171 - mmaction - INFO - Epoch [5][20/940] lr: 4.000e-02, eta: 1 day, 21:37:12, time: 23.491, data_time: 21.545, memory: 7080, top1_acc: 0.4137, top5_acc: 0.6648, loss_cls: 2.5780, loss: 2.5780, grad_norm: 2.7473 2021-06-13 05:45:29,786 - mmaction - INFO - Epoch [5][40/940] lr: 4.000e-02, eta: 1 day, 21:31:56, time: 1.233, data_time: 0.076, memory: 7080, top1_acc: 0.4230, top5_acc: 0.6820, loss_cls: 2.5430, loss: 2.5430, grad_norm: 2.6786 2021-06-13 05:45:54,556 - mmaction - INFO - Epoch [5][60/940] lr: 4.000e-02, eta: 1 day, 21:26:47, time: 1.239, data_time: 0.050, memory: 7080, top1_acc: 0.4182, top5_acc: 0.6779, loss_cls: 2.5790, loss: 2.5790, grad_norm: 2.7090 2021-06-13 05:46:19,111 - mmaction - INFO - Epoch [5][80/940] lr: 4.000e-02, eta: 1 day, 21:21:36, time: 1.229, data_time: 0.004, memory: 7080, top1_acc: 0.4158, top5_acc: 0.6734, loss_cls: 2.5904, loss: 2.5904, grad_norm: 2.7155 2021-06-13 05:46:43,074 - mmaction - INFO - Epoch [5][100/940] lr: 4.000e-02, eta: 1 day, 21:16:13, time: 1.197, data_time: 0.002, memory: 7080, top1_acc: 0.4254, top5_acc: 0.6750, loss_cls: 2.5405, loss: 2.5405, grad_norm: 2.7017 2021-06-13 05:47:08,168 - mmaction - INFO - Epoch [5][120/940] lr: 4.000e-02, eta: 1 day, 21:11:20, time: 1.255, data_time: 0.003, memory: 7080, top1_acc: 0.4279, top5_acc: 0.6705, loss_cls: 2.5498, loss: 2.5498, grad_norm: 2.6549 2021-06-13 05:47:33,063 - mmaction - INFO - Epoch [5][140/940] lr: 4.000e-02, eta: 1 day, 21:06:24, time: 1.242, data_time: 0.002, memory: 7080, top1_acc: 0.4092, top5_acc: 0.6678, loss_cls: 2.6056, loss: 2.6056, grad_norm: 2.6443 2021-06-13 05:47:57,091 - mmaction - INFO - Epoch [5][160/940] lr: 4.000e-02, eta: 1 day, 21:01:12, time: 1.202, data_time: 0.005, memory: 7080, top1_acc: 0.4232, top5_acc: 0.6770, loss_cls: 2.5523, loss: 2.5523, grad_norm: 2.6998 2021-06-13 05:48:22,226 - mmaction - INFO - Epoch [5][180/940] lr: 4.000e-02, eta: 1 day, 20:56:29, time: 1.259, data_time: 0.004, memory: 7080, top1_acc: 0.4309, top5_acc: 0.6732, loss_cls: 2.5329, loss: 2.5329, grad_norm: 2.6520 2021-06-13 05:48:46,168 - mmaction - INFO - Epoch [5][200/940] lr: 4.000e-02, eta: 1 day, 20:51:20, time: 1.195, data_time: 0.002, memory: 7080, top1_acc: 0.4297, top5_acc: 0.6848, loss_cls: 2.5272, loss: 2.5272, grad_norm: 2.6797 2021-06-13 05:49:10,745 - mmaction - INFO - Epoch [5][220/940] lr: 4.000e-02, eta: 1 day, 20:46:28, time: 1.229, data_time: 0.004, memory: 7080, top1_acc: 0.4268, top5_acc: 0.6818, loss_cls: 2.5213, loss: 2.5213, grad_norm: 2.7018 2021-06-13 05:49:35,303 - mmaction - INFO - Epoch [5][240/940] lr: 4.000e-02, eta: 1 day, 20:41:41, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.4234, top5_acc: 0.6809, loss_cls: 2.5423, loss: 2.5423, grad_norm: 2.7406 2021-06-13 05:50:00,379 - mmaction - INFO - Epoch [5][260/940] lr: 4.000e-02, eta: 1 day, 20:37:05, time: 1.252, data_time: 0.001, memory: 7080, top1_acc: 0.4174, top5_acc: 0.6646, loss_cls: 2.6095, loss: 2.6095, grad_norm: 2.7051 2021-06-13 05:50:25,501 - mmaction - INFO - Epoch [5][280/940] lr: 4.000e-02, eta: 1 day, 20:32:32, time: 1.253, data_time: 0.004, memory: 7080, top1_acc: 0.4254, top5_acc: 0.6770, loss_cls: 2.5679, loss: 2.5679, grad_norm: 2.7179 2021-06-13 05:50:50,127 - mmaction - INFO - Epoch [5][300/940] lr: 4.000e-02, eta: 1 day, 20:27:54, time: 1.235, data_time: 0.006, memory: 7080, top1_acc: 0.4213, top5_acc: 0.6785, loss_cls: 2.5381, loss: 2.5381, grad_norm: 2.6391 2021-06-13 05:51:13,698 - mmaction - INFO - Epoch [5][320/940] lr: 4.000e-02, eta: 1 day, 20:22:53, time: 1.178, data_time: 0.002, memory: 7080, top1_acc: 0.4342, top5_acc: 0.6852, loss_cls: 2.5059, loss: 2.5059, grad_norm: 2.6104 2021-06-13 05:51:38,926 - mmaction - INFO - Epoch [5][340/940] lr: 4.000e-02, eta: 1 day, 20:18:32, time: 1.261, data_time: 0.002, memory: 7080, top1_acc: 0.4346, top5_acc: 0.6898, loss_cls: 2.4858, loss: 2.4858, grad_norm: 2.6291 2021-06-13 05:52:03,552 - mmaction - INFO - Epoch [5][360/940] lr: 4.000e-02, eta: 1 day, 20:14:00, time: 1.233, data_time: 0.005, memory: 7080, top1_acc: 0.4260, top5_acc: 0.6697, loss_cls: 2.5526, loss: 2.5526, grad_norm: 2.7017 2021-06-13 05:52:27,910 - mmaction - INFO - Epoch [5][380/940] lr: 4.000e-02, eta: 1 day, 20:09:23, time: 1.217, data_time: 0.002, memory: 7080, top1_acc: 0.4271, top5_acc: 0.6867, loss_cls: 2.5048, loss: 2.5048, grad_norm: 2.6729 2021-06-13 05:52:52,982 - mmaction - INFO - Epoch [5][400/940] lr: 4.000e-02, eta: 1 day, 20:05:05, time: 1.253, data_time: 0.003, memory: 7080, top1_acc: 0.4242, top5_acc: 0.6836, loss_cls: 2.5245, loss: 2.5245, grad_norm: 2.6993 2021-06-13 05:53:17,127 - mmaction - INFO - Epoch [5][420/940] lr: 4.000e-02, eta: 1 day, 20:00:29, time: 1.207, data_time: 0.006, memory: 7080, top1_acc: 0.4287, top5_acc: 0.6777, loss_cls: 2.5121, loss: 2.5121, grad_norm: 2.7196 2021-06-13 05:53:41,475 - mmaction - INFO - Epoch [5][440/940] lr: 4.000e-02, eta: 1 day, 19:56:00, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.4057, top5_acc: 0.6607, loss_cls: 2.6020, loss: 2.6020, grad_norm: 2.6633 2021-06-13 05:54:05,505 - mmaction - INFO - Epoch [5][460/940] lr: 4.000e-02, eta: 1 day, 19:51:27, time: 1.203, data_time: 0.004, memory: 7080, top1_acc: 0.4240, top5_acc: 0.6873, loss_cls: 2.5165, loss: 2.5165, grad_norm: 2.6591 2021-06-13 05:54:29,835 - mmaction - INFO - Epoch [5][480/940] lr: 4.000e-02, eta: 1 day, 19:47:02, time: 1.216, data_time: 0.005, memory: 7080, top1_acc: 0.4260, top5_acc: 0.6699, loss_cls: 2.5590, loss: 2.5590, grad_norm: 2.7065 2021-06-13 05:54:54,530 - mmaction - INFO - Epoch [5][500/940] lr: 4.000e-02, eta: 1 day, 19:42:47, time: 1.234, data_time: 0.003, memory: 7080, top1_acc: 0.4340, top5_acc: 0.6861, loss_cls: 2.4944, loss: 2.4944, grad_norm: 2.7004 2021-06-13 05:55:18,911 - mmaction - INFO - Epoch [5][520/940] lr: 4.000e-02, eta: 1 day, 19:38:27, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.4055, top5_acc: 0.6633, loss_cls: 2.6450, loss: 2.6450, grad_norm: 2.7139 2021-06-13 05:55:43,628 - mmaction - INFO - Epoch [5][540/940] lr: 4.000e-02, eta: 1 day, 19:34:17, time: 1.235, data_time: 0.005, memory: 7080, top1_acc: 0.4213, top5_acc: 0.6664, loss_cls: 2.5601, loss: 2.5601, grad_norm: 2.6799 2021-06-13 05:56:07,946 - mmaction - INFO - Epoch [5][560/940] lr: 4.000e-02, eta: 1 day, 19:30:02, time: 1.219, data_time: 0.007, memory: 7080, top1_acc: 0.4240, top5_acc: 0.6854, loss_cls: 2.5365, loss: 2.5365, grad_norm: 2.6858 2021-06-13 05:56:33,052 - mmaction - INFO - Epoch [5][580/940] lr: 4.000e-02, eta: 1 day, 19:26:04, time: 1.255, data_time: 0.003, memory: 7080, top1_acc: 0.4424, top5_acc: 0.6943, loss_cls: 2.4576, loss: 2.4576, grad_norm: 2.6262 2021-06-13 05:56:58,361 - mmaction - INFO - Epoch [5][600/940] lr: 4.000e-02, eta: 1 day, 19:22:13, time: 1.267, data_time: 0.004, memory: 7080, top1_acc: 0.4250, top5_acc: 0.6717, loss_cls: 2.5677, loss: 2.5677, grad_norm: 2.6694 2021-06-13 05:57:23,303 - mmaction - INFO - Epoch [5][620/940] lr: 4.000e-02, eta: 1 day, 19:18:16, time: 1.247, data_time: 0.003, memory: 7080, top1_acc: 0.4268, top5_acc: 0.6889, loss_cls: 2.5053, loss: 2.5053, grad_norm: 2.6790 2021-06-13 05:57:47,582 - mmaction - INFO - Epoch [5][640/940] lr: 4.000e-02, eta: 1 day, 19:14:07, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.4297, top5_acc: 0.6758, loss_cls: 2.5133, loss: 2.5133, grad_norm: 2.6668 2021-06-13 05:58:11,817 - mmaction - INFO - Epoch [5][660/940] lr: 4.000e-02, eta: 1 day, 19:09:59, time: 1.211, data_time: 0.002, memory: 7080, top1_acc: 0.4383, top5_acc: 0.6941, loss_cls: 2.4813, loss: 2.4813, grad_norm: 2.6831 2021-06-13 05:58:36,831 - mmaction - INFO - Epoch [5][680/940] lr: 4.000e-02, eta: 1 day, 19:06:09, time: 1.250, data_time: 0.003, memory: 7080, top1_acc: 0.4355, top5_acc: 0.6859, loss_cls: 2.5205, loss: 2.5205, grad_norm: 2.6696 2021-06-13 05:59:01,464 - mmaction - INFO - Epoch [5][700/940] lr: 4.000e-02, eta: 1 day, 19:02:14, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.4244, top5_acc: 0.6852, loss_cls: 2.5317, loss: 2.5317, grad_norm: 2.6618 2021-06-13 05:59:25,802 - mmaction - INFO - Epoch [5][720/940] lr: 4.000e-02, eta: 1 day, 18:58:14, time: 1.216, data_time: 0.003, memory: 7080, top1_acc: 0.4324, top5_acc: 0.6799, loss_cls: 2.5182, loss: 2.5182, grad_norm: 2.6666 2021-06-13 05:59:50,813 - mmaction - INFO - Epoch [5][740/940] lr: 4.000e-02, eta: 1 day, 18:54:29, time: 1.250, data_time: 0.003, memory: 7080, top1_acc: 0.4305, top5_acc: 0.6779, loss_cls: 2.5440, loss: 2.5440, grad_norm: 2.6585 2021-06-13 06:00:25,560 - mmaction - INFO - Epoch [5][760/940] lr: 4.000e-02, eta: 1 day, 18:53:57, time: 1.733, data_time: 0.002, memory: 7080, top1_acc: 0.4182, top5_acc: 0.6719, loss_cls: 2.5578, loss: 2.5578, grad_norm: 2.6016 2021-06-13 06:00:49,568 - mmaction - INFO - Epoch [5][780/940] lr: 4.000e-02, eta: 1 day, 18:49:57, time: 1.204, data_time: 0.012, memory: 7080, top1_acc: 0.4291, top5_acc: 0.6795, loss_cls: 2.5100, loss: 2.5100, grad_norm: 2.7063 2021-06-13 06:01:14,641 - mmaction - INFO - Epoch [5][800/940] lr: 4.000e-02, eta: 1 day, 18:46:18, time: 1.254, data_time: 0.003, memory: 7080, top1_acc: 0.4268, top5_acc: 0.6768, loss_cls: 2.5300, loss: 2.5300, grad_norm: 2.7403 2021-06-13 06:01:39,743 - mmaction - INFO - Epoch [5][820/940] lr: 4.000e-02, eta: 1 day, 18:42:42, time: 1.256, data_time: 0.003, memory: 7080, top1_acc: 0.4225, top5_acc: 0.6656, loss_cls: 2.5747, loss: 2.5747, grad_norm: 2.6634 2021-06-13 06:02:04,563 - mmaction - INFO - Epoch [5][840/940] lr: 4.000e-02, eta: 1 day, 18:39:02, time: 1.240, data_time: 0.003, memory: 7080, top1_acc: 0.4295, top5_acc: 0.6834, loss_cls: 2.5082, loss: 2.5082, grad_norm: 2.6724 2021-06-13 06:02:28,873 - mmaction - INFO - Epoch [5][860/940] lr: 4.000e-02, eta: 1 day, 18:35:13, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.4316, top5_acc: 0.6799, loss_cls: 2.5031, loss: 2.5031, grad_norm: 2.6790 2021-06-13 06:02:52,964 - mmaction - INFO - Epoch [5][880/940] lr: 4.000e-02, eta: 1 day, 18:31:22, time: 1.204, data_time: 0.004, memory: 7080, top1_acc: 0.4428, top5_acc: 0.6875, loss_cls: 2.5075, loss: 2.5075, grad_norm: 2.6492 2021-06-13 06:03:16,448 - mmaction - INFO - Epoch [5][900/940] lr: 4.000e-02, eta: 1 day, 18:27:21, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.4283, top5_acc: 0.6811, loss_cls: 2.5230, loss: 2.5230, grad_norm: 2.6410 2021-06-13 06:03:41,823 - mmaction - INFO - Epoch [5][920/940] lr: 4.000e-02, eta: 1 day, 18:23:58, time: 1.268, data_time: 0.003, memory: 7080, top1_acc: 0.4227, top5_acc: 0.6773, loss_cls: 2.5568, loss: 2.5568, grad_norm: 2.6264 2021-06-13 06:04:02,816 - mmaction - INFO - Epoch [5][940/940] lr: 4.000e-02, eta: 1 day, 18:19:14, time: 1.052, data_time: 0.003, memory: 7080, top1_acc: 0.4257, top5_acc: 0.6769, loss_cls: 2.5479, loss: 2.5479, grad_norm: 2.6944 2021-06-13 06:04:09,083 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-06-13 06:12:04,008 - mmaction - INFO - Epoch [6][20/940] lr: 4.000e-02, eta: 1 day, 20:37:19, time: 23.696, data_time: 22.065, memory: 7080, top1_acc: 0.4447, top5_acc: 0.6891, loss_cls: 2.4703, loss: 2.4703, grad_norm: 2.6336 2021-06-13 06:12:26,877 - mmaction - INFO - Epoch [6][40/940] lr: 4.000e-02, eta: 1 day, 20:32:35, time: 1.143, data_time: 0.004, memory: 7080, top1_acc: 0.4268, top5_acc: 0.6836, loss_cls: 2.4734, loss: 2.4734, grad_norm: 2.7688 2021-06-13 06:12:51,866 - mmaction - INFO - Epoch [6][60/940] lr: 4.000e-02, eta: 1 day, 20:28:35, time: 1.250, data_time: 0.004, memory: 7080, top1_acc: 0.4465, top5_acc: 0.6932, loss_cls: 2.4577, loss: 2.4577, grad_norm: 2.7023 2021-06-13 06:13:16,372 - mmaction - INFO - Epoch [6][80/940] lr: 4.000e-02, eta: 1 day, 20:24:27, time: 1.226, data_time: 0.010, memory: 7080, top1_acc: 0.4387, top5_acc: 0.6781, loss_cls: 2.4816, loss: 2.4816, grad_norm: 2.7013 2021-06-13 06:13:40,499 - mmaction - INFO - Epoch [6][100/940] lr: 4.000e-02, eta: 1 day, 20:20:12, time: 1.204, data_time: 0.004, memory: 7080, top1_acc: 0.4465, top5_acc: 0.6902, loss_cls: 2.4498, loss: 2.4498, grad_norm: 2.6280 2021-06-13 06:14:05,410 - mmaction - INFO - Epoch [6][120/940] lr: 4.000e-02, eta: 1 day, 20:16:16, time: 1.247, data_time: 0.005, memory: 7080, top1_acc: 0.4352, top5_acc: 0.6910, loss_cls: 2.4746, loss: 2.4746, grad_norm: 2.6481 2021-06-13 06:14:30,192 - mmaction - INFO - Epoch [6][140/940] lr: 4.000e-02, eta: 1 day, 20:12:19, time: 1.240, data_time: 0.003, memory: 7080, top1_acc: 0.4451, top5_acc: 0.6854, loss_cls: 2.4847, loss: 2.4847, grad_norm: 2.5763 2021-06-13 06:14:54,645 - mmaction - INFO - Epoch [6][160/940] lr: 4.000e-02, eta: 1 day, 20:08:17, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.4471, top5_acc: 0.6918, loss_cls: 2.4615, loss: 2.4615, grad_norm: 2.7252 2021-06-13 06:15:19,240 - mmaction - INFO - Epoch [6][180/940] lr: 4.000e-02, eta: 1 day, 20:04:19, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.4426, top5_acc: 0.6961, loss_cls: 2.4238, loss: 2.4238, grad_norm: 2.6606 2021-06-13 06:15:43,896 - mmaction - INFO - Epoch [6][200/940] lr: 4.000e-02, eta: 1 day, 20:00:25, time: 1.234, data_time: 0.008, memory: 7080, top1_acc: 0.4377, top5_acc: 0.6875, loss_cls: 2.4556, loss: 2.4556, grad_norm: 2.6519 2021-06-13 06:16:09,170 - mmaction - INFO - Epoch [6][220/940] lr: 4.000e-02, eta: 1 day, 19:56:43, time: 1.264, data_time: 0.001, memory: 7080, top1_acc: 0.4396, top5_acc: 0.6912, loss_cls: 2.4612, loss: 2.4612, grad_norm: 2.6272 2021-06-13 06:16:33,178 - mmaction - INFO - Epoch [6][240/940] lr: 4.000e-02, eta: 1 day, 19:52:40, time: 1.201, data_time: 0.079, memory: 7080, top1_acc: 0.4400, top5_acc: 0.6930, loss_cls: 2.4661, loss: 2.4661, grad_norm: 2.6651 2021-06-13 06:16:57,411 - mmaction - INFO - Epoch [6][260/940] lr: 4.000e-02, eta: 1 day, 19:48:42, time: 1.211, data_time: 0.035, memory: 7080, top1_acc: 0.4469, top5_acc: 0.6984, loss_cls: 2.4426, loss: 2.4426, grad_norm: 2.6920 2021-06-13 06:17:22,308 - mmaction - INFO - Epoch [6][280/940] lr: 4.000e-02, eta: 1 day, 19:44:58, time: 1.244, data_time: 0.002, memory: 7080, top1_acc: 0.4480, top5_acc: 0.7004, loss_cls: 2.4432, loss: 2.4432, grad_norm: 2.6568 2021-06-13 06:17:46,581 - mmaction - INFO - Epoch [6][300/940] lr: 4.000e-02, eta: 1 day, 19:41:05, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.4363, top5_acc: 0.6902, loss_cls: 2.4876, loss: 2.4876, grad_norm: 2.6006 2021-06-13 06:18:11,419 - mmaction - INFO - Epoch [6][320/940] lr: 4.000e-02, eta: 1 day, 19:37:24, time: 1.243, data_time: 0.005, memory: 7080, top1_acc: 0.4416, top5_acc: 0.6918, loss_cls: 2.4505, loss: 2.4505, grad_norm: 2.7101 2021-06-13 06:18:35,688 - mmaction - INFO - Epoch [6][340/940] lr: 4.000e-02, eta: 1 day, 19:33:34, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.4437, top5_acc: 0.6969, loss_cls: 2.4530, loss: 2.4530, grad_norm: 2.6524 2021-06-13 06:19:00,798 - mmaction - INFO - Epoch [6][360/940] lr: 4.000e-02, eta: 1 day, 19:29:59, time: 1.251, data_time: 0.005, memory: 7080, top1_acc: 0.4223, top5_acc: 0.6711, loss_cls: 2.5440, loss: 2.5440, grad_norm: 2.6930 2021-06-13 06:19:25,817 - mmaction - INFO - Epoch [6][380/940] lr: 4.000e-02, eta: 1 day, 19:26:27, time: 1.255, data_time: 0.007, memory: 7080, top1_acc: 0.4426, top5_acc: 0.6975, loss_cls: 2.4469, loss: 2.4469, grad_norm: 2.7032 2021-06-13 06:19:50,412 - mmaction - INFO - Epoch [6][400/940] lr: 4.000e-02, eta: 1 day, 19:22:46, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.4342, top5_acc: 0.6879, loss_cls: 2.4733, loss: 2.4733, grad_norm: 2.6523 2021-06-13 06:20:14,630 - mmaction - INFO - Epoch [6][420/940] lr: 4.000e-02, eta: 1 day, 19:19:01, time: 1.210, data_time: 0.004, memory: 7080, top1_acc: 0.4400, top5_acc: 0.6863, loss_cls: 2.4929, loss: 2.4929, grad_norm: 2.6249 2021-06-13 06:20:39,057 - mmaction - INFO - Epoch [6][440/940] lr: 4.000e-02, eta: 1 day, 19:15:23, time: 1.225, data_time: 0.007, memory: 7080, top1_acc: 0.4355, top5_acc: 0.6904, loss_cls: 2.4786, loss: 2.4786, grad_norm: 2.6515 2021-06-13 06:21:04,409 - mmaction - INFO - Epoch [6][460/940] lr: 4.000e-02, eta: 1 day, 19:12:01, time: 1.269, data_time: 0.010, memory: 7080, top1_acc: 0.4379, top5_acc: 0.6857, loss_cls: 2.4828, loss: 2.4828, grad_norm: 2.6007 2021-06-13 06:21:28,150 - mmaction - INFO - Epoch [6][480/940] lr: 4.000e-02, eta: 1 day, 19:08:12, time: 1.185, data_time: 0.001, memory: 7080, top1_acc: 0.4520, top5_acc: 0.6926, loss_cls: 2.4315, loss: 2.4315, grad_norm: 2.5988 2021-06-13 06:21:53,039 - mmaction - INFO - Epoch [6][500/940] lr: 4.000e-02, eta: 1 day, 19:04:45, time: 1.245, data_time: 0.003, memory: 7080, top1_acc: 0.4459, top5_acc: 0.6988, loss_cls: 2.4312, loss: 2.4312, grad_norm: 2.7296 2021-06-13 06:22:17,878 - mmaction - INFO - Epoch [6][520/940] lr: 4.000e-02, eta: 1 day, 19:01:19, time: 1.243, data_time: 0.003, memory: 7080, top1_acc: 0.4363, top5_acc: 0.6992, loss_cls: 2.4502, loss: 2.4502, grad_norm: 2.6383 2021-06-13 06:22:42,565 - mmaction - INFO - Epoch [6][540/940] lr: 4.000e-02, eta: 1 day, 18:57:51, time: 1.233, data_time: 0.002, memory: 7080, top1_acc: 0.4459, top5_acc: 0.6992, loss_cls: 2.4296, loss: 2.4296, grad_norm: 2.6427 2021-06-13 06:23:07,227 - mmaction - INFO - Epoch [6][560/940] lr: 4.000e-02, eta: 1 day, 18:54:24, time: 1.233, data_time: 0.004, memory: 7080, top1_acc: 0.4436, top5_acc: 0.6861, loss_cls: 2.4788, loss: 2.4788, grad_norm: 2.6768 2021-06-13 06:23:32,320 - mmaction - INFO - Epoch [6][580/940] lr: 4.000e-02, eta: 1 day, 18:51:05, time: 1.252, data_time: 0.003, memory: 7080, top1_acc: 0.4461, top5_acc: 0.7000, loss_cls: 2.4369, loss: 2.4369, grad_norm: 2.6330 2021-06-13 06:23:56,282 - mmaction - INFO - Epoch [6][600/940] lr: 4.000e-02, eta: 1 day, 18:47:30, time: 1.199, data_time: 0.010, memory: 7080, top1_acc: 0.4408, top5_acc: 0.6869, loss_cls: 2.4687, loss: 2.4687, grad_norm: 2.5843 2021-06-13 06:24:21,307 - mmaction - INFO - Epoch [6][620/940] lr: 4.000e-02, eta: 1 day, 18:44:13, time: 1.251, data_time: 0.004, memory: 7080, top1_acc: 0.4352, top5_acc: 0.6900, loss_cls: 2.4974, loss: 2.4974, grad_norm: 2.6037 2021-06-13 06:24:44,955 - mmaction - INFO - Epoch [6][640/940] lr: 4.000e-02, eta: 1 day, 18:40:36, time: 1.185, data_time: 0.005, memory: 7080, top1_acc: 0.4398, top5_acc: 0.6912, loss_cls: 2.4651, loss: 2.4651, grad_norm: 2.7057 2021-06-13 06:25:10,131 - mmaction - INFO - Epoch [6][660/940] lr: 4.000e-02, eta: 1 day, 18:37:24, time: 1.257, data_time: 0.005, memory: 7080, top1_acc: 0.4283, top5_acc: 0.6820, loss_cls: 2.5121, loss: 2.5121, grad_norm: 2.6116 2021-06-13 06:25:34,811 - mmaction - INFO - Epoch [6][680/940] lr: 4.000e-02, eta: 1 day, 18:34:05, time: 1.235, data_time: 0.005, memory: 7080, top1_acc: 0.4367, top5_acc: 0.6967, loss_cls: 2.4504, loss: 2.4504, grad_norm: 2.6665 2021-06-13 06:25:59,367 - mmaction - INFO - Epoch [6][700/940] lr: 4.000e-02, eta: 1 day, 18:30:46, time: 1.228, data_time: 0.004, memory: 7080, top1_acc: 0.4414, top5_acc: 0.6965, loss_cls: 2.4473, loss: 2.4473, grad_norm: 2.6820 2021-06-13 06:26:24,506 - mmaction - INFO - Epoch [6][720/940] lr: 4.000e-02, eta: 1 day, 18:27:39, time: 1.259, data_time: 0.004, memory: 7080, top1_acc: 0.4371, top5_acc: 0.6975, loss_cls: 2.4597, loss: 2.4597, grad_norm: 2.6997 2021-06-13 06:26:48,951 - mmaction - INFO - Epoch [6][740/940] lr: 4.000e-02, eta: 1 day, 18:24:20, time: 1.221, data_time: 0.001, memory: 7080, top1_acc: 0.4363, top5_acc: 0.6984, loss_cls: 2.4680, loss: 2.4680, grad_norm: 2.6369 2021-06-13 06:27:13,873 - mmaction - INFO - Epoch [6][760/940] lr: 4.000e-02, eta: 1 day, 18:21:11, time: 1.248, data_time: 0.003, memory: 7080, top1_acc: 0.4240, top5_acc: 0.6840, loss_cls: 2.4986, loss: 2.4986, grad_norm: 2.6500 2021-06-13 06:27:38,522 - mmaction - INFO - Epoch [6][780/940] lr: 4.000e-02, eta: 1 day, 18:17:58, time: 1.230, data_time: 0.001, memory: 7080, top1_acc: 0.4303, top5_acc: 0.6820, loss_cls: 2.5143, loss: 2.5143, grad_norm: 2.6786 2021-06-13 06:28:02,927 - mmaction - INFO - Epoch [6][800/940] lr: 4.000e-02, eta: 1 day, 18:14:43, time: 1.222, data_time: 0.004, memory: 7080, top1_acc: 0.4346, top5_acc: 0.6875, loss_cls: 2.4806, loss: 2.4806, grad_norm: 2.5360 2021-06-13 06:28:27,034 - mmaction - INFO - Epoch [6][820/940] lr: 4.000e-02, eta: 1 day, 18:11:23, time: 1.202, data_time: 0.006, memory: 7080, top1_acc: 0.4461, top5_acc: 0.6922, loss_cls: 2.4328, loss: 2.4328, grad_norm: 2.6293 2021-06-13 06:28:51,634 - mmaction - INFO - Epoch [6][840/940] lr: 4.000e-02, eta: 1 day, 18:08:14, time: 1.231, data_time: 0.005, memory: 7080, top1_acc: 0.4361, top5_acc: 0.6945, loss_cls: 2.4708, loss: 2.4708, grad_norm: 2.6467 2021-06-13 06:29:15,921 - mmaction - INFO - Epoch [6][860/940] lr: 4.000e-02, eta: 1 day, 18:05:01, time: 1.216, data_time: 0.004, memory: 7080, top1_acc: 0.4504, top5_acc: 0.6918, loss_cls: 2.4661, loss: 2.4661, grad_norm: 2.5777 2021-06-13 06:29:39,825 - mmaction - INFO - Epoch [6][880/940] lr: 4.000e-02, eta: 1 day, 18:01:42, time: 1.193, data_time: 0.002, memory: 7080, top1_acc: 0.4518, top5_acc: 0.7018, loss_cls: 2.4021, loss: 2.4021, grad_norm: 2.6559 2021-06-13 06:30:04,718 - mmaction - INFO - Epoch [6][900/940] lr: 4.000e-02, eta: 1 day, 17:58:40, time: 1.245, data_time: 0.003, memory: 7080, top1_acc: 0.4453, top5_acc: 0.6914, loss_cls: 2.4269, loss: 2.4269, grad_norm: 2.6209 2021-06-13 06:30:29,158 - mmaction - INFO - Epoch [6][920/940] lr: 4.000e-02, eta: 1 day, 17:55:33, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.4387, top5_acc: 0.6924, loss_cls: 2.4626, loss: 2.4626, grad_norm: 2.6044 2021-06-13 06:30:49,972 - mmaction - INFO - Epoch [6][940/940] lr: 4.000e-02, eta: 1 day, 17:51:30, time: 1.042, data_time: 0.053, memory: 7080, top1_acc: 0.4276, top5_acc: 0.6853, loss_cls: 2.5092, loss: 2.5092, grad_norm: 2.6065 2021-06-13 06:30:55,194 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-06-13 06:38:32,318 - mmaction - INFO - Epoch [7][20/940] lr: 4.000e-02, eta: 1 day, 19:40:43, time: 22.807, data_time: 21.290, memory: 7080, top1_acc: 0.4514, top5_acc: 0.7008, loss_cls: 2.4177, loss: 2.4177, grad_norm: 2.5917 2021-06-13 06:38:56,243 - mmaction - INFO - Epoch [7][40/940] lr: 4.000e-02, eta: 1 day, 19:37:07, time: 1.198, data_time: 0.005, memory: 7080, top1_acc: 0.4436, top5_acc: 0.7020, loss_cls: 2.3834, loss: 2.3834, grad_norm: 2.6199 2021-06-13 06:39:20,922 - mmaction - INFO - Epoch [7][60/940] lr: 4.000e-02, eta: 1 day, 19:33:42, time: 1.233, data_time: 0.109, memory: 7080, top1_acc: 0.4645, top5_acc: 0.6996, loss_cls: 2.3857, loss: 2.3857, grad_norm: 2.7016 2021-06-13 06:39:45,295 - mmaction - INFO - Epoch [7][80/940] lr: 4.000e-02, eta: 1 day, 19:30:15, time: 1.219, data_time: 0.028, memory: 7080, top1_acc: 0.4574, top5_acc: 0.7045, loss_cls: 2.3798, loss: 2.3798, grad_norm: 2.6769 2021-06-13 06:40:09,999 - mmaction - INFO - Epoch [7][100/940] lr: 4.000e-02, eta: 1 day, 19:26:53, time: 1.235, data_time: 0.012, memory: 7080, top1_acc: 0.4404, top5_acc: 0.7006, loss_cls: 2.4314, loss: 2.4314, grad_norm: 2.6642 2021-06-13 06:40:34,334 - mmaction - INFO - Epoch [7][120/940] lr: 4.000e-02, eta: 1 day, 19:23:26, time: 1.212, data_time: 0.064, memory: 7080, top1_acc: 0.4645, top5_acc: 0.7123, loss_cls: 2.3497, loss: 2.3497, grad_norm: 2.6336 2021-06-13 06:40:59,099 - mmaction - INFO - Epoch [7][140/940] lr: 4.000e-02, eta: 1 day, 19:20:10, time: 1.244, data_time: 0.267, memory: 7080, top1_acc: 0.4578, top5_acc: 0.7088, loss_cls: 2.3734, loss: 2.3734, grad_norm: 2.6964 2021-06-13 06:41:23,362 - mmaction - INFO - Epoch [7][160/940] lr: 4.000e-02, eta: 1 day, 19:16:44, time: 1.207, data_time: 0.085, memory: 7080, top1_acc: 0.4389, top5_acc: 0.6861, loss_cls: 2.4581, loss: 2.4581, grad_norm: 2.6180 2021-06-13 06:41:47,650 - mmaction - INFO - Epoch [7][180/940] lr: 4.000e-02, eta: 1 day, 19:13:24, time: 1.220, data_time: 0.008, memory: 7080, top1_acc: 0.4480, top5_acc: 0.6990, loss_cls: 2.4352, loss: 2.4352, grad_norm: 2.6216 2021-06-13 06:42:12,055 - mmaction - INFO - Epoch [7][200/940] lr: 4.000e-02, eta: 1 day, 19:10:04, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.4461, top5_acc: 0.7033, loss_cls: 2.4040, loss: 2.4040, grad_norm: 2.7027 2021-06-13 06:42:36,326 - mmaction - INFO - Epoch [7][220/940] lr: 4.000e-02, eta: 1 day, 19:06:43, time: 1.213, data_time: 0.031, memory: 7080, top1_acc: 0.4311, top5_acc: 0.6842, loss_cls: 2.4886, loss: 2.4886, grad_norm: 2.6333 2021-06-13 06:43:00,960 - mmaction - INFO - Epoch [7][240/940] lr: 4.000e-02, eta: 1 day, 19:03:30, time: 1.234, data_time: 0.110, memory: 7080, top1_acc: 0.4613, top5_acc: 0.6988, loss_cls: 2.4010, loss: 2.4010, grad_norm: 2.6210 2021-06-13 06:43:26,007 - mmaction - INFO - Epoch [7][260/940] lr: 4.000e-02, eta: 1 day, 19:00:23, time: 1.251, data_time: 0.006, memory: 7080, top1_acc: 0.4416, top5_acc: 0.6990, loss_cls: 2.4280, loss: 2.4280, grad_norm: 2.6460 2021-06-13 06:43:50,521 - mmaction - INFO - Epoch [7][280/940] lr: 4.000e-02, eta: 1 day, 18:57:09, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.4539, top5_acc: 0.7006, loss_cls: 2.4202, loss: 2.4202, grad_norm: 2.6605 2021-06-13 06:44:15,154 - mmaction - INFO - Epoch [7][300/940] lr: 4.000e-02, eta: 1 day, 18:53:59, time: 1.231, data_time: 0.034, memory: 7080, top1_acc: 0.4557, top5_acc: 0.6980, loss_cls: 2.3854, loss: 2.3854, grad_norm: 2.6561 2021-06-13 06:44:40,241 - mmaction - INFO - Epoch [7][320/940] lr: 4.000e-02, eta: 1 day, 18:50:57, time: 1.256, data_time: 0.019, memory: 7080, top1_acc: 0.4512, top5_acc: 0.6975, loss_cls: 2.4176, loss: 2.4176, grad_norm: 2.6376 2021-06-13 06:45:05,173 - mmaction - INFO - Epoch [7][340/940] lr: 4.000e-02, eta: 1 day, 18:47:53, time: 1.247, data_time: 0.002, memory: 7080, top1_acc: 0.4408, top5_acc: 0.6926, loss_cls: 2.4531, loss: 2.4531, grad_norm: 2.5889 2021-06-13 06:45:29,565 - mmaction - INFO - Epoch [7][360/940] lr: 4.000e-02, eta: 1 day, 18:44:40, time: 1.214, data_time: 0.003, memory: 7080, top1_acc: 0.4479, top5_acc: 0.7088, loss_cls: 2.4003, loss: 2.4003, grad_norm: 2.7181 2021-06-13 06:45:53,956 - mmaction - INFO - Epoch [7][380/940] lr: 4.000e-02, eta: 1 day, 18:41:32, time: 1.224, data_time: 0.009, memory: 7080, top1_acc: 0.4625, top5_acc: 0.7033, loss_cls: 2.3847, loss: 2.3847, grad_norm: 2.6530 2021-06-13 06:46:16,987 - mmaction - INFO - Epoch [7][400/940] lr: 4.000e-02, eta: 1 day, 18:38:03, time: 1.149, data_time: 0.005, memory: 7080, top1_acc: 0.4404, top5_acc: 0.6982, loss_cls: 2.4183, loss: 2.4183, grad_norm: 2.6461 2021-06-13 06:46:42,518 - mmaction - INFO - Epoch [7][420/940] lr: 4.000e-02, eta: 1 day, 18:35:13, time: 1.278, data_time: 0.030, memory: 7080, top1_acc: 0.4480, top5_acc: 0.6971, loss_cls: 2.4285, loss: 2.4285, grad_norm: 2.7170 2021-06-13 06:47:06,363 - mmaction - INFO - Epoch [7][440/940] lr: 4.000e-02, eta: 1 day, 18:31:59, time: 1.195, data_time: 0.005, memory: 7080, top1_acc: 0.4437, top5_acc: 0.6885, loss_cls: 2.4736, loss: 2.4736, grad_norm: 2.6283 2021-06-13 06:47:31,056 - mmaction - INFO - Epoch [7][460/940] lr: 4.000e-02, eta: 1 day, 18:28:58, time: 1.233, data_time: 0.144, memory: 7080, top1_acc: 0.4490, top5_acc: 0.6924, loss_cls: 2.4428, loss: 2.4428, grad_norm: 2.5934 2021-06-13 06:47:55,507 - mmaction - INFO - Epoch [7][480/940] lr: 4.000e-02, eta: 1 day, 18:25:54, time: 1.220, data_time: 0.079, memory: 7080, top1_acc: 0.4521, top5_acc: 0.7072, loss_cls: 2.4101, loss: 2.4101, grad_norm: 2.6012 2021-06-13 06:48:18,758 - mmaction - INFO - Epoch [7][500/940] lr: 4.000e-02, eta: 1 day, 18:22:35, time: 1.165, data_time: 0.006, memory: 7080, top1_acc: 0.4648, top5_acc: 0.7072, loss_cls: 2.3582, loss: 2.3582, grad_norm: 2.5690 2021-06-13 06:48:43,959 - mmaction - INFO - Epoch [7][520/940] lr: 4.000e-02, eta: 1 day, 18:19:45, time: 1.262, data_time: 0.038, memory: 7080, top1_acc: 0.4461, top5_acc: 0.7008, loss_cls: 2.4146, loss: 2.4146, grad_norm: 2.6259 2021-06-13 06:49:07,693 - mmaction - INFO - Epoch [7][540/940] lr: 4.000e-02, eta: 1 day, 18:16:34, time: 1.186, data_time: 0.073, memory: 7080, top1_acc: 0.4551, top5_acc: 0.6945, loss_cls: 2.4215, loss: 2.4215, grad_norm: 2.6613 2021-06-13 06:49:32,730 - mmaction - INFO - Epoch [7][560/940] lr: 4.000e-02, eta: 1 day, 18:13:42, time: 1.248, data_time: 0.082, memory: 7080, top1_acc: 0.4455, top5_acc: 0.6980, loss_cls: 2.4315, loss: 2.4315, grad_norm: 2.6509 2021-06-13 06:49:57,253 - mmaction - INFO - Epoch [7][580/940] lr: 4.000e-02, eta: 1 day, 18:10:45, time: 1.226, data_time: 0.201, memory: 7080, top1_acc: 0.4580, top5_acc: 0.7051, loss_cls: 2.3668, loss: 2.3668, grad_norm: 2.6343 2021-06-13 06:50:21,624 - mmaction - INFO - Epoch [7][600/940] lr: 4.000e-02, eta: 1 day, 18:07:47, time: 1.223, data_time: 0.071, memory: 7080, top1_acc: 0.4469, top5_acc: 0.6977, loss_cls: 2.4619, loss: 2.4619, grad_norm: 2.6090 2021-06-13 06:50:48,118 - mmaction - INFO - Epoch [7][620/940] lr: 4.000e-02, eta: 1 day, 18:05:19, time: 1.323, data_time: 0.004, memory: 7080, top1_acc: 0.4430, top5_acc: 0.7023, loss_cls: 2.4172, loss: 2.4172, grad_norm: 2.5883 2021-06-13 06:51:12,234 - mmaction - INFO - Epoch [7][640/940] lr: 4.000e-02, eta: 1 day, 18:02:20, time: 1.207, data_time: 0.016, memory: 7080, top1_acc: 0.4562, top5_acc: 0.7055, loss_cls: 2.3785, loss: 2.3785, grad_norm: 2.6084 2021-06-13 06:51:36,899 - mmaction - INFO - Epoch [7][660/940] lr: 4.000e-02, eta: 1 day, 17:59:28, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.4484, top5_acc: 0.7004, loss_cls: 2.4144, loss: 2.4144, grad_norm: 2.6370 2021-06-13 06:52:01,936 - mmaction - INFO - Epoch [7][680/940] lr: 4.000e-02, eta: 1 day, 17:56:43, time: 1.255, data_time: 0.005, memory: 7080, top1_acc: 0.4465, top5_acc: 0.7035, loss_cls: 2.3849, loss: 2.3849, grad_norm: 2.6981 2021-06-13 06:52:26,503 - mmaction - INFO - Epoch [7][700/940] lr: 4.000e-02, eta: 1 day, 17:53:52, time: 1.228, data_time: 0.002, memory: 7080, top1_acc: 0.4619, top5_acc: 0.7063, loss_cls: 2.3712, loss: 2.3712, grad_norm: 2.6153 2021-06-13 06:52:50,814 - mmaction - INFO - Epoch [7][720/940] lr: 4.000e-02, eta: 1 day, 17:50:58, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.4512, top5_acc: 0.7025, loss_cls: 2.3987, loss: 2.3987, grad_norm: 2.5950 2021-06-13 06:53:14,948 - mmaction - INFO - Epoch [7][740/940] lr: 4.000e-02, eta: 1 day, 17:48:03, time: 1.207, data_time: 0.003, memory: 7080, top1_acc: 0.4523, top5_acc: 0.6934, loss_cls: 2.4350, loss: 2.4350, grad_norm: 2.6070 2021-06-13 06:53:40,149 - mmaction - INFO - Epoch [7][760/940] lr: 4.000e-02, eta: 1 day, 17:45:23, time: 1.259, data_time: 0.003, memory: 7080, top1_acc: 0.4629, top5_acc: 0.7129, loss_cls: 2.3446, loss: 2.3446, grad_norm: 2.6823 2021-06-13 06:54:04,821 - mmaction - INFO - Epoch [7][780/940] lr: 4.000e-02, eta: 1 day, 17:42:37, time: 1.235, data_time: 0.004, memory: 7080, top1_acc: 0.4508, top5_acc: 0.7047, loss_cls: 2.4136, loss: 2.4136, grad_norm: 2.6188 2021-06-13 06:54:29,042 - mmaction - INFO - Epoch [7][800/940] lr: 4.000e-02, eta: 1 day, 17:39:46, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.4584, top5_acc: 0.7072, loss_cls: 2.3467, loss: 2.3467, grad_norm: 2.6183 2021-06-13 06:54:53,121 - mmaction - INFO - Epoch [7][820/940] lr: 4.000e-02, eta: 1 day, 17:36:54, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.4611, top5_acc: 0.6975, loss_cls: 2.3911, loss: 2.3911, grad_norm: 2.5595 2021-06-13 06:55:16,711 - mmaction - INFO - Epoch [7][840/940] lr: 4.000e-02, eta: 1 day, 17:33:56, time: 1.180, data_time: 0.004, memory: 7080, top1_acc: 0.4578, top5_acc: 0.7047, loss_cls: 2.3916, loss: 2.3916, grad_norm: 2.6193 2021-06-13 06:55:41,815 - mmaction - INFO - Epoch [7][860/940] lr: 4.000e-02, eta: 1 day, 17:31:19, time: 1.254, data_time: 0.003, memory: 7080, top1_acc: 0.4500, top5_acc: 0.7076, loss_cls: 2.3797, loss: 2.3797, grad_norm: 2.6745 2021-06-13 06:56:06,852 - mmaction - INFO - Epoch [7][880/940] lr: 4.000e-02, eta: 1 day, 17:28:43, time: 1.255, data_time: 0.005, memory: 7080, top1_acc: 0.4568, top5_acc: 0.7008, loss_cls: 2.3866, loss: 2.3866, grad_norm: 2.6062 2021-06-13 06:56:29,137 - mmaction - INFO - Epoch [7][900/940] lr: 4.000e-02, eta: 1 day, 17:25:30, time: 1.112, data_time: 0.001, memory: 7080, top1_acc: 0.4471, top5_acc: 0.6891, loss_cls: 2.4349, loss: 2.4349, grad_norm: 2.6306 2021-06-13 06:56:54,881 - mmaction - INFO - Epoch [7][920/940] lr: 4.000e-02, eta: 1 day, 17:23:04, time: 1.287, data_time: 0.003, memory: 7080, top1_acc: 0.4418, top5_acc: 0.6943, loss_cls: 2.4328, loss: 2.4328, grad_norm: 2.6584 2021-06-13 06:57:16,598 - mmaction - INFO - Epoch [7][940/940] lr: 4.000e-02, eta: 1 day, 17:19:47, time: 1.089, data_time: 0.004, memory: 7080, top1_acc: 0.4675, top5_acc: 0.7114, loss_cls: 2.3587, loss: 2.3587, grad_norm: 2.6102 2021-06-13 06:57:20,121 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-06-13 07:04:52,281 - mmaction - INFO - Epoch [8][20/940] lr: 4.000e-02, eta: 1 day, 18:51:16, time: 22.557, data_time: 21.539, memory: 7080, top1_acc: 0.4545, top5_acc: 0.7061, loss_cls: 2.3579, loss: 2.3579, grad_norm: 2.6396 2021-06-13 07:05:15,924 - mmaction - INFO - Epoch [8][40/940] lr: 4.000e-02, eta: 1 day, 18:48:08, time: 1.184, data_time: 0.225, memory: 7080, top1_acc: 0.4730, top5_acc: 0.7143, loss_cls: 2.3019, loss: 2.3019, grad_norm: 2.6178 2021-06-13 07:05:41,515 - mmaction - INFO - Epoch [8][60/940] lr: 4.000e-02, eta: 1 day, 18:45:25, time: 1.280, data_time: 0.211, memory: 7080, top1_acc: 0.4668, top5_acc: 0.7107, loss_cls: 2.3354, loss: 2.3354, grad_norm: 2.5577 2021-06-13 07:06:05,789 - mmaction - INFO - Epoch [8][80/940] lr: 4.000e-02, eta: 1 day, 18:42:26, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.4736, top5_acc: 0.7182, loss_cls: 2.3036, loss: 2.3036, grad_norm: 2.6621 2021-06-13 07:06:31,117 - mmaction - INFO - Epoch [8][100/940] lr: 4.000e-02, eta: 1 day, 18:39:42, time: 1.268, data_time: 0.140, memory: 7080, top1_acc: 0.4629, top5_acc: 0.7113, loss_cls: 2.3232, loss: 2.3232, grad_norm: 2.7056 2021-06-13 07:06:55,364 - mmaction - INFO - Epoch [8][120/940] lr: 4.000e-02, eta: 1 day, 18:36:45, time: 1.214, data_time: 0.105, memory: 7080, top1_acc: 0.4625, top5_acc: 0.7104, loss_cls: 2.3384, loss: 2.3384, grad_norm: 2.6123 2021-06-13 07:07:19,641 - mmaction - INFO - Epoch [8][140/940] lr: 4.000e-02, eta: 1 day, 18:33:48, time: 1.212, data_time: 0.057, memory: 7080, top1_acc: 0.4615, top5_acc: 0.7027, loss_cls: 2.3825, loss: 2.3825, grad_norm: 2.6425 2021-06-13 07:07:44,280 - mmaction - INFO - Epoch [8][160/940] lr: 4.000e-02, eta: 1 day, 18:30:57, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.4510, top5_acc: 0.7068, loss_cls: 2.4015, loss: 2.4015, grad_norm: 2.6118 2021-06-13 07:08:08,873 - mmaction - INFO - Epoch [8][180/940] lr: 4.000e-02, eta: 1 day, 18:28:07, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.4582, top5_acc: 0.7031, loss_cls: 2.3660, loss: 2.3660, grad_norm: 2.6217 2021-06-13 07:08:32,723 - mmaction - INFO - Epoch [8][200/940] lr: 4.000e-02, eta: 1 day, 18:25:07, time: 1.191, data_time: 0.003, memory: 7080, top1_acc: 0.4602, top5_acc: 0.7074, loss_cls: 2.3639, loss: 2.3639, grad_norm: 2.6145 2021-06-13 07:08:57,428 - mmaction - INFO - Epoch [8][220/940] lr: 4.000e-02, eta: 1 day, 18:22:21, time: 1.238, data_time: 0.012, memory: 7080, top1_acc: 0.4543, top5_acc: 0.7063, loss_cls: 2.3741, loss: 2.3741, grad_norm: 2.6788 2021-06-13 07:09:21,500 - mmaction - INFO - Epoch [8][240/940] lr: 4.000e-02, eta: 1 day, 18:19:26, time: 1.202, data_time: 0.023, memory: 7080, top1_acc: 0.4621, top5_acc: 0.7119, loss_cls: 2.3558, loss: 2.3558, grad_norm: 2.6544 2021-06-13 07:09:46,437 - mmaction - INFO - Epoch [8][260/940] lr: 4.000e-02, eta: 1 day, 18:16:43, time: 1.247, data_time: 0.134, memory: 7080, top1_acc: 0.4676, top5_acc: 0.7059, loss_cls: 2.3338, loss: 2.3338, grad_norm: 2.6676 2021-06-13 07:10:10,825 - mmaction - INFO - Epoch [8][280/940] lr: 4.000e-02, eta: 1 day, 18:13:55, time: 1.221, data_time: 0.228, memory: 7080, top1_acc: 0.4586, top5_acc: 0.7209, loss_cls: 2.3424, loss: 2.3424, grad_norm: 2.6410 2021-06-13 07:10:34,376 - mmaction - INFO - Epoch [8][300/940] lr: 4.000e-02, eta: 1 day, 18:10:56, time: 1.177, data_time: 0.022, memory: 7080, top1_acc: 0.4469, top5_acc: 0.7055, loss_cls: 2.4096, loss: 2.4096, grad_norm: 2.5969 2021-06-13 07:10:59,474 - mmaction - INFO - Epoch [8][320/940] lr: 4.000e-02, eta: 1 day, 18:08:16, time: 1.248, data_time: 0.011, memory: 7080, top1_acc: 0.4615, top5_acc: 0.7115, loss_cls: 2.3683, loss: 2.3683, grad_norm: 2.6054 2021-06-13 07:11:24,147 - mmaction - INFO - Epoch [8][340/940] lr: 4.000e-02, eta: 1 day, 18:05:35, time: 1.240, data_time: 0.009, memory: 7080, top1_acc: 0.4529, top5_acc: 0.7025, loss_cls: 2.3819, loss: 2.3819, grad_norm: 2.5615 2021-06-13 07:11:48,647 - mmaction - INFO - Epoch [8][360/940] lr: 4.000e-02, eta: 1 day, 18:02:51, time: 1.225, data_time: 0.003, memory: 7080, top1_acc: 0.4678, top5_acc: 0.7137, loss_cls: 2.3132, loss: 2.3132, grad_norm: 2.6212 2021-06-13 07:12:13,165 - mmaction - INFO - Epoch [8][380/940] lr: 4.000e-02, eta: 1 day, 18:00:08, time: 1.227, data_time: 0.002, memory: 7080, top1_acc: 0.4594, top5_acc: 0.7043, loss_cls: 2.3848, loss: 2.3848, grad_norm: 2.6327 2021-06-13 07:12:38,460 - mmaction - INFO - Epoch [8][400/940] lr: 4.000e-02, eta: 1 day, 17:57:36, time: 1.264, data_time: 0.002, memory: 7080, top1_acc: 0.4711, top5_acc: 0.7123, loss_cls: 2.3410, loss: 2.3410, grad_norm: 2.6470 2021-06-13 07:13:02,356 - mmaction - INFO - Epoch [8][420/940] lr: 4.000e-02, eta: 1 day, 17:54:46, time: 1.191, data_time: 0.003, memory: 7080, top1_acc: 0.4721, top5_acc: 0.7170, loss_cls: 2.3176, loss: 2.3176, grad_norm: 2.5794 2021-06-13 07:13:27,267 - mmaction - INFO - Epoch [8][440/940] lr: 4.000e-02, eta: 1 day, 17:52:11, time: 1.248, data_time: 0.006, memory: 7080, top1_acc: 0.4510, top5_acc: 0.7111, loss_cls: 2.3519, loss: 2.3519, grad_norm: 2.6036 2021-06-13 07:13:51,911 - mmaction - INFO - Epoch [8][460/940] lr: 4.000e-02, eta: 1 day, 17:49:32, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.4656, top5_acc: 0.7063, loss_cls: 2.3789, loss: 2.3789, grad_norm: 2.5935 2021-06-13 07:14:17,096 - mmaction - INFO - Epoch [8][480/940] lr: 4.000e-02, eta: 1 day, 17:47:01, time: 1.260, data_time: 0.003, memory: 7080, top1_acc: 0.4672, top5_acc: 0.7094, loss_cls: 2.3403, loss: 2.3403, grad_norm: 2.5751 2021-06-13 07:14:41,567 - mmaction - INFO - Epoch [8][500/940] lr: 4.000e-02, eta: 1 day, 17:44:22, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.4639, top5_acc: 0.7119, loss_cls: 2.3292, loss: 2.3292, grad_norm: 2.5871 2021-06-13 07:15:07,240 - mmaction - INFO - Epoch [8][520/940] lr: 4.000e-02, eta: 1 day, 17:41:59, time: 1.283, data_time: 0.003, memory: 7080, top1_acc: 0.4662, top5_acc: 0.7119, loss_cls: 2.3660, loss: 2.3660, grad_norm: 2.6551 2021-06-13 07:15:30,278 - mmaction - INFO - Epoch [8][540/940] lr: 4.000e-02, eta: 1 day, 17:39:03, time: 1.151, data_time: 0.003, memory: 7080, top1_acc: 0.4719, top5_acc: 0.7213, loss_cls: 2.3211, loss: 2.3211, grad_norm: 2.6800 2021-06-13 07:15:54,776 - mmaction - INFO - Epoch [8][560/940] lr: 4.000e-02, eta: 1 day, 17:36:27, time: 1.225, data_time: 0.004, memory: 7080, top1_acc: 0.4523, top5_acc: 0.6977, loss_cls: 2.4328, loss: 2.4328, grad_norm: 2.5720 2021-06-13 07:16:19,999 - mmaction - INFO - Epoch [8][580/940] lr: 4.000e-02, eta: 1 day, 17:34:00, time: 1.259, data_time: 0.004, memory: 7080, top1_acc: 0.4660, top5_acc: 0.7164, loss_cls: 2.3044, loss: 2.3044, grad_norm: 2.6577 2021-06-13 07:16:44,791 - mmaction - INFO - Epoch [8][600/940] lr: 4.000e-02, eta: 1 day, 17:31:29, time: 1.242, data_time: 0.006, memory: 7080, top1_acc: 0.4557, top5_acc: 0.7053, loss_cls: 2.3753, loss: 2.3753, grad_norm: 2.6245 2021-06-13 07:17:09,395 - mmaction - INFO - Epoch [8][620/940] lr: 4.000e-02, eta: 1 day, 17:28:56, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.4658, top5_acc: 0.7109, loss_cls: 2.3275, loss: 2.3275, grad_norm: 2.6219 2021-06-13 07:17:33,936 - mmaction - INFO - Epoch [8][640/940] lr: 4.000e-02, eta: 1 day, 17:26:23, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.4584, top5_acc: 0.7061, loss_cls: 2.3545, loss: 2.3545, grad_norm: 2.6937 2021-06-13 07:17:58,349 - mmaction - INFO - Epoch [8][660/940] lr: 4.000e-02, eta: 1 day, 17:23:48, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.4488, top5_acc: 0.7096, loss_cls: 2.3827, loss: 2.3827, grad_norm: 2.6949 2021-06-13 07:18:23,158 - mmaction - INFO - Epoch [8][680/940] lr: 4.000e-02, eta: 1 day, 17:21:20, time: 1.244, data_time: 0.009, memory: 7080, top1_acc: 0.4562, top5_acc: 0.7162, loss_cls: 2.3389, loss: 2.3389, grad_norm: 2.6910 2021-06-13 07:18:47,216 - mmaction - INFO - Epoch [8][700/940] lr: 4.000e-02, eta: 1 day, 17:18:44, time: 1.205, data_time: 0.005, memory: 7080, top1_acc: 0.4502, top5_acc: 0.6943, loss_cls: 2.3983, loss: 2.3983, grad_norm: 2.5748 2021-06-13 07:19:12,065 - mmaction - INFO - Epoch [8][720/940] lr: 4.000e-02, eta: 1 day, 17:16:18, time: 1.243, data_time: 0.003, memory: 7080, top1_acc: 0.4574, top5_acc: 0.7004, loss_cls: 2.3952, loss: 2.3952, grad_norm: 2.6418 2021-06-13 07:19:36,919 - mmaction - INFO - Epoch [8][740/940] lr: 4.000e-02, eta: 1 day, 17:13:52, time: 1.242, data_time: 0.003, memory: 7080, top1_acc: 0.4738, top5_acc: 0.7150, loss_cls: 2.3442, loss: 2.3442, grad_norm: 2.5913 2021-06-13 07:20:00,932 - mmaction - INFO - Epoch [8][760/940] lr: 4.000e-02, eta: 1 day, 17:11:17, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.4660, top5_acc: 0.7088, loss_cls: 2.3568, loss: 2.3568, grad_norm: 2.6325 2021-06-13 07:20:26,359 - mmaction - INFO - Epoch [8][780/940] lr: 4.000e-02, eta: 1 day, 17:08:59, time: 1.273, data_time: 0.002, memory: 7080, top1_acc: 0.4535, top5_acc: 0.7098, loss_cls: 2.3847, loss: 2.3847, grad_norm: 2.6036 2021-06-13 07:20:51,337 - mmaction - INFO - Epoch [8][800/940] lr: 4.000e-02, eta: 1 day, 17:06:37, time: 1.248, data_time: 0.006, memory: 7080, top1_acc: 0.4537, top5_acc: 0.7004, loss_cls: 2.3624, loss: 2.3624, grad_norm: 2.5334 2021-06-13 07:21:15,889 - mmaction - INFO - Epoch [8][820/940] lr: 4.000e-02, eta: 1 day, 17:04:10, time: 1.226, data_time: 0.002, memory: 7080, top1_acc: 0.4688, top5_acc: 0.7086, loss_cls: 2.3728, loss: 2.3728, grad_norm: 2.5970 2021-06-13 07:21:40,340 - mmaction - INFO - Epoch [8][840/940] lr: 4.000e-02, eta: 1 day, 17:01:43, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.4719, top5_acc: 0.7191, loss_cls: 2.2919, loss: 2.2919, grad_norm: 2.6276 2021-06-13 07:22:05,305 - mmaction - INFO - Epoch [8][860/940] lr: 4.000e-02, eta: 1 day, 16:59:22, time: 1.247, data_time: 0.002, memory: 7080, top1_acc: 0.4535, top5_acc: 0.7066, loss_cls: 2.3869, loss: 2.3869, grad_norm: 2.5881 2021-06-13 07:22:29,170 - mmaction - INFO - Epoch [8][880/940] lr: 4.000e-02, eta: 1 day, 16:56:49, time: 1.193, data_time: 0.004, memory: 7080, top1_acc: 0.4607, top5_acc: 0.7025, loss_cls: 2.3536, loss: 2.3536, grad_norm: 2.6295 2021-06-13 07:22:53,416 - mmaction - INFO - Epoch [8][900/940] lr: 4.000e-02, eta: 1 day, 16:54:21, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.4629, top5_acc: 0.7146, loss_cls: 2.3536, loss: 2.3536, grad_norm: 2.6120 2021-06-13 07:23:18,040 - mmaction - INFO - Epoch [8][920/940] lr: 4.000e-02, eta: 1 day, 16:51:58, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.4641, top5_acc: 0.7162, loss_cls: 2.3707, loss: 2.3707, grad_norm: 2.5933 2021-06-13 07:23:39,584 - mmaction - INFO - Epoch [8][940/940] lr: 4.000e-02, eta: 1 day, 16:49:02, time: 1.081, data_time: 0.005, memory: 7080, top1_acc: 0.4625, top5_acc: 0.7062, loss_cls: 2.3835, loss: 2.3835, grad_norm: 2.6483 2021-06-13 07:23:42,939 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-06-13 07:31:19,586 - mmaction - INFO - Epoch [9][20/940] lr: 4.000e-02, eta: 1 day, 18:09:03, time: 22.784, data_time: 20.948, memory: 7080, top1_acc: 0.4680, top5_acc: 0.7152, loss_cls: 2.3119, loss: 2.3119, grad_norm: 2.6844 2021-06-13 07:31:43,387 - mmaction - INFO - Epoch [9][40/940] lr: 4.000e-02, eta: 1 day, 18:06:19, time: 1.190, data_time: 0.006, memory: 7080, top1_acc: 0.4604, top5_acc: 0.7152, loss_cls: 2.3026, loss: 2.3026, grad_norm: 2.6628 2021-06-13 07:32:07,321 - mmaction - INFO - Epoch [9][60/940] lr: 4.000e-02, eta: 1 day, 18:03:37, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.4729, top5_acc: 0.7311, loss_cls: 2.2715, loss: 2.2715, grad_norm: 2.5970 2021-06-13 07:32:31,380 - mmaction - INFO - Epoch [9][80/940] lr: 4.000e-02, eta: 1 day, 18:00:57, time: 1.204, data_time: 0.004, memory: 7080, top1_acc: 0.4625, top5_acc: 0.7256, loss_cls: 2.2933, loss: 2.2933, grad_norm: 2.6023 2021-06-13 07:32:55,207 - mmaction - INFO - Epoch [9][100/940] lr: 4.000e-02, eta: 1 day, 17:58:15, time: 1.191, data_time: 0.034, memory: 7080, top1_acc: 0.4635, top5_acc: 0.7104, loss_cls: 2.3374, loss: 2.3374, grad_norm: 2.6565 2021-06-13 07:33:19,867 - mmaction - INFO - Epoch [9][120/940] lr: 4.000e-02, eta: 1 day, 17:55:43, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.4729, top5_acc: 0.7219, loss_cls: 2.2784, loss: 2.2784, grad_norm: 2.6198 2021-06-13 07:33:44,612 - mmaction - INFO - Epoch [9][140/940] lr: 4.000e-02, eta: 1 day, 17:53:13, time: 1.237, data_time: 0.004, memory: 7080, top1_acc: 0.4615, top5_acc: 0.7201, loss_cls: 2.3162, loss: 2.3162, grad_norm: 2.7139 2021-06-13 07:34:09,554 - mmaction - INFO - Epoch [9][160/940] lr: 4.000e-02, eta: 1 day, 17:50:45, time: 1.243, data_time: 0.006, memory: 7080, top1_acc: 0.4605, top5_acc: 0.7160, loss_cls: 2.3270, loss: 2.3270, grad_norm: 2.5991 2021-06-13 07:34:33,793 - mmaction - INFO - Epoch [9][180/940] lr: 4.000e-02, eta: 1 day, 17:48:12, time: 1.216, data_time: 0.008, memory: 7080, top1_acc: 0.4693, top5_acc: 0.7086, loss_cls: 2.3108, loss: 2.3108, grad_norm: 2.6416 2021-06-13 07:34:58,368 - mmaction - INFO - Epoch [9][200/940] lr: 4.000e-02, eta: 1 day, 17:45:42, time: 1.231, data_time: 0.005, memory: 7080, top1_acc: 0.4656, top5_acc: 0.7223, loss_cls: 2.3065, loss: 2.3065, grad_norm: 2.6097 2021-06-13 07:35:23,812 - mmaction - INFO - Epoch [9][220/940] lr: 4.000e-02, eta: 1 day, 17:43:22, time: 1.273, data_time: 0.002, memory: 7080, top1_acc: 0.4645, top5_acc: 0.7129, loss_cls: 2.3252, loss: 2.3252, grad_norm: 2.6808 2021-06-13 07:35:48,935 - mmaction - INFO - Epoch [9][240/940] lr: 4.000e-02, eta: 1 day, 17:40:59, time: 1.254, data_time: 0.002, memory: 7080, top1_acc: 0.4635, top5_acc: 0.7178, loss_cls: 2.3125, loss: 2.3125, grad_norm: 2.6053 2021-06-13 07:36:14,168 - mmaction - INFO - Epoch [9][260/940] lr: 4.000e-02, eta: 1 day, 17:38:39, time: 1.262, data_time: 0.004, memory: 7080, top1_acc: 0.4627, top5_acc: 0.7104, loss_cls: 2.3261, loss: 2.3261, grad_norm: 2.5993 2021-06-13 07:36:37,372 - mmaction - INFO - Epoch [9][280/940] lr: 4.000e-02, eta: 1 day, 17:35:57, time: 1.163, data_time: 0.004, memory: 7080, top1_acc: 0.4627, top5_acc: 0.7137, loss_cls: 2.3140, loss: 2.3140, grad_norm: 2.5868 2021-06-13 07:37:02,369 - mmaction - INFO - Epoch [9][300/940] lr: 4.000e-02, eta: 1 day, 17:33:34, time: 1.248, data_time: 0.002, memory: 7080, top1_acc: 0.4713, top5_acc: 0.7244, loss_cls: 2.3012, loss: 2.3012, grad_norm: 2.6392 2021-06-13 07:37:26,099 - mmaction - INFO - Epoch [9][320/940] lr: 4.000e-02, eta: 1 day, 17:30:58, time: 1.187, data_time: 0.007, memory: 7080, top1_acc: 0.4727, top5_acc: 0.7133, loss_cls: 2.3257, loss: 2.3257, grad_norm: 2.5876 2021-06-13 07:37:49,850 - mmaction - INFO - Epoch [9][340/940] lr: 4.000e-02, eta: 1 day, 17:28:24, time: 1.187, data_time: 0.002, memory: 7080, top1_acc: 0.4725, top5_acc: 0.7186, loss_cls: 2.2994, loss: 2.2994, grad_norm: 2.6358 2021-06-13 07:38:15,052 - mmaction - INFO - Epoch [9][360/940] lr: 4.000e-02, eta: 1 day, 17:26:06, time: 1.261, data_time: 0.003, memory: 7080, top1_acc: 0.4629, top5_acc: 0.7127, loss_cls: 2.3502, loss: 2.3502, grad_norm: 2.5874 2021-06-13 07:38:40,106 - mmaction - INFO - Epoch [9][380/940] lr: 4.000e-02, eta: 1 day, 17:23:47, time: 1.253, data_time: 0.003, memory: 7080, top1_acc: 0.4594, top5_acc: 0.7051, loss_cls: 2.3797, loss: 2.3797, grad_norm: 2.6540 2021-06-13 07:39:03,122 - mmaction - INFO - Epoch [9][400/940] lr: 4.000e-02, eta: 1 day, 17:21:06, time: 1.150, data_time: 0.002, memory: 7080, top1_acc: 0.4797, top5_acc: 0.7150, loss_cls: 2.3020, loss: 2.3020, grad_norm: 2.6103 2021-06-13 07:39:28,303 - mmaction - INFO - Epoch [9][420/940] lr: 4.000e-02, eta: 1 day, 17:18:49, time: 1.258, data_time: 0.002, memory: 7080, top1_acc: 0.4740, top5_acc: 0.7133, loss_cls: 2.3217, loss: 2.3217, grad_norm: 2.6305 2021-06-13 07:39:52,633 - mmaction - INFO - Epoch [9][440/940] lr: 4.000e-02, eta: 1 day, 17:16:24, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.4600, top5_acc: 0.7094, loss_cls: 2.3515, loss: 2.3515, grad_norm: 2.6250 2021-06-13 07:40:16,724 - mmaction - INFO - Epoch [9][460/940] lr: 4.000e-02, eta: 1 day, 17:13:56, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.4725, top5_acc: 0.7143, loss_cls: 2.3121, loss: 2.3121, grad_norm: 2.6166 2021-06-13 07:40:40,887 - mmaction - INFO - Epoch [9][480/940] lr: 4.000e-02, eta: 1 day, 17:11:31, time: 1.212, data_time: 0.008, memory: 7080, top1_acc: 0.4777, top5_acc: 0.7215, loss_cls: 2.2775, loss: 2.2775, grad_norm: 2.6052 2021-06-13 07:41:05,827 - mmaction - INFO - Epoch [9][500/940] lr: 4.000e-02, eta: 1 day, 17:09:14, time: 1.247, data_time: 0.003, memory: 7080, top1_acc: 0.4713, top5_acc: 0.7117, loss_cls: 2.3252, loss: 2.3252, grad_norm: 2.6069 2021-06-13 07:41:30,244 - mmaction - INFO - Epoch [9][520/940] lr: 4.000e-02, eta: 1 day, 17:06:52, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.4650, top5_acc: 0.7119, loss_cls: 2.3371, loss: 2.3371, grad_norm: 2.6118 2021-06-13 07:41:55,362 - mmaction - INFO - Epoch [9][540/940] lr: 4.000e-02, eta: 1 day, 17:04:39, time: 1.257, data_time: 0.008, memory: 7080, top1_acc: 0.4729, top5_acc: 0.7129, loss_cls: 2.2851, loss: 2.2851, grad_norm: 2.5743 2021-06-13 07:42:19,579 - mmaction - INFO - Epoch [9][560/940] lr: 4.000e-02, eta: 1 day, 17:02:16, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.4531, top5_acc: 0.7047, loss_cls: 2.3825, loss: 2.3825, grad_norm: 2.5660 2021-06-13 07:42:45,270 - mmaction - INFO - Epoch [9][580/940] lr: 4.000e-02, eta: 1 day, 17:00:09, time: 1.284, data_time: 0.004, memory: 7080, top1_acc: 0.4615, top5_acc: 0.7115, loss_cls: 2.3274, loss: 2.3274, grad_norm: 2.6504 2021-06-13 07:43:09,661 - mmaction - INFO - Epoch [9][600/940] lr: 4.000e-02, eta: 1 day, 16:57:49, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.4539, top5_acc: 0.7061, loss_cls: 2.3688, loss: 2.3688, grad_norm: 2.6411 2021-06-13 07:43:34,660 - mmaction - INFO - Epoch [9][620/940] lr: 4.000e-02, eta: 1 day, 16:55:36, time: 1.250, data_time: 0.003, memory: 7080, top1_acc: 0.4656, top5_acc: 0.7209, loss_cls: 2.2955, loss: 2.2955, grad_norm: 2.6229 2021-06-13 07:43:57,957 - mmaction - INFO - Epoch [9][640/940] lr: 4.000e-02, eta: 1 day, 16:53:06, time: 1.164, data_time: 0.003, memory: 7080, top1_acc: 0.4656, top5_acc: 0.7283, loss_cls: 2.2789, loss: 2.2789, grad_norm: 2.6463 2021-06-13 07:44:22,544 - mmaction - INFO - Epoch [9][660/940] lr: 4.000e-02, eta: 1 day, 16:50:50, time: 1.228, data_time: 0.040, memory: 7080, top1_acc: 0.4697, top5_acc: 0.7139, loss_cls: 2.3313, loss: 2.3313, grad_norm: 2.6567 2021-06-13 07:44:47,074 - mmaction - INFO - Epoch [9][680/940] lr: 4.000e-02, eta: 1 day, 16:48:34, time: 1.228, data_time: 0.007, memory: 7080, top1_acc: 0.4709, top5_acc: 0.7164, loss_cls: 2.3022, loss: 2.3022, grad_norm: 2.5400 2021-06-13 07:45:11,719 - mmaction - INFO - Epoch [9][700/940] lr: 4.000e-02, eta: 1 day, 16:46:18, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.4633, top5_acc: 0.7158, loss_cls: 2.3012, loss: 2.3012, grad_norm: 2.6753 2021-06-13 07:45:36,166 - mmaction - INFO - Epoch [9][720/940] lr: 4.000e-02, eta: 1 day, 16:44:03, time: 1.226, data_time: 0.027, memory: 7080, top1_acc: 0.4744, top5_acc: 0.7172, loss_cls: 2.3054, loss: 2.3054, grad_norm: 2.6139 2021-06-13 07:46:00,558 - mmaction - INFO - Epoch [9][740/940] lr: 4.000e-02, eta: 1 day, 16:41:47, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.4625, top5_acc: 0.7105, loss_cls: 2.3620, loss: 2.3620, grad_norm: 2.6291 2021-06-13 07:46:24,506 - mmaction - INFO - Epoch [9][760/940] lr: 4.000e-02, eta: 1 day, 16:39:27, time: 1.197, data_time: 0.003, memory: 7080, top1_acc: 0.4695, top5_acc: 0.7137, loss_cls: 2.3367, loss: 2.3367, grad_norm: 2.6352 2021-06-13 07:46:49,721 - mmaction - INFO - Epoch [9][780/940] lr: 4.000e-02, eta: 1 day, 16:37:21, time: 1.260, data_time: 0.003, memory: 7080, top1_acc: 0.4678, top5_acc: 0.7098, loss_cls: 2.3145, loss: 2.3145, grad_norm: 2.5675 2021-06-13 07:47:14,236 - mmaction - INFO - Epoch [9][800/940] lr: 4.000e-02, eta: 1 day, 16:35:08, time: 1.227, data_time: 0.020, memory: 7080, top1_acc: 0.4711, top5_acc: 0.7184, loss_cls: 2.3087, loss: 2.3087, grad_norm: 2.6162 2021-06-13 07:47:38,937 - mmaction - INFO - Epoch [9][820/940] lr: 4.000e-02, eta: 1 day, 16:32:57, time: 1.233, data_time: 0.005, memory: 7080, top1_acc: 0.4756, top5_acc: 0.7170, loss_cls: 2.3031, loss: 2.3031, grad_norm: 2.6260 2021-06-13 07:48:02,361 - mmaction - INFO - Epoch [9][840/940] lr: 4.000e-02, eta: 1 day, 16:30:34, time: 1.173, data_time: 0.046, memory: 7080, top1_acc: 0.4756, top5_acc: 0.7139, loss_cls: 2.3146, loss: 2.3146, grad_norm: 2.5965 2021-06-13 07:48:27,015 - mmaction - INFO - Epoch [9][860/940] lr: 4.000e-02, eta: 1 day, 16:28:24, time: 1.231, data_time: 0.208, memory: 7080, top1_acc: 0.4783, top5_acc: 0.7168, loss_cls: 2.3048, loss: 2.3048, grad_norm: 2.6047 2021-06-13 07:48:52,087 - mmaction - INFO - Epoch [9][880/940] lr: 4.000e-02, eta: 1 day, 16:26:18, time: 1.254, data_time: 0.197, memory: 7080, top1_acc: 0.4725, top5_acc: 0.7158, loss_cls: 2.3430, loss: 2.3430, grad_norm: 2.6228 2021-06-13 07:49:15,450 - mmaction - INFO - Epoch [9][900/940] lr: 4.000e-02, eta: 1 day, 16:23:56, time: 1.166, data_time: 0.225, memory: 7080, top1_acc: 0.4623, top5_acc: 0.7168, loss_cls: 2.3222, loss: 2.3222, grad_norm: 2.5728 2021-06-13 07:49:39,979 - mmaction - INFO - Epoch [9][920/940] lr: 4.000e-02, eta: 1 day, 16:21:46, time: 1.230, data_time: 0.289, memory: 7080, top1_acc: 0.4713, top5_acc: 0.7119, loss_cls: 2.3448, loss: 2.3448, grad_norm: 2.5795 2021-06-13 07:50:02,265 - mmaction - INFO - Epoch [9][940/940] lr: 4.000e-02, eta: 1 day, 16:19:14, time: 1.112, data_time: 0.143, memory: 7080, top1_acc: 0.4673, top5_acc: 0.7060, loss_cls: 2.3228, loss: 2.3228, grad_norm: 2.6110 2021-06-13 07:50:07,320 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-06-13 07:57:43,040 - mmaction - INFO - Epoch [10][20/940] lr: 4.000e-02, eta: 1 day, 17:29:24, time: 22.738, data_time: 21.612, memory: 7080, top1_acc: 0.4824, top5_acc: 0.7291, loss_cls: 2.2654, loss: 2.2654, grad_norm: 2.5980 2021-06-13 07:58:06,919 - mmaction - INFO - Epoch [10][40/940] lr: 4.000e-02, eta: 1 day, 17:26:58, time: 1.196, data_time: 0.203, memory: 7080, top1_acc: 0.4818, top5_acc: 0.7289, loss_cls: 2.2424, loss: 2.2424, grad_norm: 2.6202 2021-06-13 07:58:31,847 - mmaction - INFO - Epoch [10][60/940] lr: 4.000e-02, eta: 1 day, 17:24:43, time: 1.245, data_time: 0.105, memory: 7080, top1_acc: 0.4686, top5_acc: 0.7166, loss_cls: 2.2868, loss: 2.2868, grad_norm: 2.6396 2021-06-13 07:58:56,191 - mmaction - INFO - Epoch [10][80/940] lr: 4.000e-02, eta: 1 day, 17:22:22, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.4779, top5_acc: 0.7234, loss_cls: 2.2690, loss: 2.2690, grad_norm: 2.5570 2021-06-13 07:59:20,697 - mmaction - INFO - Epoch [10][100/940] lr: 4.000e-02, eta: 1 day, 17:20:05, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.4799, top5_acc: 0.7338, loss_cls: 2.2294, loss: 2.2294, grad_norm: 2.6157 2021-06-13 07:59:45,048 - mmaction - INFO - Epoch [10][120/940] lr: 4.000e-02, eta: 1 day, 17:17:45, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.4764, top5_acc: 0.7207, loss_cls: 2.2591, loss: 2.2591, grad_norm: 2.5611 2021-06-13 08:00:09,346 - mmaction - INFO - Epoch [10][140/940] lr: 4.000e-02, eta: 1 day, 17:15:26, time: 1.215, data_time: 0.007, memory: 7080, top1_acc: 0.4869, top5_acc: 0.7352, loss_cls: 2.2354, loss: 2.2354, grad_norm: 2.6077 2021-06-13 08:00:34,718 - mmaction - INFO - Epoch [10][160/940] lr: 4.000e-02, eta: 1 day, 17:13:18, time: 1.269, data_time: 0.004, memory: 7080, top1_acc: 0.4711, top5_acc: 0.7262, loss_cls: 2.2945, loss: 2.2945, grad_norm: 2.6615 2021-06-13 08:00:59,293 - mmaction - INFO - Epoch [10][180/940] lr: 4.000e-02, eta: 1 day, 17:11:03, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.4654, top5_acc: 0.7170, loss_cls: 2.3037, loss: 2.3037, grad_norm: 2.5748 2021-06-13 08:01:22,786 - mmaction - INFO - Epoch [10][200/940] lr: 4.000e-02, eta: 1 day, 17:08:37, time: 1.176, data_time: 0.006, memory: 7080, top1_acc: 0.4855, top5_acc: 0.7223, loss_cls: 2.2668, loss: 2.2668, grad_norm: 2.6354 2021-06-13 08:01:48,231 - mmaction - INFO - Epoch [10][220/940] lr: 4.000e-02, eta: 1 day, 17:06:31, time: 1.270, data_time: 0.002, memory: 7080, top1_acc: 0.4826, top5_acc: 0.7244, loss_cls: 2.2601, loss: 2.2601, grad_norm: 2.6483 2021-06-13 08:02:12,636 - mmaction - INFO - Epoch [10][240/940] lr: 4.000e-02, eta: 1 day, 17:04:16, time: 1.223, data_time: 0.004, memory: 7080, top1_acc: 0.4824, top5_acc: 0.7244, loss_cls: 2.2910, loss: 2.2910, grad_norm: 2.5995 2021-06-13 08:02:37,340 - mmaction - INFO - Epoch [10][260/940] lr: 4.000e-02, eta: 1 day, 17:02:04, time: 1.235, data_time: 0.002, memory: 7080, top1_acc: 0.4646, top5_acc: 0.7301, loss_cls: 2.2949, loss: 2.2949, grad_norm: 2.6496 2021-06-13 08:03:02,864 - mmaction - INFO - Epoch [10][280/940] lr: 4.000e-02, eta: 1 day, 17:00:00, time: 1.277, data_time: 0.004, memory: 7080, top1_acc: 0.4572, top5_acc: 0.7043, loss_cls: 2.3690, loss: 2.3690, grad_norm: 2.6180 2021-06-13 08:03:27,079 - mmaction - INFO - Epoch [10][300/940] lr: 4.000e-02, eta: 1 day, 16:57:44, time: 1.210, data_time: 0.001, memory: 7080, top1_acc: 0.4785, top5_acc: 0.7213, loss_cls: 2.2732, loss: 2.2732, grad_norm: 2.5829 2021-06-13 08:03:51,459 - mmaction - INFO - Epoch [10][320/940] lr: 4.000e-02, eta: 1 day, 16:55:31, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.4775, top5_acc: 0.7193, loss_cls: 2.3022, loss: 2.3022, grad_norm: 2.5929 2021-06-13 08:04:15,736 - mmaction - INFO - Epoch [10][340/940] lr: 4.000e-02, eta: 1 day, 16:53:15, time: 1.205, data_time: 0.002, memory: 7080, top1_acc: 0.4859, top5_acc: 0.7301, loss_cls: 2.2505, loss: 2.2505, grad_norm: 2.6171 2021-06-13 08:04:40,499 - mmaction - INFO - Epoch [10][360/940] lr: 4.000e-02, eta: 1 day, 16:51:07, time: 1.247, data_time: 0.011, memory: 7080, top1_acc: 0.4734, top5_acc: 0.7176, loss_cls: 2.2866, loss: 2.2866, grad_norm: 2.5896 2021-06-13 08:05:04,352 - mmaction - INFO - Epoch [10][380/940] lr: 4.000e-02, eta: 1 day, 16:48:49, time: 1.191, data_time: 0.002, memory: 7080, top1_acc: 0.4750, top5_acc: 0.7256, loss_cls: 2.2695, loss: 2.2695, grad_norm: 2.6010 2021-06-13 08:05:29,119 - mmaction - INFO - Epoch [10][400/940] lr: 4.000e-02, eta: 1 day, 16:46:41, time: 1.239, data_time: 0.044, memory: 7080, top1_acc: 0.4686, top5_acc: 0.7166, loss_cls: 2.3265, loss: 2.3265, grad_norm: 2.6179 2021-06-13 08:05:53,238 - mmaction - INFO - Epoch [10][420/940] lr: 4.000e-02, eta: 1 day, 16:44:27, time: 1.204, data_time: 0.080, memory: 7080, top1_acc: 0.4785, top5_acc: 0.7104, loss_cls: 2.3214, loss: 2.3214, grad_norm: 2.6228 2021-06-13 08:06:17,637 - mmaction - INFO - Epoch [10][440/940] lr: 4.000e-02, eta: 1 day, 16:42:17, time: 1.220, data_time: 0.097, memory: 7080, top1_acc: 0.4670, top5_acc: 0.7191, loss_cls: 2.3096, loss: 2.3096, grad_norm: 2.5872 2021-06-13 08:06:42,963 - mmaction - INFO - Epoch [10][460/940] lr: 4.000e-02, eta: 1 day, 16:40:16, time: 1.268, data_time: 0.094, memory: 7080, top1_acc: 0.4744, top5_acc: 0.7242, loss_cls: 2.2895, loss: 2.2895, grad_norm: 2.6194 2021-06-13 08:07:07,662 - mmaction - INFO - Epoch [10][480/940] lr: 4.000e-02, eta: 1 day, 16:38:08, time: 1.233, data_time: 0.071, memory: 7080, top1_acc: 0.4691, top5_acc: 0.7209, loss_cls: 2.2790, loss: 2.2790, grad_norm: 2.5690 2021-06-13 08:07:32,902 - mmaction - INFO - Epoch [10][500/940] lr: 4.000e-02, eta: 1 day, 16:36:07, time: 1.264, data_time: 0.006, memory: 7080, top1_acc: 0.4771, top5_acc: 0.7166, loss_cls: 2.3078, loss: 2.3078, grad_norm: 2.5612 2021-06-13 08:07:56,861 - mmaction - INFO - Epoch [10][520/940] lr: 4.000e-02, eta: 1 day, 16:33:54, time: 1.196, data_time: 0.002, memory: 7080, top1_acc: 0.4770, top5_acc: 0.7219, loss_cls: 2.2786, loss: 2.2786, grad_norm: 2.5697 2021-06-13 08:08:21,243 - mmaction - INFO - Epoch [10][540/940] lr: 4.000e-02, eta: 1 day, 16:31:46, time: 1.219, data_time: 0.005, memory: 7080, top1_acc: 0.4562, top5_acc: 0.7111, loss_cls: 2.3237, loss: 2.3237, grad_norm: 2.6646 2021-06-13 08:08:46,086 - mmaction - INFO - Epoch [10][560/940] lr: 4.000e-02, eta: 1 day, 16:29:42, time: 1.244, data_time: 0.004, memory: 7080, top1_acc: 0.4709, top5_acc: 0.7232, loss_cls: 2.2654, loss: 2.2654, grad_norm: 2.5645 2021-06-13 08:09:10,938 - mmaction - INFO - Epoch [10][580/940] lr: 4.000e-02, eta: 1 day, 16:27:39, time: 1.244, data_time: 0.002, memory: 7080, top1_acc: 0.4762, top5_acc: 0.7213, loss_cls: 2.3011, loss: 2.3011, grad_norm: 2.5976 2021-06-13 08:09:35,456 - mmaction - INFO - Epoch [10][600/940] lr: 4.000e-02, eta: 1 day, 16:25:33, time: 1.225, data_time: 0.001, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7287, loss_cls: 2.2522, loss: 2.2522, grad_norm: 2.5115 2021-06-13 08:09:59,398 - mmaction - INFO - Epoch [10][620/940] lr: 4.000e-02, eta: 1 day, 16:23:22, time: 1.197, data_time: 0.001, memory: 7080, top1_acc: 0.4857, top5_acc: 0.7234, loss_cls: 2.2391, loss: 2.2391, grad_norm: 2.5649 2021-06-13 08:10:24,704 - mmaction - INFO - Epoch [10][640/940] lr: 4.000e-02, eta: 1 day, 16:21:24, time: 1.261, data_time: 0.003, memory: 7080, top1_acc: 0.4773, top5_acc: 0.7227, loss_cls: 2.2620, loss: 2.2620, grad_norm: 2.5998 2021-06-13 08:10:49,928 - mmaction - INFO - Epoch [10][660/940] lr: 4.000e-02, eta: 1 day, 16:19:27, time: 1.265, data_time: 0.006, memory: 7080, top1_acc: 0.4791, top5_acc: 0.7221, loss_cls: 2.2623, loss: 2.2623, grad_norm: 2.5992 2021-06-13 08:11:14,151 - mmaction - INFO - Epoch [10][680/940] lr: 4.000e-02, eta: 1 day, 16:17:20, time: 1.211, data_time: 0.002, memory: 7080, top1_acc: 0.4893, top5_acc: 0.7234, loss_cls: 2.2518, loss: 2.2518, grad_norm: 2.5713 2021-06-13 08:11:39,095 - mmaction - INFO - Epoch [10][700/940] lr: 4.000e-02, eta: 1 day, 16:15:20, time: 1.245, data_time: 0.002, memory: 7080, top1_acc: 0.4789, top5_acc: 0.7215, loss_cls: 2.2723, loss: 2.2723, grad_norm: 2.5679 2021-06-13 08:12:02,469 - mmaction - INFO - Epoch [10][720/940] lr: 4.000e-02, eta: 1 day, 16:13:05, time: 1.163, data_time: 0.004, memory: 7080, top1_acc: 0.4730, top5_acc: 0.7164, loss_cls: 2.3262, loss: 2.3262, grad_norm: 2.6286 2021-06-13 08:12:27,220 - mmaction - INFO - Epoch [10][740/940] lr: 4.000e-02, eta: 1 day, 16:11:05, time: 1.244, data_time: 0.010, memory: 7080, top1_acc: 0.4873, top5_acc: 0.7246, loss_cls: 2.2271, loss: 2.2271, grad_norm: 2.5980 2021-06-13 08:12:51,312 - mmaction - INFO - Epoch [10][760/940] lr: 4.000e-02, eta: 1 day, 16:08:59, time: 1.206, data_time: 0.004, memory: 7080, top1_acc: 0.4879, top5_acc: 0.7221, loss_cls: 2.2677, loss: 2.2677, grad_norm: 2.6330 2021-06-13 08:13:16,588 - mmaction - INFO - Epoch [10][780/940] lr: 4.000e-02, eta: 1 day, 16:07:04, time: 1.263, data_time: 0.002, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7174, loss_cls: 2.2597, loss: 2.2597, grad_norm: 2.5493 2021-06-13 08:13:41,904 - mmaction - INFO - Epoch [10][800/940] lr: 4.000e-02, eta: 1 day, 16:05:10, time: 1.266, data_time: 0.003, memory: 7080, top1_acc: 0.4826, top5_acc: 0.7281, loss_cls: 2.2404, loss: 2.2404, grad_norm: 2.5510 2021-06-13 08:14:06,368 - mmaction - INFO - Epoch [10][820/940] lr: 4.000e-02, eta: 1 day, 16:03:08, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.4703, top5_acc: 0.7129, loss_cls: 2.3057, loss: 2.3057, grad_norm: 2.6350 2021-06-13 08:14:30,304 - mmaction - INFO - Epoch [10][840/940] lr: 4.000e-02, eta: 1 day, 16:01:02, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.4779, top5_acc: 0.7248, loss_cls: 2.2722, loss: 2.2722, grad_norm: 2.6056 2021-06-13 08:14:54,159 - mmaction - INFO - Epoch [10][860/940] lr: 4.000e-02, eta: 1 day, 15:58:56, time: 1.192, data_time: 0.001, memory: 7080, top1_acc: 0.4787, top5_acc: 0.7164, loss_cls: 2.2944, loss: 2.2944, grad_norm: 2.5728 2021-06-13 08:15:19,418 - mmaction - INFO - Epoch [10][880/940] lr: 4.000e-02, eta: 1 day, 15:57:03, time: 1.263, data_time: 0.003, memory: 7080, top1_acc: 0.4930, top5_acc: 0.7260, loss_cls: 2.2330, loss: 2.2330, grad_norm: 2.5452 2021-06-13 08:15:43,845 - mmaction - INFO - Epoch [10][900/940] lr: 4.000e-02, eta: 1 day, 15:55:02, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.4754, top5_acc: 0.7270, loss_cls: 2.2674, loss: 2.2674, grad_norm: 2.6123 2021-06-13 08:16:07,804 - mmaction - INFO - Epoch [10][920/940] lr: 4.000e-02, eta: 1 day, 15:52:58, time: 1.195, data_time: 0.003, memory: 7080, top1_acc: 0.4830, top5_acc: 0.7252, loss_cls: 2.2554, loss: 2.2554, grad_norm: 2.5468 2021-06-13 08:16:29,161 - mmaction - INFO - Epoch [10][940/940] lr: 4.000e-02, eta: 1 day, 15:50:31, time: 1.072, data_time: 0.005, memory: 7080, top1_acc: 0.4783, top5_acc: 0.7163, loss_cls: 2.3001, loss: 2.3001, grad_norm: 2.5965 2021-06-13 08:16:34,347 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-06-13 08:24:16,347 - mmaction - INFO - Epoch [11][20/940] lr: 4.000e-02, eta: 1 day, 16:53:52, time: 23.052, data_time: 20.345, memory: 7080, top1_acc: 0.4889, top5_acc: 0.7352, loss_cls: 2.2167, loss: 2.2167, grad_norm: 2.6332 2021-06-13 08:24:40,008 - mmaction - INFO - Epoch [11][40/940] lr: 4.000e-02, eta: 1 day, 16:51:37, time: 1.180, data_time: 0.005, memory: 7080, top1_acc: 0.4736, top5_acc: 0.7285, loss_cls: 2.2739, loss: 2.2739, grad_norm: 2.6270 2021-06-13 08:25:05,573 - mmaction - INFO - Epoch [11][60/940] lr: 4.000e-02, eta: 1 day, 16:49:40, time: 1.280, data_time: 0.007, memory: 7080, top1_acc: 0.4789, top5_acc: 0.7170, loss_cls: 2.3080, loss: 2.3080, grad_norm: 2.6944 2021-06-13 08:25:29,140 - mmaction - INFO - Epoch [11][80/940] lr: 4.000e-02, eta: 1 day, 16:47:26, time: 1.180, data_time: 0.005, memory: 7080, top1_acc: 0.4848, top5_acc: 0.7365, loss_cls: 2.2146, loss: 2.2146, grad_norm: 2.5925 2021-06-13 08:25:52,962 - mmaction - INFO - Epoch [11][100/940] lr: 4.000e-02, eta: 1 day, 16:45:13, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.4898, top5_acc: 0.7330, loss_cls: 2.2518, loss: 2.2518, grad_norm: 2.5732 2021-06-13 08:26:18,877 - mmaction - INFO - Epoch [11][120/940] lr: 4.000e-02, eta: 1 day, 16:43:21, time: 1.298, data_time: 0.005, memory: 7080, top1_acc: 0.4840, top5_acc: 0.7236, loss_cls: 2.2552, loss: 2.2552, grad_norm: 2.5645 2021-06-13 08:26:43,856 - mmaction - INFO - Epoch [11][140/940] lr: 4.000e-02, eta: 1 day, 16:41:20, time: 1.249, data_time: 0.002, memory: 7080, top1_acc: 0.4807, top5_acc: 0.7314, loss_cls: 2.2610, loss: 2.2610, grad_norm: 2.6099 2021-06-13 08:27:08,074 - mmaction - INFO - Epoch [11][160/940] lr: 4.000e-02, eta: 1 day, 16:39:13, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.4850, top5_acc: 0.7293, loss_cls: 2.2231, loss: 2.2231, grad_norm: 2.6696 2021-06-13 08:27:32,587 - mmaction - INFO - Epoch [11][180/940] lr: 4.000e-02, eta: 1 day, 16:37:08, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.4824, top5_acc: 0.7248, loss_cls: 2.2474, loss: 2.2474, grad_norm: 2.5980 2021-06-13 08:27:57,312 - mmaction - INFO - Epoch [11][200/940] lr: 4.000e-02, eta: 1 day, 16:35:07, time: 1.238, data_time: 0.005, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7400, loss_cls: 2.1995, loss: 2.1995, grad_norm: 2.6405 2021-06-13 08:28:21,930 - mmaction - INFO - Epoch [11][220/940] lr: 4.000e-02, eta: 1 day, 16:33:05, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.4854, top5_acc: 0.7316, loss_cls: 2.2262, loss: 2.2262, grad_norm: 2.6190 2021-06-13 08:28:46,749 - mmaction - INFO - Epoch [11][240/940] lr: 4.000e-02, eta: 1 day, 16:31:04, time: 1.240, data_time: 0.006, memory: 7080, top1_acc: 0.4871, top5_acc: 0.7285, loss_cls: 2.2326, loss: 2.2326, grad_norm: 2.6455 2021-06-13 08:29:10,021 - mmaction - INFO - Epoch [11][260/940] lr: 4.000e-02, eta: 1 day, 16:28:51, time: 1.163, data_time: 0.003, memory: 7080, top1_acc: 0.4973, top5_acc: 0.7334, loss_cls: 2.2205, loss: 2.2205, grad_norm: 2.6104 2021-06-13 08:29:36,942 - mmaction - INFO - Epoch [11][280/940] lr: 4.000e-02, eta: 1 day, 16:27:10, time: 1.348, data_time: 0.004, memory: 7080, top1_acc: 0.4791, top5_acc: 0.7260, loss_cls: 2.2820, loss: 2.2820, grad_norm: 2.6551 2021-06-13 08:30:00,323 - mmaction - INFO - Epoch [11][300/940] lr: 4.000e-02, eta: 1 day, 16:24:59, time: 1.169, data_time: 0.002, memory: 7080, top1_acc: 0.4859, top5_acc: 0.7322, loss_cls: 2.2342, loss: 2.2342, grad_norm: 2.5810 2021-06-13 08:30:24,891 - mmaction - INFO - Epoch [11][320/940] lr: 4.000e-02, eta: 1 day, 16:22:57, time: 1.225, data_time: 0.002, memory: 7080, top1_acc: 0.4865, top5_acc: 0.7254, loss_cls: 2.2495, loss: 2.2495, grad_norm: 2.5551 2021-06-13 08:30:49,079 - mmaction - INFO - Epoch [11][340/940] lr: 4.000e-02, eta: 1 day, 16:20:54, time: 1.212, data_time: 0.007, memory: 7080, top1_acc: 0.4979, top5_acc: 0.7432, loss_cls: 2.1818, loss: 2.1818, grad_norm: 2.5858 2021-06-13 08:31:13,300 - mmaction - INFO - Epoch [11][360/940] lr: 4.000e-02, eta: 1 day, 16:18:51, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7230, loss_cls: 2.2875, loss: 2.2875, grad_norm: 2.6599 2021-06-13 08:31:37,608 - mmaction - INFO - Epoch [11][380/940] lr: 4.000e-02, eta: 1 day, 16:16:49, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7332, loss_cls: 2.1949, loss: 2.1949, grad_norm: 2.6606 2021-06-13 08:32:02,996 - mmaction - INFO - Epoch [11][400/940] lr: 4.000e-02, eta: 1 day, 16:14:57, time: 1.271, data_time: 0.002, memory: 7080, top1_acc: 0.4801, top5_acc: 0.7209, loss_cls: 2.2557, loss: 2.2557, grad_norm: 2.5284 2021-06-13 08:32:27,314 - mmaction - INFO - Epoch [11][420/940] lr: 4.000e-02, eta: 1 day, 16:12:56, time: 1.214, data_time: 0.001, memory: 7080, top1_acc: 0.4805, top5_acc: 0.7193, loss_cls: 2.2595, loss: 2.2595, grad_norm: 2.6468 2021-06-13 08:32:52,652 - mmaction - INFO - Epoch [11][440/940] lr: 4.000e-02, eta: 1 day, 16:11:04, time: 1.268, data_time: 0.003, memory: 7080, top1_acc: 0.4807, top5_acc: 0.7316, loss_cls: 2.2334, loss: 2.2334, grad_norm: 2.6036 2021-06-13 08:33:16,375 - mmaction - INFO - Epoch [11][460/940] lr: 4.000e-02, eta: 1 day, 16:08:59, time: 1.186, data_time: 0.002, memory: 7080, top1_acc: 0.4953, top5_acc: 0.7354, loss_cls: 2.1974, loss: 2.1974, grad_norm: 2.5940 2021-06-13 08:33:41,984 - mmaction - INFO - Epoch [11][480/940] lr: 4.000e-02, eta: 1 day, 16:07:10, time: 1.281, data_time: 0.002, memory: 7080, top1_acc: 0.4838, top5_acc: 0.7275, loss_cls: 2.2494, loss: 2.2494, grad_norm: 2.5851 2021-06-13 08:34:05,339 - mmaction - INFO - Epoch [11][500/940] lr: 4.000e-02, eta: 1 day, 16:05:02, time: 1.166, data_time: 0.002, memory: 7080, top1_acc: 0.4828, top5_acc: 0.7240, loss_cls: 2.2559, loss: 2.2559, grad_norm: 2.6484 2021-06-13 08:34:30,246 - mmaction - INFO - Epoch [11][520/940] lr: 4.000e-02, eta: 1 day, 16:03:07, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.4652, top5_acc: 0.7188, loss_cls: 2.2970, loss: 2.2970, grad_norm: 2.5908 2021-06-13 08:34:53,828 - mmaction - INFO - Epoch [11][540/940] lr: 4.000e-02, eta: 1 day, 16:01:03, time: 1.186, data_time: 0.009, memory: 7080, top1_acc: 0.4793, top5_acc: 0.7180, loss_cls: 2.2625, loss: 2.2625, grad_norm: 2.5942 2021-06-13 08:35:18,839 - mmaction - INFO - Epoch [11][560/940] lr: 4.000e-02, eta: 1 day, 15:59:11, time: 1.251, data_time: 0.002, memory: 7080, top1_acc: 0.4898, top5_acc: 0.7320, loss_cls: 2.2154, loss: 2.2154, grad_norm: 2.5752 2021-06-13 08:35:43,273 - mmaction - INFO - Epoch [11][580/940] lr: 4.000e-02, eta: 1 day, 15:57:14, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7291, loss_cls: 2.2582, loss: 2.2582, grad_norm: 2.6334 2021-06-13 08:36:08,595 - mmaction - INFO - Epoch [11][600/940] lr: 4.000e-02, eta: 1 day, 15:55:25, time: 1.267, data_time: 0.004, memory: 7080, top1_acc: 0.4746, top5_acc: 0.7258, loss_cls: 2.2925, loss: 2.2925, grad_norm: 2.6177 2021-06-13 08:36:33,453 - mmaction - INFO - Epoch [11][620/940] lr: 4.000e-02, eta: 1 day, 15:53:32, time: 1.243, data_time: 0.003, memory: 7080, top1_acc: 0.4770, top5_acc: 0.7180, loss_cls: 2.2758, loss: 2.2758, grad_norm: 2.5903 2021-06-13 08:36:58,070 - mmaction - INFO - Epoch [11][640/940] lr: 4.000e-02, eta: 1 day, 15:51:36, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.4744, top5_acc: 0.7189, loss_cls: 2.2702, loss: 2.2702, grad_norm: 2.5500 2021-06-13 08:37:21,574 - mmaction - INFO - Epoch [11][660/940] lr: 4.000e-02, eta: 1 day, 15:49:34, time: 1.180, data_time: 0.010, memory: 7080, top1_acc: 0.4813, top5_acc: 0.7209, loss_cls: 2.2693, loss: 2.2693, grad_norm: 2.5629 2021-06-13 08:37:46,743 - mmaction - INFO - Epoch [11][680/940] lr: 4.000e-02, eta: 1 day, 15:47:45, time: 1.261, data_time: 0.005, memory: 7080, top1_acc: 0.4766, top5_acc: 0.7338, loss_cls: 2.2434, loss: 2.2434, grad_norm: 2.6192 2021-06-13 08:38:11,965 - mmaction - INFO - Epoch [11][700/940] lr: 4.000e-02, eta: 1 day, 15:45:57, time: 1.261, data_time: 0.002, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7346, loss_cls: 2.2159, loss: 2.2159, grad_norm: 2.5857 2021-06-13 08:38:36,193 - mmaction - INFO - Epoch [11][720/940] lr: 4.000e-02, eta: 1 day, 15:44:01, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.4650, top5_acc: 0.7129, loss_cls: 2.3396, loss: 2.3396, grad_norm: 2.5592 2021-06-13 08:39:00,948 - mmaction - INFO - Epoch [11][740/940] lr: 4.000e-02, eta: 1 day, 15:42:10, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.4818, top5_acc: 0.7240, loss_cls: 2.2591, loss: 2.2591, grad_norm: 2.6017 2021-06-13 08:39:25,707 - mmaction - INFO - Epoch [11][760/940] lr: 4.000e-02, eta: 1 day, 15:40:19, time: 1.238, data_time: 0.003, memory: 7080, top1_acc: 0.4797, top5_acc: 0.7262, loss_cls: 2.2484, loss: 2.2484, grad_norm: 2.5999 2021-06-13 08:39:50,241 - mmaction - INFO - Epoch [11][780/940] lr: 4.000e-02, eta: 1 day, 15:38:26, time: 1.227, data_time: 0.001, memory: 7080, top1_acc: 0.4846, top5_acc: 0.7314, loss_cls: 2.2398, loss: 2.2398, grad_norm: 2.5719 2021-06-13 08:40:15,445 - mmaction - INFO - Epoch [11][800/940] lr: 4.000e-02, eta: 1 day, 15:36:39, time: 1.260, data_time: 0.002, memory: 7080, top1_acc: 0.4746, top5_acc: 0.7209, loss_cls: 2.2685, loss: 2.2685, grad_norm: 2.5823 2021-06-13 08:40:40,830 - mmaction - INFO - Epoch [11][820/940] lr: 4.000e-02, eta: 1 day, 15:34:54, time: 1.269, data_time: 0.003, memory: 7080, top1_acc: 0.4768, top5_acc: 0.7164, loss_cls: 2.2673, loss: 2.2673, grad_norm: 2.5990 2021-06-13 08:41:05,337 - mmaction - INFO - Epoch [11][840/940] lr: 4.000e-02, eta: 1 day, 15:33:02, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.4730, top5_acc: 0.7129, loss_cls: 2.2978, loss: 2.2978, grad_norm: 2.6366 2021-06-13 08:41:29,277 - mmaction - INFO - Epoch [11][860/940] lr: 4.000e-02, eta: 1 day, 15:31:07, time: 1.200, data_time: 0.004, memory: 7080, top1_acc: 0.4834, top5_acc: 0.7209, loss_cls: 2.2772, loss: 2.2772, grad_norm: 2.5875 2021-06-13 08:41:54,347 - mmaction - INFO - Epoch [11][880/940] lr: 4.000e-02, eta: 1 day, 15:29:19, time: 1.249, data_time: 0.001, memory: 7080, top1_acc: 0.4900, top5_acc: 0.7305, loss_cls: 2.2215, loss: 2.2215, grad_norm: 2.6704 2021-06-13 08:42:17,495 - mmaction - INFO - Epoch [11][900/940] lr: 4.000e-02, eta: 1 day, 15:27:18, time: 1.160, data_time: 0.005, memory: 7080, top1_acc: 0.4736, top5_acc: 0.7271, loss_cls: 2.2647, loss: 2.2647, grad_norm: 2.6273 2021-06-13 08:42:42,041 - mmaction - INFO - Epoch [11][920/940] lr: 4.000e-02, eta: 1 day, 15:25:28, time: 1.227, data_time: 0.002, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7330, loss_cls: 2.2027, loss: 2.2027, grad_norm: 2.5602 2021-06-13 08:43:03,544 - mmaction - INFO - Epoch [11][940/940] lr: 4.000e-02, eta: 1 day, 15:23:14, time: 1.077, data_time: 0.003, memory: 7080, top1_acc: 0.4968, top5_acc: 0.7281, loss_cls: 2.2249, loss: 2.2249, grad_norm: 2.6297 2021-06-13 08:43:06,972 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-06-13 08:50:54,538 - mmaction - INFO - Epoch [12][20/940] lr: 4.000e-02, eta: 1 day, 16:20:53, time: 23.330, data_time: 22.260, memory: 7080, top1_acc: 0.4764, top5_acc: 0.7236, loss_cls: 2.2752, loss: 2.2752, grad_norm: 2.5864 2021-06-13 08:51:17,767 - mmaction - INFO - Epoch [12][40/940] lr: 4.000e-02, eta: 1 day, 16:18:46, time: 1.161, data_time: 0.009, memory: 7080, top1_acc: 0.5027, top5_acc: 0.7410, loss_cls: 2.1611, loss: 2.1611, grad_norm: 2.6165 2021-06-13 08:51:41,165 - mmaction - INFO - Epoch [12][60/940] lr: 4.000e-02, eta: 1 day, 16:16:40, time: 1.172, data_time: 0.069, memory: 7080, top1_acc: 0.4842, top5_acc: 0.7373, loss_cls: 2.2039, loss: 2.2039, grad_norm: 2.6054 2021-06-13 08:52:06,951 - mmaction - INFO - Epoch [12][80/940] lr: 4.000e-02, eta: 1 day, 16:14:54, time: 1.290, data_time: 0.232, memory: 7080, top1_acc: 0.4938, top5_acc: 0.7379, loss_cls: 2.1738, loss: 2.1738, grad_norm: 2.5831 2021-06-13 08:52:30,958 - mmaction - INFO - Epoch [12][100/940] lr: 4.000e-02, eta: 1 day, 16:12:54, time: 1.198, data_time: 0.217, memory: 7080, top1_acc: 0.4971, top5_acc: 0.7420, loss_cls: 2.1872, loss: 2.1872, grad_norm: 2.6130 2021-06-13 08:52:55,434 - mmaction - INFO - Epoch [12][120/940] lr: 4.000e-02, eta: 1 day, 16:10:58, time: 1.224, data_time: 0.152, memory: 7080, top1_acc: 0.4861, top5_acc: 0.7258, loss_cls: 2.2214, loss: 2.2214, grad_norm: 2.5845 2021-06-13 08:53:19,712 - mmaction - INFO - Epoch [12][140/940] lr: 4.000e-02, eta: 1 day, 16:09:01, time: 1.214, data_time: 0.005, memory: 7080, top1_acc: 0.4783, top5_acc: 0.7307, loss_cls: 2.2339, loss: 2.2339, grad_norm: 2.6045 2021-06-13 08:53:44,172 - mmaction - INFO - Epoch [12][160/940] lr: 4.000e-02, eta: 1 day, 16:07:05, time: 1.222, data_time: 0.075, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7430, loss_cls: 2.1744, loss: 2.1744, grad_norm: 2.5827 2021-06-13 08:54:09,850 - mmaction - INFO - Epoch [12][180/940] lr: 4.000e-02, eta: 1 day, 16:05:21, time: 1.287, data_time: 0.004, memory: 7080, top1_acc: 0.4910, top5_acc: 0.7314, loss_cls: 2.2341, loss: 2.2341, grad_norm: 2.6336 2021-06-13 08:54:34,255 - mmaction - INFO - Epoch [12][200/940] lr: 4.000e-02, eta: 1 day, 16:03:25, time: 1.220, data_time: 0.001, memory: 7080, top1_acc: 0.4701, top5_acc: 0.7262, loss_cls: 2.2750, loss: 2.2750, grad_norm: 2.6653 2021-06-13 08:54:58,526 - mmaction - INFO - Epoch [12][220/940] lr: 4.000e-02, eta: 1 day, 16:01:28, time: 1.207, data_time: 0.002, memory: 7080, top1_acc: 0.4842, top5_acc: 0.7287, loss_cls: 2.2230, loss: 2.2230, grad_norm: 2.5527 2021-06-13 08:55:23,225 - mmaction - INFO - Epoch [12][240/940] lr: 4.000e-02, eta: 1 day, 15:59:37, time: 1.237, data_time: 0.009, memory: 7080, top1_acc: 0.4820, top5_acc: 0.7195, loss_cls: 2.2667, loss: 2.2667, grad_norm: 2.6153 2021-06-13 08:55:47,699 - mmaction - INFO - Epoch [12][260/940] lr: 4.000e-02, eta: 1 day, 15:57:44, time: 1.229, data_time: 0.007, memory: 7080, top1_acc: 0.4961, top5_acc: 0.7350, loss_cls: 2.1938, loss: 2.1938, grad_norm: 2.5802 2021-06-13 08:56:12,149 - mmaction - INFO - Epoch [12][280/940] lr: 4.000e-02, eta: 1 day, 15:55:50, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.4799, top5_acc: 0.7262, loss_cls: 2.2679, loss: 2.2679, grad_norm: 2.5654 2021-06-13 08:56:37,433 - mmaction - INFO - Epoch [12][300/940] lr: 4.000e-02, eta: 1 day, 15:54:04, time: 1.262, data_time: 0.001, memory: 7080, top1_acc: 0.4867, top5_acc: 0.7291, loss_cls: 2.2321, loss: 2.2321, grad_norm: 2.6019 2021-06-13 08:57:03,277 - mmaction - INFO - Epoch [12][320/940] lr: 4.000e-02, eta: 1 day, 15:52:22, time: 1.292, data_time: 0.003, memory: 7080, top1_acc: 0.4828, top5_acc: 0.7375, loss_cls: 2.2175, loss: 2.2175, grad_norm: 2.6462 2021-06-13 08:57:27,555 - mmaction - INFO - Epoch [12][340/940] lr: 4.000e-02, eta: 1 day, 15:50:27, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.4951, top5_acc: 0.7322, loss_cls: 2.2281, loss: 2.2281, grad_norm: 2.6155 2021-06-13 08:57:50,907 - mmaction - INFO - Epoch [12][360/940] lr: 4.000e-02, eta: 1 day, 15:48:27, time: 1.174, data_time: 0.011, memory: 7080, top1_acc: 0.5014, top5_acc: 0.7379, loss_cls: 2.1680, loss: 2.1680, grad_norm: 2.6384 2021-06-13 08:58:16,107 - mmaction - INFO - Epoch [12][380/940] lr: 4.000e-02, eta: 1 day, 15:46:41, time: 1.260, data_time: 0.003, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7326, loss_cls: 2.2327, loss: 2.2327, grad_norm: 2.5997 2021-06-13 08:58:40,184 - mmaction - INFO - Epoch [12][400/940] lr: 4.000e-02, eta: 1 day, 15:44:47, time: 1.203, data_time: 0.003, memory: 7080, top1_acc: 0.4850, top5_acc: 0.7232, loss_cls: 2.2563, loss: 2.2563, grad_norm: 2.6036 2021-06-13 08:59:05,630 - mmaction - INFO - Epoch [12][420/940] lr: 4.000e-02, eta: 1 day, 15:43:04, time: 1.274, data_time: 0.004, memory: 7080, top1_acc: 0.4803, top5_acc: 0.7227, loss_cls: 2.2741, loss: 2.2741, grad_norm: 2.5807 2021-06-13 08:59:29,746 - mmaction - INFO - Epoch [12][440/940] lr: 4.000e-02, eta: 1 day, 15:41:10, time: 1.206, data_time: 0.002, memory: 7080, top1_acc: 0.4885, top5_acc: 0.7289, loss_cls: 2.2523, loss: 2.2523, grad_norm: 2.6277 2021-06-13 08:59:54,152 - mmaction - INFO - Epoch [12][460/940] lr: 4.000e-02, eta: 1 day, 15:39:20, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.4822, top5_acc: 0.7225, loss_cls: 2.2453, loss: 2.2453, grad_norm: 2.5835 2021-06-13 09:00:19,369 - mmaction - INFO - Epoch [12][480/940] lr: 4.000e-02, eta: 1 day, 15:37:35, time: 1.260, data_time: 0.001, memory: 7080, top1_acc: 0.4834, top5_acc: 0.7318, loss_cls: 2.2379, loss: 2.2379, grad_norm: 2.5959 2021-06-13 09:00:42,838 - mmaction - INFO - Epoch [12][500/940] lr: 4.000e-02, eta: 1 day, 15:35:38, time: 1.173, data_time: 0.003, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7332, loss_cls: 2.1878, loss: 2.1878, grad_norm: 2.5446 2021-06-13 09:01:07,293 - mmaction - INFO - Epoch [12][520/940] lr: 4.000e-02, eta: 1 day, 15:33:48, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.5012, top5_acc: 0.7365, loss_cls: 2.1847, loss: 2.1847, grad_norm: 2.6158 2021-06-13 09:01:32,193 - mmaction - INFO - Epoch [12][540/940] lr: 4.000e-02, eta: 1 day, 15:32:03, time: 1.247, data_time: 0.004, memory: 7080, top1_acc: 0.4854, top5_acc: 0.7301, loss_cls: 2.2443, loss: 2.2443, grad_norm: 2.6108 2021-06-13 09:01:56,878 - mmaction - INFO - Epoch [12][560/940] lr: 4.000e-02, eta: 1 day, 15:30:15, time: 1.234, data_time: 0.003, memory: 7080, top1_acc: 0.4926, top5_acc: 0.7445, loss_cls: 2.1725, loss: 2.1725, grad_norm: 2.6360 2021-06-13 09:02:21,400 - mmaction - INFO - Epoch [12][580/940] lr: 4.000e-02, eta: 1 day, 15:28:27, time: 1.225, data_time: 0.003, memory: 7080, top1_acc: 0.5010, top5_acc: 0.7441, loss_cls: 2.1439, loss: 2.1439, grad_norm: 2.6118 2021-06-13 09:02:45,932 - mmaction - INFO - Epoch [12][600/940] lr: 4.000e-02, eta: 1 day, 15:26:40, time: 1.228, data_time: 0.004, memory: 7080, top1_acc: 0.4852, top5_acc: 0.7373, loss_cls: 2.2133, loss: 2.2133, grad_norm: 2.5711 2021-06-13 09:03:10,358 - mmaction - INFO - Epoch [12][620/940] lr: 4.000e-02, eta: 1 day, 15:24:51, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.4805, top5_acc: 0.7232, loss_cls: 2.2369, loss: 2.2369, grad_norm: 2.5881 2021-06-13 09:03:36,161 - mmaction - INFO - Epoch [12][640/940] lr: 4.000e-02, eta: 1 day, 15:23:14, time: 1.290, data_time: 0.003, memory: 7080, top1_acc: 0.4947, top5_acc: 0.7348, loss_cls: 2.2135, loss: 2.2135, grad_norm: 2.5926 2021-06-13 09:03:59,659 - mmaction - INFO - Epoch [12][660/940] lr: 4.000e-02, eta: 1 day, 15:21:19, time: 1.174, data_time: 0.002, memory: 7080, top1_acc: 0.4904, top5_acc: 0.7279, loss_cls: 2.2187, loss: 2.2187, grad_norm: 2.6015 2021-06-13 09:04:24,233 - mmaction - INFO - Epoch [12][680/940] lr: 4.000e-02, eta: 1 day, 15:19:33, time: 1.230, data_time: 0.005, memory: 7080, top1_acc: 0.4822, top5_acc: 0.7297, loss_cls: 2.2343, loss: 2.2343, grad_norm: 2.6315 2021-06-13 09:04:48,819 - mmaction - INFO - Epoch [12][700/940] lr: 4.000e-02, eta: 1 day, 15:17:47, time: 1.228, data_time: 0.004, memory: 7080, top1_acc: 0.4850, top5_acc: 0.7176, loss_cls: 2.2593, loss: 2.2593, grad_norm: 2.6452 2021-06-13 09:05:13,635 - mmaction - INFO - Epoch [12][720/940] lr: 4.000e-02, eta: 1 day, 15:16:04, time: 1.242, data_time: 0.003, memory: 7080, top1_acc: 0.4896, top5_acc: 0.7324, loss_cls: 2.2304, loss: 2.2304, grad_norm: 2.5895 2021-06-13 09:05:38,226 - mmaction - INFO - Epoch [12][740/940] lr: 4.000e-02, eta: 1 day, 15:14:19, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.4898, top5_acc: 0.7283, loss_cls: 2.2308, loss: 2.2308, grad_norm: 2.5731 2021-06-13 09:06:03,643 - mmaction - INFO - Epoch [12][760/940] lr: 4.000e-02, eta: 1 day, 15:12:40, time: 1.269, data_time: 0.002, memory: 7080, top1_acc: 0.4840, top5_acc: 0.7330, loss_cls: 2.2343, loss: 2.2343, grad_norm: 2.6247 2021-06-13 09:06:28,789 - mmaction - INFO - Epoch [12][780/940] lr: 4.000e-02, eta: 1 day, 15:10:59, time: 1.259, data_time: 0.003, memory: 7080, top1_acc: 0.4777, top5_acc: 0.7230, loss_cls: 2.2770, loss: 2.2770, grad_norm: 2.5615 2021-06-13 09:06:52,424 - mmaction - INFO - Epoch [12][800/940] lr: 4.000e-02, eta: 1 day, 15:09:07, time: 1.178, data_time: 0.002, memory: 7080, top1_acc: 0.4775, top5_acc: 0.7271, loss_cls: 2.2355, loss: 2.2355, grad_norm: 2.6265 2021-06-13 09:07:16,808 - mmaction - INFO - Epoch [12][820/940] lr: 4.000e-02, eta: 1 day, 15:07:22, time: 1.222, data_time: 0.006, memory: 7080, top1_acc: 0.4961, top5_acc: 0.7402, loss_cls: 2.1708, loss: 2.1708, grad_norm: 2.5796 2021-06-13 09:07:41,021 - mmaction - INFO - Epoch [12][840/940] lr: 4.000e-02, eta: 1 day, 15:05:36, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.4809, top5_acc: 0.7250, loss_cls: 2.2671, loss: 2.2671, grad_norm: 2.6041 2021-06-13 09:08:05,106 - mmaction - INFO - Epoch [12][860/940] lr: 4.000e-02, eta: 1 day, 15:03:48, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.4879, top5_acc: 0.7297, loss_cls: 2.2263, loss: 2.2263, grad_norm: 2.5715 2021-06-13 09:08:28,931 - mmaction - INFO - Epoch [12][880/940] lr: 4.000e-02, eta: 1 day, 15:02:00, time: 1.195, data_time: 0.007, memory: 7080, top1_acc: 0.4814, top5_acc: 0.7244, loss_cls: 2.2691, loss: 2.2691, grad_norm: 2.5923 2021-06-13 09:08:54,222 - mmaction - INFO - Epoch [12][900/940] lr: 4.000e-02, eta: 1 day, 15:00:22, time: 1.265, data_time: 0.003, memory: 7080, top1_acc: 0.4830, top5_acc: 0.7318, loss_cls: 2.2573, loss: 2.2573, grad_norm: 2.5788 2021-06-13 09:09:19,075 - mmaction - INFO - Epoch [12][920/940] lr: 4.000e-02, eta: 1 day, 14:58:41, time: 1.241, data_time: 0.002, memory: 7080, top1_acc: 0.4848, top5_acc: 0.7354, loss_cls: 2.2327, loss: 2.2327, grad_norm: 2.5916 2021-06-13 09:09:39,575 - mmaction - INFO - Epoch [12][940/940] lr: 4.000e-02, eta: 1 day, 14:56:29, time: 1.028, data_time: 0.004, memory: 7080, top1_acc: 0.4805, top5_acc: 0.7269, loss_cls: 2.2726, loss: 2.2726, grad_norm: 2.6173 2021-06-13 09:09:44,448 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-06-13 09:17:33,796 - mmaction - INFO - Epoch [13][20/940] lr: 4.000e-02, eta: 1 day, 15:48:55, time: 23.420, data_time: 20.633, memory: 7080, top1_acc: 0.4959, top5_acc: 0.7377, loss_cls: 2.1892, loss: 2.1892, grad_norm: 2.6491 2021-06-13 09:17:58,396 - mmaction - INFO - Epoch [13][40/940] lr: 4.000e-02, eta: 1 day, 15:47:07, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.4994, top5_acc: 0.7396, loss_cls: 2.1494, loss: 2.1494, grad_norm: 2.6007 2021-06-13 09:18:21,901 - mmaction - INFO - Epoch [13][60/940] lr: 4.000e-02, eta: 1 day, 15:45:11, time: 1.174, data_time: 0.002, memory: 7080, top1_acc: 0.4924, top5_acc: 0.7295, loss_cls: 2.2256, loss: 2.2256, grad_norm: 2.6730 2021-06-13 09:18:46,725 - mmaction - INFO - Epoch [13][80/940] lr: 4.000e-02, eta: 1 day, 15:43:25, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.4869, top5_acc: 0.7371, loss_cls: 2.2169, loss: 2.2169, grad_norm: 2.5867 2021-06-13 09:19:11,180 - mmaction - INFO - Epoch [13][100/940] lr: 4.000e-02, eta: 1 day, 15:41:37, time: 1.225, data_time: 0.007, memory: 7080, top1_acc: 0.5033, top5_acc: 0.7430, loss_cls: 2.1423, loss: 2.1423, grad_norm: 2.6636 2021-06-13 09:19:36,088 - mmaction - INFO - Epoch [13][120/940] lr: 4.000e-02, eta: 1 day, 15:39:52, time: 1.245, data_time: 0.006, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7365, loss_cls: 2.1742, loss: 2.1742, grad_norm: 2.6186 2021-06-13 09:20:00,763 - mmaction - INFO - Epoch [13][140/940] lr: 4.000e-02, eta: 1 day, 15:38:06, time: 1.235, data_time: 0.003, memory: 7080, top1_acc: 0.4961, top5_acc: 0.7383, loss_cls: 2.1587, loss: 2.1587, grad_norm: 2.6298 2021-06-13 09:20:24,919 - mmaction - INFO - Epoch [13][160/940] lr: 4.000e-02, eta: 1 day, 15:36:17, time: 1.207, data_time: 0.003, memory: 7080, top1_acc: 0.4932, top5_acc: 0.7396, loss_cls: 2.1693, loss: 2.1693, grad_norm: 2.6417 2021-06-13 09:20:50,035 - mmaction - INFO - Epoch [13][180/940] lr: 4.000e-02, eta: 1 day, 15:34:34, time: 1.256, data_time: 0.005, memory: 7080, top1_acc: 0.4820, top5_acc: 0.7369, loss_cls: 2.2209, loss: 2.2209, grad_norm: 2.6656 2021-06-13 09:21:14,133 - mmaction - INFO - Epoch [13][200/940] lr: 4.000e-02, eta: 1 day, 15:32:45, time: 1.206, data_time: 0.003, memory: 7080, top1_acc: 0.4789, top5_acc: 0.7270, loss_cls: 2.2472, loss: 2.2472, grad_norm: 2.6125 2021-06-13 09:21:37,680 - mmaction - INFO - Epoch [13][220/940] lr: 4.000e-02, eta: 1 day, 15:30:52, time: 1.177, data_time: 0.002, memory: 7080, top1_acc: 0.4900, top5_acc: 0.7316, loss_cls: 2.1993, loss: 2.1993, grad_norm: 2.5911 2021-06-13 09:22:03,623 - mmaction - INFO - Epoch [13][240/940] lr: 4.000e-02, eta: 1 day, 15:29:16, time: 1.298, data_time: 0.004, memory: 7080, top1_acc: 0.4902, top5_acc: 0.7332, loss_cls: 2.2185, loss: 2.2185, grad_norm: 2.5306 2021-06-13 09:22:28,222 - mmaction - INFO - Epoch [13][260/940] lr: 4.000e-02, eta: 1 day, 15:27:31, time: 1.230, data_time: 0.001, memory: 7080, top1_acc: 0.4787, top5_acc: 0.7377, loss_cls: 2.2123, loss: 2.2123, grad_norm: 2.6637 2021-06-13 09:22:52,571 - mmaction - INFO - Epoch [13][280/940] lr: 4.000e-02, eta: 1 day, 15:25:45, time: 1.217, data_time: 0.001, memory: 7080, top1_acc: 0.4910, top5_acc: 0.7303, loss_cls: 2.2209, loss: 2.2209, grad_norm: 2.6467 2021-06-13 09:23:17,381 - mmaction - INFO - Epoch [13][300/940] lr: 4.000e-02, eta: 1 day, 15:24:02, time: 1.240, data_time: 0.003, memory: 7080, top1_acc: 0.4986, top5_acc: 0.7340, loss_cls: 2.2085, loss: 2.2085, grad_norm: 2.6373 2021-06-13 09:23:40,938 - mmaction - INFO - Epoch [13][320/940] lr: 4.000e-02, eta: 1 day, 15:22:10, time: 1.178, data_time: 0.002, memory: 7080, top1_acc: 0.4787, top5_acc: 0.7240, loss_cls: 2.2645, loss: 2.2645, grad_norm: 2.6105 2021-06-13 09:24:05,666 - mmaction - INFO - Epoch [13][340/940] lr: 4.000e-02, eta: 1 day, 15:20:26, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.4973, top5_acc: 0.7348, loss_cls: 2.2005, loss: 2.2005, grad_norm: 2.5879 2021-06-13 09:24:31,362 - mmaction - INFO - Epoch [13][360/940] lr: 4.000e-02, eta: 1 day, 15:18:51, time: 1.288, data_time: 0.006, memory: 7080, top1_acc: 0.4990, top5_acc: 0.7324, loss_cls: 2.1948, loss: 2.1948, grad_norm: 2.6077 2021-06-13 09:24:55,726 - mmaction - INFO - Epoch [13][380/940] lr: 4.000e-02, eta: 1 day, 15:17:06, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.4908, top5_acc: 0.7311, loss_cls: 2.2218, loss: 2.2218, grad_norm: 2.6352 2021-06-13 09:25:20,800 - mmaction - INFO - Epoch [13][400/940] lr: 4.000e-02, eta: 1 day, 15:15:26, time: 1.251, data_time: 0.004, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7439, loss_cls: 2.1712, loss: 2.1712, grad_norm: 2.6723 2021-06-13 09:25:45,565 - mmaction - INFO - Epoch [13][420/940] lr: 4.000e-02, eta: 1 day, 15:13:45, time: 1.243, data_time: 0.007, memory: 7080, top1_acc: 0.4973, top5_acc: 0.7377, loss_cls: 2.1923, loss: 2.1923, grad_norm: 2.6118 2021-06-13 09:26:09,427 - mmaction - INFO - Epoch [13][440/940] lr: 4.000e-02, eta: 1 day, 15:11:56, time: 1.187, data_time: 0.001, memory: 7080, top1_acc: 0.4842, top5_acc: 0.7289, loss_cls: 2.2109, loss: 2.2109, grad_norm: 2.6044 2021-06-13 09:26:33,896 - mmaction - INFO - Epoch [13][460/940] lr: 4.000e-02, eta: 1 day, 15:10:14, time: 1.230, data_time: 0.008, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7367, loss_cls: 2.2346, loss: 2.2346, grad_norm: 2.5756 2021-06-13 09:26:58,403 - mmaction - INFO - Epoch [13][480/940] lr: 4.000e-02, eta: 1 day, 15:08:31, time: 1.225, data_time: 0.001, memory: 7080, top1_acc: 0.4781, top5_acc: 0.7297, loss_cls: 2.2367, loss: 2.2367, grad_norm: 2.6668 2021-06-13 09:27:23,505 - mmaction - INFO - Epoch [13][500/940] lr: 4.000e-02, eta: 1 day, 15:06:53, time: 1.254, data_time: 0.003, memory: 7080, top1_acc: 0.4900, top5_acc: 0.7395, loss_cls: 2.2047, loss: 2.2047, grad_norm: 2.6496 2021-06-13 09:27:47,337 - mmaction - INFO - Epoch [13][520/940] lr: 4.000e-02, eta: 1 day, 15:05:06, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.4877, top5_acc: 0.7262, loss_cls: 2.2237, loss: 2.2237, grad_norm: 2.5814 2021-06-13 09:28:12,301 - mmaction - INFO - Epoch [13][540/940] lr: 4.000e-02, eta: 1 day, 15:03:27, time: 1.246, data_time: 0.002, memory: 7080, top1_acc: 0.4936, top5_acc: 0.7350, loss_cls: 2.2068, loss: 2.2068, grad_norm: 2.5682 2021-06-13 09:28:37,180 - mmaction - INFO - Epoch [13][560/940] lr: 4.000e-02, eta: 1 day, 15:01:48, time: 1.242, data_time: 0.004, memory: 7080, top1_acc: 0.4865, top5_acc: 0.7344, loss_cls: 2.2240, loss: 2.2240, grad_norm: 2.6290 2021-06-13 09:29:01,817 - mmaction - INFO - Epoch [13][580/940] lr: 4.000e-02, eta: 1 day, 15:00:08, time: 1.234, data_time: 0.006, memory: 7080, top1_acc: 0.4867, top5_acc: 0.7318, loss_cls: 2.2059, loss: 2.2059, grad_norm: 2.7006 2021-06-13 09:29:25,218 - mmaction - INFO - Epoch [13][600/940] lr: 4.000e-02, eta: 1 day, 14:58:19, time: 1.172, data_time: 0.004, memory: 7080, top1_acc: 0.4963, top5_acc: 0.7316, loss_cls: 2.2180, loss: 2.2180, grad_norm: 2.6790 2021-06-13 09:29:48,988 - mmaction - INFO - Epoch [13][620/940] lr: 4.000e-02, eta: 1 day, 14:56:33, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.4908, top5_acc: 0.7283, loss_cls: 2.2323, loss: 2.2323, grad_norm: 2.6020 2021-06-13 09:30:14,603 - mmaction - INFO - Epoch [13][640/940] lr: 4.000e-02, eta: 1 day, 14:55:00, time: 1.281, data_time: 0.003, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7400, loss_cls: 2.1762, loss: 2.1762, grad_norm: 2.6114 2021-06-13 09:30:38,966 - mmaction - INFO - Epoch [13][660/940] lr: 4.000e-02, eta: 1 day, 14:53:19, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.4918, top5_acc: 0.7338, loss_cls: 2.2110, loss: 2.2110, grad_norm: 2.6060 2021-06-13 09:31:02,909 - mmaction - INFO - Epoch [13][680/940] lr: 4.000e-02, eta: 1 day, 14:51:35, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.4932, top5_acc: 0.7400, loss_cls: 2.2052, loss: 2.2052, grad_norm: 2.5698 2021-06-13 09:31:27,129 - mmaction - INFO - Epoch [13][700/940] lr: 4.000e-02, eta: 1 day, 14:49:53, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.4932, top5_acc: 0.7346, loss_cls: 2.2078, loss: 2.2078, grad_norm: 2.5987 2021-06-13 09:31:51,994 - mmaction - INFO - Epoch [13][720/940] lr: 4.000e-02, eta: 1 day, 14:48:16, time: 1.243, data_time: 0.080, memory: 7080, top1_acc: 0.4881, top5_acc: 0.7279, loss_cls: 2.2370, loss: 2.2370, grad_norm: 2.6017 2021-06-13 09:32:16,618 - mmaction - INFO - Epoch [13][740/940] lr: 4.000e-02, eta: 1 day, 14:46:37, time: 1.226, data_time: 0.044, memory: 7080, top1_acc: 0.4961, top5_acc: 0.7449, loss_cls: 2.1739, loss: 2.1739, grad_norm: 2.5798 2021-06-13 09:32:41,762 - mmaction - INFO - Epoch [13][760/940] lr: 4.000e-02, eta: 1 day, 14:45:03, time: 1.262, data_time: 0.064, memory: 7080, top1_acc: 0.4803, top5_acc: 0.7340, loss_cls: 2.2229, loss: 2.2229, grad_norm: 2.6307 2021-06-13 09:33:07,524 - mmaction - INFO - Epoch [13][780/940] lr: 4.000e-02, eta: 1 day, 14:43:33, time: 1.289, data_time: 0.100, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7357, loss_cls: 2.2004, loss: 2.2004, grad_norm: 2.6283 2021-06-13 09:33:32,543 - mmaction - INFO - Epoch [13][800/940] lr: 4.000e-02, eta: 1 day, 14:41:57, time: 1.251, data_time: 0.002, memory: 7080, top1_acc: 0.5047, top5_acc: 0.7373, loss_cls: 2.1542, loss: 2.1542, grad_norm: 2.5724 2021-06-13 09:33:54,864 - mmaction - INFO - Epoch [13][820/940] lr: 4.000e-02, eta: 1 day, 14:40:04, time: 1.115, data_time: 0.002, memory: 7080, top1_acc: 0.5037, top5_acc: 0.7455, loss_cls: 2.1638, loss: 2.1638, grad_norm: 2.6977 2021-06-13 09:34:19,215 - mmaction - INFO - Epoch [13][840/940] lr: 4.000e-02, eta: 1 day, 14:38:25, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.4754, top5_acc: 0.7275, loss_cls: 2.2372, loss: 2.2372, grad_norm: 2.5862 2021-06-13 09:34:44,325 - mmaction - INFO - Epoch [13][860/940] lr: 4.000e-02, eta: 1 day, 14:36:51, time: 1.257, data_time: 0.003, memory: 7080, top1_acc: 0.4898, top5_acc: 0.7348, loss_cls: 2.2201, loss: 2.2201, grad_norm: 2.5674 2021-06-13 09:35:09,797 - mmaction - INFO - Epoch [13][880/940] lr: 4.000e-02, eta: 1 day, 14:35:20, time: 1.273, data_time: 0.002, memory: 7080, top1_acc: 0.4908, top5_acc: 0.7381, loss_cls: 2.1974, loss: 2.1974, grad_norm: 2.6267 2021-06-13 09:35:34,011 - mmaction - INFO - Epoch [13][900/940] lr: 4.000e-02, eta: 1 day, 14:33:41, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.4836, top5_acc: 0.7172, loss_cls: 2.2571, loss: 2.2571, grad_norm: 2.5903 2021-06-13 09:35:57,698 - mmaction - INFO - Epoch [13][920/940] lr: 4.000e-02, eta: 1 day, 14:31:58, time: 1.183, data_time: 0.003, memory: 7080, top1_acc: 0.4803, top5_acc: 0.7283, loss_cls: 2.2518, loss: 2.2518, grad_norm: 2.6498 2021-06-13 09:36:19,849 - mmaction - INFO - Epoch [13][940/940] lr: 4.000e-02, eta: 1 day, 14:30:06, time: 1.111, data_time: 0.004, memory: 7080, top1_acc: 0.4890, top5_acc: 0.7279, loss_cls: 2.2228, loss: 2.2228, grad_norm: 2.6624 2021-06-13 09:36:23,431 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-06-13 09:44:16,234 - mmaction - INFO - Epoch [14][20/940] lr: 4.000e-02, eta: 1 day, 15:18:17, time: 23.591, data_time: 22.517, memory: 7080, top1_acc: 0.4883, top5_acc: 0.7281, loss_cls: 2.2223, loss: 2.2223, grad_norm: 2.6424 2021-06-13 09:44:41,116 - mmaction - INFO - Epoch [14][40/940] lr: 4.000e-02, eta: 1 day, 15:16:37, time: 1.240, data_time: 0.154, memory: 7080, top1_acc: 0.4984, top5_acc: 0.7459, loss_cls: 2.1334, loss: 2.1334, grad_norm: 2.6178 2021-06-13 09:45:05,538 - mmaction - INFO - Epoch [14][60/940] lr: 4.000e-02, eta: 1 day, 15:14:55, time: 1.224, data_time: 0.014, memory: 7080, top1_acc: 0.5004, top5_acc: 0.7410, loss_cls: 2.1501, loss: 2.1501, grad_norm: 2.5241 2021-06-13 09:45:29,008 - mmaction - INFO - Epoch [14][80/940] lr: 4.000e-02, eta: 1 day, 15:13:07, time: 1.176, data_time: 0.011, memory: 7080, top1_acc: 0.5037, top5_acc: 0.7400, loss_cls: 2.1599, loss: 2.1599, grad_norm: 2.6187 2021-06-13 09:45:53,488 - mmaction - INFO - Epoch [14][100/940] lr: 4.000e-02, eta: 1 day, 15:11:25, time: 1.224, data_time: 0.121, memory: 7080, top1_acc: 0.5107, top5_acc: 0.7453, loss_cls: 2.1349, loss: 2.1349, grad_norm: 2.6103 2021-06-13 09:46:17,794 - mmaction - INFO - Epoch [14][120/940] lr: 4.000e-02, eta: 1 day, 15:09:43, time: 1.215, data_time: 0.020, memory: 7080, top1_acc: 0.5027, top5_acc: 0.7479, loss_cls: 2.1244, loss: 2.1244, grad_norm: 2.5958 2021-06-13 09:46:42,080 - mmaction - INFO - Epoch [14][140/940] lr: 4.000e-02, eta: 1 day, 15:08:01, time: 1.217, data_time: 0.116, memory: 7080, top1_acc: 0.4979, top5_acc: 0.7445, loss_cls: 2.1492, loss: 2.1492, grad_norm: 2.6306 2021-06-13 09:47:06,557 - mmaction - INFO - Epoch [14][160/940] lr: 4.000e-02, eta: 1 day, 15:06:20, time: 1.220, data_time: 0.026, memory: 7080, top1_acc: 0.5084, top5_acc: 0.7453, loss_cls: 2.1314, loss: 2.1314, grad_norm: 2.6414 2021-06-13 09:47:31,321 - mmaction - INFO - Epoch [14][180/940] lr: 4.000e-02, eta: 1 day, 15:04:42, time: 1.238, data_time: 0.008, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7443, loss_cls: 2.1423, loss: 2.1423, grad_norm: 2.5704 2021-06-13 09:47:55,526 - mmaction - INFO - Epoch [14][200/940] lr: 4.000e-02, eta: 1 day, 15:03:00, time: 1.211, data_time: 0.005, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7520, loss_cls: 2.1126, loss: 2.1126, grad_norm: 2.6503 2021-06-13 09:48:19,954 - mmaction - INFO - Epoch [14][220/940] lr: 4.000e-02, eta: 1 day, 15:01:19, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7406, loss_cls: 2.1511, loss: 2.1511, grad_norm: 2.5764 2021-06-13 09:48:44,000 - mmaction - INFO - Epoch [14][240/940] lr: 4.000e-02, eta: 1 day, 14:59:37, time: 1.203, data_time: 0.006, memory: 7080, top1_acc: 0.4994, top5_acc: 0.7396, loss_cls: 2.1936, loss: 2.1936, grad_norm: 2.6636 2021-06-13 09:49:08,688 - mmaction - INFO - Epoch [14][260/940] lr: 4.000e-02, eta: 1 day, 14:57:59, time: 1.236, data_time: 0.006, memory: 7080, top1_acc: 0.5033, top5_acc: 0.7434, loss_cls: 2.1456, loss: 2.1456, grad_norm: 2.5978 2021-06-13 09:49:32,385 - mmaction - INFO - Epoch [14][280/940] lr: 4.000e-02, eta: 1 day, 14:56:15, time: 1.186, data_time: 0.003, memory: 7080, top1_acc: 0.4934, top5_acc: 0.7359, loss_cls: 2.1866, loss: 2.1866, grad_norm: 2.5883 2021-06-13 09:49:57,042 - mmaction - INFO - Epoch [14][300/940] lr: 4.000e-02, eta: 1 day, 14:54:37, time: 1.232, data_time: 0.002, memory: 7080, top1_acc: 0.4854, top5_acc: 0.7336, loss_cls: 2.1936, loss: 2.1936, grad_norm: 2.6429 2021-06-13 09:50:21,048 - mmaction - INFO - Epoch [14][320/940] lr: 4.000e-02, eta: 1 day, 14:52:55, time: 1.201, data_time: 0.004, memory: 7080, top1_acc: 0.4963, top5_acc: 0.7367, loss_cls: 2.1924, loss: 2.1924, grad_norm: 2.6439 2021-06-13 09:50:46,131 - mmaction - INFO - Epoch [14][340/940] lr: 4.000e-02, eta: 1 day, 14:51:21, time: 1.254, data_time: 0.003, memory: 7080, top1_acc: 0.4986, top5_acc: 0.7447, loss_cls: 2.1388, loss: 2.1388, grad_norm: 2.6054 2021-06-13 09:51:10,298 - mmaction - INFO - Epoch [14][360/940] lr: 4.000e-02, eta: 1 day, 14:49:40, time: 1.208, data_time: 0.004, memory: 7080, top1_acc: 0.4949, top5_acc: 0.7461, loss_cls: 2.1568, loss: 2.1568, grad_norm: 2.6474 2021-06-13 09:51:34,908 - mmaction - INFO - Epoch [14][380/940] lr: 4.000e-02, eta: 1 day, 14:48:03, time: 1.231, data_time: 0.002, memory: 7080, top1_acc: 0.5031, top5_acc: 0.7385, loss_cls: 2.1439, loss: 2.1439, grad_norm: 2.5768 2021-06-13 09:51:59,514 - mmaction - INFO - Epoch [14][400/940] lr: 4.000e-02, eta: 1 day, 14:46:26, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.5020, top5_acc: 0.7457, loss_cls: 2.1525, loss: 2.1525, grad_norm: 2.5905 2021-06-13 09:52:23,786 - mmaction - INFO - Epoch [14][420/940] lr: 4.000e-02, eta: 1 day, 14:44:47, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.4922, top5_acc: 0.7480, loss_cls: 2.1566, loss: 2.1566, grad_norm: 2.6436 2021-06-13 09:52:48,561 - mmaction - INFO - Epoch [14][440/940] lr: 4.000e-02, eta: 1 day, 14:43:12, time: 1.240, data_time: 0.007, memory: 7080, top1_acc: 0.4822, top5_acc: 0.7254, loss_cls: 2.2356, loss: 2.2356, grad_norm: 2.6652 2021-06-13 09:53:13,553 - mmaction - INFO - Epoch [14][460/940] lr: 4.000e-02, eta: 1 day, 14:41:38, time: 1.247, data_time: 0.004, memory: 7080, top1_acc: 0.4988, top5_acc: 0.7367, loss_cls: 2.1979, loss: 2.1979, grad_norm: 2.5831 2021-06-13 09:53:39,483 - mmaction - INFO - Epoch [14][480/940] lr: 4.000e-02, eta: 1 day, 14:40:10, time: 1.299, data_time: 0.006, memory: 7080, top1_acc: 0.4947, top5_acc: 0.7348, loss_cls: 2.1688, loss: 2.1688, grad_norm: 2.6229 2021-06-13 09:54:03,246 - mmaction - INFO - Epoch [14][500/940] lr: 4.000e-02, eta: 1 day, 14:38:29, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7420, loss_cls: 2.1675, loss: 2.1675, grad_norm: 2.5598 2021-06-13 09:54:27,929 - mmaction - INFO - Epoch [14][520/940] lr: 4.000e-02, eta: 1 day, 14:36:54, time: 1.235, data_time: 0.005, memory: 7080, top1_acc: 0.4875, top5_acc: 0.7369, loss_cls: 2.2040, loss: 2.2040, grad_norm: 2.5724 2021-06-13 09:54:52,131 - mmaction - INFO - Epoch [14][540/940] lr: 4.000e-02, eta: 1 day, 14:35:16, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.4904, top5_acc: 0.7320, loss_cls: 2.2359, loss: 2.2359, grad_norm: 2.6063 2021-06-13 09:55:17,277 - mmaction - INFO - Epoch [14][560/940] lr: 4.000e-02, eta: 1 day, 14:33:44, time: 1.252, data_time: 0.003, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7416, loss_cls: 2.1426, loss: 2.1426, grad_norm: 2.5756 2021-06-13 09:55:41,821 - mmaction - INFO - Epoch [14][580/940] lr: 4.000e-02, eta: 1 day, 14:32:09, time: 1.233, data_time: 0.008, memory: 7080, top1_acc: 0.4980, top5_acc: 0.7320, loss_cls: 2.2084, loss: 2.2084, grad_norm: 2.6298 2021-06-13 09:56:06,149 - mmaction - INFO - Epoch [14][600/940] lr: 4.000e-02, eta: 1 day, 14:30:33, time: 1.216, data_time: 0.002, memory: 7080, top1_acc: 0.4988, top5_acc: 0.7393, loss_cls: 2.1590, loss: 2.1590, grad_norm: 2.6257 2021-06-13 09:56:31,914 - mmaction - INFO - Epoch [14][620/940] lr: 4.000e-02, eta: 1 day, 14:29:05, time: 1.288, data_time: 0.002, memory: 7080, top1_acc: 0.4816, top5_acc: 0.7250, loss_cls: 2.2657, loss: 2.2657, grad_norm: 2.5835 2021-06-13 09:56:56,497 - mmaction - INFO - Epoch [14][640/940] lr: 4.000e-02, eta: 1 day, 14:27:31, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7381, loss_cls: 2.1753, loss: 2.1753, grad_norm: 2.6165 2021-06-13 09:57:20,291 - mmaction - INFO - Epoch [14][660/940] lr: 4.000e-02, eta: 1 day, 14:25:52, time: 1.190, data_time: 0.002, memory: 7080, top1_acc: 0.4891, top5_acc: 0.7309, loss_cls: 2.2259, loss: 2.2259, grad_norm: 2.6036 2021-06-13 09:57:44,582 - mmaction - INFO - Epoch [14][680/940] lr: 4.000e-02, eta: 1 day, 14:24:15, time: 1.211, data_time: 0.002, memory: 7080, top1_acc: 0.5012, top5_acc: 0.7447, loss_cls: 2.1552, loss: 2.1552, grad_norm: 2.6059 2021-06-13 09:58:08,331 - mmaction - INFO - Epoch [14][700/940] lr: 4.000e-02, eta: 1 day, 14:22:37, time: 1.190, data_time: 0.005, memory: 7080, top1_acc: 0.5061, top5_acc: 0.7393, loss_cls: 2.1710, loss: 2.1710, grad_norm: 2.5958 2021-06-13 09:58:32,941 - mmaction - INFO - Epoch [14][720/940] lr: 4.000e-02, eta: 1 day, 14:21:03, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7385, loss_cls: 2.1771, loss: 2.1771, grad_norm: 2.6073 2021-06-13 09:58:56,819 - mmaction - INFO - Epoch [14][740/940] lr: 4.000e-02, eta: 1 day, 14:19:26, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.4959, top5_acc: 0.7387, loss_cls: 2.1639, loss: 2.1639, grad_norm: 2.6007 2021-06-13 09:59:21,780 - mmaction - INFO - Epoch [14][760/940] lr: 4.000e-02, eta: 1 day, 14:17:55, time: 1.247, data_time: 0.002, memory: 7080, top1_acc: 0.4791, top5_acc: 0.7232, loss_cls: 2.2512, loss: 2.2512, grad_norm: 2.5723 2021-06-13 09:59:46,839 - mmaction - INFO - Epoch [14][780/940] lr: 4.000e-02, eta: 1 day, 14:16:25, time: 1.254, data_time: 0.003, memory: 7080, top1_acc: 0.5029, top5_acc: 0.7455, loss_cls: 2.1655, loss: 2.1655, grad_norm: 2.5556 2021-06-13 10:00:13,774 - mmaction - INFO - Epoch [14][800/940] lr: 4.000e-02, eta: 1 day, 14:15:06, time: 1.342, data_time: 0.002, memory: 7080, top1_acc: 0.4932, top5_acc: 0.7346, loss_cls: 2.2145, loss: 2.2145, grad_norm: 2.6251 2021-06-13 10:00:36,998 - mmaction - INFO - Epoch [14][820/940] lr: 4.000e-02, eta: 1 day, 14:13:26, time: 1.166, data_time: 0.016, memory: 7080, top1_acc: 0.4779, top5_acc: 0.7303, loss_cls: 2.2476, loss: 2.2476, grad_norm: 2.6338 2021-06-13 10:01:03,021 - mmaction - INFO - Epoch [14][840/940] lr: 4.000e-02, eta: 1 day, 14:12:02, time: 1.300, data_time: 0.003, memory: 7080, top1_acc: 0.5012, top5_acc: 0.7463, loss_cls: 2.1452, loss: 2.1452, grad_norm: 2.5875 2021-06-13 10:01:27,760 - mmaction - INFO - Epoch [14][860/940] lr: 4.000e-02, eta: 1 day, 14:10:31, time: 1.238, data_time: 0.003, memory: 7080, top1_acc: 0.4922, top5_acc: 0.7293, loss_cls: 2.2225, loss: 2.2225, grad_norm: 2.6151 2021-06-13 10:01:51,994 - mmaction - INFO - Epoch [14][880/940] lr: 4.000e-02, eta: 1 day, 14:08:57, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.4822, top5_acc: 0.7271, loss_cls: 2.2382, loss: 2.2382, grad_norm: 2.5389 2021-06-13 10:02:16,943 - mmaction - INFO - Epoch [14][900/940] lr: 4.000e-02, eta: 1 day, 14:07:28, time: 1.247, data_time: 0.002, memory: 7080, top1_acc: 0.4863, top5_acc: 0.7318, loss_cls: 2.2253, loss: 2.2253, grad_norm: 2.5957 2021-06-13 10:02:40,946 - mmaction - INFO - Epoch [14][920/940] lr: 4.000e-02, eta: 1 day, 14:05:53, time: 1.200, data_time: 0.005, memory: 7080, top1_acc: 0.4857, top5_acc: 0.7322, loss_cls: 2.2211, loss: 2.2211, grad_norm: 2.6291 2021-06-13 10:03:02,576 - mmaction - INFO - Epoch [14][940/940] lr: 4.000e-02, eta: 1 day, 14:04:03, time: 1.082, data_time: 0.003, memory: 7080, top1_acc: 0.4850, top5_acc: 0.7236, loss_cls: 2.2346, loss: 2.2346, grad_norm: 2.5861 2021-06-13 10:03:08,761 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-06-13 10:11:04,261 - mmaction - INFO - Epoch [15][20/940] lr: 4.000e-02, eta: 1 day, 14:48:31, time: 23.725, data_time: 21.207, memory: 7080, top1_acc: 0.4941, top5_acc: 0.7428, loss_cls: 2.1827, loss: 2.1827, grad_norm: 2.5562 2021-06-13 10:11:28,536 - mmaction - INFO - Epoch [15][40/940] lr: 4.000e-02, eta: 1 day, 14:46:54, time: 1.215, data_time: 0.007, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7506, loss_cls: 2.1066, loss: 2.1066, grad_norm: 2.6358 2021-06-13 10:11:53,074 - mmaction - INFO - Epoch [15][60/940] lr: 4.000e-02, eta: 1 day, 14:45:18, time: 1.227, data_time: 0.005, memory: 7080, top1_acc: 0.5037, top5_acc: 0.7391, loss_cls: 2.1410, loss: 2.1410, grad_norm: 2.5517 2021-06-13 10:12:17,484 - mmaction - INFO - Epoch [15][80/940] lr: 4.000e-02, eta: 1 day, 14:43:42, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.5047, top5_acc: 0.7467, loss_cls: 2.1073, loss: 2.1073, grad_norm: 2.6263 2021-06-13 10:12:42,544 - mmaction - INFO - Epoch [15][100/940] lr: 4.000e-02, eta: 1 day, 14:42:10, time: 1.253, data_time: 0.003, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7523, loss_cls: 2.1043, loss: 2.1043, grad_norm: 2.6774 2021-06-13 10:13:07,301 - mmaction - INFO - Epoch [15][120/940] lr: 4.000e-02, eta: 1 day, 14:40:36, time: 1.237, data_time: 0.003, memory: 7080, top1_acc: 0.4963, top5_acc: 0.7375, loss_cls: 2.1819, loss: 2.1819, grad_norm: 2.6913 2021-06-13 10:13:31,183 - mmaction - INFO - Epoch [15][140/940] lr: 4.000e-02, eta: 1 day, 14:38:57, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.5094, top5_acc: 0.7467, loss_cls: 2.1323, loss: 2.1323, grad_norm: 2.5559 2021-06-13 10:13:55,771 - mmaction - INFO - Epoch [15][160/940] lr: 4.000e-02, eta: 1 day, 14:37:22, time: 1.231, data_time: 0.005, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7432, loss_cls: 2.1179, loss: 2.1179, grad_norm: 2.5844 2021-06-13 10:14:19,974 - mmaction - INFO - Epoch [15][180/940] lr: 4.000e-02, eta: 1 day, 14:35:46, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7447, loss_cls: 2.1402, loss: 2.1402, grad_norm: 2.5435 2021-06-13 10:14:44,008 - mmaction - INFO - Epoch [15][200/940] lr: 4.000e-02, eta: 1 day, 14:34:08, time: 1.194, data_time: 0.002, memory: 7080, top1_acc: 0.5111, top5_acc: 0.7426, loss_cls: 2.1307, loss: 2.1307, grad_norm: 2.5943 2021-06-13 10:15:09,375 - mmaction - INFO - Epoch [15][220/940] lr: 4.000e-02, eta: 1 day, 14:32:39, time: 1.273, data_time: 0.010, memory: 7080, top1_acc: 0.4947, top5_acc: 0.7363, loss_cls: 2.1873, loss: 2.1873, grad_norm: 2.6084 2021-06-13 10:15:33,471 - mmaction - INFO - Epoch [15][240/940] lr: 4.000e-02, eta: 1 day, 14:31:03, time: 1.208, data_time: 0.006, memory: 7080, top1_acc: 0.4986, top5_acc: 0.7436, loss_cls: 2.1509, loss: 2.1509, grad_norm: 2.5927 2021-06-13 10:15:58,482 - mmaction - INFO - Epoch [15][260/940] lr: 4.000e-02, eta: 1 day, 14:29:32, time: 1.249, data_time: 0.004, memory: 7080, top1_acc: 0.4957, top5_acc: 0.7355, loss_cls: 2.1759, loss: 2.1759, grad_norm: 2.6078 2021-06-13 10:16:22,194 - mmaction - INFO - Epoch [15][280/940] lr: 4.000e-02, eta: 1 day, 14:27:53, time: 1.181, data_time: 0.006, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7434, loss_cls: 2.1556, loss: 2.1556, grad_norm: 2.6308 2021-06-13 10:16:47,611 - mmaction - INFO - Epoch [15][300/940] lr: 4.000e-02, eta: 1 day, 14:26:26, time: 1.277, data_time: 0.008, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7447, loss_cls: 2.1735, loss: 2.1735, grad_norm: 2.5659 2021-06-13 10:17:12,502 - mmaction - INFO - Epoch [15][320/940] lr: 4.000e-02, eta: 1 day, 14:24:55, time: 1.242, data_time: 0.002, memory: 7080, top1_acc: 0.5020, top5_acc: 0.7408, loss_cls: 2.1636, loss: 2.1636, grad_norm: 2.6461 2021-06-13 10:17:36,389 - mmaction - INFO - Epoch [15][340/940] lr: 4.000e-02, eta: 1 day, 14:23:18, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7430, loss_cls: 2.1262, loss: 2.1262, grad_norm: 2.6062 2021-06-13 10:17:59,797 - mmaction - INFO - Epoch [15][360/940] lr: 4.000e-02, eta: 1 day, 14:21:38, time: 1.169, data_time: 0.003, memory: 7080, top1_acc: 0.4977, top5_acc: 0.7418, loss_cls: 2.1559, loss: 2.1559, grad_norm: 2.5821 2021-06-13 10:18:24,571 - mmaction - INFO - Epoch [15][380/940] lr: 4.000e-02, eta: 1 day, 14:20:08, time: 1.240, data_time: 0.003, memory: 7080, top1_acc: 0.4922, top5_acc: 0.7391, loss_cls: 2.1913, loss: 2.1913, grad_norm: 2.6264 2021-06-13 10:18:49,535 - mmaction - INFO - Epoch [15][400/940] lr: 4.000e-02, eta: 1 day, 14:18:38, time: 1.248, data_time: 0.004, memory: 7080, top1_acc: 0.4971, top5_acc: 0.7414, loss_cls: 2.1627, loss: 2.1627, grad_norm: 2.5477 2021-06-13 10:19:14,301 - mmaction - INFO - Epoch [15][420/940] lr: 4.000e-02, eta: 1 day, 14:17:07, time: 1.236, data_time: 0.003, memory: 7080, top1_acc: 0.4951, top5_acc: 0.7398, loss_cls: 2.1907, loss: 2.1907, grad_norm: 2.6244 2021-06-13 10:19:38,973 - mmaction - INFO - Epoch [15][440/940] lr: 4.000e-02, eta: 1 day, 14:15:36, time: 1.232, data_time: 0.006, memory: 7080, top1_acc: 0.4959, top5_acc: 0.7416, loss_cls: 2.1672, loss: 2.1672, grad_norm: 2.6201 2021-06-13 10:20:03,347 - mmaction - INFO - Epoch [15][460/940] lr: 4.000e-02, eta: 1 day, 14:14:03, time: 1.221, data_time: 0.006, memory: 7080, top1_acc: 0.5033, top5_acc: 0.7465, loss_cls: 2.1450, loss: 2.1450, grad_norm: 2.6125 2021-06-13 10:20:27,878 - mmaction - INFO - Epoch [15][480/940] lr: 4.000e-02, eta: 1 day, 14:12:32, time: 1.226, data_time: 0.004, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7469, loss_cls: 2.1312, loss: 2.1312, grad_norm: 2.6753 2021-06-13 10:20:52,752 - mmaction - INFO - Epoch [15][500/940] lr: 4.000e-02, eta: 1 day, 14:11:02, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7486, loss_cls: 2.1301, loss: 2.1301, grad_norm: 2.5878 2021-06-13 10:21:17,936 - mmaction - INFO - Epoch [15][520/940] lr: 4.000e-02, eta: 1 day, 14:09:35, time: 1.265, data_time: 0.024, memory: 7080, top1_acc: 0.4947, top5_acc: 0.7445, loss_cls: 2.1800, loss: 2.1800, grad_norm: 2.6280 2021-06-13 10:21:43,640 - mmaction - INFO - Epoch [15][540/940] lr: 4.000e-02, eta: 1 day, 14:08:11, time: 1.288, data_time: 0.004, memory: 7080, top1_acc: 0.4963, top5_acc: 0.7461, loss_cls: 2.1517, loss: 2.1517, grad_norm: 2.6117 2021-06-13 10:22:07,831 - mmaction - INFO - Epoch [15][560/940] lr: 4.000e-02, eta: 1 day, 14:06:39, time: 1.208, data_time: 0.002, memory: 7080, top1_acc: 0.4963, top5_acc: 0.7465, loss_cls: 2.1338, loss: 2.1338, grad_norm: 2.6096 2021-06-13 10:22:32,443 - mmaction - INFO - Epoch [15][580/940] lr: 4.000e-02, eta: 1 day, 14:05:09, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.5000, top5_acc: 0.7359, loss_cls: 2.1711, loss: 2.1711, grad_norm: 2.5965 2021-06-13 10:22:56,655 - mmaction - INFO - Epoch [15][600/940] lr: 4.000e-02, eta: 1 day, 14:03:36, time: 1.211, data_time: 0.002, memory: 7080, top1_acc: 0.4951, top5_acc: 0.7408, loss_cls: 2.1688, loss: 2.1688, grad_norm: 2.6041 2021-06-13 10:23:20,577 - mmaction - INFO - Epoch [15][620/940] lr: 4.000e-02, eta: 1 day, 14:02:03, time: 1.197, data_time: 0.002, memory: 7080, top1_acc: 0.4969, top5_acc: 0.7346, loss_cls: 2.1802, loss: 2.1802, grad_norm: 2.6496 2021-06-13 10:23:44,766 - mmaction - INFO - Epoch [15][640/940] lr: 4.000e-02, eta: 1 day, 14:00:31, time: 1.207, data_time: 0.002, memory: 7080, top1_acc: 0.5086, top5_acc: 0.7486, loss_cls: 2.1416, loss: 2.1416, grad_norm: 2.5750 2021-06-13 10:24:10,504 - mmaction - INFO - Epoch [15][660/940] lr: 4.000e-02, eta: 1 day, 13:59:08, time: 1.289, data_time: 0.003, memory: 7080, top1_acc: 0.5111, top5_acc: 0.7426, loss_cls: 2.1370, loss: 2.1370, grad_norm: 2.5859 2021-06-13 10:24:34,645 - mmaction - INFO - Epoch [15][680/940] lr: 4.000e-02, eta: 1 day, 13:57:35, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.4998, top5_acc: 0.7387, loss_cls: 2.1848, loss: 2.1848, grad_norm: 2.5910 2021-06-13 10:24:58,583 - mmaction - INFO - Epoch [15][700/940] lr: 4.000e-02, eta: 1 day, 13:56:03, time: 1.204, data_time: 0.009, memory: 7080, top1_acc: 0.4951, top5_acc: 0.7307, loss_cls: 2.2054, loss: 2.2054, grad_norm: 2.5522 2021-06-13 10:25:24,086 - mmaction - INFO - Epoch [15][720/940] lr: 4.000e-02, eta: 1 day, 13:54:40, time: 1.274, data_time: 0.002, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7447, loss_cls: 2.1419, loss: 2.1419, grad_norm: 2.6001 2021-06-13 10:25:48,184 - mmaction - INFO - Epoch [15][740/940] lr: 4.000e-02, eta: 1 day, 13:53:08, time: 1.207, data_time: 0.004, memory: 7080, top1_acc: 0.4967, top5_acc: 0.7320, loss_cls: 2.1903, loss: 2.1903, grad_norm: 2.5879 2021-06-13 10:26:11,597 - mmaction - INFO - Epoch [15][760/940] lr: 4.000e-02, eta: 1 day, 13:51:33, time: 1.169, data_time: 0.002, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7436, loss_cls: 2.1588, loss: 2.1588, grad_norm: 2.6043 2021-06-13 10:26:36,718 - mmaction - INFO - Epoch [15][780/940] lr: 4.000e-02, eta: 1 day, 13:50:07, time: 1.251, data_time: 0.003, memory: 7080, top1_acc: 0.4982, top5_acc: 0.7328, loss_cls: 2.1880, loss: 2.1880, grad_norm: 2.5661 2021-06-13 10:27:00,790 - mmaction - INFO - Epoch [15][800/940] lr: 4.000e-02, eta: 1 day, 13:48:36, time: 1.209, data_time: 0.008, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7355, loss_cls: 2.1944, loss: 2.1944, grad_norm: 2.6044 2021-06-13 10:27:24,897 - mmaction - INFO - Epoch [15][820/940] lr: 4.000e-02, eta: 1 day, 13:47:06, time: 1.205, data_time: 0.002, memory: 7080, top1_acc: 0.4992, top5_acc: 0.7377, loss_cls: 2.1866, loss: 2.1866, grad_norm: 2.5714 2021-06-13 10:27:49,893 - mmaction - INFO - Epoch [15][840/940] lr: 4.000e-02, eta: 1 day, 13:45:40, time: 1.249, data_time: 0.003, memory: 7080, top1_acc: 0.4955, top5_acc: 0.7271, loss_cls: 2.2021, loss: 2.2021, grad_norm: 2.6153 2021-06-13 10:28:14,741 - mmaction - INFO - Epoch [15][860/940] lr: 4.000e-02, eta: 1 day, 13:44:14, time: 1.245, data_time: 0.004, memory: 7080, top1_acc: 0.5104, top5_acc: 0.7504, loss_cls: 2.1102, loss: 2.1102, grad_norm: 2.6294 2021-06-13 10:28:39,279 - mmaction - INFO - Epoch [15][880/940] lr: 4.000e-02, eta: 1 day, 13:42:46, time: 1.224, data_time: 0.001, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7449, loss_cls: 2.1264, loss: 2.1264, grad_norm: 2.6186 2021-06-13 10:29:03,915 - mmaction - INFO - Epoch [15][900/940] lr: 4.000e-02, eta: 1 day, 13:41:19, time: 1.233, data_time: 0.004, memory: 7080, top1_acc: 0.4926, top5_acc: 0.7328, loss_cls: 2.1733, loss: 2.1733, grad_norm: 2.5742 2021-06-13 10:29:27,758 - mmaction - INFO - Epoch [15][920/940] lr: 4.000e-02, eta: 1 day, 13:39:48, time: 1.190, data_time: 0.003, memory: 7080, top1_acc: 0.5084, top5_acc: 0.7449, loss_cls: 2.1611, loss: 2.1611, grad_norm: 2.6060 2021-06-13 10:29:48,322 - mmaction - INFO - Epoch [15][940/940] lr: 4.000e-02, eta: 1 day, 13:37:59, time: 1.032, data_time: 0.005, memory: 7080, top1_acc: 0.5006, top5_acc: 0.7488, loss_cls: 2.1456, loss: 2.1456, grad_norm: 2.6908 2021-06-13 10:29:51,408 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-06-13 10:37:40,434 - mmaction - INFO - Epoch [16][20/940] lr: 4.000e-02, eta: 1 day, 14:18:21, time: 23.402, data_time: 21.123, memory: 7080, top1_acc: 0.5076, top5_acc: 0.7521, loss_cls: 2.1065, loss: 2.1065, grad_norm: 2.6382 2021-06-13 10:38:04,257 - mmaction - INFO - Epoch [16][40/940] lr: 4.000e-02, eta: 1 day, 14:16:46, time: 1.193, data_time: 0.006, memory: 7080, top1_acc: 0.5084, top5_acc: 0.7537, loss_cls: 2.1065, loss: 2.1065, grad_norm: 2.6219 2021-06-13 10:38:28,112 - mmaction - INFO - Epoch [16][60/940] lr: 4.000e-02, eta: 1 day, 14:15:11, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.5049, top5_acc: 0.7383, loss_cls: 2.1591, loss: 2.1591, grad_norm: 2.6439 2021-06-13 10:38:52,670 - mmaction - INFO - Epoch [16][80/940] lr: 4.000e-02, eta: 1 day, 14:13:41, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.5150, top5_acc: 0.7486, loss_cls: 2.1128, loss: 2.1128, grad_norm: 2.6252 2021-06-13 10:39:17,970 - mmaction - INFO - Epoch [16][100/940] lr: 4.000e-02, eta: 1 day, 14:12:15, time: 1.263, data_time: 0.004, memory: 7080, top1_acc: 0.5064, top5_acc: 0.7586, loss_cls: 2.1051, loss: 2.1051, grad_norm: 2.6218 2021-06-13 10:39:42,325 - mmaction - INFO - Epoch [16][120/940] lr: 4.000e-02, eta: 1 day, 14:10:44, time: 1.218, data_time: 0.005, memory: 7080, top1_acc: 0.5010, top5_acc: 0.7395, loss_cls: 2.1609, loss: 2.1609, grad_norm: 2.6303 2021-06-13 10:40:06,267 - mmaction - INFO - Epoch [16][140/940] lr: 4.000e-02, eta: 1 day, 14:09:10, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.5055, top5_acc: 0.7494, loss_cls: 2.1095, loss: 2.1095, grad_norm: 2.6362 2021-06-13 10:40:30,556 - mmaction - INFO - Epoch [16][160/940] lr: 4.000e-02, eta: 1 day, 14:07:39, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.5006, top5_acc: 0.7422, loss_cls: 2.1395, loss: 2.1395, grad_norm: 2.5672 2021-06-13 10:40:54,691 - mmaction - INFO - Epoch [16][180/940] lr: 4.000e-02, eta: 1 day, 14:06:07, time: 1.207, data_time: 0.004, memory: 7080, top1_acc: 0.5131, top5_acc: 0.7488, loss_cls: 2.1364, loss: 2.1364, grad_norm: 2.6261 2021-06-13 10:41:20,591 - mmaction - INFO - Epoch [16][200/940] lr: 4.000e-02, eta: 1 day, 14:04:45, time: 1.298, data_time: 0.005, memory: 7080, top1_acc: 0.4994, top5_acc: 0.7266, loss_cls: 2.1815, loss: 2.1815, grad_norm: 2.5421 2021-06-13 10:41:44,643 - mmaction - INFO - Epoch [16][220/940] lr: 4.000e-02, eta: 1 day, 14:03:13, time: 1.198, data_time: 0.001, memory: 7080, top1_acc: 0.5043, top5_acc: 0.7492, loss_cls: 2.1406, loss: 2.1406, grad_norm: 2.6453 2021-06-13 10:42:08,746 - mmaction - INFO - Epoch [16][240/940] lr: 4.000e-02, eta: 1 day, 14:01:42, time: 1.208, data_time: 0.007, memory: 7080, top1_acc: 0.5072, top5_acc: 0.7475, loss_cls: 2.0969, loss: 2.0969, grad_norm: 2.6666 2021-06-13 10:42:33,760 - mmaction - INFO - Epoch [16][260/940] lr: 4.000e-02, eta: 1 day, 14:00:16, time: 1.251, data_time: 0.002, memory: 7080, top1_acc: 0.5025, top5_acc: 0.7443, loss_cls: 2.1391, loss: 2.1391, grad_norm: 2.6047 2021-06-13 10:42:58,640 - mmaction - INFO - Epoch [16][280/940] lr: 4.000e-02, eta: 1 day, 13:58:49, time: 1.244, data_time: 0.003, memory: 7080, top1_acc: 0.5137, top5_acc: 0.7443, loss_cls: 2.1247, loss: 2.1247, grad_norm: 2.6220 2021-06-13 10:43:21,952 - mmaction - INFO - Epoch [16][300/940] lr: 4.000e-02, eta: 1 day, 13:57:14, time: 1.167, data_time: 0.003, memory: 7080, top1_acc: 0.5080, top5_acc: 0.7408, loss_cls: 2.1345, loss: 2.1345, grad_norm: 2.6360 2021-06-13 10:43:47,146 - mmaction - INFO - Epoch [16][320/940] lr: 4.000e-02, eta: 1 day, 13:55:49, time: 1.259, data_time: 0.002, memory: 7080, top1_acc: 0.5061, top5_acc: 0.7461, loss_cls: 2.1374, loss: 2.1374, grad_norm: 2.6606 2021-06-13 10:44:11,592 - mmaction - INFO - Epoch [16][340/940] lr: 4.000e-02, eta: 1 day, 13:54:20, time: 1.221, data_time: 0.015, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7479, loss_cls: 2.1193, loss: 2.1193, grad_norm: 2.6433 2021-06-13 10:44:35,730 - mmaction - INFO - Epoch [16][360/940] lr: 4.000e-02, eta: 1 day, 13:52:50, time: 1.208, data_time: 0.005, memory: 7080, top1_acc: 0.5025, top5_acc: 0.7410, loss_cls: 2.1564, loss: 2.1564, grad_norm: 2.6155 2021-06-13 10:45:00,048 - mmaction - INFO - Epoch [16][380/940] lr: 4.000e-02, eta: 1 day, 13:51:21, time: 1.215, data_time: 0.006, memory: 7080, top1_acc: 0.5041, top5_acc: 0.7389, loss_cls: 2.1736, loss: 2.1736, grad_norm: 2.5842 2021-06-13 10:45:24,043 - mmaction - INFO - Epoch [16][400/940] lr: 4.000e-02, eta: 1 day, 13:49:50, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.4984, top5_acc: 0.7375, loss_cls: 2.1569, loss: 2.1569, grad_norm: 2.5891 2021-06-13 10:45:48,426 - mmaction - INFO - Epoch [16][420/940] lr: 4.000e-02, eta: 1 day, 13:48:22, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.5104, top5_acc: 0.7467, loss_cls: 2.0969, loss: 2.0969, grad_norm: 2.5948 2021-06-13 10:46:14,057 - mmaction - INFO - Epoch [16][440/940] lr: 4.000e-02, eta: 1 day, 13:47:00, time: 1.280, data_time: 0.003, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7496, loss_cls: 2.1095, loss: 2.1095, grad_norm: 2.5936 2021-06-13 10:46:38,296 - mmaction - INFO - Epoch [16][460/940] lr: 4.000e-02, eta: 1 day, 13:45:31, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.5018, top5_acc: 0.7496, loss_cls: 2.1334, loss: 2.1334, grad_norm: 2.6271 2021-06-13 10:47:02,849 - mmaction - INFO - Epoch [16][480/940] lr: 4.000e-02, eta: 1 day, 13:44:05, time: 1.230, data_time: 0.006, memory: 7080, top1_acc: 0.5053, top5_acc: 0.7479, loss_cls: 2.1129, loss: 2.1129, grad_norm: 2.5927 2021-06-13 10:47:27,187 - mmaction - INFO - Epoch [16][500/940] lr: 4.000e-02, eta: 1 day, 13:42:37, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7475, loss_cls: 2.1366, loss: 2.1366, grad_norm: 2.5443 2021-06-13 10:47:51,189 - mmaction - INFO - Epoch [16][520/940] lr: 4.000e-02, eta: 1 day, 13:41:07, time: 1.202, data_time: 0.004, memory: 7080, top1_acc: 0.4982, top5_acc: 0.7373, loss_cls: 2.1934, loss: 2.1934, grad_norm: 2.6344 2021-06-13 10:48:16,295 - mmaction - INFO - Epoch [16][540/940] lr: 4.000e-02, eta: 1 day, 13:39:44, time: 1.253, data_time: 0.001, memory: 7080, top1_acc: 0.4992, top5_acc: 0.7396, loss_cls: 2.1791, loss: 2.1791, grad_norm: 2.5739 2021-06-13 10:48:41,280 - mmaction - INFO - Epoch [16][560/940] lr: 4.000e-02, eta: 1 day, 13:38:20, time: 1.252, data_time: 0.004, memory: 7080, top1_acc: 0.5033, top5_acc: 0.7369, loss_cls: 2.1542, loss: 2.1542, grad_norm: 2.6462 2021-06-13 10:49:05,846 - mmaction - INFO - Epoch [16][580/940] lr: 4.000e-02, eta: 1 day, 13:36:53, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.4943, top5_acc: 0.7305, loss_cls: 2.2017, loss: 2.2017, grad_norm: 2.5984 2021-06-13 10:49:30,195 - mmaction - INFO - Epoch [16][600/940] lr: 4.000e-02, eta: 1 day, 13:35:27, time: 1.221, data_time: 0.009, memory: 7080, top1_acc: 0.4865, top5_acc: 0.7385, loss_cls: 2.1807, loss: 2.1807, grad_norm: 2.6023 2021-06-13 10:49:54,242 - mmaction - INFO - Epoch [16][620/940] lr: 4.000e-02, eta: 1 day, 13:33:59, time: 1.205, data_time: 0.005, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7449, loss_cls: 2.1341, loss: 2.1341, grad_norm: 2.5789 2021-06-13 10:50:18,151 - mmaction - INFO - Epoch [16][640/940] lr: 4.000e-02, eta: 1 day, 13:32:30, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.5105, top5_acc: 0.7457, loss_cls: 2.1344, loss: 2.1344, grad_norm: 2.6177 2021-06-13 10:50:42,674 - mmaction - INFO - Epoch [16][660/940] lr: 4.000e-02, eta: 1 day, 13:31:04, time: 1.222, data_time: 0.002, memory: 7080, top1_acc: 0.5088, top5_acc: 0.7545, loss_cls: 2.1103, loss: 2.1103, grad_norm: 2.5933 2021-06-13 10:51:07,548 - mmaction - INFO - Epoch [16][680/940] lr: 4.000e-02, eta: 1 day, 13:29:41, time: 1.247, data_time: 0.006, memory: 7080, top1_acc: 0.5021, top5_acc: 0.7410, loss_cls: 2.1750, loss: 2.1750, grad_norm: 2.6145 2021-06-13 10:51:31,481 - mmaction - INFO - Epoch [16][700/940] lr: 4.000e-02, eta: 1 day, 13:28:12, time: 1.196, data_time: 0.002, memory: 7080, top1_acc: 0.4994, top5_acc: 0.7305, loss_cls: 2.1855, loss: 2.1855, grad_norm: 2.5705 2021-06-13 10:51:56,293 - mmaction - INFO - Epoch [16][720/940] lr: 4.000e-02, eta: 1 day, 13:26:49, time: 1.242, data_time: 0.003, memory: 7080, top1_acc: 0.4980, top5_acc: 0.7379, loss_cls: 2.1810, loss: 2.1810, grad_norm: 2.6019 2021-06-13 10:52:21,951 - mmaction - INFO - Epoch [16][740/940] lr: 4.000e-02, eta: 1 day, 13:25:30, time: 1.282, data_time: 0.001, memory: 7080, top1_acc: 0.5027, top5_acc: 0.7463, loss_cls: 2.1413, loss: 2.1413, grad_norm: 2.5986 2021-06-13 10:52:46,186 - mmaction - INFO - Epoch [16][760/940] lr: 4.000e-02, eta: 1 day, 13:24:04, time: 1.211, data_time: 0.002, memory: 7080, top1_acc: 0.4959, top5_acc: 0.7494, loss_cls: 2.1346, loss: 2.1346, grad_norm: 2.6043 2021-06-13 10:53:09,967 - mmaction - INFO - Epoch [16][780/940] lr: 4.000e-02, eta: 1 day, 13:22:35, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.5139, top5_acc: 0.7512, loss_cls: 2.1081, loss: 2.1081, grad_norm: 2.5591 2021-06-13 10:53:34,310 - mmaction - INFO - Epoch [16][800/940] lr: 4.000e-02, eta: 1 day, 13:21:10, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.5098, top5_acc: 0.7471, loss_cls: 2.1241, loss: 2.1241, grad_norm: 2.6159 2021-06-13 10:53:58,698 - mmaction - INFO - Epoch [16][820/940] lr: 4.000e-02, eta: 1 day, 13:19:45, time: 1.219, data_time: 0.001, memory: 7080, top1_acc: 0.5092, top5_acc: 0.7447, loss_cls: 2.1150, loss: 2.1150, grad_norm: 2.5867 2021-06-13 10:54:23,380 - mmaction - INFO - Epoch [16][840/940] lr: 4.000e-02, eta: 1 day, 13:18:22, time: 1.234, data_time: 0.002, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7492, loss_cls: 2.1145, loss: 2.1145, grad_norm: 2.6056 2021-06-13 10:54:47,669 - mmaction - INFO - Epoch [16][860/940] lr: 4.000e-02, eta: 1 day, 13:16:56, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.5033, top5_acc: 0.7383, loss_cls: 2.1376, loss: 2.1376, grad_norm: 2.6152 2021-06-13 10:55:12,235 - mmaction - INFO - Epoch [16][880/940] lr: 4.000e-02, eta: 1 day, 13:15:33, time: 1.226, data_time: 0.004, memory: 7080, top1_acc: 0.4936, top5_acc: 0.7459, loss_cls: 2.1504, loss: 2.1504, grad_norm: 2.6213 2021-06-13 10:55:36,725 - mmaction - INFO - Epoch [16][900/940] lr: 4.000e-02, eta: 1 day, 13:14:09, time: 1.226, data_time: 0.007, memory: 7080, top1_acc: 0.4938, top5_acc: 0.7400, loss_cls: 2.1696, loss: 2.1696, grad_norm: 2.5818 2021-06-13 10:56:01,052 - mmaction - INFO - Epoch [16][920/940] lr: 4.000e-02, eta: 1 day, 13:12:45, time: 1.218, data_time: 0.005, memory: 7080, top1_acc: 0.4875, top5_acc: 0.7389, loss_cls: 2.1929, loss: 2.1929, grad_norm: 2.6573 2021-06-13 10:56:22,495 - mmaction - INFO - Epoch [16][940/940] lr: 4.000e-02, eta: 1 day, 13:11:05, time: 1.074, data_time: 0.003, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7372, loss_cls: 2.1838, loss: 2.1838, grad_norm: 2.5907 2021-06-13 10:56:25,869 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-06-13 11:04:14,223 - mmaction - INFO - Epoch [17][20/940] lr: 4.000e-02, eta: 1 day, 13:48:24, time: 23.371, data_time: 19.857, memory: 7080, top1_acc: 0.5123, top5_acc: 0.7498, loss_cls: 2.1240, loss: 2.1240, grad_norm: 2.6631 2021-06-13 11:04:37,782 - mmaction - INFO - Epoch [17][40/940] lr: 4.000e-02, eta: 1 day, 13:46:52, time: 1.176, data_time: 0.003, memory: 7080, top1_acc: 0.4959, top5_acc: 0.7381, loss_cls: 2.1735, loss: 2.1735, grad_norm: 2.6440 2021-06-13 11:05:02,752 - mmaction - INFO - Epoch [17][60/940] lr: 4.000e-02, eta: 1 day, 13:45:23, time: 1.201, data_time: 0.005, memory: 7080, top1_acc: 0.5092, top5_acc: 0.7529, loss_cls: 2.0826, loss: 2.0826, grad_norm: 2.5777 2021-06-13 11:05:26,693 - mmaction - INFO - Epoch [17][80/940] lr: 4.000e-02, eta: 1 day, 13:43:59, time: 1.246, data_time: 0.053, memory: 7080, top1_acc: 0.5068, top5_acc: 0.7465, loss_cls: 2.1254, loss: 2.1254, grad_norm: 2.6797 2021-06-13 11:05:51,015 - mmaction - INFO - Epoch [17][100/940] lr: 4.000e-02, eta: 1 day, 13:42:31, time: 1.212, data_time: 0.004, memory: 7080, top1_acc: 0.5070, top5_acc: 0.7451, loss_cls: 2.1207, loss: 2.1207, grad_norm: 2.6320 2021-06-13 11:06:15,128 - mmaction - INFO - Epoch [17][120/940] lr: 4.000e-02, eta: 1 day, 13:41:03, time: 1.210, data_time: 0.009, memory: 7080, top1_acc: 0.5100, top5_acc: 0.7568, loss_cls: 2.1195, loss: 2.1195, grad_norm: 2.6329 2021-06-13 11:06:38,953 - mmaction - INFO - Epoch [17][140/940] lr: 4.000e-02, eta: 1 day, 13:39:34, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.5096, top5_acc: 0.7439, loss_cls: 2.1398, loss: 2.1398, grad_norm: 2.6239 2021-06-13 11:07:04,188 - mmaction - INFO - Epoch [17][160/940] lr: 4.000e-02, eta: 1 day, 13:38:12, time: 1.260, data_time: 0.002, memory: 7080, top1_acc: 0.5131, top5_acc: 0.7527, loss_cls: 2.0753, loss: 2.0753, grad_norm: 2.6059 2021-06-13 11:07:29,784 - mmaction - INFO - Epoch [17][180/940] lr: 4.000e-02, eta: 1 day, 13:36:52, time: 1.278, data_time: 0.004, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7512, loss_cls: 2.1291, loss: 2.1291, grad_norm: 2.6268 2021-06-13 11:07:54,188 - mmaction - INFO - Epoch [17][200/940] lr: 4.000e-02, eta: 1 day, 13:35:26, time: 1.223, data_time: 0.006, memory: 7080, top1_acc: 0.4998, top5_acc: 0.7385, loss_cls: 2.1614, loss: 2.1614, grad_norm: 2.6298 2021-06-13 11:08:18,634 - mmaction - INFO - Epoch [17][220/940] lr: 4.000e-02, eta: 1 day, 13:34:01, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.5322, top5_acc: 0.7600, loss_cls: 2.0436, loss: 2.0436, grad_norm: 2.5793 2021-06-13 11:08:43,000 - mmaction - INFO - Epoch [17][240/940] lr: 4.000e-02, eta: 1 day, 13:32:35, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7445, loss_cls: 2.1247, loss: 2.1247, grad_norm: 2.6161 2021-06-13 11:09:06,922 - mmaction - INFO - Epoch [17][260/940] lr: 4.000e-02, eta: 1 day, 13:31:07, time: 1.196, data_time: 0.002, memory: 7080, top1_acc: 0.5055, top5_acc: 0.7461, loss_cls: 2.1393, loss: 2.1393, grad_norm: 2.6189 2021-06-13 11:09:32,496 - mmaction - INFO - Epoch [17][280/940] lr: 4.000e-02, eta: 1 day, 13:29:47, time: 1.273, data_time: 0.002, memory: 7080, top1_acc: 0.5037, top5_acc: 0.7422, loss_cls: 2.1617, loss: 2.1617, grad_norm: 2.6783 2021-06-13 11:09:56,857 - mmaction - INFO - Epoch [17][300/940] lr: 4.000e-02, eta: 1 day, 13:28:23, time: 1.224, data_time: 0.008, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7477, loss_cls: 2.1176, loss: 2.1176, grad_norm: 2.6454 2021-06-13 11:10:21,091 - mmaction - INFO - Epoch [17][320/940] lr: 4.000e-02, eta: 1 day, 13:26:57, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.4979, top5_acc: 0.7461, loss_cls: 2.1633, loss: 2.1633, grad_norm: 2.5763 2021-06-13 11:10:45,991 - mmaction - INFO - Epoch [17][340/940] lr: 4.000e-02, eta: 1 day, 13:25:34, time: 1.243, data_time: 0.002, memory: 7080, top1_acc: 0.5037, top5_acc: 0.7461, loss_cls: 2.1399, loss: 2.1399, grad_norm: 2.6270 2021-06-13 11:11:10,128 - mmaction - INFO - Epoch [17][360/940] lr: 4.000e-02, eta: 1 day, 13:24:08, time: 1.207, data_time: 0.003, memory: 7080, top1_acc: 0.4984, top5_acc: 0.7412, loss_cls: 2.1773, loss: 2.1773, grad_norm: 2.6546 2021-06-13 11:11:34,288 - mmaction - INFO - Epoch [17][380/940] lr: 4.000e-02, eta: 1 day, 13:22:43, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.5193, top5_acc: 0.7541, loss_cls: 2.0746, loss: 2.0746, grad_norm: 2.5817 2021-06-13 11:11:58,520 - mmaction - INFO - Epoch [17][400/940] lr: 4.000e-02, eta: 1 day, 13:21:17, time: 1.203, data_time: 0.003, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7445, loss_cls: 2.1320, loss: 2.1320, grad_norm: 2.5949 2021-06-13 11:12:23,241 - mmaction - INFO - Epoch [17][420/940] lr: 4.000e-02, eta: 1 day, 13:19:55, time: 1.244, data_time: 0.010, memory: 7080, top1_acc: 0.5139, top5_acc: 0.7520, loss_cls: 2.0815, loss: 2.0815, grad_norm: 2.5647 2021-06-13 11:12:47,179 - mmaction - INFO - Epoch [17][440/940] lr: 4.000e-02, eta: 1 day, 13:18:28, time: 1.197, data_time: 0.003, memory: 7080, top1_acc: 0.5150, top5_acc: 0.7383, loss_cls: 2.1342, loss: 2.1342, grad_norm: 2.6593 2021-06-13 11:13:12,436 - mmaction - INFO - Epoch [17][460/940] lr: 4.000e-02, eta: 1 day, 13:17:09, time: 1.264, data_time: 0.003, memory: 7080, top1_acc: 0.5033, top5_acc: 0.7428, loss_cls: 2.1475, loss: 2.1475, grad_norm: 2.5946 2021-06-13 11:13:36,826 - mmaction - INFO - Epoch [17][480/940] lr: 4.000e-02, eta: 1 day, 13:15:45, time: 1.217, data_time: 0.002, memory: 7080, top1_acc: 0.5002, top5_acc: 0.7344, loss_cls: 2.1497, loss: 2.1497, grad_norm: 2.6120 2021-06-13 11:14:01,446 - mmaction - INFO - Epoch [17][500/940] lr: 4.000e-02, eta: 1 day, 13:14:23, time: 1.233, data_time: 0.004, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7395, loss_cls: 2.1116, loss: 2.1116, grad_norm: 2.5525 2021-06-13 11:14:26,260 - mmaction - INFO - Epoch [17][520/940] lr: 4.000e-02, eta: 1 day, 13:13:01, time: 1.241, data_time: 0.002, memory: 7080, top1_acc: 0.4961, top5_acc: 0.7375, loss_cls: 2.1738, loss: 2.1738, grad_norm: 2.6761 2021-06-13 11:14:49,803 - mmaction - INFO - Epoch [17][540/940] lr: 4.000e-02, eta: 1 day, 13:11:34, time: 1.176, data_time: 0.002, memory: 7080, top1_acc: 0.4992, top5_acc: 0.7432, loss_cls: 2.1610, loss: 2.1610, grad_norm: 2.5615 2021-06-13 11:15:15,122 - mmaction - INFO - Epoch [17][560/940] lr: 4.000e-02, eta: 1 day, 13:10:15, time: 1.267, data_time: 0.004, memory: 7080, top1_acc: 0.5078, top5_acc: 0.7557, loss_cls: 2.0807, loss: 2.0807, grad_norm: 2.6241 2021-06-13 11:15:40,280 - mmaction - INFO - Epoch [17][580/940] lr: 4.000e-02, eta: 1 day, 13:08:56, time: 1.258, data_time: 0.003, memory: 7080, top1_acc: 0.5078, top5_acc: 0.7428, loss_cls: 2.1430, loss: 2.1430, grad_norm: 2.6141 2021-06-13 11:16:03,960 - mmaction - INFO - Epoch [17][600/940] lr: 4.000e-02, eta: 1 day, 13:07:30, time: 1.184, data_time: 0.004, memory: 7080, top1_acc: 0.5018, top5_acc: 0.7424, loss_cls: 2.1393, loss: 2.1393, grad_norm: 2.5915 2021-06-13 11:16:28,783 - mmaction - INFO - Epoch [17][620/940] lr: 4.000e-02, eta: 1 day, 13:06:09, time: 1.238, data_time: 0.001, memory: 7080, top1_acc: 0.5064, top5_acc: 0.7441, loss_cls: 2.1368, loss: 2.1368, grad_norm: 2.5887 2021-06-13 11:16:53,131 - mmaction - INFO - Epoch [17][640/940] lr: 4.000e-02, eta: 1 day, 13:04:46, time: 1.219, data_time: 0.010, memory: 7080, top1_acc: 0.5207, top5_acc: 0.7539, loss_cls: 2.1055, loss: 2.1055, grad_norm: 2.5930 2021-06-13 11:17:17,520 - mmaction - INFO - Epoch [17][660/940] lr: 4.000e-02, eta: 1 day, 13:03:24, time: 1.220, data_time: 0.007, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7361, loss_cls: 2.1436, loss: 2.1436, grad_norm: 2.6682 2021-06-13 11:17:41,727 - mmaction - INFO - Epoch [17][680/940] lr: 4.000e-02, eta: 1 day, 13:02:00, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.5033, top5_acc: 0.7504, loss_cls: 2.1200, loss: 2.1200, grad_norm: 2.6109 2021-06-13 11:18:07,775 - mmaction - INFO - Epoch [17][700/940] lr: 4.000e-02, eta: 1 day, 13:00:47, time: 1.304, data_time: 0.004, memory: 7080, top1_acc: 0.5100, top5_acc: 0.7457, loss_cls: 2.1254, loss: 2.1254, grad_norm: 2.5722 2021-06-13 11:18:31,023 - mmaction - INFO - Epoch [17][720/940] lr: 4.000e-02, eta: 1 day, 12:59:19, time: 1.161, data_time: 0.002, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7354, loss_cls: 2.1787, loss: 2.1787, grad_norm: 2.6361 2021-06-13 11:18:56,050 - mmaction - INFO - Epoch [17][740/940] lr: 4.000e-02, eta: 1 day, 12:58:00, time: 1.252, data_time: 0.002, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7518, loss_cls: 2.1161, loss: 2.1161, grad_norm: 2.6363 2021-06-13 11:19:19,031 - mmaction - INFO - Epoch [17][760/940] lr: 4.000e-02, eta: 1 day, 12:56:31, time: 1.146, data_time: 0.002, memory: 7080, top1_acc: 0.5197, top5_acc: 0.7504, loss_cls: 2.0993, loss: 2.0993, grad_norm: 2.6283 2021-06-13 11:19:43,862 - mmaction - INFO - Epoch [17][780/940] lr: 4.000e-02, eta: 1 day, 12:55:11, time: 1.238, data_time: 0.004, memory: 7080, top1_acc: 0.4973, top5_acc: 0.7434, loss_cls: 2.1381, loss: 2.1381, grad_norm: 2.6446 2021-06-13 11:20:07,699 - mmaction - INFO - Epoch [17][800/940] lr: 4.000e-02, eta: 1 day, 12:53:48, time: 1.197, data_time: 0.008, memory: 7080, top1_acc: 0.5035, top5_acc: 0.7471, loss_cls: 2.1149, loss: 2.1149, grad_norm: 2.6130 2021-06-13 11:20:32,496 - mmaction - INFO - Epoch [17][820/940] lr: 4.000e-02, eta: 1 day, 12:52:28, time: 1.239, data_time: 0.096, memory: 7080, top1_acc: 0.5020, top5_acc: 0.7357, loss_cls: 2.1617, loss: 2.1617, grad_norm: 2.6500 2021-06-13 11:20:56,936 - mmaction - INFO - Epoch [17][840/940] lr: 4.000e-02, eta: 1 day, 12:51:08, time: 1.223, data_time: 0.041, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7330, loss_cls: 2.1966, loss: 2.1966, grad_norm: 2.5890 2021-06-13 11:21:21,394 - mmaction - INFO - Epoch [17][860/940] lr: 4.000e-02, eta: 1 day, 12:49:47, time: 1.222, data_time: 0.011, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7412, loss_cls: 2.1616, loss: 2.1616, grad_norm: 2.5650 2021-06-13 11:21:45,436 - mmaction - INFO - Epoch [17][880/940] lr: 4.000e-02, eta: 1 day, 12:48:24, time: 1.203, data_time: 0.004, memory: 7080, top1_acc: 0.4990, top5_acc: 0.7404, loss_cls: 2.1653, loss: 2.1653, grad_norm: 2.5647 2021-06-13 11:22:10,077 - mmaction - INFO - Epoch [17][900/940] lr: 4.000e-02, eta: 1 day, 12:47:05, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7469, loss_cls: 2.1231, loss: 2.1231, grad_norm: 2.6400 2021-06-13 11:22:34,715 - mmaction - INFO - Epoch [17][920/940] lr: 4.000e-02, eta: 1 day, 12:45:46, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.4980, top5_acc: 0.7375, loss_cls: 2.1600, loss: 2.1600, grad_norm: 2.5584 2021-06-13 11:22:55,703 - mmaction - INFO - Epoch [17][940/940] lr: 4.000e-02, eta: 1 day, 12:44:09, time: 1.050, data_time: 0.002, memory: 7080, top1_acc: 0.4941, top5_acc: 0.7342, loss_cls: 2.1882, loss: 2.1882, grad_norm: 2.6805 2021-06-13 11:22:59,154 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-06-13 11:30:35,863 - mmaction - INFO - Epoch [18][20/940] lr: 4.000e-02, eta: 1 day, 13:17:51, time: 22.786, data_time: 21.627, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7582, loss_cls: 2.0718, loss: 2.0718, grad_norm: 2.6700 2021-06-13 11:31:00,494 - mmaction - INFO - Epoch [18][40/940] lr: 4.000e-02, eta: 1 day, 13:16:29, time: 1.233, data_time: 0.168, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7490, loss_cls: 2.1022, loss: 2.1022, grad_norm: 2.6134 2021-06-13 11:31:24,107 - mmaction - INFO - Epoch [18][60/940] lr: 4.000e-02, eta: 1 day, 13:15:02, time: 1.182, data_time: 0.036, memory: 7080, top1_acc: 0.5086, top5_acc: 0.7510, loss_cls: 2.0989, loss: 2.0989, grad_norm: 2.6351 2021-06-13 11:31:48,471 - mmaction - INFO - Epoch [18][80/940] lr: 4.000e-02, eta: 1 day, 13:13:39, time: 1.220, data_time: 0.003, memory: 7080, top1_acc: 0.5189, top5_acc: 0.7518, loss_cls: 2.0639, loss: 2.0639, grad_norm: 2.5958 2021-06-13 11:32:13,578 - mmaction - INFO - Epoch [18][100/940] lr: 4.000e-02, eta: 1 day, 13:12:20, time: 1.256, data_time: 0.002, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7562, loss_cls: 2.0409, loss: 2.0409, grad_norm: 2.6273 2021-06-13 11:32:38,059 - mmaction - INFO - Epoch [18][120/940] lr: 4.000e-02, eta: 1 day, 13:10:58, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.4996, top5_acc: 0.7371, loss_cls: 2.1911, loss: 2.1911, grad_norm: 2.6882 2021-06-13 11:33:01,952 - mmaction - INFO - Epoch [18][140/940] lr: 4.000e-02, eta: 1 day, 13:09:33, time: 1.195, data_time: 0.002, memory: 7080, top1_acc: 0.4930, top5_acc: 0.7316, loss_cls: 2.1951, loss: 2.1951, grad_norm: 2.6086 2021-06-13 11:33:25,776 - mmaction - INFO - Epoch [18][160/940] lr: 4.000e-02, eta: 1 day, 13:08:07, time: 1.190, data_time: 0.002, memory: 7080, top1_acc: 0.5193, top5_acc: 0.7545, loss_cls: 2.0631, loss: 2.0631, grad_norm: 2.6051 2021-06-13 11:33:50,984 - mmaction - INFO - Epoch [18][180/940] lr: 4.000e-02, eta: 1 day, 13:06:49, time: 1.259, data_time: 0.003, memory: 7080, top1_acc: 0.5078, top5_acc: 0.7453, loss_cls: 2.1407, loss: 2.1407, grad_norm: 2.5848 2021-06-13 11:34:15,666 - mmaction - INFO - Epoch [18][200/940] lr: 4.000e-02, eta: 1 day, 13:05:28, time: 1.235, data_time: 0.005, memory: 7080, top1_acc: 0.5107, top5_acc: 0.7607, loss_cls: 2.0805, loss: 2.0805, grad_norm: 2.5926 2021-06-13 11:34:40,424 - mmaction - INFO - Epoch [18][220/940] lr: 4.000e-02, eta: 1 day, 13:04:08, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7496, loss_cls: 2.1284, loss: 2.1284, grad_norm: 2.5846 2021-06-13 11:35:05,150 - mmaction - INFO - Epoch [18][240/940] lr: 4.000e-02, eta: 1 day, 13:02:48, time: 1.237, data_time: 0.002, memory: 7080, top1_acc: 0.5104, top5_acc: 0.7535, loss_cls: 2.0983, loss: 2.0983, grad_norm: 2.5908 2021-06-13 11:35:30,195 - mmaction - INFO - Epoch [18][260/940] lr: 4.000e-02, eta: 1 day, 13:01:29, time: 1.249, data_time: 0.002, memory: 7080, top1_acc: 0.5148, top5_acc: 0.7461, loss_cls: 2.1104, loss: 2.1104, grad_norm: 2.5171 2021-06-13 11:35:53,245 - mmaction - INFO - Epoch [18][280/940] lr: 4.000e-02, eta: 1 day, 13:00:01, time: 1.154, data_time: 0.005, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7445, loss_cls: 2.1232, loss: 2.1232, grad_norm: 2.6877 2021-06-13 11:36:18,620 - mmaction - INFO - Epoch [18][300/940] lr: 4.000e-02, eta: 1 day, 12:58:45, time: 1.269, data_time: 0.004, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7467, loss_cls: 2.1224, loss: 2.1224, grad_norm: 2.6250 2021-06-13 11:36:43,193 - mmaction - INFO - Epoch [18][320/940] lr: 4.000e-02, eta: 1 day, 12:57:24, time: 1.229, data_time: 0.004, memory: 7080, top1_acc: 0.5166, top5_acc: 0.7586, loss_cls: 2.0484, loss: 2.0484, grad_norm: 2.6304 2021-06-13 11:37:07,842 - mmaction - INFO - Epoch [18][340/940] lr: 4.000e-02, eta: 1 day, 12:56:04, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7445, loss_cls: 2.1098, loss: 2.1098, grad_norm: 2.5905 2021-06-13 11:37:33,358 - mmaction - INFO - Epoch [18][360/940] lr: 4.000e-02, eta: 1 day, 12:54:49, time: 1.277, data_time: 0.006, memory: 7080, top1_acc: 0.5139, top5_acc: 0.7541, loss_cls: 2.0712, loss: 2.0712, grad_norm: 2.5858 2021-06-13 11:37:57,217 - mmaction - INFO - Epoch [18][380/940] lr: 4.000e-02, eta: 1 day, 12:53:25, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.5217, top5_acc: 0.7555, loss_cls: 2.0560, loss: 2.0560, grad_norm: 2.5720 2021-06-13 11:38:21,510 - mmaction - INFO - Epoch [18][400/940] lr: 4.000e-02, eta: 1 day, 12:52:04, time: 1.215, data_time: 0.005, memory: 7080, top1_acc: 0.5146, top5_acc: 0.7566, loss_cls: 2.0627, loss: 2.0627, grad_norm: 2.6416 2021-06-13 11:38:46,373 - mmaction - INFO - Epoch [18][420/940] lr: 4.000e-02, eta: 1 day, 12:50:46, time: 1.245, data_time: 0.004, memory: 7080, top1_acc: 0.5141, top5_acc: 0.7539, loss_cls: 2.0845, loss: 2.0845, grad_norm: 2.6503 2021-06-13 11:39:11,765 - mmaction - INFO - Epoch [18][440/940] lr: 4.000e-02, eta: 1 day, 12:49:30, time: 1.266, data_time: 0.002, memory: 7080, top1_acc: 0.5100, top5_acc: 0.7576, loss_cls: 2.0867, loss: 2.0867, grad_norm: 2.6174 2021-06-13 11:39:34,919 - mmaction - INFO - Epoch [18][460/940] lr: 4.000e-02, eta: 1 day, 12:48:04, time: 1.159, data_time: 0.005, memory: 7080, top1_acc: 0.5166, top5_acc: 0.7574, loss_cls: 2.0724, loss: 2.0724, grad_norm: 2.6191 2021-06-13 11:39:59,389 - mmaction - INFO - Epoch [18][480/940] lr: 4.000e-02, eta: 1 day, 12:46:44, time: 1.225, data_time: 0.004, memory: 7080, top1_acc: 0.5018, top5_acc: 0.7398, loss_cls: 2.1513, loss: 2.1513, grad_norm: 2.5864 2021-06-13 11:40:23,872 - mmaction - INFO - Epoch [18][500/940] lr: 4.000e-02, eta: 1 day, 12:45:24, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.5016, top5_acc: 0.7352, loss_cls: 2.1787, loss: 2.1787, grad_norm: 2.6224 2021-06-13 11:40:47,661 - mmaction - INFO - Epoch [18][520/940] lr: 4.000e-02, eta: 1 day, 12:44:01, time: 1.190, data_time: 0.004, memory: 7080, top1_acc: 0.5025, top5_acc: 0.7385, loss_cls: 2.1868, loss: 2.1868, grad_norm: 2.6047 2021-06-13 11:41:12,430 - mmaction - INFO - Epoch [18][540/940] lr: 4.000e-02, eta: 1 day, 12:42:44, time: 1.239, data_time: 0.002, memory: 7080, top1_acc: 0.5090, top5_acc: 0.7408, loss_cls: 2.1541, loss: 2.1541, grad_norm: 2.6048 2021-06-13 11:41:35,971 - mmaction - INFO - Epoch [18][560/940] lr: 4.000e-02, eta: 1 day, 12:41:20, time: 1.175, data_time: 0.002, memory: 7080, top1_acc: 0.5146, top5_acc: 0.7562, loss_cls: 2.0830, loss: 2.0830, grad_norm: 2.6186 2021-06-13 11:42:00,555 - mmaction - INFO - Epoch [18][580/940] lr: 4.000e-02, eta: 1 day, 12:40:01, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.5072, top5_acc: 0.7533, loss_cls: 2.0957, loss: 2.0957, grad_norm: 2.6616 2021-06-13 11:42:25,753 - mmaction - INFO - Epoch [18][600/940] lr: 4.000e-02, eta: 1 day, 12:38:46, time: 1.261, data_time: 0.003, memory: 7080, top1_acc: 0.5072, top5_acc: 0.7506, loss_cls: 2.1151, loss: 2.1151, grad_norm: 2.5741 2021-06-13 11:42:49,766 - mmaction - INFO - Epoch [18][620/940] lr: 4.000e-02, eta: 1 day, 12:37:24, time: 1.196, data_time: 0.001, memory: 7080, top1_acc: 0.5189, top5_acc: 0.7500, loss_cls: 2.0882, loss: 2.0882, grad_norm: 2.5386 2021-06-13 11:43:14,561 - mmaction - INFO - Epoch [18][640/940] lr: 4.000e-02, eta: 1 day, 12:36:07, time: 1.243, data_time: 0.007, memory: 7080, top1_acc: 0.5166, top5_acc: 0.7428, loss_cls: 2.1403, loss: 2.1403, grad_norm: 2.5487 2021-06-13 11:43:39,044 - mmaction - INFO - Epoch [18][660/940] lr: 4.000e-02, eta: 1 day, 12:34:49, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.5041, top5_acc: 0.7453, loss_cls: 2.1156, loss: 2.1156, grad_norm: 2.5546 2021-06-13 11:44:03,406 - mmaction - INFO - Epoch [18][680/940] lr: 4.000e-02, eta: 1 day, 12:33:30, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.5094, top5_acc: 0.7562, loss_cls: 2.0995, loss: 2.0995, grad_norm: 2.5873 2021-06-13 11:44:28,622 - mmaction - INFO - Epoch [18][700/940] lr: 4.000e-02, eta: 1 day, 12:32:15, time: 1.260, data_time: 0.003, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7494, loss_cls: 2.1319, loss: 2.1319, grad_norm: 2.6462 2021-06-13 11:44:53,533 - mmaction - INFO - Epoch [18][720/940] lr: 4.000e-02, eta: 1 day, 12:30:59, time: 1.247, data_time: 0.004, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7586, loss_cls: 2.0867, loss: 2.0867, grad_norm: 2.6381 2021-06-13 11:45:18,001 - mmaction - INFO - Epoch [18][740/940] lr: 4.000e-02, eta: 1 day, 12:29:41, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.5162, top5_acc: 0.7553, loss_cls: 2.0880, loss: 2.0880, grad_norm: 2.6592 2021-06-13 11:45:42,552 - mmaction - INFO - Epoch [18][760/940] lr: 4.000e-02, eta: 1 day, 12:28:23, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.5033, top5_acc: 0.7504, loss_cls: 2.1335, loss: 2.1335, grad_norm: 2.6063 2021-06-13 11:46:07,080 - mmaction - INFO - Epoch [18][780/940] lr: 4.000e-02, eta: 1 day, 12:27:05, time: 1.228, data_time: 0.004, memory: 7080, top1_acc: 0.5072, top5_acc: 0.7553, loss_cls: 2.1038, loss: 2.1038, grad_norm: 2.6487 2021-06-13 11:46:31,811 - mmaction - INFO - Epoch [18][800/940] lr: 4.000e-02, eta: 1 day, 12:25:49, time: 1.236, data_time: 0.002, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7531, loss_cls: 2.0775, loss: 2.0775, grad_norm: 2.5874 2021-06-13 11:46:54,648 - mmaction - INFO - Epoch [18][820/940] lr: 4.000e-02, eta: 1 day, 12:24:23, time: 1.138, data_time: 0.002, memory: 7080, top1_acc: 0.5064, top5_acc: 0.7533, loss_cls: 2.1070, loss: 2.1070, grad_norm: 2.6191 2021-06-13 11:47:20,200 - mmaction - INFO - Epoch [18][840/940] lr: 4.000e-02, eta: 1 day, 12:23:11, time: 1.282, data_time: 0.006, memory: 7080, top1_acc: 0.4906, top5_acc: 0.7377, loss_cls: 2.1999, loss: 2.1999, grad_norm: 2.6490 2021-06-13 11:47:44,364 - mmaction - INFO - Epoch [18][860/940] lr: 4.000e-02, eta: 1 day, 12:21:52, time: 1.208, data_time: 0.002, memory: 7080, top1_acc: 0.5010, top5_acc: 0.7445, loss_cls: 2.1703, loss: 2.1703, grad_norm: 2.6437 2021-06-13 11:48:08,927 - mmaction - INFO - Epoch [18][880/940] lr: 4.000e-02, eta: 1 day, 12:20:35, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.5143, top5_acc: 0.7443, loss_cls: 2.0970, loss: 2.0970, grad_norm: 2.6097 2021-06-13 11:48:33,789 - mmaction - INFO - Epoch [18][900/940] lr: 4.000e-02, eta: 1 day, 12:19:20, time: 1.246, data_time: 0.007, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7492, loss_cls: 2.1172, loss: 2.1172, grad_norm: 2.5556 2021-06-13 11:48:58,507 - mmaction - INFO - Epoch [18][920/940] lr: 4.000e-02, eta: 1 day, 12:18:04, time: 1.237, data_time: 0.004, memory: 7080, top1_acc: 0.5191, top5_acc: 0.7506, loss_cls: 2.0844, loss: 2.0844, grad_norm: 2.5869 2021-06-13 11:49:18,240 - mmaction - INFO - Epoch [18][940/940] lr: 4.000e-02, eta: 1 day, 12:16:26, time: 0.988, data_time: 0.002, memory: 7080, top1_acc: 0.5099, top5_acc: 0.7415, loss_cls: 2.1391, loss: 2.1391, grad_norm: 2.5964 2021-06-13 11:49:23,053 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-06-13 11:57:07,089 - mmaction - INFO - Epoch [19][20/940] lr: 4.000e-02, eta: 1 day, 12:48:24, time: 23.150, data_time: 20.915, memory: 7080, top1_acc: 0.5186, top5_acc: 0.7533, loss_cls: 2.1022, loss: 2.1022, grad_norm: 2.5584 2021-06-13 11:57:32,125 - mmaction - INFO - Epoch [19][40/940] lr: 4.000e-02, eta: 1 day, 12:47:08, time: 1.256, data_time: 0.009, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7551, loss_cls: 2.0651, loss: 2.0651, grad_norm: 2.5917 2021-06-13 11:57:56,590 - mmaction - INFO - Epoch [19][60/940] lr: 4.000e-02, eta: 1 day, 12:45:49, time: 1.225, data_time: 0.003, memory: 7080, top1_acc: 0.5090, top5_acc: 0.7637, loss_cls: 2.0724, loss: 2.0724, grad_norm: 2.6575 2021-06-13 11:58:20,626 - mmaction - INFO - Epoch [19][80/940] lr: 4.000e-02, eta: 1 day, 12:44:27, time: 1.200, data_time: 0.002, memory: 7080, top1_acc: 0.5098, top5_acc: 0.7482, loss_cls: 2.1038, loss: 2.1038, grad_norm: 2.6329 2021-06-13 11:58:44,981 - mmaction - INFO - Epoch [19][100/940] lr: 4.000e-02, eta: 1 day, 12:43:08, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7547, loss_cls: 2.0750, loss: 2.0750, grad_norm: 2.6584 2021-06-13 11:59:09,698 - mmaction - INFO - Epoch [19][120/940] lr: 4.000e-02, eta: 1 day, 12:41:50, time: 1.235, data_time: 0.026, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7574, loss_cls: 2.0639, loss: 2.0639, grad_norm: 2.5541 2021-06-13 11:59:34,461 - mmaction - INFO - Epoch [19][140/940] lr: 4.000e-02, eta: 1 day, 12:40:32, time: 1.239, data_time: 0.002, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7420, loss_cls: 2.1361, loss: 2.1361, grad_norm: 2.5970 2021-06-13 11:59:58,851 - mmaction - INFO - Epoch [19][160/940] lr: 4.000e-02, eta: 1 day, 12:39:13, time: 1.219, data_time: 0.002, memory: 7080, top1_acc: 0.5160, top5_acc: 0.7625, loss_cls: 2.0407, loss: 2.0407, grad_norm: 2.6176 2021-06-13 12:00:28,002 - mmaction - INFO - Epoch [19][180/940] lr: 4.000e-02, eta: 1 day, 12:38:15, time: 1.451, data_time: 0.003, memory: 7080, top1_acc: 0.5250, top5_acc: 0.7625, loss_cls: 2.0375, loss: 2.0375, grad_norm: 2.6379 2021-06-13 12:00:54,578 - mmaction - INFO - Epoch [19][200/940] lr: 4.000e-02, eta: 1 day, 12:37:06, time: 1.330, data_time: 0.015, memory: 7080, top1_acc: 0.5230, top5_acc: 0.7572, loss_cls: 2.0561, loss: 2.0561, grad_norm: 2.6595 2021-06-13 12:01:19,508 - mmaction - INFO - Epoch [19][220/940] lr: 4.000e-02, eta: 1 day, 12:35:50, time: 1.245, data_time: 0.015, memory: 7080, top1_acc: 0.5107, top5_acc: 0.7549, loss_cls: 2.0728, loss: 2.0728, grad_norm: 2.6187 2021-06-13 12:01:44,723 - mmaction - INFO - Epoch [19][240/940] lr: 4.000e-02, eta: 1 day, 12:34:36, time: 1.267, data_time: 0.009, memory: 7080, top1_acc: 0.5221, top5_acc: 0.7502, loss_cls: 2.0827, loss: 2.0827, grad_norm: 2.5916 2021-06-13 12:02:09,430 - mmaction - INFO - Epoch [19][260/940] lr: 4.000e-02, eta: 1 day, 12:33:19, time: 1.235, data_time: 0.002, memory: 7080, top1_acc: 0.5104, top5_acc: 0.7557, loss_cls: 2.0663, loss: 2.0663, grad_norm: 2.5929 2021-06-13 12:02:33,700 - mmaction - INFO - Epoch [19][280/940] lr: 4.000e-02, eta: 1 day, 12:32:00, time: 1.212, data_time: 0.004, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7496, loss_cls: 2.0895, loss: 2.0895, grad_norm: 2.6262 2021-06-13 12:02:59,225 - mmaction - INFO - Epoch [19][300/940] lr: 4.000e-02, eta: 1 day, 12:30:47, time: 1.279, data_time: 0.005, memory: 7080, top1_acc: 0.5145, top5_acc: 0.7576, loss_cls: 2.0798, loss: 2.0798, grad_norm: 2.6126 2021-06-13 12:03:21,818 - mmaction - INFO - Epoch [19][320/940] lr: 4.000e-02, eta: 1 day, 12:29:21, time: 1.130, data_time: 0.002, memory: 7080, top1_acc: 0.5197, top5_acc: 0.7574, loss_cls: 2.0694, loss: 2.0694, grad_norm: 2.6233 2021-06-13 12:03:47,489 - mmaction - INFO - Epoch [19][340/940] lr: 4.000e-02, eta: 1 day, 12:28:08, time: 1.284, data_time: 0.002, memory: 7080, top1_acc: 0.5023, top5_acc: 0.7549, loss_cls: 2.1018, loss: 2.1018, grad_norm: 2.6392 2021-06-13 12:04:10,899 - mmaction - INFO - Epoch [19][360/940] lr: 4.000e-02, eta: 1 day, 12:26:46, time: 1.170, data_time: 0.002, memory: 7080, top1_acc: 0.5074, top5_acc: 0.7506, loss_cls: 2.1092, loss: 2.1092, grad_norm: 2.6593 2021-06-13 12:04:35,760 - mmaction - INFO - Epoch [19][380/940] lr: 4.000e-02, eta: 1 day, 12:25:30, time: 1.244, data_time: 0.003, memory: 7080, top1_acc: 0.5055, top5_acc: 0.7504, loss_cls: 2.0986, loss: 2.0986, grad_norm: 2.6216 2021-06-13 12:05:00,149 - mmaction - INFO - Epoch [19][400/940] lr: 4.000e-02, eta: 1 day, 12:24:13, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.5186, top5_acc: 0.7500, loss_cls: 2.0781, loss: 2.0781, grad_norm: 2.6281 2021-06-13 12:05:23,706 - mmaction - INFO - Epoch [19][420/940] lr: 4.000e-02, eta: 1 day, 12:22:52, time: 1.178, data_time: 0.004, memory: 7080, top1_acc: 0.5031, top5_acc: 0.7424, loss_cls: 2.1075, loss: 2.1075, grad_norm: 2.5948 2021-06-13 12:05:49,262 - mmaction - INFO - Epoch [19][440/940] lr: 4.000e-02, eta: 1 day, 12:21:40, time: 1.279, data_time: 0.004, memory: 7080, top1_acc: 0.5104, top5_acc: 0.7434, loss_cls: 2.1123, loss: 2.1123, grad_norm: 2.6185 2021-06-13 12:06:13,922 - mmaction - INFO - Epoch [19][460/940] lr: 4.000e-02, eta: 1 day, 12:20:23, time: 1.231, data_time: 0.002, memory: 7080, top1_acc: 0.5250, top5_acc: 0.7518, loss_cls: 2.0633, loss: 2.0633, grad_norm: 2.5627 2021-06-13 12:06:37,221 - mmaction - INFO - Epoch [19][480/940] lr: 4.000e-02, eta: 1 day, 12:19:01, time: 1.166, data_time: 0.004, memory: 7080, top1_acc: 0.5188, top5_acc: 0.7543, loss_cls: 2.0747, loss: 2.0747, grad_norm: 2.6756 2021-06-13 12:07:02,641 - mmaction - INFO - Epoch [19][500/940] lr: 4.000e-02, eta: 1 day, 12:17:49, time: 1.271, data_time: 0.003, memory: 7080, top1_acc: 0.5189, top5_acc: 0.7438, loss_cls: 2.0839, loss: 2.0839, grad_norm: 2.5886 2021-06-13 12:07:27,632 - mmaction - INFO - Epoch [19][520/940] lr: 4.000e-02, eta: 1 day, 12:16:35, time: 1.250, data_time: 0.003, memory: 7080, top1_acc: 0.5209, top5_acc: 0.7555, loss_cls: 2.0764, loss: 2.0764, grad_norm: 2.6298 2021-06-13 12:07:51,119 - mmaction - INFO - Epoch [19][540/940] lr: 4.000e-02, eta: 1 day, 12:15:14, time: 1.173, data_time: 0.002, memory: 7080, top1_acc: 0.5152, top5_acc: 0.7549, loss_cls: 2.0740, loss: 2.0740, grad_norm: 2.6675 2021-06-13 12:08:15,887 - mmaction - INFO - Epoch [19][560/940] lr: 4.000e-02, eta: 1 day, 12:13:59, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7545, loss_cls: 2.0569, loss: 2.0569, grad_norm: 2.6310 2021-06-13 12:08:40,177 - mmaction - INFO - Epoch [19][580/940] lr: 4.000e-02, eta: 1 day, 12:12:42, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.5096, top5_acc: 0.7512, loss_cls: 2.1135, loss: 2.1135, grad_norm: 2.6473 2021-06-13 12:09:04,629 - mmaction - INFO - Epoch [19][600/940] lr: 4.000e-02, eta: 1 day, 12:11:26, time: 1.218, data_time: 0.002, memory: 7080, top1_acc: 0.5154, top5_acc: 0.7615, loss_cls: 2.0472, loss: 2.0472, grad_norm: 2.6110 2021-06-13 12:09:28,819 - mmaction - INFO - Epoch [19][620/940] lr: 4.000e-02, eta: 1 day, 12:10:09, time: 1.212, data_time: 0.006, memory: 7080, top1_acc: 0.5045, top5_acc: 0.7535, loss_cls: 2.1046, loss: 2.1046, grad_norm: 2.5775 2021-06-13 12:09:53,731 - mmaction - INFO - Epoch [19][640/940] lr: 4.000e-02, eta: 1 day, 12:08:55, time: 1.241, data_time: 0.004, memory: 7080, top1_acc: 0.4938, top5_acc: 0.7387, loss_cls: 2.1609, loss: 2.1609, grad_norm: 2.6538 2021-06-13 12:10:18,558 - mmaction - INFO - Epoch [19][660/940] lr: 4.000e-02, eta: 1 day, 12:07:41, time: 1.248, data_time: 0.009, memory: 7080, top1_acc: 0.5066, top5_acc: 0.7553, loss_cls: 2.0866, loss: 2.0866, grad_norm: 2.6250 2021-06-13 12:10:43,590 - mmaction - INFO - Epoch [19][680/940] lr: 4.000e-02, eta: 1 day, 12:06:28, time: 1.251, data_time: 0.005, memory: 7080, top1_acc: 0.5197, top5_acc: 0.7504, loss_cls: 2.0821, loss: 2.0821, grad_norm: 2.5504 2021-06-13 12:11:07,221 - mmaction - INFO - Epoch [19][700/940] lr: 4.000e-02, eta: 1 day, 12:05:09, time: 1.181, data_time: 0.002, memory: 7080, top1_acc: 0.5088, top5_acc: 0.7518, loss_cls: 2.1068, loss: 2.1068, grad_norm: 2.6330 2021-06-13 12:11:31,850 - mmaction - INFO - Epoch [19][720/940] lr: 4.000e-02, eta: 1 day, 12:03:54, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.5049, top5_acc: 0.7432, loss_cls: 2.1522, loss: 2.1522, grad_norm: 2.5977 2021-06-13 12:11:56,658 - mmaction - INFO - Epoch [19][740/940] lr: 4.000e-02, eta: 1 day, 12:02:40, time: 1.242, data_time: 0.005, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7520, loss_cls: 2.0802, loss: 2.0802, grad_norm: 2.6375 2021-06-13 12:12:20,525 - mmaction - INFO - Epoch [19][760/940] lr: 4.000e-02, eta: 1 day, 12:01:23, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.5029, top5_acc: 0.7430, loss_cls: 2.1489, loss: 2.1489, grad_norm: 2.5938 2021-06-13 12:12:45,041 - mmaction - INFO - Epoch [19][780/940] lr: 4.000e-02, eta: 1 day, 12:00:08, time: 1.225, data_time: 0.002, memory: 7080, top1_acc: 0.5201, top5_acc: 0.7516, loss_cls: 2.0910, loss: 2.0910, grad_norm: 2.6006 2021-06-13 12:13:09,127 - mmaction - INFO - Epoch [19][800/940] lr: 4.000e-02, eta: 1 day, 11:58:51, time: 1.205, data_time: 0.006, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7500, loss_cls: 2.1059, loss: 2.1059, grad_norm: 2.6757 2021-06-13 12:13:34,256 - mmaction - INFO - Epoch [19][820/940] lr: 4.000e-02, eta: 1 day, 11:57:39, time: 1.258, data_time: 0.003, memory: 7080, top1_acc: 0.4961, top5_acc: 0.7389, loss_cls: 2.1593, loss: 2.1593, grad_norm: 2.6663 2021-06-13 12:13:59,038 - mmaction - INFO - Epoch [19][840/940] lr: 4.000e-02, eta: 1 day, 11:56:26, time: 1.238, data_time: 0.002, memory: 7080, top1_acc: 0.5072, top5_acc: 0.7510, loss_cls: 2.0781, loss: 2.0781, grad_norm: 2.6101 2021-06-13 12:14:23,060 - mmaction - INFO - Epoch [19][860/940] lr: 4.000e-02, eta: 1 day, 11:55:10, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.5029, top5_acc: 0.7455, loss_cls: 2.1011, loss: 2.1011, grad_norm: 2.5995 2021-06-13 12:14:47,824 - mmaction - INFO - Epoch [19][880/940] lr: 4.000e-02, eta: 1 day, 11:53:56, time: 1.235, data_time: 0.002, memory: 7080, top1_acc: 0.5031, top5_acc: 0.7436, loss_cls: 2.1361, loss: 2.1361, grad_norm: 2.5967 2021-06-13 12:15:14,006 - mmaction - INFO - Epoch [19][900/940] lr: 4.000e-02, eta: 1 day, 11:52:49, time: 1.311, data_time: 0.005, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7514, loss_cls: 2.0941, loss: 2.0941, grad_norm: 2.5608 2021-06-13 12:15:38,628 - mmaction - INFO - Epoch [19][920/940] lr: 4.000e-02, eta: 1 day, 11:51:36, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7414, loss_cls: 2.1481, loss: 2.1481, grad_norm: 2.5846 2021-06-13 12:15:59,292 - mmaction - INFO - Epoch [19][940/940] lr: 4.000e-02, eta: 1 day, 11:50:06, time: 1.035, data_time: 0.004, memory: 7080, top1_acc: 0.5069, top5_acc: 0.7591, loss_cls: 2.0706, loss: 2.0706, grad_norm: 2.6269 2021-06-13 12:16:05,724 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-06-13 12:23:44,644 - mmaction - INFO - Epoch [20][20/940] lr: 4.000e-02, eta: 1 day, 12:19:37, time: 22.896, data_time: 21.892, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7584, loss_cls: 2.0564, loss: 2.0564, grad_norm: 2.6150 2021-06-13 12:24:08,969 - mmaction - INFO - Epoch [20][40/940] lr: 4.000e-02, eta: 1 day, 12:18:20, time: 1.217, data_time: 0.171, memory: 7080, top1_acc: 0.5082, top5_acc: 0.7457, loss_cls: 2.1071, loss: 2.1071, grad_norm: 2.6013 2021-06-13 12:24:33,588 - mmaction - INFO - Epoch [20][60/940] lr: 4.000e-02, eta: 1 day, 12:17:04, time: 1.232, data_time: 0.310, memory: 7080, top1_acc: 0.5252, top5_acc: 0.7545, loss_cls: 2.0371, loss: 2.0371, grad_norm: 2.6275 2021-06-13 12:24:57,675 - mmaction - INFO - Epoch [20][80/940] lr: 4.000e-02, eta: 1 day, 12:15:46, time: 1.204, data_time: 0.035, memory: 7080, top1_acc: 0.5166, top5_acc: 0.7561, loss_cls: 2.0526, loss: 2.0526, grad_norm: 2.6277 2021-06-13 12:25:22,452 - mmaction - INFO - Epoch [20][100/940] lr: 4.000e-02, eta: 1 day, 12:14:31, time: 1.235, data_time: 0.003, memory: 7080, top1_acc: 0.5182, top5_acc: 0.7576, loss_cls: 2.0457, loss: 2.0457, grad_norm: 2.6830 2021-06-13 12:25:46,043 - mmaction - INFO - Epoch [20][120/940] lr: 4.000e-02, eta: 1 day, 12:13:12, time: 1.183, data_time: 0.008, memory: 7080, top1_acc: 0.5221, top5_acc: 0.7691, loss_cls: 2.0579, loss: 2.0579, grad_norm: 2.6462 2021-06-13 12:26:10,277 - mmaction - INFO - Epoch [20][140/940] lr: 4.000e-02, eta: 1 day, 12:11:55, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.5123, top5_acc: 0.7604, loss_cls: 2.0657, loss: 2.0657, grad_norm: 2.6249 2021-06-13 12:26:34,390 - mmaction - INFO - Epoch [20][160/940] lr: 4.000e-02, eta: 1 day, 12:10:38, time: 1.206, data_time: 0.004, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7480, loss_cls: 2.1173, loss: 2.1173, grad_norm: 2.6404 2021-06-13 12:26:59,286 - mmaction - INFO - Epoch [20][180/940] lr: 4.000e-02, eta: 1 day, 12:09:24, time: 1.246, data_time: 0.004, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7525, loss_cls: 2.0620, loss: 2.0620, grad_norm: 2.6333 2021-06-13 12:27:23,535 - mmaction - INFO - Epoch [20][200/940] lr: 4.000e-02, eta: 1 day, 12:08:08, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.5186, top5_acc: 0.7549, loss_cls: 2.0974, loss: 2.0974, grad_norm: 2.6568 2021-06-13 12:27:49,176 - mmaction - INFO - Epoch [20][220/940] lr: 4.000e-02, eta: 1 day, 12:06:57, time: 1.281, data_time: 0.002, memory: 7080, top1_acc: 0.5178, top5_acc: 0.7496, loss_cls: 2.0773, loss: 2.0773, grad_norm: 2.6145 2021-06-13 12:28:13,612 - mmaction - INFO - Epoch [20][240/940] lr: 4.000e-02, eta: 1 day, 12:05:42, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7621, loss_cls: 2.0624, loss: 2.0624, grad_norm: 2.6121 2021-06-13 12:28:37,831 - mmaction - INFO - Epoch [20][260/940] lr: 4.000e-02, eta: 1 day, 12:04:26, time: 1.209, data_time: 0.002, memory: 7080, top1_acc: 0.5158, top5_acc: 0.7535, loss_cls: 2.1012, loss: 2.1012, grad_norm: 2.6524 2021-06-13 12:29:02,432 - mmaction - INFO - Epoch [20][280/940] lr: 4.000e-02, eta: 1 day, 12:03:11, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.5129, top5_acc: 0.7445, loss_cls: 2.1024, loss: 2.1024, grad_norm: 2.7050 2021-06-13 12:29:26,671 - mmaction - INFO - Epoch [20][300/940] lr: 4.000e-02, eta: 1 day, 12:01:55, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7590, loss_cls: 2.0448, loss: 2.0448, grad_norm: 2.6006 2021-06-13 12:29:50,407 - mmaction - INFO - Epoch [20][320/940] lr: 4.000e-02, eta: 1 day, 12:00:37, time: 1.187, data_time: 0.003, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7545, loss_cls: 2.1042, loss: 2.1042, grad_norm: 2.6446 2021-06-13 12:30:14,966 - mmaction - INFO - Epoch [20][340/940] lr: 4.000e-02, eta: 1 day, 11:59:23, time: 1.226, data_time: 0.002, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7527, loss_cls: 2.1010, loss: 2.1010, grad_norm: 2.6574 2021-06-13 12:30:39,443 - mmaction - INFO - Epoch [20][360/940] lr: 4.000e-02, eta: 1 day, 11:58:09, time: 1.226, data_time: 0.007, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7518, loss_cls: 2.0841, loss: 2.0841, grad_norm: 2.6205 2021-06-13 12:31:03,658 - mmaction - INFO - Epoch [20][380/940] lr: 4.000e-02, eta: 1 day, 11:56:53, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.5330, top5_acc: 0.7666, loss_cls: 2.0149, loss: 2.0149, grad_norm: 2.5773 2021-06-13 12:31:28,336 - mmaction - INFO - Epoch [20][400/940] lr: 4.000e-02, eta: 1 day, 11:55:39, time: 1.234, data_time: 0.003, memory: 7080, top1_acc: 0.5254, top5_acc: 0.7547, loss_cls: 2.0527, loss: 2.0527, grad_norm: 2.6177 2021-06-13 12:31:53,450 - mmaction - INFO - Epoch [20][420/940] lr: 4.000e-02, eta: 1 day, 11:54:28, time: 1.257, data_time: 0.002, memory: 7080, top1_acc: 0.5312, top5_acc: 0.7664, loss_cls: 1.9974, loss: 1.9974, grad_norm: 2.6454 2021-06-13 12:32:17,907 - mmaction - INFO - Epoch [20][440/940] lr: 4.000e-02, eta: 1 day, 11:53:14, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.5170, top5_acc: 0.7455, loss_cls: 2.1100, loss: 2.1100, grad_norm: 2.6074 2021-06-13 12:32:41,485 - mmaction - INFO - Epoch [20][460/940] lr: 4.000e-02, eta: 1 day, 11:51:56, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.5072, top5_acc: 0.7404, loss_cls: 2.1439, loss: 2.1439, grad_norm: 2.6263 2021-06-13 12:33:05,675 - mmaction - INFO - Epoch [20][480/940] lr: 4.000e-02, eta: 1 day, 11:50:41, time: 1.210, data_time: 0.004, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7479, loss_cls: 2.1070, loss: 2.1070, grad_norm: 2.6399 2021-06-13 12:33:30,395 - mmaction - INFO - Epoch [20][500/940] lr: 4.000e-02, eta: 1 day, 11:49:28, time: 1.234, data_time: 0.002, memory: 7080, top1_acc: 0.5275, top5_acc: 0.7695, loss_cls: 2.0119, loss: 2.0119, grad_norm: 2.5846 2021-06-13 12:33:54,872 - mmaction - INFO - Epoch [20][520/940] lr: 4.000e-02, eta: 1 day, 11:48:14, time: 1.224, data_time: 0.005, memory: 7080, top1_acc: 0.5188, top5_acc: 0.7561, loss_cls: 2.0676, loss: 2.0676, grad_norm: 2.5935 2021-06-13 12:34:20,328 - mmaction - INFO - Epoch [20][540/940] lr: 4.000e-02, eta: 1 day, 11:47:05, time: 1.275, data_time: 0.005, memory: 7080, top1_acc: 0.5102, top5_acc: 0.7525, loss_cls: 2.0807, loss: 2.0807, grad_norm: 2.5755 2021-06-13 12:34:44,603 - mmaction - INFO - Epoch [20][560/940] lr: 4.000e-02, eta: 1 day, 11:45:50, time: 1.213, data_time: 0.003, memory: 7080, top1_acc: 0.5236, top5_acc: 0.7531, loss_cls: 2.0549, loss: 2.0549, grad_norm: 2.5999 2021-06-13 12:35:09,201 - mmaction - INFO - Epoch [20][580/940] lr: 4.000e-02, eta: 1 day, 11:44:38, time: 1.232, data_time: 0.004, memory: 7080, top1_acc: 0.5139, top5_acc: 0.7529, loss_cls: 2.0897, loss: 2.0897, grad_norm: 2.6048 2021-06-13 12:35:33,617 - mmaction - INFO - Epoch [20][600/940] lr: 4.000e-02, eta: 1 day, 11:43:24, time: 1.218, data_time: 0.002, memory: 7080, top1_acc: 0.5268, top5_acc: 0.7629, loss_cls: 2.0225, loss: 2.0225, grad_norm: 2.5667 2021-06-13 12:35:56,788 - mmaction - INFO - Epoch [20][620/940] lr: 4.000e-02, eta: 1 day, 11:42:05, time: 1.160, data_time: 0.005, memory: 7080, top1_acc: 0.5096, top5_acc: 0.7479, loss_cls: 2.1082, loss: 2.1082, grad_norm: 2.5816 2021-06-13 12:36:22,271 - mmaction - INFO - Epoch [20][640/940] lr: 4.000e-02, eta: 1 day, 11:40:57, time: 1.276, data_time: 0.004, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7555, loss_cls: 2.0905, loss: 2.0905, grad_norm: 2.6412 2021-06-13 12:36:45,978 - mmaction - INFO - Epoch [20][660/940] lr: 4.000e-02, eta: 1 day, 11:39:40, time: 1.184, data_time: 0.002, memory: 7080, top1_acc: 0.5125, top5_acc: 0.7494, loss_cls: 2.0805, loss: 2.0805, grad_norm: 2.5912 2021-06-13 12:37:10,625 - mmaction - INFO - Epoch [20][680/940] lr: 4.000e-02, eta: 1 day, 11:38:28, time: 1.234, data_time: 0.003, memory: 7080, top1_acc: 0.5086, top5_acc: 0.7451, loss_cls: 2.1088, loss: 2.1088, grad_norm: 2.5686 2021-06-13 12:37:36,093 - mmaction - INFO - Epoch [20][700/940] lr: 4.000e-02, eta: 1 day, 11:37:20, time: 1.273, data_time: 0.002, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7494, loss_cls: 2.1112, loss: 2.1112, grad_norm: 2.5121 2021-06-13 12:38:00,011 - mmaction - INFO - Epoch [20][720/940] lr: 4.000e-02, eta: 1 day, 11:36:05, time: 1.194, data_time: 0.002, memory: 7080, top1_acc: 0.5232, top5_acc: 0.7633, loss_cls: 2.0362, loss: 2.0362, grad_norm: 2.5892 2021-06-13 12:38:24,699 - mmaction - INFO - Epoch [20][740/940] lr: 4.000e-02, eta: 1 day, 11:34:53, time: 1.236, data_time: 0.004, memory: 7080, top1_acc: 0.5131, top5_acc: 0.7502, loss_cls: 2.1048, loss: 2.1048, grad_norm: 2.6456 2021-06-13 12:38:49,562 - mmaction - INFO - Epoch [20][760/940] lr: 4.000e-02, eta: 1 day, 11:33:42, time: 1.243, data_time: 0.002, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7463, loss_cls: 2.1365, loss: 2.1365, grad_norm: 2.6105 2021-06-13 12:39:14,785 - mmaction - INFO - Epoch [20][780/940] lr: 4.000e-02, eta: 1 day, 11:32:33, time: 1.261, data_time: 0.002, memory: 7080, top1_acc: 0.5098, top5_acc: 0.7525, loss_cls: 2.0856, loss: 2.0856, grad_norm: 2.5896 2021-06-13 12:39:39,387 - mmaction - INFO - Epoch [20][800/940] lr: 4.000e-02, eta: 1 day, 11:31:21, time: 1.230, data_time: 0.003, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7553, loss_cls: 2.0759, loss: 2.0759, grad_norm: 2.6217 2021-06-13 12:40:04,547 - mmaction - INFO - Epoch [20][820/940] lr: 4.000e-02, eta: 1 day, 11:30:12, time: 1.258, data_time: 0.002, memory: 7080, top1_acc: 0.5217, top5_acc: 0.7598, loss_cls: 2.0776, loss: 2.0776, grad_norm: 2.6456 2021-06-13 12:40:29,682 - mmaction - INFO - Epoch [20][840/940] lr: 4.000e-02, eta: 1 day, 11:29:02, time: 1.254, data_time: 0.003, memory: 7080, top1_acc: 0.5047, top5_acc: 0.7418, loss_cls: 2.1297, loss: 2.1297, grad_norm: 2.6082 2021-06-13 12:40:52,696 - mmaction - INFO - Epoch [20][860/940] lr: 4.000e-02, eta: 1 day, 11:27:45, time: 1.155, data_time: 0.005, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7547, loss_cls: 2.0493, loss: 2.0493, grad_norm: 2.6137 2021-06-13 12:41:17,991 - mmaction - INFO - Epoch [20][880/940] lr: 4.000e-02, eta: 1 day, 11:26:36, time: 1.263, data_time: 0.001, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7680, loss_cls: 2.0320, loss: 2.0320, grad_norm: 2.5977 2021-06-13 12:41:42,933 - mmaction - INFO - Epoch [20][900/940] lr: 4.000e-02, eta: 1 day, 11:25:26, time: 1.248, data_time: 0.002, memory: 7080, top1_acc: 0.5104, top5_acc: 0.7469, loss_cls: 2.1185, loss: 2.1185, grad_norm: 2.6504 2021-06-13 12:42:05,877 - mmaction - INFO - Epoch [20][920/940] lr: 4.000e-02, eta: 1 day, 11:24:08, time: 1.147, data_time: 0.002, memory: 7080, top1_acc: 0.4945, top5_acc: 0.7465, loss_cls: 2.1419, loss: 2.1419, grad_norm: 2.6848 2021-06-13 12:42:26,529 - mmaction - INFO - Epoch [20][940/940] lr: 4.000e-02, eta: 1 day, 11:22:42, time: 1.033, data_time: 0.002, memory: 7080, top1_acc: 0.5183, top5_acc: 0.7502, loss_cls: 2.0628, loss: 2.0628, grad_norm: 2.5742 2021-06-13 12:42:31,595 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-06-13 12:50:27,605 - mmaction - INFO - Epoch [21][20/940] lr: 4.000e-02, eta: 1 day, 11:51:30, time: 23.749, data_time: 22.538, memory: 7080, top1_acc: 0.5260, top5_acc: 0.7582, loss_cls: 2.0475, loss: 2.0475, grad_norm: 2.5985 2021-06-13 12:50:52,463 - mmaction - INFO - Epoch [21][40/940] lr: 4.000e-02, eta: 1 day, 11:50:18, time: 1.245, data_time: 0.008, memory: 7080, top1_acc: 0.5189, top5_acc: 0.7627, loss_cls: 2.0554, loss: 2.0554, grad_norm: 2.6050 2021-06-13 12:51:15,994 - mmaction - INFO - Epoch [21][60/940] lr: 4.000e-02, eta: 1 day, 11:49:00, time: 1.174, data_time: 0.004, memory: 7080, top1_acc: 0.5283, top5_acc: 0.7635, loss_cls: 2.0108, loss: 2.0108, grad_norm: 2.5885 2021-06-13 12:51:41,056 - mmaction - INFO - Epoch [21][80/940] lr: 4.000e-02, eta: 1 day, 11:47:49, time: 1.256, data_time: 0.007, memory: 7080, top1_acc: 0.5232, top5_acc: 0.7621, loss_cls: 2.0102, loss: 2.0102, grad_norm: 2.6416 2021-06-13 12:52:05,859 - mmaction - INFO - Epoch [21][100/940] lr: 4.000e-02, eta: 1 day, 11:46:37, time: 1.242, data_time: 0.003, memory: 7080, top1_acc: 0.5301, top5_acc: 0.7674, loss_cls: 2.0204, loss: 2.0204, grad_norm: 2.6305 2021-06-13 12:52:29,796 - mmaction - INFO - Epoch [21][120/940] lr: 4.000e-02, eta: 1 day, 11:45:22, time: 1.197, data_time: 0.002, memory: 7080, top1_acc: 0.5182, top5_acc: 0.7490, loss_cls: 2.0811, loss: 2.0811, grad_norm: 2.6994 2021-06-13 12:52:53,816 - mmaction - INFO - Epoch [21][140/940] lr: 4.000e-02, eta: 1 day, 11:44:07, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.5115, top5_acc: 0.7549, loss_cls: 2.0678, loss: 2.0678, grad_norm: 2.5825 2021-06-13 12:53:17,477 - mmaction - INFO - Epoch [21][160/940] lr: 4.000e-02, eta: 1 day, 11:42:51, time: 1.183, data_time: 0.004, memory: 7080, top1_acc: 0.5328, top5_acc: 0.7623, loss_cls: 2.0038, loss: 2.0038, grad_norm: 2.5918 2021-06-13 12:53:42,000 - mmaction - INFO - Epoch [21][180/940] lr: 4.000e-02, eta: 1 day, 11:41:38, time: 1.227, data_time: 0.003, memory: 7080, top1_acc: 0.5221, top5_acc: 0.7506, loss_cls: 2.0690, loss: 2.0690, grad_norm: 2.6219 2021-06-13 12:54:06,541 - mmaction - INFO - Epoch [21][200/940] lr: 4.000e-02, eta: 1 day, 11:40:25, time: 1.225, data_time: 0.003, memory: 7080, top1_acc: 0.5037, top5_acc: 0.7418, loss_cls: 2.1233, loss: 2.1233, grad_norm: 2.6840 2021-06-13 12:54:30,491 - mmaction - INFO - Epoch [21][220/940] lr: 4.000e-02, eta: 1 day, 11:39:10, time: 1.200, data_time: 0.005, memory: 7080, top1_acc: 0.5152, top5_acc: 0.7551, loss_cls: 2.1018, loss: 2.1018, grad_norm: 2.6098 2021-06-13 12:54:55,566 - mmaction - INFO - Epoch [21][240/940] lr: 4.000e-02, eta: 1 day, 11:38:00, time: 1.255, data_time: 0.003, memory: 7080, top1_acc: 0.5201, top5_acc: 0.7480, loss_cls: 2.0634, loss: 2.0634, grad_norm: 2.5816 2021-06-13 12:55:20,575 - mmaction - INFO - Epoch [21][260/940] lr: 4.000e-02, eta: 1 day, 11:36:50, time: 1.249, data_time: 0.001, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7559, loss_cls: 2.0646, loss: 2.0646, grad_norm: 2.5988 2021-06-13 12:55:45,410 - mmaction - INFO - Epoch [21][280/940] lr: 4.000e-02, eta: 1 day, 11:35:38, time: 1.239, data_time: 0.002, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7699, loss_cls: 1.9843, loss: 1.9843, grad_norm: 2.6646 2021-06-13 12:56:09,327 - mmaction - INFO - Epoch [21][300/940] lr: 4.000e-02, eta: 1 day, 11:34:24, time: 1.197, data_time: 0.005, memory: 7080, top1_acc: 0.5201, top5_acc: 0.7605, loss_cls: 2.0270, loss: 2.0270, grad_norm: 2.5487 2021-06-13 12:56:33,717 - mmaction - INFO - Epoch [21][320/940] lr: 4.000e-02, eta: 1 day, 11:33:11, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7520, loss_cls: 2.1105, loss: 2.1105, grad_norm: 2.6680 2021-06-13 12:56:57,360 - mmaction - INFO - Epoch [21][340/940] lr: 4.000e-02, eta: 1 day, 11:31:56, time: 1.182, data_time: 0.003, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7551, loss_cls: 2.1161, loss: 2.1161, grad_norm: 2.6589 2021-06-13 12:57:22,772 - mmaction - INFO - Epoch [21][360/940] lr: 4.000e-02, eta: 1 day, 11:30:47, time: 1.269, data_time: 0.004, memory: 7080, top1_acc: 0.5174, top5_acc: 0.7553, loss_cls: 2.0786, loss: 2.0786, grad_norm: 2.5968 2021-06-13 12:57:46,715 - mmaction - INFO - Epoch [21][380/940] lr: 4.000e-02, eta: 1 day, 11:29:34, time: 1.200, data_time: 0.005, memory: 7080, top1_acc: 0.5162, top5_acc: 0.7574, loss_cls: 2.0762, loss: 2.0762, grad_norm: 2.6507 2021-06-13 12:58:11,590 - mmaction - INFO - Epoch [21][400/940] lr: 4.000e-02, eta: 1 day, 11:28:23, time: 1.244, data_time: 0.003, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7551, loss_cls: 2.0772, loss: 2.0772, grad_norm: 2.5769 2021-06-13 12:58:36,264 - mmaction - INFO - Epoch [21][420/940] lr: 4.000e-02, eta: 1 day, 11:27:12, time: 1.233, data_time: 0.002, memory: 7080, top1_acc: 0.5361, top5_acc: 0.7670, loss_cls: 1.9926, loss: 1.9926, grad_norm: 2.6242 2021-06-13 12:59:00,637 - mmaction - INFO - Epoch [21][440/940] lr: 4.000e-02, eta: 1 day, 11:26:00, time: 1.214, data_time: 0.003, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7559, loss_cls: 2.0543, loss: 2.0543, grad_norm: 2.5752 2021-06-13 12:59:25,272 - mmaction - INFO - Epoch [21][460/940] lr: 4.000e-02, eta: 1 day, 11:24:49, time: 1.237, data_time: 0.007, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7508, loss_cls: 2.1110, loss: 2.1110, grad_norm: 2.5999 2021-06-13 12:59:49,272 - mmaction - INFO - Epoch [21][480/940] lr: 4.000e-02, eta: 1 day, 11:23:36, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.5096, top5_acc: 0.7457, loss_cls: 2.1340, loss: 2.1340, grad_norm: 2.6217 2021-06-13 13:00:14,057 - mmaction - INFO - Epoch [21][500/940] lr: 4.000e-02, eta: 1 day, 11:22:26, time: 1.240, data_time: 0.002, memory: 7080, top1_acc: 0.5186, top5_acc: 0.7514, loss_cls: 2.0633, loss: 2.0633, grad_norm: 2.6530 2021-06-13 13:00:38,445 - mmaction - INFO - Epoch [21][520/940] lr: 4.000e-02, eta: 1 day, 11:21:14, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7561, loss_cls: 2.0741, loss: 2.0741, grad_norm: 2.6372 2021-06-13 13:01:03,437 - mmaction - INFO - Epoch [21][540/940] lr: 4.000e-02, eta: 1 day, 11:20:05, time: 1.248, data_time: 0.004, memory: 7080, top1_acc: 0.5092, top5_acc: 0.7518, loss_cls: 2.0906, loss: 2.0906, grad_norm: 2.5788 2021-06-13 13:01:27,577 - mmaction - INFO - Epoch [21][560/940] lr: 4.000e-02, eta: 1 day, 11:18:53, time: 1.210, data_time: 0.005, memory: 7080, top1_acc: 0.5287, top5_acc: 0.7600, loss_cls: 2.0384, loss: 2.0384, grad_norm: 2.5875 2021-06-13 13:01:51,159 - mmaction - INFO - Epoch [21][580/940] lr: 4.000e-02, eta: 1 day, 11:17:38, time: 1.177, data_time: 0.001, memory: 7080, top1_acc: 0.5137, top5_acc: 0.7531, loss_cls: 2.0815, loss: 2.0815, grad_norm: 2.6053 2021-06-13 13:02:14,990 - mmaction - INFO - Epoch [21][600/940] lr: 4.000e-02, eta: 1 day, 11:16:24, time: 1.191, data_time: 0.005, memory: 7080, top1_acc: 0.5287, top5_acc: 0.7650, loss_cls: 2.0142, loss: 2.0142, grad_norm: 2.6110 2021-06-13 13:02:39,763 - mmaction - INFO - Epoch [21][620/940] lr: 4.000e-02, eta: 1 day, 11:15:15, time: 1.242, data_time: 0.005, memory: 7080, top1_acc: 0.5162, top5_acc: 0.7574, loss_cls: 2.0376, loss: 2.0376, grad_norm: 2.6484 2021-06-13 13:03:04,180 - mmaction - INFO - Epoch [21][640/940] lr: 4.000e-02, eta: 1 day, 11:14:04, time: 1.213, data_time: 0.003, memory: 7080, top1_acc: 0.5268, top5_acc: 0.7539, loss_cls: 2.0710, loss: 2.0710, grad_norm: 2.6824 2021-06-13 13:03:28,863 - mmaction - INFO - Epoch [21][660/940] lr: 4.000e-02, eta: 1 day, 11:12:54, time: 1.239, data_time: 0.010, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7549, loss_cls: 2.0708, loss: 2.0708, grad_norm: 2.6655 2021-06-13 13:03:53,319 - mmaction - INFO - Epoch [21][680/940] lr: 4.000e-02, eta: 1 day, 11:11:44, time: 1.226, data_time: 0.005, memory: 7080, top1_acc: 0.5150, top5_acc: 0.7537, loss_cls: 2.0775, loss: 2.0775, grad_norm: 2.6155 2021-06-13 13:04:16,591 - mmaction - INFO - Epoch [21][700/940] lr: 4.000e-02, eta: 1 day, 11:10:29, time: 1.162, data_time: 0.002, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7520, loss_cls: 2.0718, loss: 2.0718, grad_norm: 2.6129 2021-06-13 13:04:41,518 - mmaction - INFO - Epoch [21][720/940] lr: 4.000e-02, eta: 1 day, 11:09:20, time: 1.242, data_time: 0.004, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7557, loss_cls: 2.0834, loss: 2.0834, grad_norm: 2.6282 2021-06-13 13:05:05,282 - mmaction - INFO - Epoch [21][740/940] lr: 4.000e-02, eta: 1 day, 11:08:07, time: 1.193, data_time: 0.008, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7600, loss_cls: 2.0548, loss: 2.0548, grad_norm: 2.6005 2021-06-13 13:05:30,190 - mmaction - INFO - Epoch [21][760/940] lr: 4.000e-02, eta: 1 day, 11:06:59, time: 1.247, data_time: 0.004, memory: 7080, top1_acc: 0.5285, top5_acc: 0.7646, loss_cls: 2.0353, loss: 2.0353, grad_norm: 2.6156 2021-06-13 13:05:54,836 - mmaction - INFO - Epoch [21][780/940] lr: 4.000e-02, eta: 1 day, 11:05:49, time: 1.230, data_time: 0.001, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7486, loss_cls: 2.0946, loss: 2.0946, grad_norm: 2.6246 2021-06-13 13:06:19,536 - mmaction - INFO - Epoch [21][800/940] lr: 4.000e-02, eta: 1 day, 11:04:40, time: 1.233, data_time: 0.004, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7494, loss_cls: 2.1162, loss: 2.1162, grad_norm: 2.5891 2021-06-13 13:06:43,546 - mmaction - INFO - Epoch [21][820/940] lr: 4.000e-02, eta: 1 day, 11:03:29, time: 1.203, data_time: 0.006, memory: 7080, top1_acc: 0.5244, top5_acc: 0.7523, loss_cls: 2.0577, loss: 2.0577, grad_norm: 2.5719 2021-06-13 13:07:08,382 - mmaction - INFO - Epoch [21][840/940] lr: 4.000e-02, eta: 1 day, 11:02:20, time: 1.243, data_time: 0.004, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7582, loss_cls: 2.0744, loss: 2.0744, grad_norm: 2.7243 2021-06-13 13:07:33,780 - mmaction - INFO - Epoch [21][860/940] lr: 4.000e-02, eta: 1 day, 11:01:14, time: 1.269, data_time: 0.002, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7611, loss_cls: 2.0836, loss: 2.0836, grad_norm: 2.6449 2021-06-13 13:07:57,022 - mmaction - INFO - Epoch [21][880/940] lr: 4.000e-02, eta: 1 day, 11:00:00, time: 1.163, data_time: 0.010, memory: 7080, top1_acc: 0.5143, top5_acc: 0.7486, loss_cls: 2.0942, loss: 2.0942, grad_norm: 2.6393 2021-06-13 13:08:21,340 - mmaction - INFO - Epoch [21][900/940] lr: 4.000e-02, eta: 1 day, 10:58:50, time: 1.217, data_time: 0.002, memory: 7080, top1_acc: 0.5062, top5_acc: 0.7482, loss_cls: 2.1319, loss: 2.1319, grad_norm: 2.6040 2021-06-13 13:08:44,846 - mmaction - INFO - Epoch [21][920/940] lr: 4.000e-02, eta: 1 day, 10:57:37, time: 1.174, data_time: 0.007, memory: 7080, top1_acc: 0.5156, top5_acc: 0.7553, loss_cls: 2.0770, loss: 2.0770, grad_norm: 2.6204 2021-06-13 13:09:06,269 - mmaction - INFO - Epoch [21][940/940] lr: 4.000e-02, eta: 1 day, 10:56:16, time: 1.069, data_time: 0.002, memory: 7080, top1_acc: 0.5089, top5_acc: 0.7439, loss_cls: 2.1456, loss: 2.1456, grad_norm: 2.6960 2021-06-13 13:09:11,267 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-06-13 13:17:04,789 - mmaction - INFO - Epoch [22][20/940] lr: 4.000e-02, eta: 1 day, 11:23:10, time: 23.623, data_time: 22.084, memory: 7080, top1_acc: 0.5186, top5_acc: 0.7570, loss_cls: 2.0614, loss: 2.0614, grad_norm: 2.5961 2021-06-13 13:17:28,706 - mmaction - INFO - Epoch [22][40/940] lr: 4.000e-02, eta: 1 day, 11:21:57, time: 1.202, data_time: 0.009, memory: 7080, top1_acc: 0.5260, top5_acc: 0.7691, loss_cls: 2.0225, loss: 2.0225, grad_norm: 2.6151 2021-06-13 13:17:51,756 - mmaction - INFO - Epoch [22][60/940] lr: 4.000e-02, eta: 1 day, 11:20:40, time: 1.152, data_time: 0.003, memory: 7080, top1_acc: 0.5309, top5_acc: 0.7691, loss_cls: 1.9995, loss: 1.9995, grad_norm: 2.6174 2021-06-13 13:18:16,656 - mmaction - INFO - Epoch [22][80/940] lr: 4.000e-02, eta: 1 day, 11:19:31, time: 1.242, data_time: 0.003, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7660, loss_cls: 2.0415, loss: 2.0415, grad_norm: 2.6389 2021-06-13 13:18:40,110 - mmaction - INFO - Epoch [22][100/940] lr: 4.000e-02, eta: 1 day, 11:18:16, time: 1.174, data_time: 0.005, memory: 7080, top1_acc: 0.5150, top5_acc: 0.7617, loss_cls: 2.0606, loss: 2.0606, grad_norm: 2.6707 2021-06-13 13:19:04,787 - mmaction - INFO - Epoch [22][120/940] lr: 4.000e-02, eta: 1 day, 11:17:06, time: 1.234, data_time: 0.004, memory: 7080, top1_acc: 0.5227, top5_acc: 0.7633, loss_cls: 2.0404, loss: 2.0404, grad_norm: 2.7346 2021-06-13 13:19:28,751 - mmaction - INFO - Epoch [22][140/940] lr: 4.000e-02, eta: 1 day, 11:15:53, time: 1.199, data_time: 0.004, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7562, loss_cls: 2.0937, loss: 2.0937, grad_norm: 2.6470 2021-06-13 13:19:53,184 - mmaction - INFO - Epoch [22][160/940] lr: 4.000e-02, eta: 1 day, 11:14:42, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.5250, top5_acc: 0.7576, loss_cls: 2.0530, loss: 2.0530, grad_norm: 2.6485 2021-06-13 13:20:18,222 - mmaction - INFO - Epoch [22][180/940] lr: 4.000e-02, eta: 1 day, 11:13:34, time: 1.251, data_time: 0.004, memory: 7080, top1_acc: 0.5131, top5_acc: 0.7586, loss_cls: 2.0404, loss: 2.0404, grad_norm: 2.5351 2021-06-13 13:20:42,243 - mmaction - INFO - Epoch [22][200/940] lr: 4.000e-02, eta: 1 day, 11:12:22, time: 1.205, data_time: 0.006, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7564, loss_cls: 2.0658, loss: 2.0658, grad_norm: 2.6022 2021-06-13 13:21:06,596 - mmaction - INFO - Epoch [22][220/940] lr: 4.000e-02, eta: 1 day, 11:11:11, time: 1.218, data_time: 0.002, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7686, loss_cls: 2.0512, loss: 2.0512, grad_norm: 2.5842 2021-06-13 13:21:30,939 - mmaction - INFO - Epoch [22][240/940] lr: 4.000e-02, eta: 1 day, 11:10:00, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7502, loss_cls: 2.0889, loss: 2.0889, grad_norm: 2.5737 2021-06-13 13:21:55,788 - mmaction - INFO - Epoch [22][260/940] lr: 4.000e-02, eta: 1 day, 11:08:51, time: 1.242, data_time: 0.004, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7656, loss_cls: 2.0337, loss: 2.0337, grad_norm: 2.6343 2021-06-13 13:22:20,356 - mmaction - INFO - Epoch [22][280/940] lr: 4.000e-02, eta: 1 day, 11:07:41, time: 1.230, data_time: 0.005, memory: 7080, top1_acc: 0.5160, top5_acc: 0.7529, loss_cls: 2.0971, loss: 2.0971, grad_norm: 2.6799 2021-06-13 13:22:44,491 - mmaction - INFO - Epoch [22][300/940] lr: 4.000e-02, eta: 1 day, 11:06:30, time: 1.207, data_time: 0.003, memory: 7080, top1_acc: 0.5318, top5_acc: 0.7611, loss_cls: 2.0345, loss: 2.0345, grad_norm: 2.6224 2021-06-13 13:23:09,816 - mmaction - INFO - Epoch [22][320/940] lr: 4.000e-02, eta: 1 day, 11:05:23, time: 1.267, data_time: 0.003, memory: 7080, top1_acc: 0.5232, top5_acc: 0.7561, loss_cls: 2.0636, loss: 2.0636, grad_norm: 2.5861 2021-06-13 13:23:33,348 - mmaction - INFO - Epoch [22][340/940] lr: 4.000e-02, eta: 1 day, 11:04:10, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.5107, top5_acc: 0.7518, loss_cls: 2.0785, loss: 2.0785, grad_norm: 2.6472 2021-06-13 13:23:56,799 - mmaction - INFO - Epoch [22][360/940] lr: 4.000e-02, eta: 1 day, 11:02:56, time: 1.173, data_time: 0.004, memory: 7080, top1_acc: 0.5258, top5_acc: 0.7588, loss_cls: 2.0390, loss: 2.0390, grad_norm: 2.6052 2021-06-13 13:24:21,841 - mmaction - INFO - Epoch [22][380/940] lr: 4.000e-02, eta: 1 day, 11:01:49, time: 1.251, data_time: 0.003, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7641, loss_cls: 2.0510, loss: 2.0510, grad_norm: 2.6316 2021-06-13 13:24:46,853 - mmaction - INFO - Epoch [22][400/940] lr: 4.000e-02, eta: 1 day, 11:00:41, time: 1.252, data_time: 0.006, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7557, loss_cls: 2.0716, loss: 2.0716, grad_norm: 2.5953 2021-06-13 13:25:11,360 - mmaction - INFO - Epoch [22][420/940] lr: 4.000e-02, eta: 1 day, 10:59:32, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.5252, top5_acc: 0.7600, loss_cls: 2.0295, loss: 2.0295, grad_norm: 2.5912 2021-06-13 13:25:34,925 - mmaction - INFO - Epoch [22][440/940] lr: 4.000e-02, eta: 1 day, 10:58:19, time: 1.176, data_time: 0.005, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7566, loss_cls: 2.0590, loss: 2.0590, grad_norm: 2.6378 2021-06-13 13:26:00,037 - mmaction - INFO - Epoch [22][460/940] lr: 4.000e-02, eta: 1 day, 10:57:12, time: 1.259, data_time: 0.005, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7576, loss_cls: 2.0777, loss: 2.0777, grad_norm: 2.6393 2021-06-13 13:26:24,620 - mmaction - INFO - Epoch [22][480/940] lr: 4.000e-02, eta: 1 day, 10:56:03, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.5133, top5_acc: 0.7465, loss_cls: 2.1012, loss: 2.1012, grad_norm: 2.6227 2021-06-13 13:26:49,573 - mmaction - INFO - Epoch [22][500/940] lr: 4.000e-02, eta: 1 day, 10:54:56, time: 1.248, data_time: 0.004, memory: 7080, top1_acc: 0.5314, top5_acc: 0.7652, loss_cls: 2.0227, loss: 2.0227, grad_norm: 2.6561 2021-06-13 13:27:13,711 - mmaction - INFO - Epoch [22][520/940] lr: 4.000e-02, eta: 1 day, 10:53:46, time: 1.205, data_time: 0.002, memory: 7080, top1_acc: 0.5182, top5_acc: 0.7564, loss_cls: 2.0588, loss: 2.0588, grad_norm: 2.5733 2021-06-13 13:27:38,616 - mmaction - INFO - Epoch [22][540/940] lr: 4.000e-02, eta: 1 day, 10:52:38, time: 1.245, data_time: 0.004, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7549, loss_cls: 2.0574, loss: 2.0574, grad_norm: 2.6001 2021-06-13 13:28:02,178 - mmaction - INFO - Epoch [22][560/940] lr: 4.000e-02, eta: 1 day, 10:51:26, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.5291, top5_acc: 0.7615, loss_cls: 2.0216, loss: 2.0216, grad_norm: 2.5692 2021-06-13 13:28:26,989 - mmaction - INFO - Epoch [22][580/940] lr: 4.000e-02, eta: 1 day, 10:50:18, time: 1.240, data_time: 0.002, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7523, loss_cls: 2.0594, loss: 2.0594, grad_norm: 2.6775 2021-06-13 13:28:51,618 - mmaction - INFO - Epoch [22][600/940] lr: 4.000e-02, eta: 1 day, 10:49:10, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.5170, top5_acc: 0.7535, loss_cls: 2.0669, loss: 2.0669, grad_norm: 2.6328 2021-06-13 13:29:16,954 - mmaction - INFO - Epoch [22][620/940] lr: 4.000e-02, eta: 1 day, 10:48:05, time: 1.268, data_time: 0.003, memory: 7080, top1_acc: 0.5162, top5_acc: 0.7539, loss_cls: 2.0778, loss: 2.0778, grad_norm: 2.5826 2021-06-13 13:29:40,754 - mmaction - INFO - Epoch [22][640/940] lr: 4.000e-02, eta: 1 day, 10:46:54, time: 1.188, data_time: 0.001, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7584, loss_cls: 2.0660, loss: 2.0660, grad_norm: 2.6072 2021-06-13 13:30:05,705 - mmaction - INFO - Epoch [22][660/940] lr: 4.000e-02, eta: 1 day, 10:45:47, time: 1.247, data_time: 0.004, memory: 7080, top1_acc: 0.5109, top5_acc: 0.7555, loss_cls: 2.0631, loss: 2.0631, grad_norm: 2.6180 2021-06-13 13:30:29,253 - mmaction - INFO - Epoch [22][680/940] lr: 4.000e-02, eta: 1 day, 10:44:35, time: 1.177, data_time: 0.007, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7648, loss_cls: 2.0162, loss: 2.0162, grad_norm: 2.6018 2021-06-13 13:30:53,425 - mmaction - INFO - Epoch [22][700/940] lr: 4.000e-02, eta: 1 day, 10:43:26, time: 1.213, data_time: 0.006, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7484, loss_cls: 2.1169, loss: 2.1169, grad_norm: 2.6460 2021-06-13 13:31:18,931 - mmaction - INFO - Epoch [22][720/940] lr: 4.000e-02, eta: 1 day, 10:42:22, time: 1.274, data_time: 0.001, memory: 7080, top1_acc: 0.5117, top5_acc: 0.7486, loss_cls: 2.0883, loss: 2.0883, grad_norm: 2.6168 2021-06-13 13:31:43,290 - mmaction - INFO - Epoch [22][740/940] lr: 4.000e-02, eta: 1 day, 10:41:13, time: 1.217, data_time: 0.002, memory: 7080, top1_acc: 0.5107, top5_acc: 0.7473, loss_cls: 2.1311, loss: 2.1311, grad_norm: 2.5815 2021-06-13 13:32:08,677 - mmaction - INFO - Epoch [22][760/940] lr: 4.000e-02, eta: 1 day, 10:40:08, time: 1.269, data_time: 0.004, memory: 7080, top1_acc: 0.5234, top5_acc: 0.7514, loss_cls: 2.0736, loss: 2.0736, grad_norm: 2.5852 2021-06-13 13:32:33,043 - mmaction - INFO - Epoch [22][780/940] lr: 4.000e-02, eta: 1 day, 10:39:00, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.5230, top5_acc: 0.7596, loss_cls: 2.0602, loss: 2.0602, grad_norm: 2.5931 2021-06-13 13:32:57,708 - mmaction - INFO - Epoch [22][800/940] lr: 4.000e-02, eta: 1 day, 10:37:53, time: 1.236, data_time: 0.005, memory: 7080, top1_acc: 0.5166, top5_acc: 0.7488, loss_cls: 2.0772, loss: 2.0772, grad_norm: 2.6293 2021-06-13 13:33:20,647 - mmaction - INFO - Epoch [22][820/940] lr: 4.000e-02, eta: 1 day, 10:36:39, time: 1.145, data_time: 0.002, memory: 7080, top1_acc: 0.5225, top5_acc: 0.7654, loss_cls: 2.0248, loss: 2.0248, grad_norm: 2.6172 2021-06-13 13:33:45,434 - mmaction - INFO - Epoch [22][840/940] lr: 4.000e-02, eta: 1 day, 10:35:33, time: 1.241, data_time: 0.005, memory: 7080, top1_acc: 0.5186, top5_acc: 0.7510, loss_cls: 2.0935, loss: 2.0935, grad_norm: 2.5657 2021-06-13 13:34:09,197 - mmaction - INFO - Epoch [22][860/940] lr: 4.000e-02, eta: 1 day, 10:34:23, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.5270, top5_acc: 0.7676, loss_cls: 2.0202, loss: 2.0202, grad_norm: 2.5731 2021-06-13 13:34:33,664 - mmaction - INFO - Epoch [22][880/940] lr: 4.000e-02, eta: 1 day, 10:33:15, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.5168, top5_acc: 0.7578, loss_cls: 2.0733, loss: 2.0733, grad_norm: 2.6067 2021-06-13 13:34:58,233 - mmaction - INFO - Epoch [22][900/940] lr: 4.000e-02, eta: 1 day, 10:32:08, time: 1.226, data_time: 0.004, memory: 7080, top1_acc: 0.5221, top5_acc: 0.7598, loss_cls: 2.0524, loss: 2.0524, grad_norm: 2.5741 2021-06-13 13:35:21,930 - mmaction - INFO - Epoch [22][920/940] lr: 4.000e-02, eta: 1 day, 10:30:58, time: 1.184, data_time: 0.104, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7543, loss_cls: 2.0794, loss: 2.0794, grad_norm: 2.5885 2021-06-13 13:35:43,004 - mmaction - INFO - Epoch [22][940/940] lr: 4.000e-02, eta: 1 day, 10:29:39, time: 1.058, data_time: 0.020, memory: 7080, top1_acc: 0.5130, top5_acc: 0.7628, loss_cls: 2.0718, loss: 2.0718, grad_norm: 2.7123 2021-06-13 13:35:48,084 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-06-13 13:43:25,689 - mmaction - INFO - Epoch [23][20/940] lr: 4.000e-02, eta: 1 day, 10:54:02, time: 22.832, data_time: 21.522, memory: 7080, top1_acc: 0.5303, top5_acc: 0.7639, loss_cls: 2.0358, loss: 2.0358, grad_norm: 2.5861 2021-06-13 13:43:49,587 - mmaction - INFO - Epoch [23][40/940] lr: 4.000e-02, eta: 1 day, 10:52:51, time: 1.193, data_time: 0.007, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7703, loss_cls: 1.9916, loss: 1.9916, grad_norm: 2.5921 2021-06-13 13:44:12,949 - mmaction - INFO - Epoch [23][60/940] lr: 4.000e-02, eta: 1 day, 10:51:38, time: 1.171, data_time: 0.005, memory: 7080, top1_acc: 0.5336, top5_acc: 0.7625, loss_cls: 2.0140, loss: 2.0140, grad_norm: 2.6259 2021-06-13 13:44:37,528 - mmaction - INFO - Epoch [23][80/940] lr: 4.000e-02, eta: 1 day, 10:50:30, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7658, loss_cls: 2.0102, loss: 2.0102, grad_norm: 2.6466 2021-06-13 13:45:00,064 - mmaction - INFO - Epoch [23][100/940] lr: 4.000e-02, eta: 1 day, 10:49:14, time: 1.130, data_time: 0.008, memory: 7080, top1_acc: 0.5281, top5_acc: 0.7689, loss_cls: 2.0146, loss: 2.0146, grad_norm: 2.6593 2021-06-13 13:45:25,567 - mmaction - INFO - Epoch [23][120/940] lr: 4.000e-02, eta: 1 day, 10:48:10, time: 1.276, data_time: 0.003, memory: 7080, top1_acc: 0.5311, top5_acc: 0.7605, loss_cls: 2.0357, loss: 2.0357, grad_norm: 2.6163 2021-06-13 13:45:50,096 - mmaction - INFO - Epoch [23][140/940] lr: 4.000e-02, eta: 1 day, 10:47:01, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.5160, top5_acc: 0.7559, loss_cls: 2.0547, loss: 2.0547, grad_norm: 2.6247 2021-06-13 13:46:13,957 - mmaction - INFO - Epoch [23][160/940] lr: 4.000e-02, eta: 1 day, 10:45:51, time: 1.195, data_time: 0.005, memory: 7080, top1_acc: 0.5279, top5_acc: 0.7607, loss_cls: 2.0208, loss: 2.0208, grad_norm: 2.6267 2021-06-13 13:46:39,154 - mmaction - INFO - Epoch [23][180/940] lr: 4.000e-02, eta: 1 day, 10:44:44, time: 1.254, data_time: 0.002, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7664, loss_cls: 2.0158, loss: 2.0158, grad_norm: 2.5911 2021-06-13 13:47:03,288 - mmaction - INFO - Epoch [23][200/940] lr: 4.000e-02, eta: 1 day, 10:43:35, time: 1.212, data_time: 0.009, memory: 7080, top1_acc: 0.5348, top5_acc: 0.7555, loss_cls: 2.0485, loss: 2.0485, grad_norm: 2.6481 2021-06-13 13:47:27,621 - mmaction - INFO - Epoch [23][220/940] lr: 4.000e-02, eta: 1 day, 10:42:27, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.5258, top5_acc: 0.7586, loss_cls: 2.0530, loss: 2.0530, grad_norm: 2.6280 2021-06-13 13:47:51,358 - mmaction - INFO - Epoch [23][240/940] lr: 4.000e-02, eta: 1 day, 10:41:16, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7584, loss_cls: 2.0696, loss: 2.0696, grad_norm: 2.6616 2021-06-13 13:48:16,296 - mmaction - INFO - Epoch [23][260/940] lr: 4.000e-02, eta: 1 day, 10:40:09, time: 1.244, data_time: 0.002, memory: 7080, top1_acc: 0.5287, top5_acc: 0.7607, loss_cls: 2.0298, loss: 2.0298, grad_norm: 2.5748 2021-06-13 13:48:41,094 - mmaction - INFO - Epoch [23][280/940] lr: 4.000e-02, eta: 1 day, 10:39:02, time: 1.237, data_time: 0.004, memory: 7080, top1_acc: 0.5221, top5_acc: 0.7621, loss_cls: 2.0436, loss: 2.0436, grad_norm: 2.5852 2021-06-13 13:49:06,015 - mmaction - INFO - Epoch [23][300/940] lr: 4.000e-02, eta: 1 day, 10:37:56, time: 1.243, data_time: 0.006, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7654, loss_cls: 2.0270, loss: 2.0270, grad_norm: 2.5812 2021-06-13 13:49:29,693 - mmaction - INFO - Epoch [23][320/940] lr: 4.000e-02, eta: 1 day, 10:36:46, time: 1.190, data_time: 0.010, memory: 7080, top1_acc: 0.5100, top5_acc: 0.7543, loss_cls: 2.0902, loss: 2.0902, grad_norm: 2.6307 2021-06-13 13:49:54,515 - mmaction - INFO - Epoch [23][340/940] lr: 4.000e-02, eta: 1 day, 10:35:39, time: 1.240, data_time: 0.003, memory: 7080, top1_acc: 0.5182, top5_acc: 0.7568, loss_cls: 2.0331, loss: 2.0331, grad_norm: 2.6571 2021-06-13 13:50:19,122 - mmaction - INFO - Epoch [23][360/940] lr: 4.000e-02, eta: 1 day, 10:34:32, time: 1.234, data_time: 0.004, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7598, loss_cls: 2.0538, loss: 2.0538, grad_norm: 2.6585 2021-06-13 13:50:43,443 - mmaction - INFO - Epoch [23][380/940] lr: 4.000e-02, eta: 1 day, 10:33:24, time: 1.212, data_time: 0.001, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7514, loss_cls: 2.0444, loss: 2.0444, grad_norm: 2.6205 2021-06-13 13:51:07,674 - mmaction - INFO - Epoch [23][400/940] lr: 4.000e-02, eta: 1 day, 10:32:16, time: 1.214, data_time: 0.006, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7553, loss_cls: 2.0387, loss: 2.0387, grad_norm: 2.6805 2021-06-13 13:51:31,507 - mmaction - INFO - Epoch [23][420/940] lr: 4.000e-02, eta: 1 day, 10:31:06, time: 1.192, data_time: 0.002, memory: 7080, top1_acc: 0.5281, top5_acc: 0.7621, loss_cls: 2.0346, loss: 2.0346, grad_norm: 2.6441 2021-06-13 13:51:55,848 - mmaction - INFO - Epoch [23][440/940] lr: 4.000e-02, eta: 1 day, 10:29:59, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7578, loss_cls: 2.0381, loss: 2.0381, grad_norm: 2.6188 2021-06-13 13:52:20,358 - mmaction - INFO - Epoch [23][460/940] lr: 4.000e-02, eta: 1 day, 10:28:51, time: 1.226, data_time: 0.005, memory: 7080, top1_acc: 0.5275, top5_acc: 0.7600, loss_cls: 2.0377, loss: 2.0377, grad_norm: 2.6368 2021-06-13 13:52:44,247 - mmaction - INFO - Epoch [23][480/940] lr: 4.000e-02, eta: 1 day, 10:27:42, time: 1.194, data_time: 0.003, memory: 7080, top1_acc: 0.5223, top5_acc: 0.7674, loss_cls: 2.0080, loss: 2.0080, grad_norm: 2.6106 2021-06-13 13:53:09,373 - mmaction - INFO - Epoch [23][500/940] lr: 4.000e-02, eta: 1 day, 10:26:38, time: 1.257, data_time: 0.003, memory: 7080, top1_acc: 0.5180, top5_acc: 0.7596, loss_cls: 2.0558, loss: 2.0558, grad_norm: 2.6905 2021-06-13 13:53:33,826 - mmaction - INFO - Epoch [23][520/940] lr: 4.000e-02, eta: 1 day, 10:25:30, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.5283, top5_acc: 0.7648, loss_cls: 2.0275, loss: 2.0275, grad_norm: 2.7234 2021-06-13 13:53:57,186 - mmaction - INFO - Epoch [23][540/940] lr: 4.000e-02, eta: 1 day, 10:24:20, time: 1.169, data_time: 0.004, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7639, loss_cls: 2.0631, loss: 2.0631, grad_norm: 2.6963 2021-06-13 13:54:22,112 - mmaction - INFO - Epoch [23][560/940] lr: 4.000e-02, eta: 1 day, 10:23:15, time: 1.248, data_time: 0.003, memory: 7080, top1_acc: 0.5090, top5_acc: 0.7443, loss_cls: 2.1055, loss: 2.1055, grad_norm: 2.7108 2021-06-13 13:54:46,101 - mmaction - INFO - Epoch [23][580/940] lr: 4.000e-02, eta: 1 day, 10:22:06, time: 1.198, data_time: 0.001, memory: 7080, top1_acc: 0.5188, top5_acc: 0.7525, loss_cls: 2.0673, loss: 2.0673, grad_norm: 2.6346 2021-06-13 13:55:10,967 - mmaction - INFO - Epoch [23][600/940] lr: 4.000e-02, eta: 1 day, 10:21:01, time: 1.244, data_time: 0.004, memory: 7080, top1_acc: 0.5283, top5_acc: 0.7605, loss_cls: 2.0253, loss: 2.0253, grad_norm: 2.6664 2021-06-13 13:55:34,504 - mmaction - INFO - Epoch [23][620/940] lr: 4.000e-02, eta: 1 day, 10:19:51, time: 1.174, data_time: 0.002, memory: 7080, top1_acc: 0.5182, top5_acc: 0.7494, loss_cls: 2.0720, loss: 2.0720, grad_norm: 2.6185 2021-06-13 13:55:59,720 - mmaction - INFO - Epoch [23][640/940] lr: 4.000e-02, eta: 1 day, 10:18:47, time: 1.264, data_time: 0.028, memory: 7080, top1_acc: 0.5039, top5_acc: 0.7500, loss_cls: 2.1081, loss: 2.1081, grad_norm: 2.6304 2021-06-13 13:56:23,635 - mmaction - INFO - Epoch [23][660/940] lr: 4.000e-02, eta: 1 day, 10:17:39, time: 1.191, data_time: 0.002, memory: 7080, top1_acc: 0.5287, top5_acc: 0.7576, loss_cls: 2.0255, loss: 2.0255, grad_norm: 2.6011 2021-06-13 13:56:47,953 - mmaction - INFO - Epoch [23][680/940] lr: 4.000e-02, eta: 1 day, 10:16:32, time: 1.217, data_time: 0.008, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7564, loss_cls: 2.0386, loss: 2.0386, grad_norm: 2.6005 2021-06-13 13:57:12,497 - mmaction - INFO - Epoch [23][700/940] lr: 4.000e-02, eta: 1 day, 10:15:26, time: 1.229, data_time: 0.006, memory: 7080, top1_acc: 0.5189, top5_acc: 0.7611, loss_cls: 2.0555, loss: 2.0555, grad_norm: 2.6140 2021-06-13 13:57:37,091 - mmaction - INFO - Epoch [23][720/940] lr: 4.000e-02, eta: 1 day, 10:14:20, time: 1.232, data_time: 0.006, memory: 7080, top1_acc: 0.5240, top5_acc: 0.7600, loss_cls: 2.0431, loss: 2.0431, grad_norm: 2.6281 2021-06-13 13:58:02,156 - mmaction - INFO - Epoch [23][740/940] lr: 4.000e-02, eta: 1 day, 10:13:16, time: 1.251, data_time: 0.002, memory: 7080, top1_acc: 0.5186, top5_acc: 0.7562, loss_cls: 2.0456, loss: 2.0456, grad_norm: 2.6684 2021-06-13 13:58:26,203 - mmaction - INFO - Epoch [23][760/940] lr: 4.000e-02, eta: 1 day, 10:12:09, time: 1.204, data_time: 0.005, memory: 7080, top1_acc: 0.5158, top5_acc: 0.7559, loss_cls: 2.0832, loss: 2.0832, grad_norm: 2.6072 2021-06-13 13:58:49,314 - mmaction - INFO - Epoch [23][780/940] lr: 4.000e-02, eta: 1 day, 10:10:58, time: 1.155, data_time: 0.005, memory: 7080, top1_acc: 0.5291, top5_acc: 0.7594, loss_cls: 2.0308, loss: 2.0308, grad_norm: 2.6314 2021-06-13 13:59:13,200 - mmaction - INFO - Epoch [23][800/940] lr: 4.000e-02, eta: 1 day, 10:09:50, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7506, loss_cls: 2.0580, loss: 2.0580, grad_norm: 2.6231 2021-06-13 13:59:37,343 - mmaction - INFO - Epoch [23][820/940] lr: 4.000e-02, eta: 1 day, 10:08:43, time: 1.207, data_time: 0.003, memory: 7080, top1_acc: 0.5248, top5_acc: 0.7580, loss_cls: 2.0488, loss: 2.0488, grad_norm: 2.6016 2021-06-13 14:00:01,660 - mmaction - INFO - Epoch [23][840/940] lr: 4.000e-02, eta: 1 day, 10:07:37, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.5154, top5_acc: 0.7639, loss_cls: 2.0850, loss: 2.0850, grad_norm: 2.5986 2021-06-13 14:00:26,144 - mmaction - INFO - Epoch [23][860/940] lr: 4.000e-02, eta: 1 day, 10:06:32, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7592, loss_cls: 2.0451, loss: 2.0451, grad_norm: 2.6482 2021-06-13 14:00:50,899 - mmaction - INFO - Epoch [23][880/940] lr: 4.000e-02, eta: 1 day, 10:05:27, time: 1.237, data_time: 0.004, memory: 7080, top1_acc: 0.5301, top5_acc: 0.7623, loss_cls: 2.0362, loss: 2.0362, grad_norm: 2.6353 2021-06-13 14:01:16,034 - mmaction - INFO - Epoch [23][900/940] lr: 4.000e-02, eta: 1 day, 10:04:24, time: 1.257, data_time: 0.004, memory: 7080, top1_acc: 0.5039, top5_acc: 0.7502, loss_cls: 2.1032, loss: 2.1032, grad_norm: 2.7500 2021-06-13 14:01:39,872 - mmaction - INFO - Epoch [23][920/940] lr: 4.000e-02, eta: 1 day, 10:03:16, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7625, loss_cls: 2.0201, loss: 2.0201, grad_norm: 2.6138 2021-06-13 14:02:01,131 - mmaction - INFO - Epoch [23][940/940] lr: 4.000e-02, eta: 1 day, 10:02:00, time: 1.064, data_time: 0.003, memory: 7080, top1_acc: 0.5089, top5_acc: 0.7486, loss_cls: 2.1311, loss: 2.1311, grad_norm: 2.6277 2021-06-13 14:02:06,264 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-06-13 14:09:38,621 - mmaction - INFO - Epoch [24][20/940] lr: 4.000e-02, eta: 1 day, 10:24:43, time: 22.570, data_time: 21.591, memory: 7080, top1_acc: 0.5377, top5_acc: 0.7639, loss_cls: 1.9945, loss: 1.9945, grad_norm: 2.5955 2021-06-13 14:10:01,682 - mmaction - INFO - Epoch [24][40/940] lr: 4.000e-02, eta: 1 day, 10:23:31, time: 1.150, data_time: 0.156, memory: 7080, top1_acc: 0.5330, top5_acc: 0.7717, loss_cls: 1.9876, loss: 1.9876, grad_norm: 2.6150 2021-06-13 14:10:26,638 - mmaction - INFO - Epoch [24][60/940] lr: 4.000e-02, eta: 1 day, 10:22:25, time: 1.242, data_time: 0.250, memory: 7080, top1_acc: 0.5309, top5_acc: 0.7674, loss_cls: 2.0210, loss: 2.0210, grad_norm: 2.6025 2021-06-13 14:10:49,954 - mmaction - INFO - Epoch [24][80/940] lr: 4.000e-02, eta: 1 day, 10:21:15, time: 1.176, data_time: 0.013, memory: 7080, top1_acc: 0.5318, top5_acc: 0.7688, loss_cls: 1.9940, loss: 1.9940, grad_norm: 2.6705 2021-06-13 14:11:14,775 - mmaction - INFO - Epoch [24][100/940] lr: 4.000e-02, eta: 1 day, 10:20:10, time: 1.236, data_time: 0.093, memory: 7080, top1_acc: 0.5311, top5_acc: 0.7717, loss_cls: 1.9943, loss: 1.9943, grad_norm: 2.6493 2021-06-13 14:11:39,231 - mmaction - INFO - Epoch [24][120/940] lr: 4.000e-02, eta: 1 day, 10:19:03, time: 1.227, data_time: 0.008, memory: 7080, top1_acc: 0.5270, top5_acc: 0.7604, loss_cls: 2.0462, loss: 2.0462, grad_norm: 2.6111 2021-06-13 14:12:03,351 - mmaction - INFO - Epoch [24][140/940] lr: 4.000e-02, eta: 1 day, 10:17:56, time: 1.206, data_time: 0.081, memory: 7080, top1_acc: 0.5318, top5_acc: 0.7607, loss_cls: 2.0279, loss: 2.0279, grad_norm: 2.7039 2021-06-13 14:12:27,534 - mmaction - INFO - Epoch [24][160/940] lr: 4.000e-02, eta: 1 day, 10:16:48, time: 1.209, data_time: 0.103, memory: 7080, top1_acc: 0.5246, top5_acc: 0.7602, loss_cls: 2.0346, loss: 2.0346, grad_norm: 2.5982 2021-06-13 14:12:51,393 - mmaction - INFO - Epoch [24][180/940] lr: 4.000e-02, eta: 1 day, 10:15:40, time: 1.187, data_time: 0.136, memory: 7080, top1_acc: 0.5287, top5_acc: 0.7607, loss_cls: 2.0294, loss: 2.0294, grad_norm: 2.6327 2021-06-13 14:13:16,418 - mmaction - INFO - Epoch [24][200/940] lr: 4.000e-02, eta: 1 day, 10:14:35, time: 1.254, data_time: 0.021, memory: 7080, top1_acc: 0.5373, top5_acc: 0.7656, loss_cls: 2.0142, loss: 2.0142, grad_norm: 2.6524 2021-06-13 14:13:39,903 - mmaction - INFO - Epoch [24][220/940] lr: 4.000e-02, eta: 1 day, 10:13:26, time: 1.177, data_time: 0.005, memory: 7080, top1_acc: 0.5186, top5_acc: 0.7559, loss_cls: 2.0708, loss: 2.0708, grad_norm: 2.5957 2021-06-13 14:14:04,282 - mmaction - INFO - Epoch [24][240/940] lr: 4.000e-02, eta: 1 day, 10:12:20, time: 1.218, data_time: 0.005, memory: 7080, top1_acc: 0.5402, top5_acc: 0.7762, loss_cls: 1.9605, loss: 1.9605, grad_norm: 2.5767 2021-06-13 14:14:28,643 - mmaction - INFO - Epoch [24][260/940] lr: 4.000e-02, eta: 1 day, 10:11:13, time: 1.218, data_time: 0.006, memory: 7080, top1_acc: 0.5221, top5_acc: 0.7648, loss_cls: 2.0298, loss: 2.0298, grad_norm: 2.6267 2021-06-13 14:14:52,817 - mmaction - INFO - Epoch [24][280/940] lr: 4.000e-02, eta: 1 day, 10:10:06, time: 1.207, data_time: 0.019, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7668, loss_cls: 2.0246, loss: 2.0246, grad_norm: 2.6855 2021-06-13 14:15:17,059 - mmaction - INFO - Epoch [24][300/940] lr: 4.000e-02, eta: 1 day, 10:09:00, time: 1.215, data_time: 0.134, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7709, loss_cls: 1.9919, loss: 1.9919, grad_norm: 2.6619 2021-06-13 14:15:41,368 - mmaction - INFO - Epoch [24][320/940] lr: 4.000e-02, eta: 1 day, 10:07:54, time: 1.216, data_time: 0.053, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7684, loss_cls: 2.0174, loss: 2.0174, grad_norm: 2.6196 2021-06-13 14:16:07,030 - mmaction - INFO - Epoch [24][340/940] lr: 4.000e-02, eta: 1 day, 10:06:52, time: 1.281, data_time: 0.001, memory: 7080, top1_acc: 0.5246, top5_acc: 0.7637, loss_cls: 2.0344, loss: 2.0344, grad_norm: 2.5966 2021-06-13 14:16:30,480 - mmaction - INFO - Epoch [24][360/940] lr: 4.000e-02, eta: 1 day, 10:05:43, time: 1.173, data_time: 0.004, memory: 7080, top1_acc: 0.5350, top5_acc: 0.7586, loss_cls: 1.9933, loss: 1.9933, grad_norm: 2.6135 2021-06-13 14:16:55,433 - mmaction - INFO - Epoch [24][380/940] lr: 4.000e-02, eta: 1 day, 10:04:39, time: 1.247, data_time: 0.003, memory: 7080, top1_acc: 0.5197, top5_acc: 0.7488, loss_cls: 2.0732, loss: 2.0732, grad_norm: 2.6061 2021-06-13 14:17:19,612 - mmaction - INFO - Epoch [24][400/940] lr: 4.000e-02, eta: 1 day, 10:03:32, time: 1.207, data_time: 0.004, memory: 7080, top1_acc: 0.5391, top5_acc: 0.7750, loss_cls: 1.9747, loss: 1.9747, grad_norm: 2.6185 2021-06-13 14:17:43,965 - mmaction - INFO - Epoch [24][420/940] lr: 4.000e-02, eta: 1 day, 10:02:27, time: 1.220, data_time: 0.005, memory: 7080, top1_acc: 0.5299, top5_acc: 0.7689, loss_cls: 2.0200, loss: 2.0200, grad_norm: 2.6699 2021-06-13 14:18:09,380 - mmaction - INFO - Epoch [24][440/940] lr: 4.000e-02, eta: 1 day, 10:01:24, time: 1.272, data_time: 0.003, memory: 7080, top1_acc: 0.5209, top5_acc: 0.7469, loss_cls: 2.0777, loss: 2.0777, grad_norm: 2.5972 2021-06-13 14:18:33,108 - mmaction - INFO - Epoch [24][460/940] lr: 4.000e-02, eta: 1 day, 10:00:16, time: 1.183, data_time: 0.001, memory: 7080, top1_acc: 0.5305, top5_acc: 0.7590, loss_cls: 2.0383, loss: 2.0383, grad_norm: 2.6648 2021-06-13 14:18:57,567 - mmaction - INFO - Epoch [24][480/940] lr: 4.000e-02, eta: 1 day, 9:59:11, time: 1.222, data_time: 0.004, memory: 7080, top1_acc: 0.5322, top5_acc: 0.7719, loss_cls: 2.0204, loss: 2.0204, grad_norm: 2.5940 2021-06-13 14:19:20,533 - mmaction - INFO - Epoch [24][500/940] lr: 4.000e-02, eta: 1 day, 9:58:01, time: 1.148, data_time: 0.005, memory: 7080, top1_acc: 0.5305, top5_acc: 0.7572, loss_cls: 2.0330, loss: 2.0330, grad_norm: 2.6020 2021-06-13 14:19:45,047 - mmaction - INFO - Epoch [24][520/940] lr: 4.000e-02, eta: 1 day, 9:56:56, time: 1.228, data_time: 0.005, memory: 7080, top1_acc: 0.5275, top5_acc: 0.7541, loss_cls: 2.0377, loss: 2.0377, grad_norm: 2.5690 2021-06-13 14:20:10,156 - mmaction - INFO - Epoch [24][540/940] lr: 4.000e-02, eta: 1 day, 9:55:54, time: 1.256, data_time: 0.003, memory: 7080, top1_acc: 0.5291, top5_acc: 0.7693, loss_cls: 1.9953, loss: 1.9953, grad_norm: 2.6252 2021-06-13 14:20:34,499 - mmaction - INFO - Epoch [24][560/940] lr: 4.000e-02, eta: 1 day, 9:54:48, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.5260, top5_acc: 0.7650, loss_cls: 2.0246, loss: 2.0246, grad_norm: 2.5839 2021-06-13 14:20:59,090 - mmaction - INFO - Epoch [24][580/940] lr: 4.000e-02, eta: 1 day, 9:53:44, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.5119, top5_acc: 0.7580, loss_cls: 2.0811, loss: 2.0811, grad_norm: 2.6345 2021-06-13 14:21:22,913 - mmaction - INFO - Epoch [24][600/940] lr: 4.000e-02, eta: 1 day, 9:52:37, time: 1.191, data_time: 0.002, memory: 7080, top1_acc: 0.5137, top5_acc: 0.7545, loss_cls: 2.0704, loss: 2.0704, grad_norm: 2.6739 2021-06-13 14:21:48,754 - mmaction - INFO - Epoch [24][620/940] lr: 4.000e-02, eta: 1 day, 9:51:37, time: 1.292, data_time: 0.004, memory: 7080, top1_acc: 0.5160, top5_acc: 0.7506, loss_cls: 2.1079, loss: 2.1079, grad_norm: 2.6687 2021-06-13 14:22:12,438 - mmaction - INFO - Epoch [24][640/940] lr: 4.000e-02, eta: 1 day, 9:50:30, time: 1.185, data_time: 0.002, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7604, loss_cls: 2.0273, loss: 2.0273, grad_norm: 2.6531 2021-06-13 14:22:36,964 - mmaction - INFO - Epoch [24][660/940] lr: 4.000e-02, eta: 1 day, 9:49:25, time: 1.220, data_time: 0.001, memory: 7080, top1_acc: 0.5314, top5_acc: 0.7582, loss_cls: 2.0115, loss: 2.0115, grad_norm: 2.5544 2021-06-13 14:23:00,226 - mmaction - INFO - Epoch [24][680/940] lr: 4.000e-02, eta: 1 day, 9:48:17, time: 1.167, data_time: 0.008, memory: 7080, top1_acc: 0.5230, top5_acc: 0.7576, loss_cls: 2.0387, loss: 2.0387, grad_norm: 2.6357 2021-06-13 14:23:25,059 - mmaction - INFO - Epoch [24][700/940] lr: 4.000e-02, eta: 1 day, 9:47:13, time: 1.238, data_time: 0.003, memory: 7080, top1_acc: 0.5357, top5_acc: 0.7633, loss_cls: 2.0024, loss: 2.0024, grad_norm: 2.5765 2021-06-13 14:23:50,125 - mmaction - INFO - Epoch [24][720/940] lr: 4.000e-02, eta: 1 day, 9:46:11, time: 1.257, data_time: 0.008, memory: 7080, top1_acc: 0.5381, top5_acc: 0.7662, loss_cls: 2.0164, loss: 2.0164, grad_norm: 2.6509 2021-06-13 14:24:14,008 - mmaction - INFO - Epoch [24][740/940] lr: 4.000e-02, eta: 1 day, 9:45:05, time: 1.195, data_time: 0.004, memory: 7080, top1_acc: 0.5246, top5_acc: 0.7643, loss_cls: 2.0255, loss: 2.0255, grad_norm: 2.6731 2021-06-13 14:24:38,223 - mmaction - INFO - Epoch [24][760/940] lr: 4.000e-02, eta: 1 day, 9:44:00, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.5303, top5_acc: 0.7613, loss_cls: 2.0544, loss: 2.0544, grad_norm: 2.6783 2021-06-13 14:25:02,855 - mmaction - INFO - Epoch [24][780/940] lr: 4.000e-02, eta: 1 day, 9:42:57, time: 1.233, data_time: 0.004, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7504, loss_cls: 2.0935, loss: 2.0935, grad_norm: 2.6732 2021-06-13 14:25:27,846 - mmaction - INFO - Epoch [24][800/940] lr: 4.000e-02, eta: 1 day, 9:41:54, time: 1.243, data_time: 0.003, memory: 7080, top1_acc: 0.5127, top5_acc: 0.7533, loss_cls: 2.1016, loss: 2.1016, grad_norm: 2.6522 2021-06-13 14:25:51,792 - mmaction - INFO - Epoch [24][820/940] lr: 4.000e-02, eta: 1 day, 9:40:49, time: 1.204, data_time: 0.008, memory: 7080, top1_acc: 0.5260, top5_acc: 0.7629, loss_cls: 2.0427, loss: 2.0427, grad_norm: 2.6747 2021-06-13 14:26:16,903 - mmaction - INFO - Epoch [24][840/940] lr: 4.000e-02, eta: 1 day, 9:39:47, time: 1.255, data_time: 0.001, memory: 7080, top1_acc: 0.5158, top5_acc: 0.7592, loss_cls: 2.0756, loss: 2.0756, grad_norm: 2.6229 2021-06-13 14:26:41,530 - mmaction - INFO - Epoch [24][860/940] lr: 4.000e-02, eta: 1 day, 9:38:44, time: 1.231, data_time: 0.001, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7580, loss_cls: 2.0532, loss: 2.0532, grad_norm: 2.5430 2021-06-13 14:27:05,403 - mmaction - INFO - Epoch [24][880/940] lr: 4.000e-02, eta: 1 day, 9:37:38, time: 1.193, data_time: 0.002, memory: 7080, top1_acc: 0.5266, top5_acc: 0.7623, loss_cls: 2.0279, loss: 2.0279, grad_norm: 2.6496 2021-06-13 14:27:30,643 - mmaction - INFO - Epoch [24][900/940] lr: 4.000e-02, eta: 1 day, 9:36:37, time: 1.264, data_time: 0.003, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7611, loss_cls: 2.0367, loss: 2.0367, grad_norm: 2.6130 2021-06-13 14:27:54,032 - mmaction - INFO - Epoch [24][920/940] lr: 4.000e-02, eta: 1 day, 9:35:29, time: 1.165, data_time: 0.002, memory: 7080, top1_acc: 0.5152, top5_acc: 0.7525, loss_cls: 2.0805, loss: 2.0805, grad_norm: 2.6360 2021-06-13 14:28:14,466 - mmaction - INFO - Epoch [24][940/940] lr: 4.000e-02, eta: 1 day, 9:34:13, time: 1.026, data_time: 0.012, memory: 7080, top1_acc: 0.5142, top5_acc: 0.7500, loss_cls: 2.0974, loss: 2.0974, grad_norm: 2.7306 2021-06-13 14:28:19,606 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-06-13 14:36:03,051 - mmaction - INFO - Epoch [25][20/940] lr: 4.000e-02, eta: 1 day, 9:56:15, time: 23.124, data_time: 21.507, memory: 7080, top1_acc: 0.5271, top5_acc: 0.7592, loss_cls: 2.0316, loss: 2.0316, grad_norm: 2.6724 2021-06-13 14:36:27,332 - mmaction - INFO - Epoch [25][40/940] lr: 4.000e-02, eta: 1 day, 9:55:10, time: 1.215, data_time: 0.005, memory: 7080, top1_acc: 0.5178, top5_acc: 0.7580, loss_cls: 2.0638, loss: 2.0638, grad_norm: 2.7275 2021-06-13 14:36:51,127 - mmaction - INFO - Epoch [25][60/940] lr: 4.000e-02, eta: 1 day, 9:54:03, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.5303, top5_acc: 0.7578, loss_cls: 2.0318, loss: 2.0318, grad_norm: 2.6157 2021-06-13 14:37:15,724 - mmaction - INFO - Epoch [25][80/940] lr: 4.000e-02, eta: 1 day, 9:52:58, time: 1.231, data_time: 0.049, memory: 7080, top1_acc: 0.5316, top5_acc: 0.7682, loss_cls: 1.9920, loss: 1.9920, grad_norm: 2.6586 2021-06-13 14:37:39,553 - mmaction - INFO - Epoch [25][100/940] lr: 4.000e-02, eta: 1 day, 9:51:51, time: 1.183, data_time: 0.002, memory: 7080, top1_acc: 0.5314, top5_acc: 0.7682, loss_cls: 2.0017, loss: 2.0017, grad_norm: 2.6391 2021-06-13 14:38:04,269 - mmaction - INFO - Epoch [25][120/940] lr: 4.000e-02, eta: 1 day, 9:50:48, time: 1.244, data_time: 0.011, memory: 7080, top1_acc: 0.5299, top5_acc: 0.7652, loss_cls: 2.0050, loss: 2.0050, grad_norm: 2.6213 2021-06-13 14:38:29,218 - mmaction - INFO - Epoch [25][140/940] lr: 4.000e-02, eta: 1 day, 9:49:44, time: 1.247, data_time: 0.002, memory: 7080, top1_acc: 0.5338, top5_acc: 0.7617, loss_cls: 2.0033, loss: 2.0033, grad_norm: 2.6461 2021-06-13 14:38:54,141 - mmaction - INFO - Epoch [25][160/940] lr: 4.000e-02, eta: 1 day, 9:48:41, time: 1.246, data_time: 0.003, memory: 7080, top1_acc: 0.5244, top5_acc: 0.7689, loss_cls: 2.0084, loss: 2.0084, grad_norm: 2.6762 2021-06-13 14:39:18,017 - mmaction - INFO - Epoch [25][180/940] lr: 4.000e-02, eta: 1 day, 9:47:35, time: 1.190, data_time: 0.002, memory: 7080, top1_acc: 0.5424, top5_acc: 0.7617, loss_cls: 1.9944, loss: 1.9944, grad_norm: 2.5794 2021-06-13 14:39:42,550 - mmaction - INFO - Epoch [25][200/940] lr: 4.000e-02, eta: 1 day, 9:46:31, time: 1.231, data_time: 0.007, memory: 7080, top1_acc: 0.5291, top5_acc: 0.7672, loss_cls: 2.0103, loss: 2.0103, grad_norm: 2.5980 2021-06-13 14:40:06,792 - mmaction - INFO - Epoch [25][220/940] lr: 4.000e-02, eta: 1 day, 9:45:26, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.5279, top5_acc: 0.7703, loss_cls: 1.9757, loss: 1.9757, grad_norm: 2.6166 2021-06-13 14:40:30,267 - mmaction - INFO - Epoch [25][240/940] lr: 4.000e-02, eta: 1 day, 9:44:18, time: 1.174, data_time: 0.005, memory: 7080, top1_acc: 0.5164, top5_acc: 0.7611, loss_cls: 2.0595, loss: 2.0595, grad_norm: 2.6903 2021-06-13 14:40:54,592 - mmaction - INFO - Epoch [25][260/940] lr: 4.000e-02, eta: 1 day, 9:43:14, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.5160, top5_acc: 0.7588, loss_cls: 2.0641, loss: 2.0641, grad_norm: 2.6370 2021-06-13 14:41:20,260 - mmaction - INFO - Epoch [25][280/940] lr: 4.000e-02, eta: 1 day, 9:42:13, time: 1.284, data_time: 0.003, memory: 7080, top1_acc: 0.5281, top5_acc: 0.7664, loss_cls: 1.9851, loss: 1.9851, grad_norm: 2.5965 2021-06-13 14:41:44,148 - mmaction - INFO - Epoch [25][300/940] lr: 4.000e-02, eta: 1 day, 9:41:07, time: 1.195, data_time: 0.004, memory: 7080, top1_acc: 0.5396, top5_acc: 0.7617, loss_cls: 1.9888, loss: 1.9888, grad_norm: 2.6106 2021-06-13 14:42:08,471 - mmaction - INFO - Epoch [25][320/940] lr: 4.000e-02, eta: 1 day, 9:40:03, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.5311, top5_acc: 0.7598, loss_cls: 2.0295, loss: 2.0295, grad_norm: 2.6445 2021-06-13 14:42:33,160 - mmaction - INFO - Epoch [25][340/940] lr: 4.000e-02, eta: 1 day, 9:39:00, time: 1.236, data_time: 0.004, memory: 7080, top1_acc: 0.5289, top5_acc: 0.7557, loss_cls: 2.0408, loss: 2.0408, grad_norm: 2.5992 2021-06-13 14:42:57,129 - mmaction - INFO - Epoch [25][360/940] lr: 4.000e-02, eta: 1 day, 9:37:54, time: 1.197, data_time: 0.003, memory: 7080, top1_acc: 0.5418, top5_acc: 0.7658, loss_cls: 1.9973, loss: 1.9973, grad_norm: 2.6181 2021-06-13 14:43:21,985 - mmaction - INFO - Epoch [25][380/940] lr: 4.000e-02, eta: 1 day, 9:36:51, time: 1.242, data_time: 0.004, memory: 7080, top1_acc: 0.5299, top5_acc: 0.7609, loss_cls: 2.0247, loss: 2.0247, grad_norm: 2.6440 2021-06-13 14:43:46,380 - mmaction - INFO - Epoch [25][400/940] lr: 4.000e-02, eta: 1 day, 9:35:48, time: 1.221, data_time: 0.005, memory: 7080, top1_acc: 0.5113, top5_acc: 0.7506, loss_cls: 2.0883, loss: 2.0883, grad_norm: 2.6808 2021-06-13 14:44:09,395 - mmaction - INFO - Epoch [25][420/940] lr: 4.000e-02, eta: 1 day, 9:34:39, time: 1.151, data_time: 0.003, memory: 7080, top1_acc: 0.5320, top5_acc: 0.7654, loss_cls: 2.0051, loss: 2.0051, grad_norm: 2.6349 2021-06-13 14:44:34,619 - mmaction - INFO - Epoch [25][440/940] lr: 4.000e-02, eta: 1 day, 9:33:38, time: 1.262, data_time: 0.005, memory: 7080, top1_acc: 0.5279, top5_acc: 0.7574, loss_cls: 2.0191, loss: 2.0191, grad_norm: 2.5671 2021-06-13 14:44:58,334 - mmaction - INFO - Epoch [25][460/940] lr: 4.000e-02, eta: 1 day, 9:32:32, time: 1.186, data_time: 0.002, memory: 7080, top1_acc: 0.5410, top5_acc: 0.7668, loss_cls: 1.9811, loss: 1.9811, grad_norm: 2.6212 2021-06-13 14:45:22,661 - mmaction - INFO - Epoch [25][480/940] lr: 4.000e-02, eta: 1 day, 9:31:28, time: 1.217, data_time: 0.002, memory: 7080, top1_acc: 0.5178, top5_acc: 0.7516, loss_cls: 2.0751, loss: 2.0751, grad_norm: 2.6618 2021-06-13 14:45:47,808 - mmaction - INFO - Epoch [25][500/940] lr: 4.000e-02, eta: 1 day, 9:30:27, time: 1.251, data_time: 0.003, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7629, loss_cls: 2.0324, loss: 2.0324, grad_norm: 2.6592 2021-06-13 14:46:12,014 - mmaction - INFO - Epoch [25][520/940] lr: 4.000e-02, eta: 1 day, 9:29:23, time: 1.216, data_time: 0.008, memory: 7080, top1_acc: 0.5402, top5_acc: 0.7744, loss_cls: 1.9707, loss: 1.9707, grad_norm: 2.5987 2021-06-13 14:46:36,662 - mmaction - INFO - Epoch [25][540/940] lr: 4.000e-02, eta: 1 day, 9:28:20, time: 1.230, data_time: 0.002, memory: 7080, top1_acc: 0.5311, top5_acc: 0.7719, loss_cls: 1.9912, loss: 1.9912, grad_norm: 2.7243 2021-06-13 14:47:01,611 - mmaction - INFO - Epoch [25][560/940] lr: 4.000e-02, eta: 1 day, 9:27:19, time: 1.250, data_time: 0.005, memory: 7080, top1_acc: 0.5213, top5_acc: 0.7549, loss_cls: 2.0439, loss: 2.0439, grad_norm: 2.6633 2021-06-13 14:47:26,432 - mmaction - INFO - Epoch [25][580/940] lr: 4.000e-02, eta: 1 day, 9:26:16, time: 1.237, data_time: 0.002, memory: 7080, top1_acc: 0.5211, top5_acc: 0.7562, loss_cls: 2.0408, loss: 2.0408, grad_norm: 2.6426 2021-06-13 14:47:51,184 - mmaction - INFO - Epoch [25][600/940] lr: 4.000e-02, eta: 1 day, 9:25:14, time: 1.241, data_time: 0.007, memory: 7080, top1_acc: 0.5287, top5_acc: 0.7676, loss_cls: 2.0256, loss: 2.0256, grad_norm: 2.6674 2021-06-13 14:48:15,863 - mmaction - INFO - Epoch [25][620/940] lr: 4.000e-02, eta: 1 day, 9:24:12, time: 1.233, data_time: 0.002, memory: 7080, top1_acc: 0.5299, top5_acc: 0.7693, loss_cls: 1.9865, loss: 1.9865, grad_norm: 2.6554 2021-06-13 14:48:40,278 - mmaction - INFO - Epoch [25][640/940] lr: 4.000e-02, eta: 1 day, 9:23:09, time: 1.222, data_time: 0.004, memory: 7080, top1_acc: 0.5260, top5_acc: 0.7719, loss_cls: 2.0158, loss: 2.0158, grad_norm: 2.6314 2021-06-13 14:49:05,603 - mmaction - INFO - Epoch [25][660/940] lr: 4.000e-02, eta: 1 day, 9:22:09, time: 1.264, data_time: 0.002, memory: 7080, top1_acc: 0.5238, top5_acc: 0.7701, loss_cls: 2.0058, loss: 2.0058, grad_norm: 2.6379 2021-06-13 14:49:28,902 - mmaction - INFO - Epoch [25][680/940] lr: 4.000e-02, eta: 1 day, 9:21:02, time: 1.167, data_time: 0.005, memory: 7080, top1_acc: 0.5330, top5_acc: 0.7672, loss_cls: 2.0086, loss: 2.0086, grad_norm: 2.6522 2021-06-13 14:49:53,248 - mmaction - INFO - Epoch [25][700/940] lr: 4.000e-02, eta: 1 day, 9:19:59, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.5295, top5_acc: 0.7510, loss_cls: 2.0487, loss: 2.0487, grad_norm: 2.6651 2021-06-13 14:50:18,823 - mmaction - INFO - Epoch [25][720/940] lr: 4.000e-02, eta: 1 day, 9:19:00, time: 1.280, data_time: 0.003, memory: 7080, top1_acc: 0.5268, top5_acc: 0.7578, loss_cls: 2.0495, loss: 2.0495, grad_norm: 2.6862 2021-06-13 14:50:43,075 - mmaction - INFO - Epoch [25][740/940] lr: 4.000e-02, eta: 1 day, 9:17:57, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.5188, top5_acc: 0.7621, loss_cls: 2.0413, loss: 2.0413, grad_norm: 2.6408 2021-06-13 14:51:06,548 - mmaction - INFO - Epoch [25][760/940] lr: 4.000e-02, eta: 1 day, 9:16:51, time: 1.175, data_time: 0.008, memory: 7080, top1_acc: 0.5391, top5_acc: 0.7586, loss_cls: 2.0036, loss: 2.0036, grad_norm: 2.6392 2021-06-13 14:51:30,555 - mmaction - INFO - Epoch [25][780/940] lr: 4.000e-02, eta: 1 day, 9:15:47, time: 1.201, data_time: 0.053, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7576, loss_cls: 2.0636, loss: 2.0636, grad_norm: 2.6591 2021-06-13 14:51:56,174 - mmaction - INFO - Epoch [25][800/940] lr: 4.000e-02, eta: 1 day, 9:14:48, time: 1.281, data_time: 0.063, memory: 7080, top1_acc: 0.5207, top5_acc: 0.7664, loss_cls: 2.0342, loss: 2.0342, grad_norm: 2.6875 2021-06-13 14:52:20,705 - mmaction - INFO - Epoch [25][820/940] lr: 4.000e-02, eta: 1 day, 9:13:46, time: 1.225, data_time: 0.002, memory: 7080, top1_acc: 0.5312, top5_acc: 0.7658, loss_cls: 2.0110, loss: 2.0110, grad_norm: 2.5865 2021-06-13 14:52:43,893 - mmaction - INFO - Epoch [25][840/940] lr: 4.000e-02, eta: 1 day, 9:12:40, time: 1.159, data_time: 0.004, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7586, loss_cls: 2.0649, loss: 2.0649, grad_norm: 2.6202 2021-06-13 14:53:08,853 - mmaction - INFO - Epoch [25][860/940] lr: 4.000e-02, eta: 1 day, 9:11:39, time: 1.249, data_time: 0.005, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7572, loss_cls: 2.0439, loss: 2.0439, grad_norm: 2.5889 2021-06-13 14:53:32,201 - mmaction - INFO - Epoch [25][880/940] lr: 4.000e-02, eta: 1 day, 9:10:34, time: 1.169, data_time: 0.003, memory: 7080, top1_acc: 0.5252, top5_acc: 0.7611, loss_cls: 2.0212, loss: 2.0212, grad_norm: 2.5670 2021-06-13 14:53:56,121 - mmaction - INFO - Epoch [25][900/940] lr: 4.000e-02, eta: 1 day, 9:09:30, time: 1.193, data_time: 0.001, memory: 7080, top1_acc: 0.5268, top5_acc: 0.7600, loss_cls: 2.0174, loss: 2.0174, grad_norm: 2.6846 2021-06-13 14:54:20,820 - mmaction - INFO - Epoch [25][920/940] lr: 4.000e-02, eta: 1 day, 9:08:29, time: 1.238, data_time: 0.004, memory: 7080, top1_acc: 0.5059, top5_acc: 0.7551, loss_cls: 2.0719, loss: 2.0719, grad_norm: 2.6472 2021-06-13 14:54:41,950 - mmaction - INFO - Epoch [25][940/940] lr: 4.000e-02, eta: 1 day, 9:07:17, time: 1.057, data_time: 0.002, memory: 7080, top1_acc: 0.5172, top5_acc: 0.7466, loss_cls: 2.0891, loss: 2.0891, grad_norm: 2.7035 2021-06-13 14:54:46,761 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-06-13 15:02:31,412 - mmaction - INFO - Epoch [26][20/940] lr: 4.000e-02, eta: 1 day, 9:28:11, time: 23.183, data_time: 21.416, memory: 7080, top1_acc: 0.5344, top5_acc: 0.7680, loss_cls: 1.9976, loss: 1.9976, grad_norm: 2.5553 2021-06-13 15:02:56,251 - mmaction - INFO - Epoch [26][40/940] lr: 4.000e-02, eta: 1 day, 9:27:09, time: 1.245, data_time: 0.007, memory: 7080, top1_acc: 0.5303, top5_acc: 0.7668, loss_cls: 1.9972, loss: 1.9972, grad_norm: 2.6693 2021-06-13 15:03:20,689 - mmaction - INFO - Epoch [26][60/940] lr: 4.000e-02, eta: 1 day, 9:26:05, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.5352, top5_acc: 0.7598, loss_cls: 2.0226, loss: 2.0226, grad_norm: 2.6264 2021-06-13 15:03:45,205 - mmaction - INFO - Epoch [26][80/940] lr: 4.000e-02, eta: 1 day, 9:25:03, time: 1.231, data_time: 0.009, memory: 7080, top1_acc: 0.5361, top5_acc: 0.7740, loss_cls: 1.9708, loss: 1.9708, grad_norm: 2.6468 2021-06-13 15:04:09,475 - mmaction - INFO - Epoch [26][100/940] lr: 4.000e-02, eta: 1 day, 9:23:59, time: 1.212, data_time: 0.004, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7645, loss_cls: 2.0060, loss: 2.0060, grad_norm: 2.5399 2021-06-13 15:04:33,852 - mmaction - INFO - Epoch [26][120/940] lr: 4.000e-02, eta: 1 day, 9:22:56, time: 1.218, data_time: 0.005, memory: 7080, top1_acc: 0.5385, top5_acc: 0.7713, loss_cls: 1.9749, loss: 1.9749, grad_norm: 2.6019 2021-06-13 15:04:57,675 - mmaction - INFO - Epoch [26][140/940] lr: 4.000e-02, eta: 1 day, 9:21:51, time: 1.192, data_time: 0.006, memory: 7080, top1_acc: 0.5437, top5_acc: 0.7645, loss_cls: 1.9722, loss: 1.9722, grad_norm: 2.6265 2021-06-13 15:05:21,609 - mmaction - INFO - Epoch [26][160/940] lr: 4.000e-02, eta: 1 day, 9:20:46, time: 1.198, data_time: 0.006, memory: 7080, top1_acc: 0.5238, top5_acc: 0.7592, loss_cls: 2.0300, loss: 2.0300, grad_norm: 2.6784 2021-06-13 15:05:47,518 - mmaction - INFO - Epoch [26][180/940] lr: 4.000e-02, eta: 1 day, 9:19:48, time: 1.295, data_time: 0.005, memory: 7080, top1_acc: 0.5375, top5_acc: 0.7771, loss_cls: 1.9529, loss: 1.9529, grad_norm: 2.6134 2021-06-13 15:06:11,289 - mmaction - INFO - Epoch [26][200/940] lr: 4.000e-02, eta: 1 day, 9:18:43, time: 1.187, data_time: 0.005, memory: 7080, top1_acc: 0.5365, top5_acc: 0.7691, loss_cls: 1.9676, loss: 1.9676, grad_norm: 2.6673 2021-06-13 15:06:35,926 - mmaction - INFO - Epoch [26][220/940] lr: 4.000e-02, eta: 1 day, 9:17:41, time: 1.235, data_time: 0.006, memory: 7080, top1_acc: 0.5383, top5_acc: 0.7637, loss_cls: 1.9865, loss: 1.9865, grad_norm: 2.6396 2021-06-13 15:07:00,878 - mmaction - INFO - Epoch [26][240/940] lr: 4.000e-02, eta: 1 day, 9:16:39, time: 1.245, data_time: 0.003, memory: 7080, top1_acc: 0.5340, top5_acc: 0.7635, loss_cls: 2.0124, loss: 2.0124, grad_norm: 2.6537 2021-06-13 15:07:24,997 - mmaction - INFO - Epoch [26][260/940] lr: 4.000e-02, eta: 1 day, 9:15:36, time: 1.207, data_time: 0.005, memory: 7080, top1_acc: 0.5328, top5_acc: 0.7656, loss_cls: 2.0028, loss: 2.0028, grad_norm: 2.5888 2021-06-13 15:07:49,229 - mmaction - INFO - Epoch [26][280/940] lr: 4.000e-02, eta: 1 day, 9:14:33, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.5400, top5_acc: 0.7762, loss_cls: 1.9801, loss: 1.9801, grad_norm: 2.6419 2021-06-13 15:08:13,423 - mmaction - INFO - Epoch [26][300/940] lr: 4.000e-02, eta: 1 day, 9:13:29, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.5309, top5_acc: 0.7617, loss_cls: 2.0105, loss: 2.0105, grad_norm: 2.6080 2021-06-13 15:08:37,536 - mmaction - INFO - Epoch [26][320/940] lr: 4.000e-02, eta: 1 day, 9:12:26, time: 1.205, data_time: 0.002, memory: 7080, top1_acc: 0.5312, top5_acc: 0.7633, loss_cls: 1.9916, loss: 1.9916, grad_norm: 2.6208 2021-06-13 15:09:01,816 - mmaction - INFO - Epoch [26][340/940] lr: 4.000e-02, eta: 1 day, 9:11:23, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.5244, top5_acc: 0.7602, loss_cls: 2.0286, loss: 2.0286, grad_norm: 2.7187 2021-06-13 15:09:26,713 - mmaction - INFO - Epoch [26][360/940] lr: 4.000e-02, eta: 1 day, 9:10:22, time: 1.244, data_time: 0.004, memory: 7080, top1_acc: 0.5193, top5_acc: 0.7621, loss_cls: 2.0297, loss: 2.0297, grad_norm: 2.6548 2021-06-13 15:09:51,161 - mmaction - INFO - Epoch [26][380/940] lr: 4.000e-02, eta: 1 day, 9:09:20, time: 1.224, data_time: 0.004, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7607, loss_cls: 2.0517, loss: 2.0517, grad_norm: 2.6701 2021-06-13 15:10:15,792 - mmaction - INFO - Epoch [26][400/940] lr: 4.000e-02, eta: 1 day, 9:08:18, time: 1.228, data_time: 0.006, memory: 7080, top1_acc: 0.5236, top5_acc: 0.7635, loss_cls: 2.0225, loss: 2.0225, grad_norm: 2.6868 2021-06-13 15:10:40,538 - mmaction - INFO - Epoch [26][420/940] lr: 4.000e-02, eta: 1 day, 9:07:17, time: 1.241, data_time: 0.006, memory: 7080, top1_acc: 0.5301, top5_acc: 0.7662, loss_cls: 2.0133, loss: 2.0133, grad_norm: 2.6171 2021-06-13 15:11:04,728 - mmaction - INFO - Epoch [26][440/940] lr: 4.000e-02, eta: 1 day, 9:06:14, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.5295, top5_acc: 0.7664, loss_cls: 1.9888, loss: 1.9888, grad_norm: 2.6142 2021-06-13 15:11:28,980 - mmaction - INFO - Epoch [26][460/940] lr: 4.000e-02, eta: 1 day, 9:05:12, time: 1.212, data_time: 0.001, memory: 7080, top1_acc: 0.5295, top5_acc: 0.7752, loss_cls: 1.9621, loss: 1.9621, grad_norm: 2.6669 2021-06-13 15:11:54,129 - mmaction - INFO - Epoch [26][480/940] lr: 4.000e-02, eta: 1 day, 9:04:12, time: 1.255, data_time: 0.004, memory: 7080, top1_acc: 0.5291, top5_acc: 0.7633, loss_cls: 1.9975, loss: 1.9975, grad_norm: 2.6662 2021-06-13 15:12:18,314 - mmaction - INFO - Epoch [26][500/940] lr: 4.000e-02, eta: 1 day, 9:03:09, time: 1.209, data_time: 0.005, memory: 7080, top1_acc: 0.5246, top5_acc: 0.7652, loss_cls: 2.0200, loss: 2.0200, grad_norm: 2.6203 2021-06-13 15:12:41,638 - mmaction - INFO - Epoch [26][520/940] lr: 4.000e-02, eta: 1 day, 9:02:04, time: 1.167, data_time: 0.006, memory: 7080, top1_acc: 0.5346, top5_acc: 0.7590, loss_cls: 2.0385, loss: 2.0385, grad_norm: 2.6053 2021-06-13 15:13:06,695 - mmaction - INFO - Epoch [26][540/940] lr: 4.000e-02, eta: 1 day, 9:01:04, time: 1.253, data_time: 0.004, memory: 7080, top1_acc: 0.5416, top5_acc: 0.7707, loss_cls: 1.9667, loss: 1.9667, grad_norm: 2.6716 2021-06-13 15:13:32,167 - mmaction - INFO - Epoch [26][560/940] lr: 4.000e-02, eta: 1 day, 9:00:05, time: 1.274, data_time: 0.004, memory: 7080, top1_acc: 0.5219, top5_acc: 0.7613, loss_cls: 2.0451, loss: 2.0451, grad_norm: 2.5936 2021-06-13 15:13:55,860 - mmaction - INFO - Epoch [26][580/940] lr: 4.000e-02, eta: 1 day, 8:59:01, time: 1.180, data_time: 0.003, memory: 7080, top1_acc: 0.5256, top5_acc: 0.7637, loss_cls: 2.0180, loss: 2.0180, grad_norm: 2.6119 2021-06-13 15:14:20,673 - mmaction - INFO - Epoch [26][600/940] lr: 4.000e-02, eta: 1 day, 8:58:01, time: 1.246, data_time: 0.008, memory: 7080, top1_acc: 0.5260, top5_acc: 0.7668, loss_cls: 2.0064, loss: 2.0064, grad_norm: 2.5912 2021-06-13 15:14:44,705 - mmaction - INFO - Epoch [26][620/940] lr: 4.000e-02, eta: 1 day, 8:56:58, time: 1.195, data_time: 0.002, memory: 7080, top1_acc: 0.5236, top5_acc: 0.7574, loss_cls: 2.0625, loss: 2.0625, grad_norm: 2.6434 2021-06-13 15:15:09,563 - mmaction - INFO - Epoch [26][640/940] lr: 4.000e-02, eta: 1 day, 8:55:58, time: 1.250, data_time: 0.009, memory: 7080, top1_acc: 0.5363, top5_acc: 0.7584, loss_cls: 2.0300, loss: 2.0300, grad_norm: 2.5873 2021-06-13 15:15:34,958 - mmaction - INFO - Epoch [26][660/940] lr: 4.000e-02, eta: 1 day, 8:54:59, time: 1.269, data_time: 0.002, memory: 7080, top1_acc: 0.5250, top5_acc: 0.7627, loss_cls: 2.0368, loss: 2.0368, grad_norm: 2.7146 2021-06-13 15:15:58,837 - mmaction - INFO - Epoch [26][680/940] lr: 4.000e-02, eta: 1 day, 8:53:56, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.5320, top5_acc: 0.7551, loss_cls: 2.0336, loss: 2.0336, grad_norm: 2.6028 2021-06-13 15:16:22,942 - mmaction - INFO - Epoch [26][700/940] lr: 4.000e-02, eta: 1 day, 8:52:54, time: 1.207, data_time: 0.004, memory: 7080, top1_acc: 0.5217, top5_acc: 0.7594, loss_cls: 2.0499, loss: 2.0499, grad_norm: 2.5938 2021-06-13 15:16:47,965 - mmaction - INFO - Epoch [26][720/940] lr: 4.000e-02, eta: 1 day, 8:51:55, time: 1.251, data_time: 0.005, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7596, loss_cls: 2.0258, loss: 2.0258, grad_norm: 2.6189 2021-06-13 15:17:12,263 - mmaction - INFO - Epoch [26][740/940] lr: 4.000e-02, eta: 1 day, 8:50:53, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.5281, top5_acc: 0.7676, loss_cls: 2.0126, loss: 2.0126, grad_norm: 2.6130 2021-06-13 15:17:36,186 - mmaction - INFO - Epoch [26][760/940] lr: 4.000e-02, eta: 1 day, 8:49:50, time: 1.198, data_time: 0.005, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7529, loss_cls: 2.0468, loss: 2.0468, grad_norm: 2.6140 2021-06-13 15:18:00,534 - mmaction - INFO - Epoch [26][780/940] lr: 4.000e-02, eta: 1 day, 8:48:49, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.5207, top5_acc: 0.7604, loss_cls: 2.0551, loss: 2.0551, grad_norm: 2.6376 2021-06-13 15:18:24,809 - mmaction - INFO - Epoch [26][800/940] lr: 4.000e-02, eta: 1 day, 8:47:48, time: 1.216, data_time: 0.005, memory: 7080, top1_acc: 0.5256, top5_acc: 0.7590, loss_cls: 2.0292, loss: 2.0292, grad_norm: 2.6139 2021-06-13 15:18:48,143 - mmaction - INFO - Epoch [26][820/940] lr: 4.000e-02, eta: 1 day, 8:46:43, time: 1.166, data_time: 0.003, memory: 7080, top1_acc: 0.5312, top5_acc: 0.7648, loss_cls: 2.0214, loss: 2.0214, grad_norm: 2.6130 2021-06-13 15:19:12,968 - mmaction - INFO - Epoch [26][840/940] lr: 4.000e-02, eta: 1 day, 8:45:44, time: 1.242, data_time: 0.003, memory: 7080, top1_acc: 0.5395, top5_acc: 0.7693, loss_cls: 1.9856, loss: 1.9856, grad_norm: 2.6201 2021-06-13 15:19:36,573 - mmaction - INFO - Epoch [26][860/940] lr: 4.000e-02, eta: 1 day, 8:44:40, time: 1.179, data_time: 0.001, memory: 7080, top1_acc: 0.5340, top5_acc: 0.7646, loss_cls: 2.0052, loss: 2.0052, grad_norm: 2.6074 2021-06-13 15:20:01,186 - mmaction - INFO - Epoch [26][880/940] lr: 4.000e-02, eta: 1 day, 8:43:40, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7719, loss_cls: 1.9810, loss: 1.9810, grad_norm: 2.6555 2021-06-13 15:20:26,027 - mmaction - INFO - Epoch [26][900/940] lr: 4.000e-02, eta: 1 day, 8:42:41, time: 1.243, data_time: 0.003, memory: 7080, top1_acc: 0.5408, top5_acc: 0.7703, loss_cls: 1.9722, loss: 1.9722, grad_norm: 2.6002 2021-06-13 15:20:49,544 - mmaction - INFO - Epoch [26][920/940] lr: 4.000e-02, eta: 1 day, 8:41:37, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.5334, top5_acc: 0.7607, loss_cls: 2.0301, loss: 2.0301, grad_norm: 2.6466 2021-06-13 15:21:10,874 - mmaction - INFO - Epoch [26][940/940] lr: 4.000e-02, eta: 1 day, 8:40:28, time: 1.068, data_time: 0.003, memory: 7080, top1_acc: 0.5290, top5_acc: 0.7601, loss_cls: 2.0441, loss: 2.0441, grad_norm: 2.6374 2021-06-13 15:21:16,023 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-06-13 15:29:03,913 - mmaction - INFO - Epoch [27][20/940] lr: 4.000e-02, eta: 1 day, 9:00:26, time: 23.346, data_time: 21.307, memory: 7080, top1_acc: 0.5445, top5_acc: 0.7814, loss_cls: 1.9315, loss: 1.9315, grad_norm: 2.6151 2021-06-13 15:29:28,620 - mmaction - INFO - Epoch [27][40/940] lr: 4.000e-02, eta: 1 day, 8:59:24, time: 1.233, data_time: 0.007, memory: 7080, top1_acc: 0.5350, top5_acc: 0.7664, loss_cls: 1.9973, loss: 1.9973, grad_norm: 2.6711 2021-06-13 15:29:52,198 - mmaction - INFO - Epoch [27][60/940] lr: 4.000e-02, eta: 1 day, 8:58:20, time: 1.177, data_time: 0.046, memory: 7080, top1_acc: 0.5307, top5_acc: 0.7629, loss_cls: 2.0307, loss: 2.0307, grad_norm: 2.6860 2021-06-13 15:30:16,996 - mmaction - INFO - Epoch [27][80/940] lr: 4.000e-02, eta: 1 day, 8:57:20, time: 1.243, data_time: 0.036, memory: 7080, top1_acc: 0.5494, top5_acc: 0.7723, loss_cls: 1.9521, loss: 1.9521, grad_norm: 2.5886 2021-06-13 15:30:41,070 - mmaction - INFO - Epoch [27][100/940] lr: 4.000e-02, eta: 1 day, 8:56:17, time: 1.205, data_time: 0.081, memory: 7080, top1_acc: 0.5320, top5_acc: 0.7678, loss_cls: 2.0080, loss: 2.0080, grad_norm: 2.6159 2021-06-13 15:31:06,114 - mmaction - INFO - Epoch [27][120/940] lr: 4.000e-02, eta: 1 day, 8:55:17, time: 1.249, data_time: 0.010, memory: 7080, top1_acc: 0.5283, top5_acc: 0.7748, loss_cls: 1.9796, loss: 1.9796, grad_norm: 2.6480 2021-06-13 15:31:30,625 - mmaction - INFO - Epoch [27][140/940] lr: 4.000e-02, eta: 1 day, 8:54:16, time: 1.228, data_time: 0.009, memory: 7080, top1_acc: 0.5398, top5_acc: 0.7719, loss_cls: 1.9587, loss: 1.9587, grad_norm: 2.6211 2021-06-13 15:31:54,035 - mmaction - INFO - Epoch [27][160/940] lr: 4.000e-02, eta: 1 day, 8:53:11, time: 1.169, data_time: 0.003, memory: 7080, top1_acc: 0.5361, top5_acc: 0.7668, loss_cls: 1.9761, loss: 1.9761, grad_norm: 2.6753 2021-06-13 15:32:18,824 - mmaction - INFO - Epoch [27][180/940] lr: 4.000e-02, eta: 1 day, 8:52:11, time: 1.236, data_time: 0.102, memory: 7080, top1_acc: 0.5264, top5_acc: 0.7590, loss_cls: 2.0137, loss: 2.0137, grad_norm: 2.6044 2021-06-13 15:32:44,126 - mmaction - INFO - Epoch [27][200/940] lr: 4.000e-02, eta: 1 day, 8:51:12, time: 1.272, data_time: 0.208, memory: 7080, top1_acc: 0.5365, top5_acc: 0.7691, loss_cls: 1.9668, loss: 1.9668, grad_norm: 2.5969 2021-06-13 15:33:07,789 - mmaction - INFO - Epoch [27][220/940] lr: 4.000e-02, eta: 1 day, 8:50:08, time: 1.176, data_time: 0.001, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7619, loss_cls: 2.0163, loss: 2.0163, grad_norm: 2.6540 2021-06-13 15:33:32,291 - mmaction - INFO - Epoch [27][240/940] lr: 4.000e-02, eta: 1 day, 8:49:08, time: 1.231, data_time: 0.010, memory: 7080, top1_acc: 0.5428, top5_acc: 0.7754, loss_cls: 1.9613, loss: 1.9613, grad_norm: 2.6190 2021-06-13 15:33:56,447 - mmaction - INFO - Epoch [27][260/940] lr: 4.000e-02, eta: 1 day, 8:48:06, time: 1.208, data_time: 0.002, memory: 7080, top1_acc: 0.5471, top5_acc: 0.7775, loss_cls: 1.9396, loss: 1.9396, grad_norm: 2.6083 2021-06-13 15:34:21,399 - mmaction - INFO - Epoch [27][280/940] lr: 4.000e-02, eta: 1 day, 8:47:06, time: 1.246, data_time: 0.002, memory: 7080, top1_acc: 0.5240, top5_acc: 0.7705, loss_cls: 2.0175, loss: 2.0175, grad_norm: 2.7142 2021-06-13 15:34:45,487 - mmaction - INFO - Epoch [27][300/940] lr: 4.000e-02, eta: 1 day, 8:46:04, time: 1.204, data_time: 0.003, memory: 7080, top1_acc: 0.5398, top5_acc: 0.7609, loss_cls: 1.9843, loss: 1.9843, grad_norm: 2.5931 2021-06-13 15:35:09,943 - mmaction - INFO - Epoch [27][320/940] lr: 4.000e-02, eta: 1 day, 8:45:03, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.5271, top5_acc: 0.7699, loss_cls: 2.0049, loss: 2.0049, grad_norm: 2.6786 2021-06-13 15:35:34,563 - mmaction - INFO - Epoch [27][340/940] lr: 4.000e-02, eta: 1 day, 8:44:03, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.5375, top5_acc: 0.7664, loss_cls: 1.9760, loss: 1.9760, grad_norm: 2.5986 2021-06-13 15:35:59,140 - mmaction - INFO - Epoch [27][360/940] lr: 4.000e-02, eta: 1 day, 8:43:02, time: 1.230, data_time: 0.005, memory: 7080, top1_acc: 0.5271, top5_acc: 0.7664, loss_cls: 1.9902, loss: 1.9902, grad_norm: 2.6101 2021-06-13 15:36:24,615 - mmaction - INFO - Epoch [27][380/940] lr: 4.000e-02, eta: 1 day, 8:42:04, time: 1.276, data_time: 0.004, memory: 7080, top1_acc: 0.5383, top5_acc: 0.7631, loss_cls: 2.0145, loss: 2.0145, grad_norm: 2.6734 2021-06-13 15:36:48,356 - mmaction - INFO - Epoch [27][400/940] lr: 4.000e-02, eta: 1 day, 8:41:02, time: 1.186, data_time: 0.002, memory: 7080, top1_acc: 0.5330, top5_acc: 0.7730, loss_cls: 1.9776, loss: 1.9776, grad_norm: 2.6706 2021-06-13 15:37:13,387 - mmaction - INFO - Epoch [27][420/940] lr: 4.000e-02, eta: 1 day, 8:40:03, time: 1.253, data_time: 0.003, memory: 7080, top1_acc: 0.5295, top5_acc: 0.7693, loss_cls: 2.0164, loss: 2.0164, grad_norm: 2.7156 2021-06-13 15:37:37,020 - mmaction - INFO - Epoch [27][440/940] lr: 4.000e-02, eta: 1 day, 8:38:59, time: 1.177, data_time: 0.001, memory: 7080, top1_acc: 0.5322, top5_acc: 0.7643, loss_cls: 2.0163, loss: 2.0163, grad_norm: 2.6383 2021-06-13 15:38:01,437 - mmaction - INFO - Epoch [27][460/940] lr: 4.000e-02, eta: 1 day, 8:37:59, time: 1.222, data_time: 0.006, memory: 7080, top1_acc: 0.5371, top5_acc: 0.7740, loss_cls: 1.9804, loss: 1.9804, grad_norm: 2.6299 2021-06-13 15:38:25,679 - mmaction - INFO - Epoch [27][480/940] lr: 4.000e-02, eta: 1 day, 8:36:58, time: 1.214, data_time: 0.008, memory: 7080, top1_acc: 0.5408, top5_acc: 0.7721, loss_cls: 1.9654, loss: 1.9654, grad_norm: 2.6637 2021-06-13 15:38:50,127 - mmaction - INFO - Epoch [27][500/940] lr: 4.000e-02, eta: 1 day, 8:35:58, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.5383, top5_acc: 0.7635, loss_cls: 1.9617, loss: 1.9617, grad_norm: 2.6056 2021-06-13 15:39:14,387 - mmaction - INFO - Epoch [27][520/940] lr: 4.000e-02, eta: 1 day, 8:34:57, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.5332, top5_acc: 0.7680, loss_cls: 1.9946, loss: 1.9946, grad_norm: 2.6980 2021-06-13 15:39:38,251 - mmaction - INFO - Epoch [27][540/940] lr: 4.000e-02, eta: 1 day, 8:33:55, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.5461, top5_acc: 0.7738, loss_cls: 1.9621, loss: 1.9621, grad_norm: 2.6155 2021-06-13 15:40:02,850 - mmaction - INFO - Epoch [27][560/940] lr: 4.000e-02, eta: 1 day, 8:32:55, time: 1.229, data_time: 0.004, memory: 7080, top1_acc: 0.5416, top5_acc: 0.7576, loss_cls: 2.0165, loss: 2.0165, grad_norm: 2.7014 2021-06-13 15:40:27,250 - mmaction - INFO - Epoch [27][580/940] lr: 4.000e-02, eta: 1 day, 8:31:54, time: 1.215, data_time: 0.005, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7604, loss_cls: 2.0364, loss: 2.0364, grad_norm: 2.6115 2021-06-13 15:40:52,059 - mmaction - INFO - Epoch [27][600/940] lr: 4.000e-02, eta: 1 day, 8:30:55, time: 1.247, data_time: 0.010, memory: 7080, top1_acc: 0.5311, top5_acc: 0.7623, loss_cls: 2.0129, loss: 2.0129, grad_norm: 2.6427 2021-06-13 15:41:16,265 - mmaction - INFO - Epoch [27][620/940] lr: 4.000e-02, eta: 1 day, 8:29:55, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.5281, top5_acc: 0.7584, loss_cls: 2.0092, loss: 2.0092, grad_norm: 2.6500 2021-06-13 15:41:40,930 - mmaction - INFO - Epoch [27][640/940] lr: 4.000e-02, eta: 1 day, 8:28:55, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.5402, top5_acc: 0.7648, loss_cls: 1.9909, loss: 1.9909, grad_norm: 2.6006 2021-06-13 15:42:04,958 - mmaction - INFO - Epoch [27][660/940] lr: 4.000e-02, eta: 1 day, 8:27:54, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.5232, top5_acc: 0.7621, loss_cls: 2.0426, loss: 2.0426, grad_norm: 2.6170 2021-06-13 15:42:29,410 - mmaction - INFO - Epoch [27][680/940] lr: 4.000e-02, eta: 1 day, 8:26:54, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.5285, top5_acc: 0.7711, loss_cls: 2.0246, loss: 2.0246, grad_norm: 2.6584 2021-06-13 15:42:53,909 - mmaction - INFO - Epoch [27][700/940] lr: 4.000e-02, eta: 1 day, 8:25:54, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.5295, top5_acc: 0.7648, loss_cls: 1.9915, loss: 1.9915, grad_norm: 2.6612 2021-06-13 15:43:18,627 - mmaction - INFO - Epoch [27][720/940] lr: 4.000e-02, eta: 1 day, 8:24:55, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.5250, top5_acc: 0.7623, loss_cls: 2.0374, loss: 2.0374, grad_norm: 2.6462 2021-06-13 15:43:43,034 - mmaction - INFO - Epoch [27][740/940] lr: 4.000e-02, eta: 1 day, 8:23:55, time: 1.218, data_time: 0.002, memory: 7080, top1_acc: 0.5379, top5_acc: 0.7645, loss_cls: 2.0209, loss: 2.0209, grad_norm: 2.6332 2021-06-13 15:44:07,601 - mmaction - INFO - Epoch [27][760/940] lr: 4.000e-02, eta: 1 day, 8:22:56, time: 1.232, data_time: 0.005, memory: 7080, top1_acc: 0.5344, top5_acc: 0.7650, loss_cls: 1.9947, loss: 1.9947, grad_norm: 2.6409 2021-06-13 15:44:32,253 - mmaction - INFO - Epoch [27][780/940] lr: 4.000e-02, eta: 1 day, 8:21:57, time: 1.226, data_time: 0.001, memory: 7080, top1_acc: 0.5305, top5_acc: 0.7621, loss_cls: 2.0209, loss: 2.0209, grad_norm: 2.6836 2021-06-13 15:44:56,420 - mmaction - INFO - Epoch [27][800/940] lr: 4.000e-02, eta: 1 day, 8:20:57, time: 1.212, data_time: 0.009, memory: 7080, top1_acc: 0.5266, top5_acc: 0.7557, loss_cls: 2.0286, loss: 2.0286, grad_norm: 2.6813 2021-06-13 15:45:20,395 - mmaction - INFO - Epoch [27][820/940] lr: 4.000e-02, eta: 1 day, 8:19:56, time: 1.201, data_time: 0.005, memory: 7080, top1_acc: 0.5328, top5_acc: 0.7738, loss_cls: 2.0103, loss: 2.0103, grad_norm: 2.6152 2021-06-13 15:45:44,635 - mmaction - INFO - Epoch [27][840/940] lr: 4.000e-02, eta: 1 day, 8:18:56, time: 1.209, data_time: 0.004, memory: 7080, top1_acc: 0.5307, top5_acc: 0.7641, loss_cls: 2.0214, loss: 2.0214, grad_norm: 2.6467 2021-06-13 15:46:09,384 - mmaction - INFO - Epoch [27][860/940] lr: 4.000e-02, eta: 1 day, 8:17:57, time: 1.237, data_time: 0.005, memory: 7080, top1_acc: 0.5199, top5_acc: 0.7545, loss_cls: 2.0614, loss: 2.0614, grad_norm: 2.5893 2021-06-13 15:46:32,901 - mmaction - INFO - Epoch [27][880/940] lr: 4.000e-02, eta: 1 day, 8:16:55, time: 1.177, data_time: 0.006, memory: 7080, top1_acc: 0.5303, top5_acc: 0.7725, loss_cls: 1.9801, loss: 1.9801, grad_norm: 2.6021 2021-06-13 15:46:58,231 - mmaction - INFO - Epoch [27][900/940] lr: 4.000e-02, eta: 1 day, 8:15:58, time: 1.267, data_time: 0.004, memory: 7080, top1_acc: 0.5270, top5_acc: 0.7611, loss_cls: 2.0505, loss: 2.0505, grad_norm: 2.6678 2021-06-13 15:47:21,678 - mmaction - INFO - Epoch [27][920/940] lr: 4.000e-02, eta: 1 day, 8:14:57, time: 1.173, data_time: 0.004, memory: 7080, top1_acc: 0.5342, top5_acc: 0.7652, loss_cls: 2.0147, loss: 2.0147, grad_norm: 2.5809 2021-06-13 15:47:42,812 - mmaction - INFO - Epoch [27][940/940] lr: 4.000e-02, eta: 1 day, 8:13:48, time: 1.059, data_time: 0.006, memory: 7080, top1_acc: 0.5394, top5_acc: 0.7664, loss_cls: 1.9837, loss: 1.9837, grad_norm: 2.6365 2021-06-13 15:47:48,044 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-06-13 15:55:32,826 - mmaction - INFO - Epoch [28][20/940] lr: 4.000e-02, eta: 1 day, 8:32:36, time: 23.186, data_time: 21.809, memory: 7080, top1_acc: 0.5318, top5_acc: 0.7611, loss_cls: 2.0176, loss: 2.0176, grad_norm: 2.7051 2021-06-13 15:55:58,541 - mmaction - INFO - Epoch [28][40/940] lr: 4.000e-02, eta: 1 day, 8:31:39, time: 1.292, data_time: 0.010, memory: 7080, top1_acc: 0.5428, top5_acc: 0.7684, loss_cls: 1.9596, loss: 1.9596, grad_norm: 2.6289 2021-06-13 15:56:22,615 - mmaction - INFO - Epoch [28][60/940] lr: 4.000e-02, eta: 1 day, 8:30:38, time: 1.204, data_time: 0.002, memory: 7080, top1_acc: 0.5203, top5_acc: 0.7578, loss_cls: 2.0340, loss: 2.0340, grad_norm: 2.6583 2021-06-13 15:56:47,365 - mmaction - INFO - Epoch [28][80/940] lr: 4.000e-02, eta: 1 day, 8:29:38, time: 1.236, data_time: 0.002, memory: 7080, top1_acc: 0.5316, top5_acc: 0.7764, loss_cls: 1.9864, loss: 1.9864, grad_norm: 2.6712 2021-06-13 15:57:10,926 - mmaction - INFO - Epoch [28][100/940] lr: 4.000e-02, eta: 1 day, 8:28:36, time: 1.177, data_time: 0.003, memory: 7080, top1_acc: 0.5352, top5_acc: 0.7668, loss_cls: 1.9951, loss: 1.9951, grad_norm: 2.6191 2021-06-13 15:57:35,237 - mmaction - INFO - Epoch [28][120/940] lr: 4.000e-02, eta: 1 day, 8:27:35, time: 1.217, data_time: 0.005, memory: 7080, top1_acc: 0.5348, top5_acc: 0.7723, loss_cls: 1.9416, loss: 1.9416, grad_norm: 2.6328 2021-06-13 15:58:00,327 - mmaction - INFO - Epoch [28][140/940] lr: 4.000e-02, eta: 1 day, 8:26:37, time: 1.255, data_time: 0.003, memory: 7080, top1_acc: 0.5445, top5_acc: 0.7768, loss_cls: 1.9349, loss: 1.9349, grad_norm: 2.5828 2021-06-13 15:58:23,093 - mmaction - INFO - Epoch [28][160/940] lr: 4.000e-02, eta: 1 day, 8:25:32, time: 1.135, data_time: 0.012, memory: 7080, top1_acc: 0.5395, top5_acc: 0.7756, loss_cls: 1.9688, loss: 1.9688, grad_norm: 2.6506 2021-06-13 15:58:48,338 - mmaction - INFO - Epoch [28][180/940] lr: 4.000e-02, eta: 1 day, 8:24:35, time: 1.266, data_time: 0.092, memory: 7080, top1_acc: 0.5408, top5_acc: 0.7783, loss_cls: 1.9664, loss: 1.9664, grad_norm: 2.6232 2021-06-13 15:59:12,783 - mmaction - INFO - Epoch [28][200/940] lr: 4.000e-02, eta: 1 day, 8:23:35, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.5324, top5_acc: 0.7611, loss_cls: 2.0242, loss: 2.0242, grad_norm: 2.6175 2021-06-13 15:59:37,200 - mmaction - INFO - Epoch [28][220/940] lr: 4.000e-02, eta: 1 day, 8:22:35, time: 1.220, data_time: 0.001, memory: 7080, top1_acc: 0.5369, top5_acc: 0.7590, loss_cls: 2.0115, loss: 2.0115, grad_norm: 2.6594 2021-06-13 16:00:01,086 - mmaction - INFO - Epoch [28][240/940] lr: 4.000e-02, eta: 1 day, 8:21:33, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.5510, top5_acc: 0.7779, loss_cls: 1.9413, loss: 1.9413, grad_norm: 2.7128 2021-06-13 16:00:25,247 - mmaction - INFO - Epoch [28][260/940] lr: 4.000e-02, eta: 1 day, 8:20:33, time: 1.214, data_time: 0.008, memory: 7080, top1_acc: 0.5270, top5_acc: 0.7564, loss_cls: 2.0584, loss: 2.0584, grad_norm: 2.7287 2021-06-13 16:00:50,146 - mmaction - INFO - Epoch [28][280/940] lr: 4.000e-02, eta: 1 day, 8:19:34, time: 1.244, data_time: 0.007, memory: 7080, top1_acc: 0.5453, top5_acc: 0.7754, loss_cls: 1.9555, loss: 1.9555, grad_norm: 2.6774 2021-06-13 16:01:14,163 - mmaction - INFO - Epoch [28][300/940] lr: 4.000e-02, eta: 1 day, 8:18:34, time: 1.203, data_time: 0.004, memory: 7080, top1_acc: 0.5369, top5_acc: 0.7646, loss_cls: 1.9837, loss: 1.9837, grad_norm: 2.6478 2021-06-13 16:01:39,370 - mmaction - INFO - Epoch [28][320/940] lr: 4.000e-02, eta: 1 day, 8:17:36, time: 1.260, data_time: 0.002, memory: 7080, top1_acc: 0.5428, top5_acc: 0.7848, loss_cls: 1.9285, loss: 1.9285, grad_norm: 2.6837 2021-06-13 16:02:02,821 - mmaction - INFO - Epoch [28][340/940] lr: 4.000e-02, eta: 1 day, 8:16:34, time: 1.172, data_time: 0.002, memory: 7080, top1_acc: 0.5236, top5_acc: 0.7666, loss_cls: 2.0167, loss: 2.0167, grad_norm: 2.6879 2021-06-13 16:02:27,455 - mmaction - INFO - Epoch [28][360/940] lr: 4.000e-02, eta: 1 day, 8:15:35, time: 1.231, data_time: 0.002, memory: 7080, top1_acc: 0.5410, top5_acc: 0.7701, loss_cls: 1.9627, loss: 1.9627, grad_norm: 2.6571 2021-06-13 16:02:51,110 - mmaction - INFO - Epoch [28][380/940] lr: 4.000e-02, eta: 1 day, 8:14:34, time: 1.184, data_time: 0.003, memory: 7080, top1_acc: 0.5371, top5_acc: 0.7711, loss_cls: 1.9913, loss: 1.9913, grad_norm: 2.6568 2021-06-13 16:03:16,015 - mmaction - INFO - Epoch [28][400/940] lr: 4.000e-02, eta: 1 day, 8:13:35, time: 1.242, data_time: 0.034, memory: 7080, top1_acc: 0.5441, top5_acc: 0.7717, loss_cls: 1.9673, loss: 1.9673, grad_norm: 2.6381 2021-06-13 16:03:39,959 - mmaction - INFO - Epoch [28][420/940] lr: 4.000e-02, eta: 1 day, 8:12:35, time: 1.201, data_time: 0.005, memory: 7080, top1_acc: 0.5451, top5_acc: 0.7664, loss_cls: 1.9707, loss: 1.9707, grad_norm: 2.7495 2021-06-13 16:04:04,703 - mmaction - INFO - Epoch [28][440/940] lr: 4.000e-02, eta: 1 day, 8:11:36, time: 1.237, data_time: 0.002, memory: 7080, top1_acc: 0.5414, top5_acc: 0.7682, loss_cls: 1.9629, loss: 1.9629, grad_norm: 2.6005 2021-06-13 16:04:29,293 - mmaction - INFO - Epoch [28][460/940] lr: 4.000e-02, eta: 1 day, 8:10:38, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.5324, top5_acc: 0.7631, loss_cls: 2.0023, loss: 2.0023, grad_norm: 2.6320 2021-06-13 16:04:54,232 - mmaction - INFO - Epoch [28][480/940] lr: 4.000e-02, eta: 1 day, 8:09:40, time: 1.248, data_time: 0.005, memory: 7080, top1_acc: 0.5455, top5_acc: 0.7732, loss_cls: 1.9655, loss: 1.9655, grad_norm: 2.5926 2021-06-13 16:05:18,723 - mmaction - INFO - Epoch [28][500/940] lr: 4.000e-02, eta: 1 day, 8:08:41, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.5336, top5_acc: 0.7705, loss_cls: 1.9798, loss: 1.9798, grad_norm: 2.6347 2021-06-13 16:05:42,796 - mmaction - INFO - Epoch [28][520/940] lr: 4.000e-02, eta: 1 day, 8:07:41, time: 1.202, data_time: 0.004, memory: 7080, top1_acc: 0.5242, top5_acc: 0.7564, loss_cls: 2.0068, loss: 2.0068, grad_norm: 2.6510 2021-06-13 16:06:07,028 - mmaction - INFO - Epoch [28][540/940] lr: 4.000e-02, eta: 1 day, 8:06:41, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.5250, top5_acc: 0.7586, loss_cls: 2.0434, loss: 2.0434, grad_norm: 2.6144 2021-06-13 16:06:31,840 - mmaction - INFO - Epoch [28][560/940] lr: 4.000e-02, eta: 1 day, 8:05:43, time: 1.239, data_time: 0.003, memory: 7080, top1_acc: 0.5334, top5_acc: 0.7656, loss_cls: 1.9972, loss: 1.9972, grad_norm: 2.6868 2021-06-13 16:06:56,746 - mmaction - INFO - Epoch [28][580/940] lr: 4.000e-02, eta: 1 day, 8:04:46, time: 1.248, data_time: 0.004, memory: 7080, top1_acc: 0.5262, top5_acc: 0.7600, loss_cls: 2.0214, loss: 2.0214, grad_norm: 2.6525 2021-06-13 16:07:21,042 - mmaction - INFO - Epoch [28][600/940] lr: 4.000e-02, eta: 1 day, 8:03:46, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.5215, top5_acc: 0.7611, loss_cls: 2.0425, loss: 2.0425, grad_norm: 2.6922 2021-06-13 16:07:45,401 - mmaction - INFO - Epoch [28][620/940] lr: 4.000e-02, eta: 1 day, 8:02:47, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.5312, top5_acc: 0.7576, loss_cls: 2.0138, loss: 2.0138, grad_norm: 2.6460 2021-06-13 16:08:09,932 - mmaction - INFO - Epoch [28][640/940] lr: 4.000e-02, eta: 1 day, 8:01:49, time: 1.227, data_time: 0.006, memory: 7080, top1_acc: 0.5262, top5_acc: 0.7676, loss_cls: 2.0137, loss: 2.0137, grad_norm: 2.6514 2021-06-13 16:08:34,637 - mmaction - INFO - Epoch [28][660/940] lr: 4.000e-02, eta: 1 day, 8:00:51, time: 1.238, data_time: 0.006, memory: 7080, top1_acc: 0.5244, top5_acc: 0.7555, loss_cls: 2.0607, loss: 2.0607, grad_norm: 2.6515 2021-06-13 16:08:58,431 - mmaction - INFO - Epoch [28][680/940] lr: 4.000e-02, eta: 1 day, 7:59:51, time: 1.191, data_time: 0.003, memory: 7080, top1_acc: 0.5264, top5_acc: 0.7609, loss_cls: 2.0400, loss: 2.0400, grad_norm: 2.6944 2021-06-13 16:09:22,481 - mmaction - INFO - Epoch [28][700/940] lr: 4.000e-02, eta: 1 day, 7:58:51, time: 1.201, data_time: 0.001, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7705, loss_cls: 1.9754, loss: 1.9754, grad_norm: 2.6135 2021-06-13 16:09:47,402 - mmaction - INFO - Epoch [28][720/940] lr: 4.000e-02, eta: 1 day, 7:57:54, time: 1.245, data_time: 0.007, memory: 7080, top1_acc: 0.5176, top5_acc: 0.7631, loss_cls: 2.0269, loss: 2.0269, grad_norm: 2.7335 2021-06-13 16:10:10,956 - mmaction - INFO - Epoch [28][740/940] lr: 4.000e-02, eta: 1 day, 7:56:53, time: 1.180, data_time: 0.005, memory: 7080, top1_acc: 0.5248, top5_acc: 0.7639, loss_cls: 2.0335, loss: 2.0335, grad_norm: 2.6812 2021-06-13 16:10:36,491 - mmaction - INFO - Epoch [28][760/940] lr: 4.000e-02, eta: 1 day, 7:55:57, time: 1.275, data_time: 0.003, memory: 7080, top1_acc: 0.5264, top5_acc: 0.7654, loss_cls: 2.0110, loss: 2.0110, grad_norm: 2.6663 2021-06-13 16:11:00,576 - mmaction - INFO - Epoch [28][780/940] lr: 4.000e-02, eta: 1 day, 7:54:58, time: 1.205, data_time: 0.004, memory: 7080, top1_acc: 0.5234, top5_acc: 0.7592, loss_cls: 2.0662, loss: 2.0662, grad_norm: 2.5907 2021-06-13 16:11:24,621 - mmaction - INFO - Epoch [28][800/940] lr: 4.000e-02, eta: 1 day, 7:53:59, time: 1.202, data_time: 0.004, memory: 7080, top1_acc: 0.5346, top5_acc: 0.7684, loss_cls: 1.9838, loss: 1.9838, grad_norm: 2.5620 2021-06-13 16:11:48,399 - mmaction - INFO - Epoch [28][820/940] lr: 4.000e-02, eta: 1 day, 7:52:59, time: 1.189, data_time: 0.004, memory: 7080, top1_acc: 0.5285, top5_acc: 0.7621, loss_cls: 2.0192, loss: 2.0192, grad_norm: 2.5525 2021-06-13 16:12:12,569 - mmaction - INFO - Epoch [28][840/940] lr: 4.000e-02, eta: 1 day, 7:52:00, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.5324, top5_acc: 0.7662, loss_cls: 2.0069, loss: 2.0069, grad_norm: 2.6477 2021-06-13 16:12:37,914 - mmaction - INFO - Epoch [28][860/940] lr: 4.000e-02, eta: 1 day, 7:51:04, time: 1.267, data_time: 0.002, memory: 7080, top1_acc: 0.5344, top5_acc: 0.7723, loss_cls: 1.9956, loss: 1.9956, grad_norm: 2.6336 2021-06-13 16:13:01,170 - mmaction - INFO - Epoch [28][880/940] lr: 4.000e-02, eta: 1 day, 7:50:03, time: 1.160, data_time: 0.003, memory: 7080, top1_acc: 0.5289, top5_acc: 0.7617, loss_cls: 2.0302, loss: 2.0302, grad_norm: 2.5912 2021-06-13 16:13:25,841 - mmaction - INFO - Epoch [28][900/940] lr: 4.000e-02, eta: 1 day, 7:49:05, time: 1.234, data_time: 0.005, memory: 7080, top1_acc: 0.5262, top5_acc: 0.7656, loss_cls: 2.0123, loss: 2.0123, grad_norm: 2.6845 2021-06-13 16:13:51,125 - mmaction - INFO - Epoch [28][920/940] lr: 4.000e-02, eta: 1 day, 7:48:10, time: 1.265, data_time: 0.005, memory: 7080, top1_acc: 0.5338, top5_acc: 0.7711, loss_cls: 1.9957, loss: 1.9957, grad_norm: 2.6729 2021-06-13 16:14:11,625 - mmaction - INFO - Epoch [28][940/940] lr: 4.000e-02, eta: 1 day, 7:47:02, time: 1.027, data_time: 0.004, memory: 7080, top1_acc: 0.5306, top5_acc: 0.7752, loss_cls: 1.9877, loss: 1.9877, grad_norm: 2.7267 2021-06-13 16:14:16,726 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-06-13 16:21:55,846 - mmaction - INFO - Epoch [29][20/940] lr: 4.000e-02, eta: 1 day, 8:04:38, time: 22.904, data_time: 21.441, memory: 7080, top1_acc: 0.5541, top5_acc: 0.7916, loss_cls: 1.8674, loss: 1.8674, grad_norm: 2.6230 2021-06-13 16:22:19,648 - mmaction - INFO - Epoch [29][40/940] lr: 4.000e-02, eta: 1 day, 8:03:37, time: 1.193, data_time: 0.008, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7721, loss_cls: 1.9572, loss: 1.9572, grad_norm: 2.6315 2021-06-13 16:22:44,279 - mmaction - INFO - Epoch [29][60/940] lr: 4.000e-02, eta: 1 day, 8:02:39, time: 1.233, data_time: 0.004, memory: 7080, top1_acc: 0.5484, top5_acc: 0.7750, loss_cls: 1.9307, loss: 1.9307, grad_norm: 2.6414 2021-06-13 16:23:07,923 - mmaction - INFO - Epoch [29][80/940] lr: 4.000e-02, eta: 1 day, 8:01:38, time: 1.182, data_time: 0.003, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7812, loss_cls: 1.9678, loss: 1.9678, grad_norm: 2.7164 2021-06-13 16:23:32,531 - mmaction - INFO - Epoch [29][100/940] lr: 4.000e-02, eta: 1 day, 8:00:39, time: 1.230, data_time: 0.003, memory: 7080, top1_acc: 0.5488, top5_acc: 0.7756, loss_cls: 1.9403, loss: 1.9403, grad_norm: 2.6598 2021-06-13 16:23:55,877 - mmaction - INFO - Epoch [29][120/940] lr: 4.000e-02, eta: 1 day, 7:59:38, time: 1.168, data_time: 0.004, memory: 7080, top1_acc: 0.5586, top5_acc: 0.7715, loss_cls: 1.9332, loss: 1.9332, grad_norm: 2.5891 2021-06-13 16:24:20,819 - mmaction - INFO - Epoch [29][140/940] lr: 4.000e-02, eta: 1 day, 7:58:40, time: 1.248, data_time: 0.003, memory: 7080, top1_acc: 0.5281, top5_acc: 0.7570, loss_cls: 2.0273, loss: 2.0273, grad_norm: 2.6300 2021-06-13 16:24:44,526 - mmaction - INFO - Epoch [29][160/940] lr: 4.000e-02, eta: 1 day, 7:57:40, time: 1.186, data_time: 0.010, memory: 7080, top1_acc: 0.5324, top5_acc: 0.7635, loss_cls: 2.0056, loss: 2.0056, grad_norm: 2.6814 2021-06-13 16:25:09,052 - mmaction - INFO - Epoch [29][180/940] lr: 4.000e-02, eta: 1 day, 7:56:41, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.5311, top5_acc: 0.7705, loss_cls: 1.9999, loss: 1.9999, grad_norm: 2.6692 2021-06-13 16:25:33,359 - mmaction - INFO - Epoch [29][200/940] lr: 4.000e-02, eta: 1 day, 7:55:42, time: 1.217, data_time: 0.006, memory: 7080, top1_acc: 0.5361, top5_acc: 0.7646, loss_cls: 1.9882, loss: 1.9882, grad_norm: 2.6400 2021-06-13 16:25:57,555 - mmaction - INFO - Epoch [29][220/940] lr: 4.000e-02, eta: 1 day, 7:54:43, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.5383, top5_acc: 0.7721, loss_cls: 1.9711, loss: 1.9711, grad_norm: 2.6190 2021-06-13 16:26:21,229 - mmaction - INFO - Epoch [29][240/940] lr: 4.000e-02, eta: 1 day, 7:53:43, time: 1.183, data_time: 0.004, memory: 7080, top1_acc: 0.5404, top5_acc: 0.7703, loss_cls: 1.9660, loss: 1.9660, grad_norm: 2.6223 2021-06-13 16:26:46,137 - mmaction - INFO - Epoch [29][260/940] lr: 4.000e-02, eta: 1 day, 7:52:46, time: 1.245, data_time: 0.003, memory: 7080, top1_acc: 0.5293, top5_acc: 0.7646, loss_cls: 2.0306, loss: 2.0306, grad_norm: 2.6611 2021-06-13 16:27:10,576 - mmaction - INFO - Epoch [29][280/940] lr: 4.000e-02, eta: 1 day, 7:51:47, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.5248, top5_acc: 0.7607, loss_cls: 2.0098, loss: 2.0098, grad_norm: 2.6314 2021-06-13 16:27:34,934 - mmaction - INFO - Epoch [29][300/940] lr: 4.000e-02, eta: 1 day, 7:50:49, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.5303, top5_acc: 0.7541, loss_cls: 2.0192, loss: 2.0192, grad_norm: 2.5659 2021-06-13 16:27:59,443 - mmaction - INFO - Epoch [29][320/940] lr: 4.000e-02, eta: 1 day, 7:49:51, time: 1.228, data_time: 0.004, memory: 7080, top1_acc: 0.5340, top5_acc: 0.7713, loss_cls: 1.9842, loss: 1.9842, grad_norm: 2.6686 2021-06-13 16:28:24,340 - mmaction - INFO - Epoch [29][340/940] lr: 4.000e-02, eta: 1 day, 7:48:53, time: 1.245, data_time: 0.005, memory: 7080, top1_acc: 0.5414, top5_acc: 0.7789, loss_cls: 1.9467, loss: 1.9467, grad_norm: 2.6684 2021-06-13 16:28:49,407 - mmaction - INFO - Epoch [29][360/940] lr: 4.000e-02, eta: 1 day, 7:47:57, time: 1.250, data_time: 0.002, memory: 7080, top1_acc: 0.5291, top5_acc: 0.7623, loss_cls: 2.0302, loss: 2.0302, grad_norm: 2.6767 2021-06-13 16:29:13,092 - mmaction - INFO - Epoch [29][380/940] lr: 4.000e-02, eta: 1 day, 7:46:57, time: 1.186, data_time: 0.005, memory: 7080, top1_acc: 0.5305, top5_acc: 0.7639, loss_cls: 2.0153, loss: 2.0153, grad_norm: 2.6658 2021-06-13 16:29:37,506 - mmaction - INFO - Epoch [29][400/940] lr: 4.000e-02, eta: 1 day, 7:45:59, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.5414, top5_acc: 0.7770, loss_cls: 1.9694, loss: 1.9694, grad_norm: 2.6265 2021-06-13 16:30:02,880 - mmaction - INFO - Epoch [29][420/940] lr: 4.000e-02, eta: 1 day, 7:45:03, time: 1.270, data_time: 0.003, memory: 7080, top1_acc: 0.5248, top5_acc: 0.7598, loss_cls: 2.0167, loss: 2.0167, grad_norm: 2.6205 2021-06-13 16:30:27,104 - mmaction - INFO - Epoch [29][440/940] lr: 4.000e-02, eta: 1 day, 7:44:04, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.5408, top5_acc: 0.7711, loss_cls: 1.9661, loss: 1.9661, grad_norm: 2.6343 2021-06-13 16:30:52,497 - mmaction - INFO - Epoch [29][460/940] lr: 4.000e-02, eta: 1 day, 7:43:09, time: 1.269, data_time: 0.002, memory: 7080, top1_acc: 0.5395, top5_acc: 0.7746, loss_cls: 1.9703, loss: 1.9703, grad_norm: 2.6880 2021-06-13 16:31:16,320 - mmaction - INFO - Epoch [29][480/940] lr: 4.000e-02, eta: 1 day, 7:42:10, time: 1.193, data_time: 0.004, memory: 7080, top1_acc: 0.5303, top5_acc: 0.7600, loss_cls: 2.0262, loss: 2.0262, grad_norm: 2.6096 2021-06-13 16:31:41,247 - mmaction - INFO - Epoch [29][500/940] lr: 4.000e-02, eta: 1 day, 7:41:13, time: 1.247, data_time: 0.002, memory: 7080, top1_acc: 0.5498, top5_acc: 0.7748, loss_cls: 1.9594, loss: 1.9594, grad_norm: 2.6258 2021-06-13 16:32:05,712 - mmaction - INFO - Epoch [29][520/940] lr: 4.000e-02, eta: 1 day, 7:40:15, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.5324, top5_acc: 0.7621, loss_cls: 2.0153, loss: 2.0153, grad_norm: 2.6983 2021-06-13 16:32:30,487 - mmaction - INFO - Epoch [29][540/940] lr: 4.000e-02, eta: 1 day, 7:39:18, time: 1.239, data_time: 0.002, memory: 7080, top1_acc: 0.5354, top5_acc: 0.7660, loss_cls: 2.0101, loss: 2.0101, grad_norm: 2.6435 2021-06-13 16:32:54,288 - mmaction - INFO - Epoch [29][560/940] lr: 4.000e-02, eta: 1 day, 7:38:19, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.5426, top5_acc: 0.7621, loss_cls: 1.9826, loss: 1.9826, grad_norm: 2.6326 2021-06-13 16:33:17,913 - mmaction - INFO - Epoch [29][580/940] lr: 4.000e-02, eta: 1 day, 7:37:19, time: 1.180, data_time: 0.003, memory: 7080, top1_acc: 0.5432, top5_acc: 0.7764, loss_cls: 1.9734, loss: 1.9734, grad_norm: 2.6162 2021-06-13 16:33:41,988 - mmaction - INFO - Epoch [29][600/940] lr: 4.000e-02, eta: 1 day, 7:36:21, time: 1.205, data_time: 0.003, memory: 7080, top1_acc: 0.5373, top5_acc: 0.7693, loss_cls: 2.0141, loss: 2.0141, grad_norm: 2.6798 2021-06-13 16:34:06,965 - mmaction - INFO - Epoch [29][620/940] lr: 4.000e-02, eta: 1 day, 7:35:24, time: 1.245, data_time: 0.002, memory: 7080, top1_acc: 0.5314, top5_acc: 0.7611, loss_cls: 2.0016, loss: 2.0016, grad_norm: 2.6637 2021-06-13 16:34:31,817 - mmaction - INFO - Epoch [29][640/940] lr: 4.000e-02, eta: 1 day, 7:34:28, time: 1.246, data_time: 0.006, memory: 7080, top1_acc: 0.5246, top5_acc: 0.7688, loss_cls: 2.0116, loss: 2.0116, grad_norm: 2.6696 2021-06-13 16:34:56,285 - mmaction - INFO - Epoch [29][660/940] lr: 4.000e-02, eta: 1 day, 7:33:31, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.5262, top5_acc: 0.7543, loss_cls: 2.0546, loss: 2.0546, grad_norm: 2.6491 2021-06-13 16:35:21,307 - mmaction - INFO - Epoch [29][680/940] lr: 4.000e-02, eta: 1 day, 7:32:34, time: 1.243, data_time: 0.002, memory: 7080, top1_acc: 0.5225, top5_acc: 0.7631, loss_cls: 2.0427, loss: 2.0427, grad_norm: 2.7028 2021-06-13 16:35:45,878 - mmaction - INFO - Epoch [29][700/940] lr: 4.000e-02, eta: 1 day, 7:31:38, time: 1.232, data_time: 0.011, memory: 7080, top1_acc: 0.5461, top5_acc: 0.7670, loss_cls: 1.9885, loss: 1.9885, grad_norm: 2.6442 2021-06-13 16:36:09,991 - mmaction - INFO - Epoch [29][720/940] lr: 4.000e-02, eta: 1 day, 7:30:40, time: 1.211, data_time: 0.008, memory: 7080, top1_acc: 0.5254, top5_acc: 0.7682, loss_cls: 2.0313, loss: 2.0313, grad_norm: 2.6769 2021-06-13 16:36:34,051 - mmaction - INFO - Epoch [29][740/940] lr: 4.000e-02, eta: 1 day, 7:29:42, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.5326, top5_acc: 0.7754, loss_cls: 1.9954, loss: 1.9954, grad_norm: 2.6804 2021-06-13 16:36:58,685 - mmaction - INFO - Epoch [29][760/940] lr: 4.000e-02, eta: 1 day, 7:28:45, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.5359, top5_acc: 0.7701, loss_cls: 1.9809, loss: 1.9809, grad_norm: 2.7026 2021-06-13 16:37:22,386 - mmaction - INFO - Epoch [29][780/940] lr: 4.000e-02, eta: 1 day, 7:27:46, time: 1.180, data_time: 0.003, memory: 7080, top1_acc: 0.5273, top5_acc: 0.7621, loss_cls: 2.0377, loss: 2.0377, grad_norm: 2.6100 2021-06-13 16:37:46,758 - mmaction - INFO - Epoch [29][800/940] lr: 4.000e-02, eta: 1 day, 7:26:49, time: 1.224, data_time: 0.009, memory: 7080, top1_acc: 0.5322, top5_acc: 0.7564, loss_cls: 2.0515, loss: 2.0515, grad_norm: 2.6032 2021-06-13 16:38:11,455 - mmaction - INFO - Epoch [29][820/940] lr: 4.000e-02, eta: 1 day, 7:25:52, time: 1.234, data_time: 0.003, memory: 7080, top1_acc: 0.5283, top5_acc: 0.7641, loss_cls: 2.0058, loss: 2.0058, grad_norm: 2.6349 2021-06-13 16:38:35,525 - mmaction - INFO - Epoch [29][840/940] lr: 4.000e-02, eta: 1 day, 7:24:54, time: 1.203, data_time: 0.004, memory: 7080, top1_acc: 0.5383, top5_acc: 0.7658, loss_cls: 1.9905, loss: 1.9905, grad_norm: 2.6568 2021-06-13 16:39:00,908 - mmaction - INFO - Epoch [29][860/940] lr: 4.000e-02, eta: 1 day, 7:23:59, time: 1.261, data_time: 0.004, memory: 7080, top1_acc: 0.5299, top5_acc: 0.7611, loss_cls: 2.0171, loss: 2.0171, grad_norm: 2.6489 2021-06-13 16:39:24,948 - mmaction - INFO - Epoch [29][880/940] lr: 4.000e-02, eta: 1 day, 7:23:02, time: 1.213, data_time: 0.013, memory: 7080, top1_acc: 0.5537, top5_acc: 0.7812, loss_cls: 1.9227, loss: 1.9227, grad_norm: 2.6544 2021-06-13 16:39:51,278 - mmaction - INFO - Epoch [29][900/940] lr: 4.000e-02, eta: 1 day, 7:22:10, time: 1.317, data_time: 0.002, memory: 7080, top1_acc: 0.5184, top5_acc: 0.7547, loss_cls: 2.0532, loss: 2.0532, grad_norm: 2.6509 2021-06-13 16:40:14,693 - mmaction - INFO - Epoch [29][920/940] lr: 4.000e-02, eta: 1 day, 7:21:10, time: 1.165, data_time: 0.003, memory: 7080, top1_acc: 0.5357, top5_acc: 0.7758, loss_cls: 1.9563, loss: 1.9563, grad_norm: 2.6407 2021-06-13 16:40:35,106 - mmaction - INFO - Epoch [29][940/940] lr: 4.000e-02, eta: 1 day, 7:20:04, time: 1.026, data_time: 0.007, memory: 7080, top1_acc: 0.5221, top5_acc: 0.7664, loss_cls: 2.0585, loss: 2.0585, grad_norm: 2.6792 2021-06-13 16:40:40,186 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-06-13 16:48:25,085 - mmaction - INFO - Epoch [30][20/940] lr: 4.000e-02, eta: 1 day, 7:37:02, time: 23.196, data_time: 22.218, memory: 7080, top1_acc: 0.5344, top5_acc: 0.7598, loss_cls: 2.0231, loss: 2.0231, grad_norm: 2.6955 2021-06-13 16:48:48,242 - mmaction - INFO - Epoch [30][40/940] lr: 4.000e-02, eta: 1 day, 7:36:01, time: 1.160, data_time: 0.224, memory: 7080, top1_acc: 0.5295, top5_acc: 0.7590, loss_cls: 2.0334, loss: 2.0334, grad_norm: 2.6901 2021-06-13 16:49:12,752 - mmaction - INFO - Epoch [30][60/940] lr: 4.000e-02, eta: 1 day, 7:35:03, time: 1.223, data_time: 0.152, memory: 7080, top1_acc: 0.5393, top5_acc: 0.7695, loss_cls: 1.9917, loss: 1.9917, grad_norm: 2.6316 2021-06-13 16:49:37,057 - mmaction - INFO - Epoch [30][80/940] lr: 4.000e-02, eta: 1 day, 7:34:05, time: 1.218, data_time: 0.064, memory: 7080, top1_acc: 0.5482, top5_acc: 0.7770, loss_cls: 1.9344, loss: 1.9344, grad_norm: 2.5914 2021-06-13 16:50:02,704 - mmaction - INFO - Epoch [30][100/940] lr: 4.000e-02, eta: 1 day, 7:33:09, time: 1.245, data_time: 0.056, memory: 7080, top1_acc: 0.5455, top5_acc: 0.7781, loss_cls: 1.9441, loss: 1.9441, grad_norm: 2.6906 2021-06-13 16:50:26,172 - mmaction - INFO - Epoch [30][120/940] lr: 4.000e-02, eta: 1 day, 7:32:11, time: 1.209, data_time: 0.221, memory: 7080, top1_acc: 0.5492, top5_acc: 0.7746, loss_cls: 1.9256, loss: 1.9256, grad_norm: 2.6516 2021-06-13 16:50:50,033 - mmaction - INFO - Epoch [30][140/940] lr: 4.000e-02, eta: 1 day, 7:31:12, time: 1.193, data_time: 0.205, memory: 7080, top1_acc: 0.5543, top5_acc: 0.7832, loss_cls: 1.9071, loss: 1.9071, grad_norm: 2.5718 2021-06-13 16:51:14,336 - mmaction - INFO - Epoch [30][160/940] lr: 4.000e-02, eta: 1 day, 7:30:14, time: 1.217, data_time: 0.022, memory: 7080, top1_acc: 0.5551, top5_acc: 0.7836, loss_cls: 1.9039, loss: 1.9039, grad_norm: 2.6909 2021-06-13 16:51:38,794 - mmaction - INFO - Epoch [30][180/940] lr: 4.000e-02, eta: 1 day, 7:29:17, time: 1.222, data_time: 0.002, memory: 7080, top1_acc: 0.5404, top5_acc: 0.7674, loss_cls: 1.9810, loss: 1.9810, grad_norm: 2.6101 2021-06-13 16:52:02,378 - mmaction - INFO - Epoch [30][200/940] lr: 4.000e-02, eta: 1 day, 7:28:17, time: 1.177, data_time: 0.003, memory: 7080, top1_acc: 0.5602, top5_acc: 0.7805, loss_cls: 1.8962, loss: 1.8962, grad_norm: 2.6555 2021-06-13 16:52:25,903 - mmaction - INFO - Epoch [30][220/940] lr: 4.000e-02, eta: 1 day, 7:27:18, time: 1.179, data_time: 0.005, memory: 7080, top1_acc: 0.5297, top5_acc: 0.7674, loss_cls: 2.0068, loss: 2.0068, grad_norm: 2.6113 2021-06-13 16:52:50,842 - mmaction - INFO - Epoch [30][240/940] lr: 4.000e-02, eta: 1 day, 7:26:22, time: 1.248, data_time: 0.003, memory: 7080, top1_acc: 0.5430, top5_acc: 0.7678, loss_cls: 1.9725, loss: 1.9725, grad_norm: 2.6812 2021-06-13 16:53:15,475 - mmaction - INFO - Epoch [30][260/940] lr: 4.000e-02, eta: 1 day, 7:25:25, time: 1.228, data_time: 0.049, memory: 7080, top1_acc: 0.5426, top5_acc: 0.7727, loss_cls: 1.9590, loss: 1.9590, grad_norm: 2.6365 2021-06-13 16:53:39,357 - mmaction - INFO - Epoch [30][280/940] lr: 4.000e-02, eta: 1 day, 7:24:26, time: 1.194, data_time: 0.152, memory: 7080, top1_acc: 0.5469, top5_acc: 0.7811, loss_cls: 1.9051, loss: 1.9051, grad_norm: 2.6513 2021-06-13 16:54:05,318 - mmaction - INFO - Epoch [30][300/940] lr: 4.000e-02, eta: 1 day, 7:23:33, time: 1.303, data_time: 0.006, memory: 7080, top1_acc: 0.5398, top5_acc: 0.7713, loss_cls: 1.9635, loss: 1.9635, grad_norm: 2.6557 2021-06-13 16:54:28,953 - mmaction - INFO - Epoch [30][320/940] lr: 4.000e-02, eta: 1 day, 7:22:34, time: 1.180, data_time: 0.002, memory: 7080, top1_acc: 0.5324, top5_acc: 0.7723, loss_cls: 1.9683, loss: 1.9683, grad_norm: 2.7156 2021-06-13 16:54:53,022 - mmaction - INFO - Epoch [30][340/940] lr: 4.000e-02, eta: 1 day, 7:21:36, time: 1.203, data_time: 0.003, memory: 7080, top1_acc: 0.5414, top5_acc: 0.7730, loss_cls: 1.9577, loss: 1.9577, grad_norm: 2.6269 2021-06-13 16:55:18,407 - mmaction - INFO - Epoch [30][360/940] lr: 4.000e-02, eta: 1 day, 7:20:41, time: 1.268, data_time: 0.003, memory: 7080, top1_acc: 0.5627, top5_acc: 0.7783, loss_cls: 1.9110, loss: 1.9110, grad_norm: 2.6013 2021-06-13 16:55:42,405 - mmaction - INFO - Epoch [30][380/940] lr: 4.000e-02, eta: 1 day, 7:19:43, time: 1.202, data_time: 0.004, memory: 7080, top1_acc: 0.5379, top5_acc: 0.7770, loss_cls: 1.9577, loss: 1.9577, grad_norm: 2.7429 2021-06-13 16:56:06,996 - mmaction - INFO - Epoch [30][400/940] lr: 4.000e-02, eta: 1 day, 7:18:47, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.5398, top5_acc: 0.7768, loss_cls: 1.9608, loss: 1.9608, grad_norm: 2.6839 2021-06-13 16:56:31,703 - mmaction - INFO - Epoch [30][420/940] lr: 4.000e-02, eta: 1 day, 7:17:50, time: 1.236, data_time: 0.003, memory: 7080, top1_acc: 0.5260, top5_acc: 0.7607, loss_cls: 2.0534, loss: 2.0534, grad_norm: 2.6868 2021-06-13 16:56:56,311 - mmaction - INFO - Epoch [30][440/940] lr: 4.000e-02, eta: 1 day, 7:16:54, time: 1.229, data_time: 0.003, memory: 7080, top1_acc: 0.5449, top5_acc: 0.7752, loss_cls: 1.9280, loss: 1.9280, grad_norm: 2.6116 2021-06-13 16:57:20,666 - mmaction - INFO - Epoch [30][460/940] lr: 4.000e-02, eta: 1 day, 7:15:57, time: 1.216, data_time: 0.004, memory: 7080, top1_acc: 0.5439, top5_acc: 0.7750, loss_cls: 1.9456, loss: 1.9456, grad_norm: 2.6630 2021-06-13 16:57:45,552 - mmaction - INFO - Epoch [30][480/940] lr: 4.000e-02, eta: 1 day, 7:15:01, time: 1.247, data_time: 0.005, memory: 7080, top1_acc: 0.5240, top5_acc: 0.7615, loss_cls: 2.0349, loss: 2.0349, grad_norm: 2.7442 2021-06-13 16:58:09,553 - mmaction - INFO - Epoch [30][500/940] lr: 4.000e-02, eta: 1 day, 7:14:04, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.5268, top5_acc: 0.7674, loss_cls: 2.0037, loss: 2.0037, grad_norm: 2.6816 2021-06-13 16:58:34,012 - mmaction - INFO - Epoch [30][520/940] lr: 4.000e-02, eta: 1 day, 7:13:07, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.5426, top5_acc: 0.7645, loss_cls: 1.9683, loss: 1.9683, grad_norm: 2.5953 2021-06-13 16:58:58,657 - mmaction - INFO - Epoch [30][540/940] lr: 4.000e-02, eta: 1 day, 7:12:11, time: 1.234, data_time: 0.004, memory: 7080, top1_acc: 0.5439, top5_acc: 0.7697, loss_cls: 1.9446, loss: 1.9446, grad_norm: 2.7319 2021-06-13 16:59:22,621 - mmaction - INFO - Epoch [30][560/940] lr: 4.000e-02, eta: 1 day, 7:11:13, time: 1.195, data_time: 0.003, memory: 7080, top1_acc: 0.5346, top5_acc: 0.7680, loss_cls: 2.0083, loss: 2.0083, grad_norm: 2.6492 2021-06-13 16:59:46,576 - mmaction - INFO - Epoch [30][580/940] lr: 4.000e-02, eta: 1 day, 7:10:16, time: 1.201, data_time: 0.006, memory: 7080, top1_acc: 0.5293, top5_acc: 0.7656, loss_cls: 2.0148, loss: 2.0148, grad_norm: 2.6939 2021-06-13 17:00:11,674 - mmaction - INFO - Epoch [30][600/940] lr: 4.000e-02, eta: 1 day, 7:09:21, time: 1.256, data_time: 0.003, memory: 7080, top1_acc: 0.5330, top5_acc: 0.7654, loss_cls: 1.9967, loss: 1.9967, grad_norm: 2.6512 2021-06-13 17:00:35,547 - mmaction - INFO - Epoch [30][620/940] lr: 4.000e-02, eta: 1 day, 7:08:23, time: 1.190, data_time: 0.002, memory: 7080, top1_acc: 0.5393, top5_acc: 0.7719, loss_cls: 1.9847, loss: 1.9847, grad_norm: 2.6116 2021-06-13 17:00:59,806 - mmaction - INFO - Epoch [30][640/940] lr: 4.000e-02, eta: 1 day, 7:07:26, time: 1.214, data_time: 0.006, memory: 7080, top1_acc: 0.5479, top5_acc: 0.7707, loss_cls: 1.9391, loss: 1.9391, grad_norm: 2.6248 2021-06-13 17:01:24,251 - mmaction - INFO - Epoch [30][660/940] lr: 4.000e-02, eta: 1 day, 7:06:30, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.5334, top5_acc: 0.7588, loss_cls: 2.0089, loss: 2.0089, grad_norm: 2.6650 2021-06-13 17:01:48,062 - mmaction - INFO - Epoch [30][680/940] lr: 4.000e-02, eta: 1 day, 7:05:32, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.5248, top5_acc: 0.7605, loss_cls: 2.0567, loss: 2.0567, grad_norm: 2.7295 2021-06-13 17:02:11,716 - mmaction - INFO - Epoch [30][700/940] lr: 4.000e-02, eta: 1 day, 7:04:34, time: 1.181, data_time: 0.003, memory: 7080, top1_acc: 0.5254, top5_acc: 0.7615, loss_cls: 2.0097, loss: 2.0097, grad_norm: 2.6830 2021-06-13 17:02:37,116 - mmaction - INFO - Epoch [30][720/940] lr: 4.000e-02, eta: 1 day, 7:03:40, time: 1.273, data_time: 0.006, memory: 7080, top1_acc: 0.5434, top5_acc: 0.7736, loss_cls: 1.9548, loss: 1.9548, grad_norm: 2.6330 2021-06-13 17:03:01,075 - mmaction - INFO - Epoch [30][740/940] lr: 4.000e-02, eta: 1 day, 7:02:43, time: 1.196, data_time: 0.002, memory: 7080, top1_acc: 0.5350, top5_acc: 0.7717, loss_cls: 2.0082, loss: 2.0082, grad_norm: 2.6866 2021-06-13 17:03:25,744 - mmaction - INFO - Epoch [30][760/940] lr: 4.000e-02, eta: 1 day, 7:01:48, time: 1.234, data_time: 0.004, memory: 7080, top1_acc: 0.5373, top5_acc: 0.7699, loss_cls: 2.0118, loss: 2.0118, grad_norm: 2.6257 2021-06-13 17:03:49,793 - mmaction - INFO - Epoch [30][780/940] lr: 4.000e-02, eta: 1 day, 7:00:51, time: 1.204, data_time: 0.004, memory: 7080, top1_acc: 0.5320, top5_acc: 0.7775, loss_cls: 1.9810, loss: 1.9810, grad_norm: 2.7038 2021-06-13 17:04:13,575 - mmaction - INFO - Epoch [30][800/940] lr: 4.000e-02, eta: 1 day, 6:59:53, time: 1.187, data_time: 0.003, memory: 7080, top1_acc: 0.5410, top5_acc: 0.7648, loss_cls: 1.9963, loss: 1.9963, grad_norm: 2.5878 2021-06-13 17:04:37,937 - mmaction - INFO - Epoch [30][820/940] lr: 4.000e-02, eta: 1 day, 6:58:57, time: 1.216, data_time: 0.003, memory: 7080, top1_acc: 0.5250, top5_acc: 0.7564, loss_cls: 2.0338, loss: 2.0338, grad_norm: 2.5958 2021-06-13 17:05:02,639 - mmaction - INFO - Epoch [30][840/940] lr: 4.000e-02, eta: 1 day, 6:58:02, time: 1.238, data_time: 0.006, memory: 7080, top1_acc: 0.5367, top5_acc: 0.7717, loss_cls: 1.9835, loss: 1.9835, grad_norm: 2.6415 2021-06-13 17:05:27,303 - mmaction - INFO - Epoch [30][860/940] lr: 4.000e-02, eta: 1 day, 6:57:06, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.5348, top5_acc: 0.7678, loss_cls: 1.9969, loss: 1.9969, grad_norm: 2.6647 2021-06-13 17:05:52,384 - mmaction - INFO - Epoch [30][880/940] lr: 4.000e-02, eta: 1 day, 6:56:12, time: 1.253, data_time: 0.003, memory: 7080, top1_acc: 0.5299, top5_acc: 0.7605, loss_cls: 2.0246, loss: 2.0246, grad_norm: 2.6516 2021-06-13 17:06:16,525 - mmaction - INFO - Epoch [30][900/940] lr: 4.000e-02, eta: 1 day, 6:55:16, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.5350, top5_acc: 0.7674, loss_cls: 2.0019, loss: 2.0019, grad_norm: 2.7402 2021-06-13 17:06:40,651 - mmaction - INFO - Epoch [30][920/940] lr: 4.000e-02, eta: 1 day, 6:54:19, time: 1.204, data_time: 0.002, memory: 7080, top1_acc: 0.5277, top5_acc: 0.7553, loss_cls: 2.0206, loss: 2.0206, grad_norm: 2.6393 2021-06-13 17:07:01,086 - mmaction - INFO - Epoch [30][940/940] lr: 4.000e-02, eta: 1 day, 6:53:14, time: 1.025, data_time: 0.005, memory: 7080, top1_acc: 0.5195, top5_acc: 0.7551, loss_cls: 2.0754, loss: 2.0754, grad_norm: 2.7156 2021-06-13 17:07:06,424 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-06-13 17:14:56,865 - mmaction - INFO - Epoch [31][20/940] lr: 4.000e-02, eta: 1 day, 7:09:36, time: 23.475, data_time: 21.394, memory: 7080, top1_acc: 0.5234, top5_acc: 0.7613, loss_cls: 2.0294, loss: 2.0294, grad_norm: 2.7042 2021-06-13 17:15:21,158 - mmaction - INFO - Epoch [31][40/940] lr: 4.000e-02, eta: 1 day, 7:08:39, time: 1.209, data_time: 0.004, memory: 7080, top1_acc: 0.5357, top5_acc: 0.7674, loss_cls: 1.9995, loss: 1.9995, grad_norm: 2.5908 2021-06-13 17:15:45,721 - mmaction - INFO - Epoch [31][60/940] lr: 4.000e-02, eta: 1 day, 7:07:43, time: 1.229, data_time: 0.010, memory: 7080, top1_acc: 0.5436, top5_acc: 0.7758, loss_cls: 1.9477, loss: 1.9477, grad_norm: 2.6341 2021-06-13 17:16:10,168 - mmaction - INFO - Epoch [31][80/940] lr: 4.000e-02, eta: 1 day, 7:06:46, time: 1.227, data_time: 0.007, memory: 7080, top1_acc: 0.5326, top5_acc: 0.7670, loss_cls: 2.0020, loss: 2.0020, grad_norm: 2.6576 2021-06-13 17:16:34,432 - mmaction - INFO - Epoch [31][100/940] lr: 4.000e-02, eta: 1 day, 7:05:49, time: 1.213, data_time: 0.001, memory: 7080, top1_acc: 0.5479, top5_acc: 0.7771, loss_cls: 1.9286, loss: 1.9286, grad_norm: 2.6164 2021-06-13 17:16:58,625 - mmaction - INFO - Epoch [31][120/940] lr: 4.000e-02, eta: 1 day, 7:04:52, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.5389, top5_acc: 0.7770, loss_cls: 1.9335, loss: 1.9335, grad_norm: 2.6767 2021-06-13 17:17:23,089 - mmaction - INFO - Epoch [31][140/940] lr: 4.000e-02, eta: 1 day, 7:03:56, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.5338, top5_acc: 0.7768, loss_cls: 1.9705, loss: 1.9705, grad_norm: 2.7095 2021-06-13 17:17:45,867 - mmaction - INFO - Epoch [31][160/940] lr: 4.000e-02, eta: 1 day, 7:02:56, time: 1.141, data_time: 0.006, memory: 7080, top1_acc: 0.5373, top5_acc: 0.7721, loss_cls: 1.9762, loss: 1.9762, grad_norm: 2.6033 2021-06-13 17:18:10,545 - mmaction - INFO - Epoch [31][180/940] lr: 4.000e-02, eta: 1 day, 7:02:00, time: 1.235, data_time: 0.003, memory: 7080, top1_acc: 0.5439, top5_acc: 0.7771, loss_cls: 1.9450, loss: 1.9450, grad_norm: 2.6801 2021-06-13 17:18:34,716 - mmaction - INFO - Epoch [31][200/940] lr: 4.000e-02, eta: 1 day, 7:01:03, time: 1.206, data_time: 0.004, memory: 7080, top1_acc: 0.5414, top5_acc: 0.7729, loss_cls: 1.9617, loss: 1.9617, grad_norm: 2.6973 2021-06-13 17:18:59,453 - mmaction - INFO - Epoch [31][220/940] lr: 4.000e-02, eta: 1 day, 7:00:08, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.5357, top5_acc: 0.7721, loss_cls: 1.9689, loss: 1.9689, grad_norm: 2.6289 2021-06-13 17:19:23,453 - mmaction - INFO - Epoch [31][240/940] lr: 4.000e-02, eta: 1 day, 6:59:11, time: 1.200, data_time: 0.002, memory: 7080, top1_acc: 0.5346, top5_acc: 0.7734, loss_cls: 1.9691, loss: 1.9691, grad_norm: 2.6934 2021-06-13 17:19:48,216 - mmaction - INFO - Epoch [31][260/940] lr: 4.000e-02, eta: 1 day, 6:58:15, time: 1.236, data_time: 0.001, memory: 7080, top1_acc: 0.5354, top5_acc: 0.7750, loss_cls: 1.9606, loss: 1.9606, grad_norm: 2.6702 2021-06-13 17:20:11,716 - mmaction - INFO - Epoch [31][280/940] lr: 4.000e-02, eta: 1 day, 6:57:17, time: 1.171, data_time: 0.003, memory: 7080, top1_acc: 0.5377, top5_acc: 0.7648, loss_cls: 2.0229, loss: 2.0229, grad_norm: 2.6769 2021-06-13 17:20:36,671 - mmaction - INFO - Epoch [31][300/940] lr: 4.000e-02, eta: 1 day, 6:56:22, time: 1.253, data_time: 0.008, memory: 7080, top1_acc: 0.5418, top5_acc: 0.7693, loss_cls: 1.9587, loss: 1.9587, grad_norm: 2.6595 2021-06-13 17:21:00,446 - mmaction - INFO - Epoch [31][320/940] lr: 4.000e-02, eta: 1 day, 6:55:25, time: 1.188, data_time: 0.002, memory: 7080, top1_acc: 0.5518, top5_acc: 0.7766, loss_cls: 1.9542, loss: 1.9542, grad_norm: 2.6486 2021-06-13 17:21:25,170 - mmaction - INFO - Epoch [31][340/940] lr: 4.000e-02, eta: 1 day, 6:54:29, time: 1.235, data_time: 0.003, memory: 7080, top1_acc: 0.5568, top5_acc: 0.7861, loss_cls: 1.8792, loss: 1.8792, grad_norm: 2.6766 2021-06-13 17:21:50,057 - mmaction - INFO - Epoch [31][360/940] lr: 4.000e-02, eta: 1 day, 6:53:34, time: 1.245, data_time: 0.004, memory: 7080, top1_acc: 0.5279, top5_acc: 0.7568, loss_cls: 2.0302, loss: 2.0302, grad_norm: 2.6801 2021-06-13 17:22:13,285 - mmaction - INFO - Epoch [31][380/940] lr: 4.000e-02, eta: 1 day, 6:52:36, time: 1.162, data_time: 0.007, memory: 7080, top1_acc: 0.5391, top5_acc: 0.7746, loss_cls: 1.9672, loss: 1.9672, grad_norm: 2.6008 2021-06-13 17:22:38,189 - mmaction - INFO - Epoch [31][400/940] lr: 4.000e-02, eta: 1 day, 6:51:41, time: 1.246, data_time: 0.004, memory: 7080, top1_acc: 0.5479, top5_acc: 0.7682, loss_cls: 1.9488, loss: 1.9488, grad_norm: 2.6732 2021-06-13 17:23:02,454 - mmaction - INFO - Epoch [31][420/940] lr: 4.000e-02, eta: 1 day, 6:50:45, time: 1.209, data_time: 0.004, memory: 7080, top1_acc: 0.5457, top5_acc: 0.7693, loss_cls: 1.9382, loss: 1.9382, grad_norm: 2.6814 2021-06-13 17:23:25,821 - mmaction - INFO - Epoch [31][440/940] lr: 4.000e-02, eta: 1 day, 6:49:47, time: 1.167, data_time: 0.008, memory: 7080, top1_acc: 0.5295, top5_acc: 0.7656, loss_cls: 2.0266, loss: 2.0266, grad_norm: 2.6784 2021-06-13 17:23:50,904 - mmaction - INFO - Epoch [31][460/940] lr: 4.000e-02, eta: 1 day, 6:48:53, time: 1.259, data_time: 0.007, memory: 7080, top1_acc: 0.5348, top5_acc: 0.7670, loss_cls: 1.9983, loss: 1.9983, grad_norm: 2.7112 2021-06-13 17:24:15,728 - mmaction - INFO - Epoch [31][480/940] lr: 4.000e-02, eta: 1 day, 6:47:58, time: 1.241, data_time: 0.003, memory: 7080, top1_acc: 0.5432, top5_acc: 0.7795, loss_cls: 1.9420, loss: 1.9420, grad_norm: 2.6552 2021-06-13 17:24:39,969 - mmaction - INFO - Epoch [31][500/940] lr: 4.000e-02, eta: 1 day, 6:47:02, time: 1.211, data_time: 0.002, memory: 7080, top1_acc: 0.5346, top5_acc: 0.7773, loss_cls: 1.9537, loss: 1.9537, grad_norm: 2.6251 2021-06-13 17:25:04,177 - mmaction - INFO - Epoch [31][520/940] lr: 4.000e-02, eta: 1 day, 6:46:06, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.5420, top5_acc: 0.7697, loss_cls: 1.9595, loss: 1.9595, grad_norm: 2.6655 2021-06-13 17:25:28,105 - mmaction - INFO - Epoch [31][540/940] lr: 4.000e-02, eta: 1 day, 6:45:09, time: 1.188, data_time: 0.005, memory: 7080, top1_acc: 0.5381, top5_acc: 0.7742, loss_cls: 1.9672, loss: 1.9672, grad_norm: 2.6495 2021-06-13 17:25:52,200 - mmaction - INFO - Epoch [31][560/940] lr: 4.000e-02, eta: 1 day, 6:44:13, time: 1.215, data_time: 0.011, memory: 7080, top1_acc: 0.5404, top5_acc: 0.7678, loss_cls: 1.9880, loss: 1.9880, grad_norm: 2.6928 2021-06-13 17:26:16,835 - mmaction - INFO - Epoch [31][580/940] lr: 4.000e-02, eta: 1 day, 6:43:18, time: 1.231, data_time: 0.001, memory: 7080, top1_acc: 0.5506, top5_acc: 0.7721, loss_cls: 1.9497, loss: 1.9497, grad_norm: 2.6168 2021-06-13 17:26:40,617 - mmaction - INFO - Epoch [31][600/940] lr: 4.000e-02, eta: 1 day, 6:42:21, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.5354, top5_acc: 0.7705, loss_cls: 1.9739, loss: 1.9739, grad_norm: 2.6747 2021-06-13 17:27:05,017 - mmaction - INFO - Epoch [31][620/940] lr: 4.000e-02, eta: 1 day, 6:41:26, time: 1.220, data_time: 0.003, memory: 7080, top1_acc: 0.5391, top5_acc: 0.7719, loss_cls: 1.9804, loss: 1.9804, grad_norm: 2.6746 2021-06-13 17:27:29,174 - mmaction - INFO - Epoch [31][640/940] lr: 4.000e-02, eta: 1 day, 6:40:30, time: 1.207, data_time: 0.002, memory: 7080, top1_acc: 0.5225, top5_acc: 0.7611, loss_cls: 2.0283, loss: 2.0283, grad_norm: 2.6910 2021-06-13 17:27:53,568 - mmaction - INFO - Epoch [31][660/940] lr: 4.000e-02, eta: 1 day, 6:39:34, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.5285, top5_acc: 0.7670, loss_cls: 2.0199, loss: 2.0199, grad_norm: 2.6122 2021-06-13 17:28:17,350 - mmaction - INFO - Epoch [31][680/940] lr: 4.000e-02, eta: 1 day, 6:38:38, time: 1.192, data_time: 0.110, memory: 7080, top1_acc: 0.5336, top5_acc: 0.7756, loss_cls: 1.9725, loss: 1.9725, grad_norm: 2.6139 2021-06-13 17:28:41,758 - mmaction - INFO - Epoch [31][700/940] lr: 4.000e-02, eta: 1 day, 6:37:42, time: 1.219, data_time: 0.004, memory: 7080, top1_acc: 0.5494, top5_acc: 0.7814, loss_cls: 1.9309, loss: 1.9309, grad_norm: 2.6524 2021-06-13 17:29:05,590 - mmaction - INFO - Epoch [31][720/940] lr: 4.000e-02, eta: 1 day, 6:36:46, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.5412, top5_acc: 0.7783, loss_cls: 1.9748, loss: 1.9748, grad_norm: 2.6384 2021-06-13 17:29:30,459 - mmaction - INFO - Epoch [31][740/940] lr: 4.000e-02, eta: 1 day, 6:35:52, time: 1.247, data_time: 0.018, memory: 7080, top1_acc: 0.5369, top5_acc: 0.7680, loss_cls: 1.9999, loss: 1.9999, grad_norm: 2.6381 2021-06-13 17:29:55,253 - mmaction - INFO - Epoch [31][760/940] lr: 4.000e-02, eta: 1 day, 6:34:57, time: 1.237, data_time: 0.003, memory: 7080, top1_acc: 0.5359, top5_acc: 0.7576, loss_cls: 2.0104, loss: 2.0104, grad_norm: 2.5670 2021-06-13 17:30:19,031 - mmaction - INFO - Epoch [31][780/940] lr: 4.000e-02, eta: 1 day, 6:34:01, time: 1.193, data_time: 0.006, memory: 7080, top1_acc: 0.5256, top5_acc: 0.7588, loss_cls: 2.0360, loss: 2.0360, grad_norm: 2.6725 2021-06-13 17:30:42,592 - mmaction - INFO - Epoch [31][800/940] lr: 4.000e-02, eta: 1 day, 6:33:04, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.5328, top5_acc: 0.7697, loss_cls: 2.0199, loss: 2.0199, grad_norm: 2.6177 2021-06-13 17:31:06,867 - mmaction - INFO - Epoch [31][820/940] lr: 4.000e-02, eta: 1 day, 6:32:09, time: 1.216, data_time: 0.006, memory: 7080, top1_acc: 0.5373, top5_acc: 0.7572, loss_cls: 2.0036, loss: 2.0036, grad_norm: 2.6403 2021-06-13 17:31:31,231 - mmaction - INFO - Epoch [31][840/940] lr: 4.000e-02, eta: 1 day, 6:31:14, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.5400, top5_acc: 0.7602, loss_cls: 1.9977, loss: 1.9977, grad_norm: 2.6267 2021-06-13 17:31:55,321 - mmaction - INFO - Epoch [31][860/940] lr: 4.000e-02, eta: 1 day, 6:30:18, time: 1.204, data_time: 0.004, memory: 7080, top1_acc: 0.5416, top5_acc: 0.7646, loss_cls: 1.9980, loss: 1.9980, grad_norm: 2.6462 2021-06-13 17:32:19,997 - mmaction - INFO - Epoch [31][880/940] lr: 4.000e-02, eta: 1 day, 6:29:24, time: 1.236, data_time: 0.005, memory: 7080, top1_acc: 0.5377, top5_acc: 0.7678, loss_cls: 1.9797, loss: 1.9797, grad_norm: 2.6311 2021-06-13 17:32:44,719 - mmaction - INFO - Epoch [31][900/940] lr: 4.000e-02, eta: 1 day, 6:28:30, time: 1.235, data_time: 0.002, memory: 7080, top1_acc: 0.5244, top5_acc: 0.7715, loss_cls: 2.0154, loss: 2.0154, grad_norm: 2.6910 2021-06-13 17:33:10,219 - mmaction - INFO - Epoch [31][920/940] lr: 4.000e-02, eta: 1 day, 6:27:38, time: 1.272, data_time: 0.003, memory: 7080, top1_acc: 0.5400, top5_acc: 0.7654, loss_cls: 1.9753, loss: 1.9753, grad_norm: 2.5991 2021-06-13 17:33:31,613 - mmaction - INFO - Epoch [31][940/940] lr: 4.000e-02, eta: 1 day, 6:26:36, time: 1.072, data_time: 0.006, memory: 7080, top1_acc: 0.5396, top5_acc: 0.7707, loss_cls: 1.9731, loss: 1.9731, grad_norm: 2.6278 2021-06-13 17:33:36,769 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-06-13 17:41:22,965 - mmaction - INFO - Epoch [32][20/940] lr: 4.000e-02, eta: 1 day, 6:42:02, time: 23.261, data_time: 20.613, memory: 7080, top1_acc: 0.5385, top5_acc: 0.7730, loss_cls: 1.9763, loss: 1.9763, grad_norm: 2.6844 2021-06-13 17:41:47,518 - mmaction - INFO - Epoch [32][40/940] lr: 4.000e-02, eta: 1 day, 6:41:07, time: 1.229, data_time: 0.006, memory: 7080, top1_acc: 0.5365, top5_acc: 0.7756, loss_cls: 1.9437, loss: 1.9437, grad_norm: 2.6211 2021-06-13 17:42:11,684 - mmaction - INFO - Epoch [32][60/940] lr: 4.000e-02, eta: 1 day, 6:40:10, time: 1.206, data_time: 0.002, memory: 7080, top1_acc: 0.5490, top5_acc: 0.7799, loss_cls: 1.9101, loss: 1.9101, grad_norm: 2.6287 2021-06-13 17:42:36,233 - mmaction - INFO - Epoch [32][80/940] lr: 4.000e-02, eta: 1 day, 6:39:15, time: 1.227, data_time: 0.004, memory: 7080, top1_acc: 0.5377, top5_acc: 0.7760, loss_cls: 1.9336, loss: 1.9336, grad_norm: 2.6788 2021-06-13 17:43:00,388 - mmaction - INFO - Epoch [32][100/940] lr: 4.000e-02, eta: 1 day, 6:38:19, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.5338, top5_acc: 0.7666, loss_cls: 1.9847, loss: 1.9847, grad_norm: 2.6321 2021-06-13 17:43:23,674 - mmaction - INFO - Epoch [32][120/940] lr: 4.000e-02, eta: 1 day, 6:37:21, time: 1.164, data_time: 0.003, memory: 7080, top1_acc: 0.5379, top5_acc: 0.7758, loss_cls: 1.9583, loss: 1.9583, grad_norm: 2.6877 2021-06-13 17:43:48,053 - mmaction - INFO - Epoch [32][140/940] lr: 4.000e-02, eta: 1 day, 6:36:26, time: 1.218, data_time: 0.001, memory: 7080, top1_acc: 0.5363, top5_acc: 0.7652, loss_cls: 1.9802, loss: 1.9802, grad_norm: 2.6507 2021-06-13 17:44:12,913 - mmaction - INFO - Epoch [32][160/940] lr: 4.000e-02, eta: 1 day, 6:35:32, time: 1.242, data_time: 0.004, memory: 7080, top1_acc: 0.5447, top5_acc: 0.7740, loss_cls: 1.9467, loss: 1.9467, grad_norm: 2.6161 2021-06-13 17:44:37,452 - mmaction - INFO - Epoch [32][180/940] lr: 4.000e-02, eta: 1 day, 6:34:37, time: 1.227, data_time: 0.101, memory: 7080, top1_acc: 0.5367, top5_acc: 0.7699, loss_cls: 1.9686, loss: 1.9686, grad_norm: 2.6874 2021-06-13 17:45:02,789 - mmaction - INFO - Epoch [32][200/940] lr: 4.000e-02, eta: 1 day, 6:33:41, time: 1.208, data_time: 0.050, memory: 7080, top1_acc: 0.5453, top5_acc: 0.7777, loss_cls: 1.9277, loss: 1.9277, grad_norm: 2.6586 2021-06-13 17:45:26,670 - mmaction - INFO - Epoch [32][220/940] lr: 4.000e-02, eta: 1 day, 6:32:47, time: 1.253, data_time: 0.062, memory: 7080, top1_acc: 0.5443, top5_acc: 0.7727, loss_cls: 1.9222, loss: 1.9222, grad_norm: 2.5948 2021-06-13 17:45:50,283 - mmaction - INFO - Epoch [32][240/940] lr: 4.000e-02, eta: 1 day, 6:31:50, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.5424, top5_acc: 0.7754, loss_cls: 1.9343, loss: 1.9343, grad_norm: 2.6380 2021-06-13 17:46:14,312 - mmaction - INFO - Epoch [32][260/940] lr: 4.000e-02, eta: 1 day, 6:30:54, time: 1.204, data_time: 0.004, memory: 7080, top1_acc: 0.5455, top5_acc: 0.7801, loss_cls: 1.9307, loss: 1.9307, grad_norm: 2.6646 2021-06-13 17:46:39,600 - mmaction - INFO - Epoch [32][280/940] lr: 4.000e-02, eta: 1 day, 6:30:01, time: 1.263, data_time: 0.002, memory: 7080, top1_acc: 0.5367, top5_acc: 0.7717, loss_cls: 1.9728, loss: 1.9728, grad_norm: 2.6463 2021-06-13 17:47:04,905 - mmaction - INFO - Epoch [32][300/940] lr: 4.000e-02, eta: 1 day, 6:29:08, time: 1.266, data_time: 0.003, memory: 7080, top1_acc: 0.5520, top5_acc: 0.7754, loss_cls: 1.9302, loss: 1.9302, grad_norm: 2.8548 2021-06-13 17:47:30,448 - mmaction - INFO - Epoch [32][320/940] lr: 4.000e-02, eta: 1 day, 6:28:15, time: 1.276, data_time: 0.002, memory: 7080, top1_acc: 0.5434, top5_acc: 0.7764, loss_cls: 1.9507, loss: 1.9507, grad_norm: 2.7370 2021-06-13 17:47:54,155 - mmaction - INFO - Epoch [32][340/940] lr: 4.000e-02, eta: 1 day, 6:27:19, time: 1.181, data_time: 0.003, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7666, loss_cls: 1.9931, loss: 1.9931, grad_norm: 2.6516 2021-06-13 17:48:17,224 - mmaction - INFO - Epoch [32][360/940] lr: 4.000e-02, eta: 1 day, 6:26:21, time: 1.158, data_time: 0.010, memory: 7080, top1_acc: 0.5320, top5_acc: 0.7662, loss_cls: 2.0011, loss: 2.0011, grad_norm: 2.6221 2021-06-13 17:48:41,548 - mmaction - INFO - Epoch [32][380/940] lr: 4.000e-02, eta: 1 day, 6:25:26, time: 1.216, data_time: 0.003, memory: 7080, top1_acc: 0.5262, top5_acc: 0.7699, loss_cls: 1.9910, loss: 1.9910, grad_norm: 2.6796 2021-06-13 17:49:05,604 - mmaction - INFO - Epoch [32][400/940] lr: 4.000e-02, eta: 1 day, 6:24:30, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.5422, top5_acc: 0.7701, loss_cls: 1.9552, loss: 1.9552, grad_norm: 2.6553 2021-06-13 17:49:30,780 - mmaction - INFO - Epoch [32][420/940] lr: 4.000e-02, eta: 1 day, 6:23:37, time: 1.257, data_time: 0.003, memory: 7080, top1_acc: 0.5461, top5_acc: 0.7758, loss_cls: 1.9270, loss: 1.9270, grad_norm: 2.5906 2021-06-13 17:49:55,560 - mmaction - INFO - Epoch [32][440/940] lr: 4.000e-02, eta: 1 day, 6:22:43, time: 1.243, data_time: 0.006, memory: 7080, top1_acc: 0.5330, top5_acc: 0.7676, loss_cls: 1.9815, loss: 1.9815, grad_norm: 2.7003 2021-06-13 17:50:20,127 - mmaction - INFO - Epoch [32][460/940] lr: 4.000e-02, eta: 1 day, 6:21:49, time: 1.226, data_time: 0.001, memory: 7080, top1_acc: 0.5375, top5_acc: 0.7734, loss_cls: 1.9881, loss: 1.9881, grad_norm: 2.6643 2021-06-13 17:50:44,712 - mmaction - INFO - Epoch [32][480/940] lr: 4.000e-02, eta: 1 day, 6:20:55, time: 1.232, data_time: 0.004, memory: 7080, top1_acc: 0.5494, top5_acc: 0.7750, loss_cls: 1.9275, loss: 1.9275, grad_norm: 2.6339 2021-06-13 17:51:08,767 - mmaction - INFO - Epoch [32][500/940] lr: 4.000e-02, eta: 1 day, 6:19:59, time: 1.202, data_time: 0.001, memory: 7080, top1_acc: 0.5545, top5_acc: 0.7803, loss_cls: 1.9327, loss: 1.9327, grad_norm: 2.6340 2021-06-13 17:51:33,239 - mmaction - INFO - Epoch [32][520/940] lr: 4.000e-02, eta: 1 day, 6:19:05, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.5305, top5_acc: 0.7594, loss_cls: 2.0194, loss: 2.0194, grad_norm: 2.6204 2021-06-13 17:51:58,338 - mmaction - INFO - Epoch [32][540/940] lr: 4.000e-02, eta: 1 day, 6:18:11, time: 1.252, data_time: 0.002, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7752, loss_cls: 1.9660, loss: 1.9660, grad_norm: 2.6435 2021-06-13 17:52:21,216 - mmaction - INFO - Epoch [32][560/940] lr: 4.000e-02, eta: 1 day, 6:17:14, time: 1.148, data_time: 0.006, memory: 7080, top1_acc: 0.5365, top5_acc: 0.7770, loss_cls: 1.9518, loss: 1.9518, grad_norm: 2.6638 2021-06-13 17:52:45,406 - mmaction - INFO - Epoch [32][580/940] lr: 4.000e-02, eta: 1 day, 6:16:19, time: 1.206, data_time: 0.002, memory: 7080, top1_acc: 0.5361, top5_acc: 0.7652, loss_cls: 1.9854, loss: 1.9854, grad_norm: 2.6153 2021-06-13 17:53:09,868 - mmaction - INFO - Epoch [32][600/940] lr: 4.000e-02, eta: 1 day, 6:15:24, time: 1.225, data_time: 0.005, memory: 7080, top1_acc: 0.5324, top5_acc: 0.7725, loss_cls: 1.9817, loss: 1.9817, grad_norm: 2.6832 2021-06-13 17:53:35,015 - mmaction - INFO - Epoch [32][620/940] lr: 4.000e-02, eta: 1 day, 6:14:32, time: 1.258, data_time: 0.002, memory: 7080, top1_acc: 0.5371, top5_acc: 0.7713, loss_cls: 1.9939, loss: 1.9939, grad_norm: 2.6916 2021-06-13 17:53:59,224 - mmaction - INFO - Epoch [32][640/940] lr: 4.000e-02, eta: 1 day, 6:13:37, time: 1.208, data_time: 0.002, memory: 7080, top1_acc: 0.5502, top5_acc: 0.7752, loss_cls: 1.9363, loss: 1.9363, grad_norm: 2.6599 2021-06-13 17:54:23,570 - mmaction - INFO - Epoch [32][660/940] lr: 4.000e-02, eta: 1 day, 6:12:42, time: 1.217, data_time: 0.005, memory: 7080, top1_acc: 0.5408, top5_acc: 0.7697, loss_cls: 1.9776, loss: 1.9776, grad_norm: 2.6549 2021-06-13 17:54:49,090 - mmaction - INFO - Epoch [32][680/940] lr: 4.000e-02, eta: 1 day, 6:11:51, time: 1.279, data_time: 0.006, memory: 7080, top1_acc: 0.5279, top5_acc: 0.7717, loss_cls: 1.9776, loss: 1.9776, grad_norm: 2.7123 2021-06-13 17:55:13,467 - mmaction - INFO - Epoch [32][700/940] lr: 4.000e-02, eta: 1 day, 6:10:56, time: 1.220, data_time: 0.003, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7713, loss_cls: 1.9659, loss: 1.9659, grad_norm: 2.6321 2021-06-13 17:55:37,767 - mmaction - INFO - Epoch [32][720/940] lr: 4.000e-02, eta: 1 day, 6:10:02, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.5320, top5_acc: 0.7598, loss_cls: 2.0142, loss: 2.0142, grad_norm: 2.6748 2021-06-13 17:56:00,957 - mmaction - INFO - Epoch [32][740/940] lr: 4.000e-02, eta: 1 day, 6:09:05, time: 1.158, data_time: 0.003, memory: 7080, top1_acc: 0.5338, top5_acc: 0.7668, loss_cls: 1.9870, loss: 1.9870, grad_norm: 2.7017 2021-06-13 17:56:25,348 - mmaction - INFO - Epoch [32][760/940] lr: 4.000e-02, eta: 1 day, 6:08:11, time: 1.222, data_time: 0.005, memory: 7080, top1_acc: 0.5221, top5_acc: 0.7607, loss_cls: 2.0405, loss: 2.0405, grad_norm: 2.6471 2021-06-13 17:56:49,842 - mmaction - INFO - Epoch [32][780/940] lr: 4.000e-02, eta: 1 day, 6:07:17, time: 1.226, data_time: 0.004, memory: 7080, top1_acc: 0.5334, top5_acc: 0.7693, loss_cls: 1.9858, loss: 1.9858, grad_norm: 2.6563 2021-06-13 17:57:13,718 - mmaction - INFO - Epoch [32][800/940] lr: 4.000e-02, eta: 1 day, 6:06:22, time: 1.194, data_time: 0.071, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7730, loss_cls: 1.9578, loss: 1.9578, grad_norm: 2.6743 2021-06-13 17:57:38,392 - mmaction - INFO - Epoch [32][820/940] lr: 4.000e-02, eta: 1 day, 6:05:28, time: 1.234, data_time: 0.088, memory: 7080, top1_acc: 0.5340, top5_acc: 0.7723, loss_cls: 1.9694, loss: 1.9694, grad_norm: 2.6207 2021-06-13 17:58:02,962 - mmaction - INFO - Epoch [32][840/940] lr: 4.000e-02, eta: 1 day, 6:04:35, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.5264, top5_acc: 0.7740, loss_cls: 1.9897, loss: 1.9897, grad_norm: 2.7224 2021-06-13 17:58:26,418 - mmaction - INFO - Epoch [32][860/940] lr: 4.000e-02, eta: 1 day, 6:03:39, time: 1.167, data_time: 0.004, memory: 7080, top1_acc: 0.5279, top5_acc: 0.7654, loss_cls: 2.0149, loss: 2.0149, grad_norm: 2.6673 2021-06-13 17:58:50,648 - mmaction - INFO - Epoch [32][880/940] lr: 4.000e-02, eta: 1 day, 6:02:45, time: 1.214, data_time: 0.008, memory: 7080, top1_acc: 0.5369, top5_acc: 0.7729, loss_cls: 1.9652, loss: 1.9652, grad_norm: 2.6159 2021-06-13 17:59:15,589 - mmaction - INFO - Epoch [32][900/940] lr: 4.000e-02, eta: 1 day, 6:01:52, time: 1.249, data_time: 0.004, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7650, loss_cls: 2.0082, loss: 2.0082, grad_norm: 2.6218 2021-06-13 17:59:39,602 - mmaction - INFO - Epoch [32][920/940] lr: 4.000e-02, eta: 1 day, 6:00:57, time: 1.200, data_time: 0.002, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7746, loss_cls: 1.9713, loss: 1.9713, grad_norm: 2.6019 2021-06-13 18:00:00,078 - mmaction - INFO - Epoch [32][940/940] lr: 4.000e-02, eta: 1 day, 5:59:55, time: 1.023, data_time: 0.005, memory: 7080, top1_acc: 0.5351, top5_acc: 0.7709, loss_cls: 1.9571, loss: 1.9571, grad_norm: 2.7827 2021-06-13 18:00:07,164 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-06-13 18:08:03,178 - mmaction - INFO - Epoch [33][20/940] lr: 4.000e-02, eta: 1 day, 6:14:56, time: 23.697, data_time: 21.895, memory: 7080, top1_acc: 0.5408, top5_acc: 0.7756, loss_cls: 1.9532, loss: 1.9532, grad_norm: 2.6274 2021-06-13 18:08:25,671 - mmaction - INFO - Epoch [33][40/940] lr: 4.000e-02, eta: 1 day, 6:13:57, time: 1.130, data_time: 0.009, memory: 7080, top1_acc: 0.5553, top5_acc: 0.7834, loss_cls: 1.8800, loss: 1.8800, grad_norm: 2.5826 2021-06-13 18:08:50,445 - mmaction - INFO - Epoch [33][60/940] lr: 4.000e-02, eta: 1 day, 6:13:03, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.5488, top5_acc: 0.7793, loss_cls: 1.9209, loss: 1.9209, grad_norm: 2.6754 2021-06-13 18:09:15,035 - mmaction - INFO - Epoch [33][80/940] lr: 4.000e-02, eta: 1 day, 6:12:09, time: 1.227, data_time: 0.002, memory: 7080, top1_acc: 0.5451, top5_acc: 0.7818, loss_cls: 1.9387, loss: 1.9387, grad_norm: 2.6618 2021-06-13 18:09:37,609 - mmaction - INFO - Epoch [33][100/940] lr: 4.000e-02, eta: 1 day, 6:11:11, time: 1.128, data_time: 0.006, memory: 7080, top1_acc: 0.5525, top5_acc: 0.7764, loss_cls: 1.9083, loss: 1.9083, grad_norm: 2.6671 2021-06-13 18:10:02,989 - mmaction - INFO - Epoch [33][120/940] lr: 4.000e-02, eta: 1 day, 6:10:19, time: 1.272, data_time: 0.039, memory: 7080, top1_acc: 0.5459, top5_acc: 0.7740, loss_cls: 1.9322, loss: 1.9322, grad_norm: 2.6669 2021-06-13 18:10:26,742 - mmaction - INFO - Epoch [33][140/940] lr: 4.000e-02, eta: 1 day, 6:09:23, time: 1.184, data_time: 0.002, memory: 7080, top1_acc: 0.5330, top5_acc: 0.7666, loss_cls: 2.0088, loss: 2.0088, grad_norm: 2.7070 2021-06-13 18:10:51,501 - mmaction - INFO - Epoch [33][160/940] lr: 4.000e-02, eta: 1 day, 6:08:29, time: 1.238, data_time: 0.006, memory: 7080, top1_acc: 0.5443, top5_acc: 0.7727, loss_cls: 1.9454, loss: 1.9454, grad_norm: 2.6892 2021-06-13 18:11:16,219 - mmaction - INFO - Epoch [33][180/940] lr: 4.000e-02, eta: 1 day, 6:07:35, time: 1.234, data_time: 0.005, memory: 7080, top1_acc: 0.5287, top5_acc: 0.7670, loss_cls: 2.0119, loss: 2.0119, grad_norm: 2.6585 2021-06-13 18:11:38,883 - mmaction - INFO - Epoch [33][200/940] lr: 4.000e-02, eta: 1 day, 6:06:38, time: 1.137, data_time: 0.008, memory: 7080, top1_acc: 0.5293, top5_acc: 0.7637, loss_cls: 2.0135, loss: 2.0135, grad_norm: 2.6575 2021-06-13 18:12:03,059 - mmaction - INFO - Epoch [33][220/940] lr: 4.000e-02, eta: 1 day, 6:05:43, time: 1.210, data_time: 0.005, memory: 7080, top1_acc: 0.5480, top5_acc: 0.7807, loss_cls: 1.9205, loss: 1.9205, grad_norm: 2.6497 2021-06-13 18:12:27,218 - mmaction - INFO - Epoch [33][240/940] lr: 4.000e-02, eta: 1 day, 6:04:48, time: 1.209, data_time: 0.002, memory: 7080, top1_acc: 0.5391, top5_acc: 0.7740, loss_cls: 1.9624, loss: 1.9624, grad_norm: 2.6405 2021-06-13 18:12:52,030 - mmaction - INFO - Epoch [33][260/940] lr: 4.000e-02, eta: 1 day, 6:03:55, time: 1.238, data_time: 0.001, memory: 7080, top1_acc: 0.5504, top5_acc: 0.7785, loss_cls: 1.9148, loss: 1.9148, grad_norm: 2.6595 2021-06-13 18:13:16,859 - mmaction - INFO - Epoch [33][280/940] lr: 4.000e-02, eta: 1 day, 6:03:02, time: 1.242, data_time: 0.004, memory: 7080, top1_acc: 0.5561, top5_acc: 0.7781, loss_cls: 1.9134, loss: 1.9134, grad_norm: 2.6336 2021-06-13 18:13:41,299 - mmaction - INFO - Epoch [33][300/940] lr: 4.000e-02, eta: 1 day, 6:02:08, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.5424, top5_acc: 0.7711, loss_cls: 1.9831, loss: 1.9831, grad_norm: 2.6945 2021-06-13 18:14:05,978 - mmaction - INFO - Epoch [33][320/940] lr: 4.000e-02, eta: 1 day, 6:01:14, time: 1.236, data_time: 0.004, memory: 7080, top1_acc: 0.5363, top5_acc: 0.7592, loss_cls: 2.0372, loss: 2.0372, grad_norm: 2.7340 2021-06-13 18:14:29,884 - mmaction - INFO - Epoch [33][340/940] lr: 4.000e-02, eta: 1 day, 6:00:19, time: 1.195, data_time: 0.002, memory: 7080, top1_acc: 0.5414, top5_acc: 0.7699, loss_cls: 1.9589, loss: 1.9589, grad_norm: 2.6418 2021-06-13 18:14:54,172 - mmaction - INFO - Epoch [33][360/940] lr: 4.000e-02, eta: 1 day, 5:59:25, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.5352, top5_acc: 0.7779, loss_cls: 1.9488, loss: 1.9488, grad_norm: 2.6166 2021-06-13 18:15:18,958 - mmaction - INFO - Epoch [33][380/940] lr: 4.000e-02, eta: 1 day, 5:58:32, time: 1.239, data_time: 0.002, memory: 7080, top1_acc: 0.5617, top5_acc: 0.7822, loss_cls: 1.8898, loss: 1.8898, grad_norm: 2.7098 2021-06-13 18:15:44,312 - mmaction - INFO - Epoch [33][400/940] lr: 4.000e-02, eta: 1 day, 5:57:40, time: 1.267, data_time: 0.003, memory: 7080, top1_acc: 0.5385, top5_acc: 0.7762, loss_cls: 1.9583, loss: 1.9583, grad_norm: 2.7402 2021-06-13 18:16:08,563 - mmaction - INFO - Epoch [33][420/940] lr: 4.000e-02, eta: 1 day, 5:56:46, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.5416, top5_acc: 0.7697, loss_cls: 1.9816, loss: 1.9816, grad_norm: 2.7139 2021-06-13 18:16:33,297 - mmaction - INFO - Epoch [33][440/940] lr: 4.000e-02, eta: 1 day, 5:55:52, time: 1.237, data_time: 0.004, memory: 7080, top1_acc: 0.5361, top5_acc: 0.7734, loss_cls: 1.9763, loss: 1.9763, grad_norm: 2.6151 2021-06-13 18:16:57,939 - mmaction - INFO - Epoch [33][460/940] lr: 4.000e-02, eta: 1 day, 5:54:59, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.5461, top5_acc: 0.7795, loss_cls: 1.9411, loss: 1.9411, grad_norm: 2.6488 2021-06-13 18:17:21,107 - mmaction - INFO - Epoch [33][480/940] lr: 4.000e-02, eta: 1 day, 5:54:03, time: 1.156, data_time: 0.002, memory: 7080, top1_acc: 0.5490, top5_acc: 0.7832, loss_cls: 1.9058, loss: 1.9058, grad_norm: 2.6851 2021-06-13 18:17:45,388 - mmaction - INFO - Epoch [33][500/940] lr: 4.000e-02, eta: 1 day, 5:53:09, time: 1.212, data_time: 0.004, memory: 7080, top1_acc: 0.5340, top5_acc: 0.7732, loss_cls: 1.9520, loss: 1.9520, grad_norm: 2.7326 2021-06-13 18:18:09,949 - mmaction - INFO - Epoch [33][520/940] lr: 4.000e-02, eta: 1 day, 5:52:16, time: 1.232, data_time: 0.007, memory: 7080, top1_acc: 0.5447, top5_acc: 0.7826, loss_cls: 1.9218, loss: 1.9218, grad_norm: 2.6772 2021-06-13 18:18:33,617 - mmaction - INFO - Epoch [33][540/940] lr: 4.000e-02, eta: 1 day, 5:51:20, time: 1.182, data_time: 0.002, memory: 7080, top1_acc: 0.5379, top5_acc: 0.7729, loss_cls: 1.9880, loss: 1.9880, grad_norm: 2.6727 2021-06-13 18:18:58,156 - mmaction - INFO - Epoch [33][560/940] lr: 4.000e-02, eta: 1 day, 5:50:27, time: 1.227, data_time: 0.003, memory: 7080, top1_acc: 0.5369, top5_acc: 0.7691, loss_cls: 1.9746, loss: 1.9746, grad_norm: 2.7012 2021-06-13 18:19:23,442 - mmaction - INFO - Epoch [33][580/940] lr: 4.000e-02, eta: 1 day, 5:49:35, time: 1.264, data_time: 0.003, memory: 7080, top1_acc: 0.5434, top5_acc: 0.7756, loss_cls: 1.9609, loss: 1.9609, grad_norm: 2.6691 2021-06-13 18:19:47,586 - mmaction - INFO - Epoch [33][600/940] lr: 4.000e-02, eta: 1 day, 5:48:41, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.5414, top5_acc: 0.7701, loss_cls: 1.9817, loss: 1.9817, grad_norm: 2.6597 2021-06-13 18:20:11,395 - mmaction - INFO - Epoch [33][620/940] lr: 4.000e-02, eta: 1 day, 5:47:47, time: 1.188, data_time: 0.002, memory: 7080, top1_acc: 0.5494, top5_acc: 0.7830, loss_cls: 1.9272, loss: 1.9272, grad_norm: 2.6968 2021-06-13 18:20:35,474 - mmaction - INFO - Epoch [33][640/940] lr: 4.000e-02, eta: 1 day, 5:46:52, time: 1.205, data_time: 0.011, memory: 7080, top1_acc: 0.5318, top5_acc: 0.7631, loss_cls: 1.9929, loss: 1.9929, grad_norm: 2.6041 2021-06-13 18:20:59,736 - mmaction - INFO - Epoch [33][660/940] lr: 4.000e-02, eta: 1 day, 5:45:59, time: 1.210, data_time: 0.004, memory: 7080, top1_acc: 0.5320, top5_acc: 0.7732, loss_cls: 1.9952, loss: 1.9952, grad_norm: 2.6986 2021-06-13 18:21:24,960 - mmaction - INFO - Epoch [33][680/940] lr: 4.000e-02, eta: 1 day, 5:45:07, time: 1.264, data_time: 0.007, memory: 7080, top1_acc: 0.5393, top5_acc: 0.7746, loss_cls: 1.9738, loss: 1.9738, grad_norm: 2.6604 2021-06-13 18:21:47,984 - mmaction - INFO - Epoch [33][700/940] lr: 4.000e-02, eta: 1 day, 5:44:11, time: 1.151, data_time: 0.003, memory: 7080, top1_acc: 0.5395, top5_acc: 0.7705, loss_cls: 1.9949, loss: 1.9949, grad_norm: 2.6145 2021-06-13 18:22:13,160 - mmaction - INFO - Epoch [33][720/940] lr: 4.000e-02, eta: 1 day, 5:43:19, time: 1.260, data_time: 0.003, memory: 7080, top1_acc: 0.5500, top5_acc: 0.7787, loss_cls: 1.9448, loss: 1.9448, grad_norm: 2.6711 2021-06-13 18:22:37,226 - mmaction - INFO - Epoch [33][740/940] lr: 4.000e-02, eta: 1 day, 5:42:25, time: 1.202, data_time: 0.001, memory: 7080, top1_acc: 0.5477, top5_acc: 0.7789, loss_cls: 1.9539, loss: 1.9539, grad_norm: 2.6412 2021-06-13 18:23:01,305 - mmaction - INFO - Epoch [33][760/940] lr: 4.000e-02, eta: 1 day, 5:41:31, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.5475, top5_acc: 0.7691, loss_cls: 1.9729, loss: 1.9729, grad_norm: 2.5980 2021-06-13 18:23:26,050 - mmaction - INFO - Epoch [33][780/940] lr: 4.000e-02, eta: 1 day, 5:40:39, time: 1.238, data_time: 0.004, memory: 7080, top1_acc: 0.5312, top5_acc: 0.7672, loss_cls: 1.9932, loss: 1.9932, grad_norm: 2.6898 2021-06-13 18:23:49,196 - mmaction - INFO - Epoch [33][800/940] lr: 4.000e-02, eta: 1 day, 5:39:43, time: 1.158, data_time: 0.003, memory: 7080, top1_acc: 0.5342, top5_acc: 0.7711, loss_cls: 1.9635, loss: 1.9635, grad_norm: 2.6541 2021-06-13 18:24:13,732 - mmaction - INFO - Epoch [33][820/940] lr: 4.000e-02, eta: 1 day, 5:38:50, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.5514, top5_acc: 0.7738, loss_cls: 1.9282, loss: 1.9282, grad_norm: 2.6410 2021-06-13 18:24:38,783 - mmaction - INFO - Epoch [33][840/940] lr: 4.000e-02, eta: 1 day, 5:37:59, time: 1.258, data_time: 0.008, memory: 7080, top1_acc: 0.5383, top5_acc: 0.7645, loss_cls: 1.9868, loss: 1.9868, grad_norm: 2.6564 2021-06-13 18:25:02,760 - mmaction - INFO - Epoch [33][860/940] lr: 4.000e-02, eta: 1 day, 5:37:05, time: 1.198, data_time: 0.002, memory: 7080, top1_acc: 0.5371, top5_acc: 0.7646, loss_cls: 1.9673, loss: 1.9673, grad_norm: 2.6260 2021-06-13 18:25:26,751 - mmaction - INFO - Epoch [33][880/940] lr: 4.000e-02, eta: 1 day, 5:36:11, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.5451, top5_acc: 0.7775, loss_cls: 1.9609, loss: 1.9609, grad_norm: 2.6174 2021-06-13 18:25:51,558 - mmaction - INFO - Epoch [33][900/940] lr: 4.000e-02, eta: 1 day, 5:35:19, time: 1.239, data_time: 0.005, memory: 7080, top1_acc: 0.5334, top5_acc: 0.7691, loss_cls: 1.9932, loss: 1.9932, grad_norm: 2.6726 2021-06-13 18:26:15,568 - mmaction - INFO - Epoch [33][920/940] lr: 4.000e-02, eta: 1 day, 5:34:25, time: 1.202, data_time: 0.007, memory: 7080, top1_acc: 0.5396, top5_acc: 0.7615, loss_cls: 1.9901, loss: 1.9901, grad_norm: 2.6842 2021-06-13 18:26:36,318 - mmaction - INFO - Epoch [33][940/940] lr: 4.000e-02, eta: 1 day, 5:33:25, time: 1.041, data_time: 0.005, memory: 7080, top1_acc: 0.5345, top5_acc: 0.7666, loss_cls: 1.9992, loss: 1.9992, grad_norm: 2.7418 2021-06-13 18:26:41,653 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-06-13 18:34:22,155 - mmaction - INFO - Epoch [34][20/940] lr: 4.000e-02, eta: 1 day, 5:47:15, time: 22.976, data_time: 21.876, memory: 7080, top1_acc: 0.5371, top5_acc: 0.7744, loss_cls: 1.9856, loss: 1.9856, grad_norm: 2.6761 2021-06-13 18:34:46,587 - mmaction - INFO - Epoch [34][40/940] lr: 4.000e-02, eta: 1 day, 5:46:21, time: 1.222, data_time: 0.005, memory: 7080, top1_acc: 0.5580, top5_acc: 0.7834, loss_cls: 1.8991, loss: 1.8991, grad_norm: 2.6648 2021-06-13 18:35:09,896 - mmaction - INFO - Epoch [34][60/940] lr: 4.000e-02, eta: 1 day, 5:45:25, time: 1.165, data_time: 0.168, memory: 7080, top1_acc: 0.5473, top5_acc: 0.7859, loss_cls: 1.9202, loss: 1.9202, grad_norm: 2.7375 2021-06-13 18:35:34,365 - mmaction - INFO - Epoch [34][80/940] lr: 4.000e-02, eta: 1 day, 5:44:32, time: 1.222, data_time: 0.172, memory: 7080, top1_acc: 0.5473, top5_acc: 0.7820, loss_cls: 1.9192, loss: 1.9192, grad_norm: 2.6779 2021-06-13 18:35:58,685 - mmaction - INFO - Epoch [34][100/940] lr: 4.000e-02, eta: 1 day, 5:43:38, time: 1.218, data_time: 0.237, memory: 7080, top1_acc: 0.5447, top5_acc: 0.7824, loss_cls: 1.9159, loss: 1.9159, grad_norm: 2.7176 2021-06-13 18:36:22,684 - mmaction - INFO - Epoch [34][120/940] lr: 4.000e-02, eta: 1 day, 5:42:44, time: 1.195, data_time: 0.047, memory: 7080, top1_acc: 0.5490, top5_acc: 0.7799, loss_cls: 1.9272, loss: 1.9272, grad_norm: 2.6120 2021-06-13 18:36:47,261 - mmaction - INFO - Epoch [34][140/940] lr: 4.000e-02, eta: 1 day, 5:41:51, time: 1.234, data_time: 0.248, memory: 7080, top1_acc: 0.5410, top5_acc: 0.7666, loss_cls: 1.9677, loss: 1.9677, grad_norm: 2.6856 2021-06-13 18:37:11,069 - mmaction - INFO - Epoch [34][160/940] lr: 4.000e-02, eta: 1 day, 5:40:56, time: 1.187, data_time: 0.001, memory: 7080, top1_acc: 0.5471, top5_acc: 0.7738, loss_cls: 1.9456, loss: 1.9456, grad_norm: 2.6554 2021-06-13 18:37:34,367 - mmaction - INFO - Epoch [34][180/940] lr: 4.000e-02, eta: 1 day, 5:40:01, time: 1.168, data_time: 0.004, memory: 7080, top1_acc: 0.5449, top5_acc: 0.7734, loss_cls: 1.9462, loss: 1.9462, grad_norm: 2.6645 2021-06-13 18:38:00,538 - mmaction - INFO - Epoch [34][200/940] lr: 4.000e-02, eta: 1 day, 5:39:11, time: 1.308, data_time: 0.001, memory: 7080, top1_acc: 0.5502, top5_acc: 0.7783, loss_cls: 1.9106, loss: 1.9106, grad_norm: 2.6740 2021-06-13 18:38:25,226 - mmaction - INFO - Epoch [34][220/940] lr: 4.000e-02, eta: 1 day, 5:38:18, time: 1.234, data_time: 0.002, memory: 7080, top1_acc: 0.5471, top5_acc: 0.7834, loss_cls: 1.8959, loss: 1.8959, grad_norm: 2.6483 2021-06-13 18:38:48,401 - mmaction - INFO - Epoch [34][240/940] lr: 4.000e-02, eta: 1 day, 5:37:22, time: 1.159, data_time: 0.003, memory: 7080, top1_acc: 0.5430, top5_acc: 0.7826, loss_cls: 1.9147, loss: 1.9147, grad_norm: 2.6549 2021-06-13 18:39:13,769 - mmaction - INFO - Epoch [34][260/940] lr: 4.000e-02, eta: 1 day, 5:36:31, time: 1.268, data_time: 0.002, memory: 7080, top1_acc: 0.5439, top5_acc: 0.7781, loss_cls: 1.9259, loss: 1.9259, grad_norm: 2.7048 2021-06-13 18:39:37,362 - mmaction - INFO - Epoch [34][280/940] lr: 4.000e-02, eta: 1 day, 5:35:36, time: 1.176, data_time: 0.003, memory: 7080, top1_acc: 0.5371, top5_acc: 0.7656, loss_cls: 1.9721, loss: 1.9721, grad_norm: 2.6508 2021-06-13 18:40:01,496 - mmaction - INFO - Epoch [34][300/940] lr: 4.000e-02, eta: 1 day, 5:34:42, time: 1.208, data_time: 0.007, memory: 7080, top1_acc: 0.5439, top5_acc: 0.7680, loss_cls: 1.9684, loss: 1.9684, grad_norm: 2.6415 2021-06-13 18:40:27,013 - mmaction - INFO - Epoch [34][320/940] lr: 4.000e-02, eta: 1 day, 5:33:52, time: 1.278, data_time: 0.006, memory: 7080, top1_acc: 0.5375, top5_acc: 0.7766, loss_cls: 1.9662, loss: 1.9662, grad_norm: 2.6546 2021-06-13 18:40:50,948 - mmaction - INFO - Epoch [34][340/940] lr: 4.000e-02, eta: 1 day, 5:32:58, time: 1.195, data_time: 0.003, memory: 7080, top1_acc: 0.5359, top5_acc: 0.7723, loss_cls: 1.9663, loss: 1.9663, grad_norm: 2.6490 2021-06-13 18:41:15,581 - mmaction - INFO - Epoch [34][360/940] lr: 4.000e-02, eta: 1 day, 5:32:05, time: 1.235, data_time: 0.005, memory: 7080, top1_acc: 0.5447, top5_acc: 0.7809, loss_cls: 1.9377, loss: 1.9377, grad_norm: 2.7144 2021-06-13 18:41:40,696 - mmaction - INFO - Epoch [34][380/940] lr: 4.000e-02, eta: 1 day, 5:31:13, time: 1.255, data_time: 0.002, memory: 7080, top1_acc: 0.5496, top5_acc: 0.7754, loss_cls: 1.9423, loss: 1.9423, grad_norm: 2.6669 2021-06-13 18:42:03,950 - mmaction - INFO - Epoch [34][400/940] lr: 4.000e-02, eta: 1 day, 5:30:18, time: 1.163, data_time: 0.002, memory: 7080, top1_acc: 0.5510, top5_acc: 0.7754, loss_cls: 1.9182, loss: 1.9182, grad_norm: 2.6685 2021-06-13 18:42:28,938 - mmaction - INFO - Epoch [34][420/940] lr: 4.000e-02, eta: 1 day, 5:29:26, time: 1.250, data_time: 0.002, memory: 7080, top1_acc: 0.5430, top5_acc: 0.7707, loss_cls: 1.9638, loss: 1.9638, grad_norm: 2.6834 2021-06-13 18:42:51,357 - mmaction - INFO - Epoch [34][440/940] lr: 4.000e-02, eta: 1 day, 5:28:30, time: 1.119, data_time: 0.002, memory: 7080, top1_acc: 0.5357, top5_acc: 0.7680, loss_cls: 1.9820, loss: 1.9820, grad_norm: 2.6362 2021-06-13 18:43:15,377 - mmaction - INFO - Epoch [34][460/940] lr: 4.000e-02, eta: 1 day, 5:27:36, time: 1.197, data_time: 0.004, memory: 7080, top1_acc: 0.5420, top5_acc: 0.7766, loss_cls: 1.9463, loss: 1.9463, grad_norm: 2.6161 2021-06-13 18:43:39,888 - mmaction - INFO - Epoch [34][480/940] lr: 4.000e-02, eta: 1 day, 5:26:43, time: 1.229, data_time: 0.008, memory: 7080, top1_acc: 0.5432, top5_acc: 0.7748, loss_cls: 1.9530, loss: 1.9530, grad_norm: 2.6741 2021-06-13 18:44:04,294 - mmaction - INFO - Epoch [34][500/940] lr: 4.000e-02, eta: 1 day, 5:25:51, time: 1.223, data_time: 0.006, memory: 7080, top1_acc: 0.5381, top5_acc: 0.7711, loss_cls: 1.9659, loss: 1.9659, grad_norm: 2.6608 2021-06-13 18:44:28,390 - mmaction - INFO - Epoch [34][520/940] lr: 4.000e-02, eta: 1 day, 5:24:57, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.5266, top5_acc: 0.7709, loss_cls: 1.9846, loss: 1.9846, grad_norm: 2.6835 2021-06-13 18:44:53,204 - mmaction - INFO - Epoch [34][540/940] lr: 4.000e-02, eta: 1 day, 5:24:05, time: 1.243, data_time: 0.006, memory: 7080, top1_acc: 0.5404, top5_acc: 0.7783, loss_cls: 1.9601, loss: 1.9601, grad_norm: 2.6952 2021-06-13 18:45:17,217 - mmaction - INFO - Epoch [34][560/940] lr: 4.000e-02, eta: 1 day, 5:23:12, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.5398, top5_acc: 0.7748, loss_cls: 1.9524, loss: 1.9524, grad_norm: 2.6249 2021-06-13 18:45:42,033 - mmaction - INFO - Epoch [34][580/940] lr: 4.000e-02, eta: 1 day, 5:22:20, time: 1.241, data_time: 0.006, memory: 7080, top1_acc: 0.5391, top5_acc: 0.7699, loss_cls: 1.9728, loss: 1.9728, grad_norm: 2.6257 2021-06-13 18:46:06,102 - mmaction - INFO - Epoch [34][600/940] lr: 4.000e-02, eta: 1 day, 5:21:27, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.5287, top5_acc: 0.7654, loss_cls: 1.9926, loss: 1.9926, grad_norm: 2.7237 2021-06-13 18:46:30,001 - mmaction - INFO - Epoch [34][620/940] lr: 4.000e-02, eta: 1 day, 5:20:33, time: 1.193, data_time: 0.004, memory: 7080, top1_acc: 0.5453, top5_acc: 0.7746, loss_cls: 1.9369, loss: 1.9369, grad_norm: 2.6266 2021-06-13 18:46:53,960 - mmaction - INFO - Epoch [34][640/940] lr: 4.000e-02, eta: 1 day, 5:19:40, time: 1.199, data_time: 0.017, memory: 7080, top1_acc: 0.5338, top5_acc: 0.7668, loss_cls: 1.9762, loss: 1.9762, grad_norm: 2.6793 2021-06-13 18:47:18,868 - mmaction - INFO - Epoch [34][660/940] lr: 4.000e-02, eta: 1 day, 5:18:48, time: 1.248, data_time: 0.012, memory: 7080, top1_acc: 0.5525, top5_acc: 0.7762, loss_cls: 1.9632, loss: 1.9632, grad_norm: 2.6482 2021-06-13 18:47:43,153 - mmaction - INFO - Epoch [34][680/940] lr: 4.000e-02, eta: 1 day, 5:17:56, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.5416, top5_acc: 0.7646, loss_cls: 1.9758, loss: 1.9758, grad_norm: 2.6818 2021-06-13 18:48:06,668 - mmaction - INFO - Epoch [34][700/940] lr: 4.000e-02, eta: 1 day, 5:17:01, time: 1.172, data_time: 0.004, memory: 7080, top1_acc: 0.5516, top5_acc: 0.7773, loss_cls: 1.9258, loss: 1.9258, grad_norm: 2.6256 2021-06-13 18:48:30,606 - mmaction - INFO - Epoch [34][720/940] lr: 4.000e-02, eta: 1 day, 5:16:08, time: 1.201, data_time: 0.008, memory: 7080, top1_acc: 0.5414, top5_acc: 0.7695, loss_cls: 1.9676, loss: 1.9676, grad_norm: 2.6771 2021-06-13 18:48:55,180 - mmaction - INFO - Epoch [34][740/940] lr: 4.000e-02, eta: 1 day, 5:15:16, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.5322, top5_acc: 0.7582, loss_cls: 2.0143, loss: 2.0143, grad_norm: 2.6684 2021-06-13 18:49:19,340 - mmaction - INFO - Epoch [34][760/940] lr: 4.000e-02, eta: 1 day, 5:14:23, time: 1.209, data_time: 0.004, memory: 7080, top1_acc: 0.5443, top5_acc: 0.7789, loss_cls: 1.9486, loss: 1.9486, grad_norm: 2.6392 2021-06-13 18:49:43,602 - mmaction - INFO - Epoch [34][780/940] lr: 4.000e-02, eta: 1 day, 5:13:31, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.5428, top5_acc: 0.7631, loss_cls: 1.9678, loss: 1.9678, grad_norm: 2.6277 2021-06-13 18:50:07,735 - mmaction - INFO - Epoch [34][800/940] lr: 4.000e-02, eta: 1 day, 5:12:38, time: 1.208, data_time: 0.004, memory: 7080, top1_acc: 0.5348, top5_acc: 0.7662, loss_cls: 2.0100, loss: 2.0100, grad_norm: 2.7478 2021-06-13 18:50:31,539 - mmaction - INFO - Epoch [34][820/940] lr: 4.000e-02, eta: 1 day, 5:11:45, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.5320, top5_acc: 0.7643, loss_cls: 2.0044, loss: 2.0044, grad_norm: 2.6755 2021-06-13 18:50:57,683 - mmaction - INFO - Epoch [34][840/940] lr: 4.000e-02, eta: 1 day, 5:10:56, time: 1.307, data_time: 0.003, memory: 7080, top1_acc: 0.5359, top5_acc: 0.7744, loss_cls: 1.9286, loss: 1.9286, grad_norm: 2.6127 2021-06-13 18:51:20,646 - mmaction - INFO - Epoch [34][860/940] lr: 4.000e-02, eta: 1 day, 5:10:01, time: 1.149, data_time: 0.003, memory: 7080, top1_acc: 0.5496, top5_acc: 0.7715, loss_cls: 1.9474, loss: 1.9474, grad_norm: 2.6548 2021-06-13 18:51:45,602 - mmaction - INFO - Epoch [34][880/940] lr: 4.000e-02, eta: 1 day, 5:09:10, time: 1.247, data_time: 0.003, memory: 7080, top1_acc: 0.5402, top5_acc: 0.7773, loss_cls: 1.9472, loss: 1.9472, grad_norm: 2.6558 2021-06-13 18:52:09,967 - mmaction - INFO - Epoch [34][900/940] lr: 4.000e-02, eta: 1 day, 5:08:18, time: 1.220, data_time: 0.003, memory: 7080, top1_acc: 0.5350, top5_acc: 0.7682, loss_cls: 1.9862, loss: 1.9862, grad_norm: 2.7133 2021-06-13 18:52:34,077 - mmaction - INFO - Epoch [34][920/940] lr: 4.000e-02, eta: 1 day, 5:07:25, time: 1.204, data_time: 0.001, memory: 7080, top1_acc: 0.5256, top5_acc: 0.7623, loss_cls: 1.9940, loss: 1.9940, grad_norm: 2.6736 2021-06-13 18:52:54,818 - mmaction - INFO - Epoch [34][940/940] lr: 4.000e-02, eta: 1 day, 5:06:26, time: 1.039, data_time: 0.003, memory: 7080, top1_acc: 0.5414, top5_acc: 0.7711, loss_cls: 1.9734, loss: 1.9734, grad_norm: 2.6946 2021-06-13 18:52:59,997 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-06-13 19:00:51,078 - mmaction - INFO - Epoch [35][20/940] lr: 4.000e-02, eta: 1 day, 5:19:58, time: 23.504, data_time: 22.533, memory: 7080, top1_acc: 0.5484, top5_acc: 0.7691, loss_cls: 1.9523, loss: 1.9523, grad_norm: 2.7075 2021-06-13 19:01:15,388 - mmaction - INFO - Epoch [35][40/940] lr: 4.000e-02, eta: 1 day, 5:19:05, time: 1.215, data_time: 0.310, memory: 7080, top1_acc: 0.5367, top5_acc: 0.7650, loss_cls: 1.9943, loss: 1.9943, grad_norm: 2.6708 2021-06-13 19:01:39,044 - mmaction - INFO - Epoch [35][60/940] lr: 4.000e-02, eta: 1 day, 5:18:11, time: 1.186, data_time: 0.121, memory: 7080, top1_acc: 0.5574, top5_acc: 0.7809, loss_cls: 1.9002, loss: 1.9002, grad_norm: 2.6887 2021-06-13 19:02:03,706 - mmaction - INFO - Epoch [35][80/940] lr: 4.000e-02, eta: 1 day, 5:17:19, time: 1.234, data_time: 0.054, memory: 7080, top1_acc: 0.5434, top5_acc: 0.7697, loss_cls: 1.9434, loss: 1.9434, grad_norm: 2.6829 2021-06-13 19:02:26,569 - mmaction - INFO - Epoch [35][100/940] lr: 4.000e-02, eta: 1 day, 5:16:23, time: 1.140, data_time: 0.002, memory: 7080, top1_acc: 0.5441, top5_acc: 0.7824, loss_cls: 1.9077, loss: 1.9077, grad_norm: 2.7132 2021-06-13 19:02:50,384 - mmaction - INFO - Epoch [35][120/940] lr: 4.000e-02, eta: 1 day, 5:15:30, time: 1.190, data_time: 0.008, memory: 7080, top1_acc: 0.5338, top5_acc: 0.7723, loss_cls: 1.9627, loss: 1.9627, grad_norm: 2.5857 2021-06-13 19:03:15,488 - mmaction - INFO - Epoch [35][140/940] lr: 4.000e-02, eta: 1 day, 5:14:39, time: 1.258, data_time: 0.005, memory: 7080, top1_acc: 0.5531, top5_acc: 0.7832, loss_cls: 1.9092, loss: 1.9092, grad_norm: 2.6754 2021-06-13 19:03:39,006 - mmaction - INFO - Epoch [35][160/940] lr: 4.000e-02, eta: 1 day, 5:13:44, time: 1.172, data_time: 0.002, memory: 7080, top1_acc: 0.5531, top5_acc: 0.7803, loss_cls: 1.9343, loss: 1.9343, grad_norm: 2.6363 2021-06-13 19:04:03,835 - mmaction - INFO - Epoch [35][180/940] lr: 4.000e-02, eta: 1 day, 5:12:53, time: 1.244, data_time: 0.006, memory: 7080, top1_acc: 0.5426, top5_acc: 0.7828, loss_cls: 1.9384, loss: 1.9384, grad_norm: 2.6925 2021-06-13 19:04:28,197 - mmaction - INFO - Epoch [35][200/940] lr: 4.000e-02, eta: 1 day, 5:12:00, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.5455, top5_acc: 0.7809, loss_cls: 1.9594, loss: 1.9594, grad_norm: 2.7429 2021-06-13 19:04:52,638 - mmaction - INFO - Epoch [35][220/940] lr: 4.000e-02, eta: 1 day, 5:11:08, time: 1.219, data_time: 0.001, memory: 7080, top1_acc: 0.5516, top5_acc: 0.7764, loss_cls: 1.9296, loss: 1.9296, grad_norm: 2.6461 2021-06-13 19:05:16,916 - mmaction - INFO - Epoch [35][240/940] lr: 4.000e-02, eta: 1 day, 5:10:15, time: 1.215, data_time: 0.005, memory: 7080, top1_acc: 0.5459, top5_acc: 0.7832, loss_cls: 1.8989, loss: 1.8989, grad_norm: 2.6447 2021-06-13 19:05:41,347 - mmaction - INFO - Epoch [35][260/940] lr: 4.000e-02, eta: 1 day, 5:09:23, time: 1.223, data_time: 0.004, memory: 7080, top1_acc: 0.5348, top5_acc: 0.7695, loss_cls: 1.9899, loss: 1.9899, grad_norm: 2.7102 2021-06-13 19:06:06,231 - mmaction - INFO - Epoch [35][280/940] lr: 4.000e-02, eta: 1 day, 5:08:31, time: 1.241, data_time: 0.012, memory: 7080, top1_acc: 0.5437, top5_acc: 0.7699, loss_cls: 1.9666, loss: 1.9666, grad_norm: 2.6021 2021-06-13 19:06:30,075 - mmaction - INFO - Epoch [35][300/940] lr: 4.000e-02, eta: 1 day, 5:07:38, time: 1.194, data_time: 0.005, memory: 7080, top1_acc: 0.5520, top5_acc: 0.7768, loss_cls: 1.9305, loss: 1.9305, grad_norm: 2.6045 2021-06-13 19:06:54,453 - mmaction - INFO - Epoch [35][320/940] lr: 4.000e-02, eta: 1 day, 5:06:46, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.5506, top5_acc: 0.7846, loss_cls: 1.8747, loss: 1.8747, grad_norm: 2.6842 2021-06-13 19:07:18,329 - mmaction - INFO - Epoch [35][340/940] lr: 4.000e-02, eta: 1 day, 5:05:52, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.5500, top5_acc: 0.7703, loss_cls: 1.9448, loss: 1.9448, grad_norm: 2.6466 2021-06-13 19:07:42,804 - mmaction - INFO - Epoch [35][360/940] lr: 4.000e-02, eta: 1 day, 5:05:00, time: 1.223, data_time: 0.004, memory: 7080, top1_acc: 0.5531, top5_acc: 0.7811, loss_cls: 1.9026, loss: 1.9026, grad_norm: 2.6581 2021-06-13 19:08:07,811 - mmaction - INFO - Epoch [35][380/940] lr: 4.000e-02, eta: 1 day, 5:04:09, time: 1.250, data_time: 0.004, memory: 7080, top1_acc: 0.5436, top5_acc: 0.7732, loss_cls: 1.9632, loss: 1.9632, grad_norm: 2.6684 2021-06-13 19:08:31,585 - mmaction - INFO - Epoch [35][400/940] lr: 4.000e-02, eta: 1 day, 5:03:16, time: 1.187, data_time: 0.004, memory: 7080, top1_acc: 0.5451, top5_acc: 0.7779, loss_cls: 1.9303, loss: 1.9303, grad_norm: 2.6517 2021-06-13 19:08:56,397 - mmaction - INFO - Epoch [35][420/940] lr: 4.000e-02, eta: 1 day, 5:02:25, time: 1.243, data_time: 0.006, memory: 7080, top1_acc: 0.5367, top5_acc: 0.7693, loss_cls: 1.9692, loss: 1.9692, grad_norm: 2.6811 2021-06-13 19:09:20,372 - mmaction - INFO - Epoch [35][440/940] lr: 4.000e-02, eta: 1 day, 5:01:32, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.5365, top5_acc: 0.7699, loss_cls: 1.9759, loss: 1.9759, grad_norm: 2.6358 2021-06-13 19:09:45,237 - mmaction - INFO - Epoch [35][460/940] lr: 4.000e-02, eta: 1 day, 5:00:41, time: 1.241, data_time: 0.001, memory: 7080, top1_acc: 0.5443, top5_acc: 0.7764, loss_cls: 1.9440, loss: 1.9440, grad_norm: 2.6507 2021-06-13 19:10:09,806 - mmaction - INFO - Epoch [35][480/940] lr: 4.000e-02, eta: 1 day, 4:59:49, time: 1.229, data_time: 0.004, memory: 7080, top1_acc: 0.5266, top5_acc: 0.7738, loss_cls: 1.9838, loss: 1.9838, grad_norm: 2.6892 2021-06-13 19:10:34,140 - mmaction - INFO - Epoch [35][500/940] lr: 4.000e-02, eta: 1 day, 4:58:57, time: 1.216, data_time: 0.003, memory: 7080, top1_acc: 0.5365, top5_acc: 0.7631, loss_cls: 1.9824, loss: 1.9824, grad_norm: 2.7092 2021-06-13 19:10:58,254 - mmaction - INFO - Epoch [35][520/940] lr: 4.000e-02, eta: 1 day, 4:58:05, time: 1.206, data_time: 0.003, memory: 7080, top1_acc: 0.5471, top5_acc: 0.7783, loss_cls: 1.9320, loss: 1.9320, grad_norm: 2.6614 2021-06-13 19:11:22,283 - mmaction - INFO - Epoch [35][540/940] lr: 4.000e-02, eta: 1 day, 4:57:12, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.5541, top5_acc: 0.7762, loss_cls: 1.9317, loss: 1.9317, grad_norm: 2.6427 2021-06-13 19:11:46,408 - mmaction - INFO - Epoch [35][560/940] lr: 4.000e-02, eta: 1 day, 4:56:20, time: 1.206, data_time: 0.008, memory: 7080, top1_acc: 0.5455, top5_acc: 0.7691, loss_cls: 1.9796, loss: 1.9796, grad_norm: 2.6767 2021-06-13 19:12:10,947 - mmaction - INFO - Epoch [35][580/940] lr: 4.000e-02, eta: 1 day, 4:55:28, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.5422, top5_acc: 0.7758, loss_cls: 1.9312, loss: 1.9312, grad_norm: 2.6517 2021-06-13 19:12:35,551 - mmaction - INFO - Epoch [35][600/940] lr: 4.000e-02, eta: 1 day, 4:54:37, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.5455, top5_acc: 0.7756, loss_cls: 1.9696, loss: 1.9696, grad_norm: 2.6997 2021-06-13 19:13:01,209 - mmaction - INFO - Epoch [35][620/940] lr: 4.000e-02, eta: 1 day, 4:53:47, time: 1.282, data_time: 0.003, memory: 7080, top1_acc: 0.5432, top5_acc: 0.7775, loss_cls: 1.9231, loss: 1.9231, grad_norm: 2.6625 2021-06-13 19:13:25,584 - mmaction - INFO - Epoch [35][640/940] lr: 4.000e-02, eta: 1 day, 4:52:56, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.5537, top5_acc: 0.7848, loss_cls: 1.9015, loss: 1.9015, grad_norm: 2.6712 2021-06-13 19:13:48,885 - mmaction - INFO - Epoch [35][660/940] lr: 4.000e-02, eta: 1 day, 4:52:02, time: 1.164, data_time: 0.002, memory: 7080, top1_acc: 0.5441, top5_acc: 0.7828, loss_cls: 1.9080, loss: 1.9080, grad_norm: 2.6978 2021-06-13 19:14:14,150 - mmaction - INFO - Epoch [35][680/940] lr: 4.000e-02, eta: 1 day, 4:51:12, time: 1.263, data_time: 0.004, memory: 7080, top1_acc: 0.5443, top5_acc: 0.7748, loss_cls: 1.9560, loss: 1.9560, grad_norm: 2.7402 2021-06-13 19:14:38,759 - mmaction - INFO - Epoch [35][700/940] lr: 4.000e-02, eta: 1 day, 4:50:21, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.5367, top5_acc: 0.7666, loss_cls: 2.0035, loss: 2.0035, grad_norm: 2.7169 2021-06-13 19:15:01,988 - mmaction - INFO - Epoch [35][720/940] lr: 4.000e-02, eta: 1 day, 4:49:27, time: 1.161, data_time: 0.003, memory: 7080, top1_acc: 0.5363, top5_acc: 0.7652, loss_cls: 1.9735, loss: 1.9735, grad_norm: 2.6466 2021-06-13 19:15:26,910 - mmaction - INFO - Epoch [35][740/940] lr: 4.000e-02, eta: 1 day, 4:48:36, time: 1.247, data_time: 0.004, memory: 7080, top1_acc: 0.5430, top5_acc: 0.7766, loss_cls: 1.9481, loss: 1.9481, grad_norm: 2.6652 2021-06-13 19:15:51,181 - mmaction - INFO - Epoch [35][760/940] lr: 4.000e-02, eta: 1 day, 4:47:44, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.5502, top5_acc: 0.7781, loss_cls: 1.9323, loss: 1.9323, grad_norm: 2.6962 2021-06-13 19:16:14,758 - mmaction - INFO - Epoch [35][780/940] lr: 4.000e-02, eta: 1 day, 4:46:51, time: 1.182, data_time: 0.006, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7650, loss_cls: 1.9903, loss: 1.9903, grad_norm: 2.7190 2021-06-13 19:16:40,226 - mmaction - INFO - Epoch [35][800/940] lr: 4.000e-02, eta: 1 day, 4:46:02, time: 1.274, data_time: 0.002, memory: 7080, top1_acc: 0.5434, top5_acc: 0.7828, loss_cls: 1.9198, loss: 1.9198, grad_norm: 2.6018 2021-06-13 19:17:04,626 - mmaction - INFO - Epoch [35][820/940] lr: 4.000e-02, eta: 1 day, 4:45:10, time: 1.218, data_time: 0.001, memory: 7080, top1_acc: 0.5402, top5_acc: 0.7789, loss_cls: 1.9648, loss: 1.9648, grad_norm: 2.6720 2021-06-13 19:17:29,128 - mmaction - INFO - Epoch [35][840/940] lr: 4.000e-02, eta: 1 day, 4:44:19, time: 1.228, data_time: 0.004, memory: 7080, top1_acc: 0.5400, top5_acc: 0.7699, loss_cls: 1.9699, loss: 1.9699, grad_norm: 2.7143 2021-06-13 19:17:54,994 - mmaction - INFO - Epoch [35][860/940] lr: 4.000e-02, eta: 1 day, 4:43:31, time: 1.293, data_time: 0.001, memory: 7080, top1_acc: 0.5391, top5_acc: 0.7717, loss_cls: 1.9618, loss: 1.9618, grad_norm: 2.6406 2021-06-13 19:18:17,904 - mmaction - INFO - Epoch [35][880/940] lr: 4.000e-02, eta: 1 day, 4:42:37, time: 1.144, data_time: 0.003, memory: 7080, top1_acc: 0.5391, top5_acc: 0.7715, loss_cls: 1.9821, loss: 1.9821, grad_norm: 2.6876 2021-06-13 19:18:42,999 - mmaction - INFO - Epoch [35][900/940] lr: 4.000e-02, eta: 1 day, 4:41:47, time: 1.254, data_time: 0.004, memory: 7080, top1_acc: 0.5354, top5_acc: 0.7676, loss_cls: 1.9710, loss: 1.9710, grad_norm: 2.6474 2021-06-13 19:19:07,694 - mmaction - INFO - Epoch [35][920/940] lr: 4.000e-02, eta: 1 day, 4:40:56, time: 1.237, data_time: 0.005, memory: 7080, top1_acc: 0.5498, top5_acc: 0.7861, loss_cls: 1.9130, loss: 1.9130, grad_norm: 2.6983 2021-06-13 19:19:28,027 - mmaction - INFO - Epoch [35][940/940] lr: 4.000e-02, eta: 1 day, 4:39:57, time: 1.018, data_time: 0.003, memory: 7080, top1_acc: 0.5446, top5_acc: 0.7697, loss_cls: 1.9664, loss: 1.9664, grad_norm: 2.7074 2021-06-13 19:19:32,816 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-06-13 19:27:08,080 - mmaction - INFO - Epoch [36][20/940] lr: 4.000e-02, eta: 1 day, 4:52:24, time: 22.715, data_time: 21.523, memory: 7080, top1_acc: 0.5484, top5_acc: 0.7768, loss_cls: 1.9107, loss: 1.9107, grad_norm: 2.6448 2021-06-13 19:27:31,484 - mmaction - INFO - Epoch [36][40/940] lr: 4.000e-02, eta: 1 day, 4:51:30, time: 1.168, data_time: 0.033, memory: 7080, top1_acc: 0.5570, top5_acc: 0.7879, loss_cls: 1.8673, loss: 1.8673, grad_norm: 2.6460 2021-06-13 19:27:55,734 - mmaction - INFO - Epoch [36][60/940] lr: 4.000e-02, eta: 1 day, 4:50:38, time: 1.215, data_time: 0.028, memory: 7080, top1_acc: 0.5510, top5_acc: 0.7875, loss_cls: 1.8784, loss: 1.8784, grad_norm: 2.6937 2021-06-13 19:28:19,266 - mmaction - INFO - Epoch [36][80/940] lr: 4.000e-02, eta: 1 day, 4:49:44, time: 1.177, data_time: 0.019, memory: 7080, top1_acc: 0.5553, top5_acc: 0.7826, loss_cls: 1.9080, loss: 1.9080, grad_norm: 2.6351 2021-06-13 19:28:43,653 - mmaction - INFO - Epoch [36][100/940] lr: 4.000e-02, eta: 1 day, 4:48:53, time: 1.219, data_time: 0.029, memory: 7080, top1_acc: 0.5559, top5_acc: 0.7869, loss_cls: 1.8967, loss: 1.8967, grad_norm: 2.6836 2021-06-13 19:29:07,470 - mmaction - INFO - Epoch [36][120/940] lr: 4.000e-02, eta: 1 day, 4:48:00, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.5498, top5_acc: 0.7771, loss_cls: 1.9506, loss: 1.9506, grad_norm: 2.6778 2021-06-13 19:29:30,541 - mmaction - INFO - Epoch [36][140/940] lr: 4.000e-02, eta: 1 day, 4:47:05, time: 1.155, data_time: 0.006, memory: 7080, top1_acc: 0.5564, top5_acc: 0.7883, loss_cls: 1.8871, loss: 1.8871, grad_norm: 2.6488 2021-06-13 19:29:54,978 - mmaction - INFO - Epoch [36][160/940] lr: 4.000e-02, eta: 1 day, 4:46:14, time: 1.223, data_time: 0.005, memory: 7080, top1_acc: 0.5500, top5_acc: 0.7791, loss_cls: 1.9167, loss: 1.9167, grad_norm: 2.6760 2021-06-13 19:30:19,940 - mmaction - INFO - Epoch [36][180/940] lr: 4.000e-02, eta: 1 day, 4:45:23, time: 1.246, data_time: 0.005, memory: 7080, top1_acc: 0.5447, top5_acc: 0.7668, loss_cls: 1.9745, loss: 1.9745, grad_norm: 2.6254 2021-06-13 19:30:44,306 - mmaction - INFO - Epoch [36][200/940] lr: 4.000e-02, eta: 1 day, 4:44:32, time: 1.219, data_time: 0.005, memory: 7080, top1_acc: 0.5604, top5_acc: 0.7814, loss_cls: 1.8963, loss: 1.8963, grad_norm: 2.5968 2021-06-13 19:31:08,541 - mmaction - INFO - Epoch [36][220/940] lr: 4.000e-02, eta: 1 day, 4:43:40, time: 1.210, data_time: 0.004, memory: 7080, top1_acc: 0.5328, top5_acc: 0.7699, loss_cls: 1.9509, loss: 1.9509, grad_norm: 2.6916 2021-06-13 19:31:32,864 - mmaction - INFO - Epoch [36][240/940] lr: 4.000e-02, eta: 1 day, 4:42:48, time: 1.218, data_time: 0.005, memory: 7080, top1_acc: 0.5457, top5_acc: 0.7836, loss_cls: 1.9126, loss: 1.9126, grad_norm: 2.6423 2021-06-13 19:31:57,418 - mmaction - INFO - Epoch [36][260/940] lr: 4.000e-02, eta: 1 day, 4:41:57, time: 1.228, data_time: 0.002, memory: 7080, top1_acc: 0.5475, top5_acc: 0.7721, loss_cls: 1.9517, loss: 1.9517, grad_norm: 2.6384 2021-06-13 19:32:21,832 - mmaction - INFO - Epoch [36][280/940] lr: 4.000e-02, eta: 1 day, 4:41:05, time: 1.220, data_time: 0.003, memory: 7080, top1_acc: 0.5543, top5_acc: 0.7861, loss_cls: 1.8811, loss: 1.8811, grad_norm: 2.7450 2021-06-13 19:32:46,155 - mmaction - INFO - Epoch [36][300/940] lr: 4.000e-02, eta: 1 day, 4:40:14, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.5418, top5_acc: 0.7717, loss_cls: 1.9530, loss: 1.9530, grad_norm: 2.6671 2021-06-13 19:33:11,144 - mmaction - INFO - Epoch [36][320/940] lr: 4.000e-02, eta: 1 day, 4:39:23, time: 1.248, data_time: 0.003, memory: 7080, top1_acc: 0.5467, top5_acc: 0.7676, loss_cls: 1.9605, loss: 1.9605, grad_norm: 2.6664 2021-06-13 19:33:35,168 - mmaction - INFO - Epoch [36][340/940] lr: 4.000e-02, eta: 1 day, 4:38:31, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.5447, top5_acc: 0.7684, loss_cls: 1.9721, loss: 1.9721, grad_norm: 2.7056 2021-06-13 19:34:00,121 - mmaction - INFO - Epoch [36][360/940] lr: 4.000e-02, eta: 1 day, 4:37:41, time: 1.249, data_time: 0.006, memory: 7080, top1_acc: 0.5424, top5_acc: 0.7805, loss_cls: 1.9277, loss: 1.9277, grad_norm: 2.7565 2021-06-13 19:34:24,437 - mmaction - INFO - Epoch [36][380/940] lr: 4.000e-02, eta: 1 day, 4:36:49, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.5473, top5_acc: 0.7674, loss_cls: 1.9590, loss: 1.9590, grad_norm: 2.6706 2021-06-13 19:34:48,394 - mmaction - INFO - Epoch [36][400/940] lr: 4.000e-02, eta: 1 day, 4:35:57, time: 1.198, data_time: 0.002, memory: 7080, top1_acc: 0.5367, top5_acc: 0.7639, loss_cls: 1.9819, loss: 1.9819, grad_norm: 2.6481 2021-06-13 19:35:13,579 - mmaction - INFO - Epoch [36][420/940] lr: 4.000e-02, eta: 1 day, 4:35:07, time: 1.255, data_time: 0.001, memory: 7080, top1_acc: 0.5502, top5_acc: 0.7729, loss_cls: 1.9442, loss: 1.9442, grad_norm: 2.6430 2021-06-13 19:35:37,725 - mmaction - INFO - Epoch [36][440/940] lr: 4.000e-02, eta: 1 day, 4:34:16, time: 1.210, data_time: 0.006, memory: 7080, top1_acc: 0.5514, top5_acc: 0.7791, loss_cls: 1.9369, loss: 1.9369, grad_norm: 2.6543 2021-06-13 19:36:01,169 - mmaction - INFO - Epoch [36][460/940] lr: 4.000e-02, eta: 1 day, 4:33:23, time: 1.171, data_time: 0.002, memory: 7080, top1_acc: 0.5498, top5_acc: 0.7732, loss_cls: 1.9264, loss: 1.9264, grad_norm: 2.6904 2021-06-13 19:36:25,468 - mmaction - INFO - Epoch [36][480/940] lr: 4.000e-02, eta: 1 day, 4:32:31, time: 1.214, data_time: 0.004, memory: 7080, top1_acc: 0.5588, top5_acc: 0.7826, loss_cls: 1.8862, loss: 1.8862, grad_norm: 2.6479 2021-06-13 19:36:49,825 - mmaction - INFO - Epoch [36][500/940] lr: 4.000e-02, eta: 1 day, 4:31:40, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.5498, top5_acc: 0.7803, loss_cls: 1.9054, loss: 1.9054, grad_norm: 2.6715 2021-06-13 19:37:14,954 - mmaction - INFO - Epoch [36][520/940] lr: 4.000e-02, eta: 1 day, 4:30:50, time: 1.248, data_time: 0.001, memory: 7080, top1_acc: 0.5375, top5_acc: 0.7738, loss_cls: 1.9604, loss: 1.9604, grad_norm: 2.7783 2021-06-13 19:37:39,263 - mmaction - INFO - Epoch [36][540/940] lr: 4.000e-02, eta: 1 day, 4:29:59, time: 1.223, data_time: 0.010, memory: 7080, top1_acc: 0.5305, top5_acc: 0.7756, loss_cls: 1.9555, loss: 1.9555, grad_norm: 2.7185 2021-06-13 19:38:03,911 - mmaction - INFO - Epoch [36][560/940] lr: 4.000e-02, eta: 1 day, 4:29:09, time: 1.232, data_time: 0.002, memory: 7080, top1_acc: 0.5338, top5_acc: 0.7641, loss_cls: 1.9912, loss: 1.9912, grad_norm: 2.7400 2021-06-13 19:38:27,714 - mmaction - INFO - Epoch [36][580/940] lr: 4.000e-02, eta: 1 day, 4:28:17, time: 1.191, data_time: 0.002, memory: 7080, top1_acc: 0.5406, top5_acc: 0.7750, loss_cls: 1.9402, loss: 1.9402, grad_norm: 2.6618 2021-06-13 19:38:52,380 - mmaction - INFO - Epoch [36][600/940] lr: 4.000e-02, eta: 1 day, 4:27:26, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.5439, top5_acc: 0.7699, loss_cls: 1.9590, loss: 1.9590, grad_norm: 2.6431 2021-06-13 19:39:17,646 - mmaction - INFO - Epoch [36][620/940] lr: 4.000e-02, eta: 1 day, 4:26:37, time: 1.264, data_time: 0.003, memory: 7080, top1_acc: 0.5498, top5_acc: 0.7738, loss_cls: 1.9310, loss: 1.9310, grad_norm: 2.6848 2021-06-13 19:39:41,576 - mmaction - INFO - Epoch [36][640/940] lr: 4.000e-02, eta: 1 day, 4:25:45, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.5555, top5_acc: 0.7791, loss_cls: 1.9258, loss: 1.9258, grad_norm: 2.6491 2021-06-13 19:40:05,510 - mmaction - INFO - Epoch [36][660/940] lr: 4.000e-02, eta: 1 day, 4:24:53, time: 1.197, data_time: 0.004, memory: 7080, top1_acc: 0.5352, top5_acc: 0.7617, loss_cls: 1.9892, loss: 1.9892, grad_norm: 2.6422 2021-06-13 19:40:30,665 - mmaction - INFO - Epoch [36][680/940] lr: 4.000e-02, eta: 1 day, 4:24:04, time: 1.259, data_time: 0.004, memory: 7080, top1_acc: 0.5381, top5_acc: 0.7760, loss_cls: 1.9651, loss: 1.9651, grad_norm: 2.6498 2021-06-13 19:40:55,428 - mmaction - INFO - Epoch [36][700/940] lr: 4.000e-02, eta: 1 day, 4:23:14, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7773, loss_cls: 1.9468, loss: 1.9468, grad_norm: 2.6464 2021-06-13 19:41:18,990 - mmaction - INFO - Epoch [36][720/940] lr: 4.000e-02, eta: 1 day, 4:22:21, time: 1.174, data_time: 0.005, memory: 7080, top1_acc: 0.5516, top5_acc: 0.7768, loss_cls: 1.9202, loss: 1.9202, grad_norm: 2.7035 2021-06-13 19:41:43,875 - mmaction - INFO - Epoch [36][740/940] lr: 4.000e-02, eta: 1 day, 4:21:31, time: 1.248, data_time: 0.006, memory: 7080, top1_acc: 0.5416, top5_acc: 0.7750, loss_cls: 1.9583, loss: 1.9583, grad_norm: 2.6747 2021-06-13 19:42:07,930 - mmaction - INFO - Epoch [36][760/940] lr: 4.000e-02, eta: 1 day, 4:20:40, time: 1.203, data_time: 0.002, memory: 7080, top1_acc: 0.5418, top5_acc: 0.7705, loss_cls: 1.9604, loss: 1.9604, grad_norm: 2.7221 2021-06-13 19:42:31,920 - mmaction - INFO - Epoch [36][780/940] lr: 4.000e-02, eta: 1 day, 4:19:49, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.5418, top5_acc: 0.7748, loss_cls: 1.9692, loss: 1.9692, grad_norm: 2.6899 2021-06-13 19:42:57,128 - mmaction - INFO - Epoch [36][800/940] lr: 4.000e-02, eta: 1 day, 4:18:59, time: 1.259, data_time: 0.002, memory: 7080, top1_acc: 0.5238, top5_acc: 0.7627, loss_cls: 2.0564, loss: 2.0564, grad_norm: 2.7172 2021-06-13 19:43:20,905 - mmaction - INFO - Epoch [36][820/940] lr: 4.000e-02, eta: 1 day, 4:18:08, time: 1.190, data_time: 0.003, memory: 7080, top1_acc: 0.5340, top5_acc: 0.7646, loss_cls: 1.9943, loss: 1.9943, grad_norm: 2.6707 2021-06-13 19:43:44,883 - mmaction - INFO - Epoch [36][840/940] lr: 4.000e-02, eta: 1 day, 4:17:16, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.5389, top5_acc: 0.7818, loss_cls: 1.9315, loss: 1.9315, grad_norm: 2.6553 2021-06-13 19:44:08,860 - mmaction - INFO - Epoch [36][860/940] lr: 4.000e-02, eta: 1 day, 4:16:25, time: 1.198, data_time: 0.002, memory: 7080, top1_acc: 0.5395, top5_acc: 0.7670, loss_cls: 1.9907, loss: 1.9907, grad_norm: 2.7358 2021-06-13 19:44:32,869 - mmaction - INFO - Epoch [36][880/940] lr: 4.000e-02, eta: 1 day, 4:15:34, time: 1.201, data_time: 0.004, memory: 7080, top1_acc: 0.5320, top5_acc: 0.7645, loss_cls: 1.9812, loss: 1.9812, grad_norm: 2.6454 2021-06-13 19:44:57,276 - mmaction - INFO - Epoch [36][900/940] lr: 4.000e-02, eta: 1 day, 4:14:43, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.5416, top5_acc: 0.7742, loss_cls: 1.9602, loss: 1.9602, grad_norm: 2.6548 2021-06-13 19:45:21,697 - mmaction - INFO - Epoch [36][920/940] lr: 4.000e-02, eta: 1 day, 4:13:53, time: 1.222, data_time: 0.004, memory: 7080, top1_acc: 0.5430, top5_acc: 0.7686, loss_cls: 1.9506, loss: 1.9506, grad_norm: 2.6705 2021-06-13 19:45:42,707 - mmaction - INFO - Epoch [36][940/940] lr: 4.000e-02, eta: 1 day, 4:12:56, time: 1.052, data_time: 0.004, memory: 7080, top1_acc: 0.5457, top5_acc: 0.7739, loss_cls: 1.9560, loss: 1.9560, grad_norm: 2.6871 2021-06-13 19:45:47,916 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-06-13 19:53:29,013 - mmaction - INFO - Epoch [37][20/940] lr: 4.000e-02, eta: 1 day, 4:25:00, time: 23.004, data_time: 21.477, memory: 7080, top1_acc: 0.5465, top5_acc: 0.7797, loss_cls: 1.9512, loss: 1.9512, grad_norm: 2.7128 2021-06-13 19:53:53,866 - mmaction - INFO - Epoch [37][40/940] lr: 4.000e-02, eta: 1 day, 4:24:10, time: 1.246, data_time: 0.006, memory: 7080, top1_acc: 0.5529, top5_acc: 0.7809, loss_cls: 1.8969, loss: 1.8969, grad_norm: 2.6877 2021-06-13 19:54:17,461 - mmaction - INFO - Epoch [37][60/940] lr: 4.000e-02, eta: 1 day, 4:23:17, time: 1.179, data_time: 0.002, memory: 7080, top1_acc: 0.5639, top5_acc: 0.7898, loss_cls: 1.8539, loss: 1.8539, grad_norm: 2.6799 2021-06-13 19:54:40,997 - mmaction - INFO - Epoch [37][80/940] lr: 4.000e-02, eta: 1 day, 4:22:24, time: 1.176, data_time: 0.003, memory: 7080, top1_acc: 0.5496, top5_acc: 0.7672, loss_cls: 1.9637, loss: 1.9637, grad_norm: 2.7408 2021-06-13 19:55:06,762 - mmaction - INFO - Epoch [37][100/940] lr: 4.000e-02, eta: 1 day, 4:21:36, time: 1.286, data_time: 0.003, memory: 7080, top1_acc: 0.5465, top5_acc: 0.7826, loss_cls: 1.9330, loss: 1.9330, grad_norm: 2.6136 2021-06-13 19:55:31,074 - mmaction - INFO - Epoch [37][120/940] lr: 4.000e-02, eta: 1 day, 4:20:45, time: 1.220, data_time: 0.007, memory: 7080, top1_acc: 0.5512, top5_acc: 0.7891, loss_cls: 1.8940, loss: 1.8940, grad_norm: 2.7084 2021-06-13 19:55:55,316 - mmaction - INFO - Epoch [37][140/940] lr: 4.000e-02, eta: 1 day, 4:19:54, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.5465, top5_acc: 0.7758, loss_cls: 1.9248, loss: 1.9248, grad_norm: 2.7154 2021-06-13 19:56:19,279 - mmaction - INFO - Epoch [37][160/940] lr: 4.000e-02, eta: 1 day, 4:19:02, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.5582, top5_acc: 0.7795, loss_cls: 1.9045, loss: 1.9045, grad_norm: 2.6433 2021-06-13 19:56:42,917 - mmaction - INFO - Epoch [37][180/940] lr: 4.000e-02, eta: 1 day, 4:18:10, time: 1.181, data_time: 0.002, memory: 7080, top1_acc: 0.5492, top5_acc: 0.7799, loss_cls: 1.9169, loss: 1.9169, grad_norm: 2.6949 2021-06-13 19:57:07,828 - mmaction - INFO - Epoch [37][200/940] lr: 4.000e-02, eta: 1 day, 4:17:20, time: 1.248, data_time: 0.004, memory: 7080, top1_acc: 0.5477, top5_acc: 0.7791, loss_cls: 1.9164, loss: 1.9164, grad_norm: 2.7110 2021-06-13 19:57:32,273 - mmaction - INFO - Epoch [37][220/940] lr: 4.000e-02, eta: 1 day, 4:16:29, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.5561, top5_acc: 0.7836, loss_cls: 1.8911, loss: 1.8911, grad_norm: 2.6748 2021-06-13 19:57:56,718 - mmaction - INFO - Epoch [37][240/940] lr: 4.000e-02, eta: 1 day, 4:15:38, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.5496, top5_acc: 0.7822, loss_cls: 1.9178, loss: 1.9178, grad_norm: 2.7416 2021-06-13 19:58:20,832 - mmaction - INFO - Epoch [37][260/940] lr: 4.000e-02, eta: 1 day, 4:14:47, time: 1.207, data_time: 0.006, memory: 7080, top1_acc: 0.5400, top5_acc: 0.7828, loss_cls: 1.9353, loss: 1.9353, grad_norm: 2.6732 2021-06-13 19:58:44,970 - mmaction - INFO - Epoch [37][280/940] lr: 4.000e-02, eta: 1 day, 4:13:56, time: 1.206, data_time: 0.004, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7762, loss_cls: 1.9404, loss: 1.9404, grad_norm: 2.6364 2021-06-13 19:59:08,878 - mmaction - INFO - Epoch [37][300/940] lr: 4.000e-02, eta: 1 day, 4:13:04, time: 1.194, data_time: 0.004, memory: 7080, top1_acc: 0.5514, top5_acc: 0.7764, loss_cls: 1.9287, loss: 1.9287, grad_norm: 2.6503 2021-06-13 19:59:33,641 - mmaction - INFO - Epoch [37][320/940] lr: 4.000e-02, eta: 1 day, 4:12:14, time: 1.240, data_time: 0.005, memory: 7080, top1_acc: 0.5441, top5_acc: 0.7713, loss_cls: 1.9529, loss: 1.9529, grad_norm: 2.6916 2021-06-13 19:59:58,102 - mmaction - INFO - Epoch [37][340/940] lr: 4.000e-02, eta: 1 day, 4:11:24, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.5459, top5_acc: 0.7756, loss_cls: 1.9769, loss: 1.9769, grad_norm: 2.6287 2021-06-13 20:00:21,857 - mmaction - INFO - Epoch [37][360/940] lr: 4.000e-02, eta: 1 day, 4:10:32, time: 1.185, data_time: 0.003, memory: 7080, top1_acc: 0.5363, top5_acc: 0.7684, loss_cls: 1.9809, loss: 1.9809, grad_norm: 2.6758 2021-06-13 20:00:45,420 - mmaction - INFO - Epoch [37][380/940] lr: 4.000e-02, eta: 1 day, 4:09:40, time: 1.180, data_time: 0.006, memory: 7080, top1_acc: 0.5471, top5_acc: 0.7846, loss_cls: 1.9047, loss: 1.9047, grad_norm: 2.6710 2021-06-13 20:01:10,207 - mmaction - INFO - Epoch [37][400/940] lr: 4.000e-02, eta: 1 day, 4:08:50, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.5455, top5_acc: 0.7697, loss_cls: 1.9552, loss: 1.9552, grad_norm: 2.6964 2021-06-13 20:01:35,041 - mmaction - INFO - Epoch [37][420/940] lr: 4.000e-02, eta: 1 day, 4:08:00, time: 1.244, data_time: 0.004, memory: 7080, top1_acc: 0.5600, top5_acc: 0.7902, loss_cls: 1.8693, loss: 1.8693, grad_norm: 2.6417 2021-06-13 20:01:59,338 - mmaction - INFO - Epoch [37][440/940] lr: 4.000e-02, eta: 1 day, 4:07:10, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.5506, top5_acc: 0.7791, loss_cls: 1.9107, loss: 1.9107, grad_norm: 2.6297 2021-06-13 20:02:22,841 - mmaction - INFO - Epoch [37][460/940] lr: 4.000e-02, eta: 1 day, 4:06:18, time: 1.174, data_time: 0.001, memory: 7080, top1_acc: 0.5402, top5_acc: 0.7789, loss_cls: 1.9325, loss: 1.9325, grad_norm: 2.6756 2021-06-13 20:02:47,836 - mmaction - INFO - Epoch [37][480/940] lr: 4.000e-02, eta: 1 day, 4:05:28, time: 1.250, data_time: 0.003, memory: 7080, top1_acc: 0.5416, top5_acc: 0.7736, loss_cls: 1.9279, loss: 1.9279, grad_norm: 2.6853 2021-06-13 20:03:11,886 - mmaction - INFO - Epoch [37][500/940] lr: 4.000e-02, eta: 1 day, 4:04:37, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.5494, top5_acc: 0.7783, loss_cls: 1.9422, loss: 1.9422, grad_norm: 2.6539 2021-06-13 20:03:35,589 - mmaction - INFO - Epoch [37][520/940] lr: 4.000e-02, eta: 1 day, 4:03:46, time: 1.184, data_time: 0.003, memory: 7080, top1_acc: 0.5334, top5_acc: 0.7725, loss_cls: 1.9715, loss: 1.9715, grad_norm: 2.7344 2021-06-13 20:04:00,237 - mmaction - INFO - Epoch [37][540/940] lr: 4.000e-02, eta: 1 day, 4:02:56, time: 1.232, data_time: 0.006, memory: 7080, top1_acc: 0.5404, top5_acc: 0.7703, loss_cls: 1.9763, loss: 1.9763, grad_norm: 2.7460 2021-06-13 20:04:24,211 - mmaction - INFO - Epoch [37][560/940] lr: 4.000e-02, eta: 1 day, 4:02:05, time: 1.200, data_time: 0.004, memory: 7080, top1_acc: 0.5475, top5_acc: 0.7801, loss_cls: 1.9399, loss: 1.9399, grad_norm: 2.6908 2021-06-13 20:04:49,133 - mmaction - INFO - Epoch [37][580/940] lr: 4.000e-02, eta: 1 day, 4:01:16, time: 1.246, data_time: 0.003, memory: 7080, top1_acc: 0.5455, top5_acc: 0.7754, loss_cls: 1.9333, loss: 1.9333, grad_norm: 2.6798 2021-06-13 20:05:12,219 - mmaction - INFO - Epoch [37][600/940] lr: 4.000e-02, eta: 1 day, 4:00:23, time: 1.151, data_time: 0.003, memory: 7080, top1_acc: 0.5361, top5_acc: 0.7736, loss_cls: 1.9408, loss: 1.9408, grad_norm: 2.6588 2021-06-13 20:05:36,917 - mmaction - INFO - Epoch [37][620/940] lr: 4.000e-02, eta: 1 day, 3:59:33, time: 1.239, data_time: 0.007, memory: 7080, top1_acc: 0.5502, top5_acc: 0.7803, loss_cls: 1.9098, loss: 1.9098, grad_norm: 2.6107 2021-06-13 20:06:01,080 - mmaction - INFO - Epoch [37][640/940] lr: 4.000e-02, eta: 1 day, 3:58:43, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.5363, top5_acc: 0.7740, loss_cls: 1.9760, loss: 1.9760, grad_norm: 2.7160 2021-06-13 20:06:26,285 - mmaction - INFO - Epoch [37][660/940] lr: 4.000e-02, eta: 1 day, 3:57:54, time: 1.261, data_time: 0.002, memory: 7080, top1_acc: 0.5393, top5_acc: 0.7742, loss_cls: 1.9519, loss: 1.9519, grad_norm: 2.7207 2021-06-13 20:06:50,064 - mmaction - INFO - Epoch [37][680/940] lr: 4.000e-02, eta: 1 day, 3:57:03, time: 1.184, data_time: 0.002, memory: 7080, top1_acc: 0.5436, top5_acc: 0.7699, loss_cls: 1.9576, loss: 1.9576, grad_norm: 2.7049 2021-06-13 20:07:14,366 - mmaction - INFO - Epoch [37][700/940] lr: 4.000e-02, eta: 1 day, 3:56:13, time: 1.219, data_time: 0.007, memory: 7080, top1_acc: 0.5555, top5_acc: 0.7820, loss_cls: 1.9059, loss: 1.9059, grad_norm: 2.7592 2021-06-13 20:07:37,904 - mmaction - INFO - Epoch [37][720/940] lr: 4.000e-02, eta: 1 day, 3:55:21, time: 1.172, data_time: 0.003, memory: 7080, top1_acc: 0.5500, top5_acc: 0.7834, loss_cls: 1.9247, loss: 1.9247, grad_norm: 2.6576 2021-06-13 20:08:03,459 - mmaction - INFO - Epoch [37][740/940] lr: 4.000e-02, eta: 1 day, 3:54:33, time: 1.282, data_time: 0.007, memory: 7080, top1_acc: 0.5418, top5_acc: 0.7748, loss_cls: 1.9611, loss: 1.9611, grad_norm: 2.7297 2021-06-13 20:08:27,279 - mmaction - INFO - Epoch [37][760/940] lr: 4.000e-02, eta: 1 day, 3:53:42, time: 1.189, data_time: 0.004, memory: 7080, top1_acc: 0.5420, top5_acc: 0.7684, loss_cls: 1.9481, loss: 1.9481, grad_norm: 2.7072 2021-06-13 20:08:51,662 - mmaction - INFO - Epoch [37][780/940] lr: 4.000e-02, eta: 1 day, 3:52:52, time: 1.223, data_time: 0.005, memory: 7080, top1_acc: 0.5428, top5_acc: 0.7840, loss_cls: 1.9143, loss: 1.9143, grad_norm: 2.6012 2021-06-13 20:09:16,652 - mmaction - INFO - Epoch [37][800/940] lr: 4.000e-02, eta: 1 day, 3:52:03, time: 1.248, data_time: 0.002, memory: 7080, top1_acc: 0.5479, top5_acc: 0.7699, loss_cls: 1.9415, loss: 1.9415, grad_norm: 2.6577 2021-06-13 20:09:40,585 - mmaction - INFO - Epoch [37][820/940] lr: 4.000e-02, eta: 1 day, 3:51:13, time: 1.197, data_time: 0.003, memory: 7080, top1_acc: 0.5492, top5_acc: 0.7705, loss_cls: 1.9688, loss: 1.9688, grad_norm: 2.6336 2021-06-13 20:10:05,936 - mmaction - INFO - Epoch [37][840/940] lr: 4.000e-02, eta: 1 day, 3:50:24, time: 1.264, data_time: 0.003, memory: 7080, top1_acc: 0.5377, top5_acc: 0.7701, loss_cls: 1.9691, loss: 1.9691, grad_norm: 2.7305 2021-06-13 20:10:29,485 - mmaction - INFO - Epoch [37][860/940] lr: 4.000e-02, eta: 1 day, 3:49:33, time: 1.179, data_time: 0.006, memory: 7080, top1_acc: 0.5436, top5_acc: 0.7723, loss_cls: 1.9634, loss: 1.9634, grad_norm: 2.6599 2021-06-13 20:10:54,400 - mmaction - INFO - Epoch [37][880/940] lr: 4.000e-02, eta: 1 day, 3:48:44, time: 1.248, data_time: 0.006, memory: 7080, top1_acc: 0.5471, top5_acc: 0.7750, loss_cls: 1.9335, loss: 1.9335, grad_norm: 2.6698 2021-06-13 20:11:18,290 - mmaction - INFO - Epoch [37][900/940] lr: 4.000e-02, eta: 1 day, 3:47:53, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.5455, top5_acc: 0.7832, loss_cls: 1.9315, loss: 1.9315, grad_norm: 2.6889 2021-06-13 20:11:42,201 - mmaction - INFO - Epoch [37][920/940] lr: 4.000e-02, eta: 1 day, 3:47:03, time: 1.197, data_time: 0.009, memory: 7080, top1_acc: 0.5328, top5_acc: 0.7660, loss_cls: 1.9871, loss: 1.9871, grad_norm: 2.6592 2021-06-13 20:12:03,963 - mmaction - INFO - Epoch [37][940/940] lr: 4.000e-02, eta: 1 day, 3:46:09, time: 1.089, data_time: 0.002, memory: 7080, top1_acc: 0.5296, top5_acc: 0.7697, loss_cls: 1.9901, loss: 1.9901, grad_norm: 2.7601 2021-06-13 20:12:09,253 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-06-13 20:19:54,372 - mmaction - INFO - Epoch [38][20/940] lr: 4.000e-02, eta: 1 day, 3:57:47, time: 23.205, data_time: 21.268, memory: 7080, top1_acc: 0.5535, top5_acc: 0.7846, loss_cls: 1.8925, loss: 1.8925, grad_norm: 2.6413 2021-06-13 20:20:18,589 - mmaction - INFO - Epoch [38][40/940] lr: 4.000e-02, eta: 1 day, 3:56:56, time: 1.214, data_time: 0.008, memory: 7080, top1_acc: 0.5527, top5_acc: 0.7883, loss_cls: 1.8885, loss: 1.8885, grad_norm: 2.6821 2021-06-13 20:20:42,995 - mmaction - INFO - Epoch [38][60/940] lr: 4.000e-02, eta: 1 day, 3:56:06, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.5666, top5_acc: 0.7943, loss_cls: 1.8444, loss: 1.8444, grad_norm: 2.6536 2021-06-13 20:21:07,097 - mmaction - INFO - Epoch [38][80/940] lr: 4.000e-02, eta: 1 day, 3:55:15, time: 1.207, data_time: 0.004, memory: 7080, top1_acc: 0.5623, top5_acc: 0.7898, loss_cls: 1.8800, loss: 1.8800, grad_norm: 2.6492 2021-06-13 20:21:30,351 - mmaction - INFO - Epoch [38][100/940] lr: 4.000e-02, eta: 1 day, 3:54:23, time: 1.160, data_time: 0.046, memory: 7080, top1_acc: 0.5395, top5_acc: 0.7852, loss_cls: 1.9202, loss: 1.9202, grad_norm: 2.7706 2021-06-13 20:21:55,395 - mmaction - INFO - Epoch [38][120/940] lr: 4.000e-02, eta: 1 day, 3:53:34, time: 1.253, data_time: 0.005, memory: 7080, top1_acc: 0.5451, top5_acc: 0.7766, loss_cls: 1.9295, loss: 1.9295, grad_norm: 2.7170 2021-06-13 20:22:19,834 - mmaction - INFO - Epoch [38][140/940] lr: 4.000e-02, eta: 1 day, 3:52:44, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.5424, top5_acc: 0.7789, loss_cls: 1.9258, loss: 1.9258, grad_norm: 2.7198 2021-06-13 20:22:43,345 - mmaction - INFO - Epoch [38][160/940] lr: 4.000e-02, eta: 1 day, 3:51:52, time: 1.169, data_time: 0.002, memory: 7080, top1_acc: 0.5590, top5_acc: 0.7812, loss_cls: 1.8621, loss: 1.8621, grad_norm: 2.7053 2021-06-13 20:23:07,716 - mmaction - INFO - Epoch [38][180/940] lr: 4.000e-02, eta: 1 day, 3:51:02, time: 1.225, data_time: 0.008, memory: 7080, top1_acc: 0.5404, top5_acc: 0.7730, loss_cls: 1.9572, loss: 1.9572, grad_norm: 2.7217 2021-06-13 20:23:32,723 - mmaction - INFO - Epoch [38][200/940] lr: 4.000e-02, eta: 1 day, 3:50:13, time: 1.245, data_time: 0.001, memory: 7080, top1_acc: 0.5627, top5_acc: 0.7920, loss_cls: 1.8888, loss: 1.8888, grad_norm: 2.7568 2021-06-13 20:23:57,179 - mmaction - INFO - Epoch [38][220/940] lr: 4.000e-02, eta: 1 day, 3:49:23, time: 1.227, data_time: 0.009, memory: 7080, top1_acc: 0.5504, top5_acc: 0.7758, loss_cls: 1.9232, loss: 1.9232, grad_norm: 2.6912 2021-06-13 20:24:21,464 - mmaction - INFO - Epoch [38][240/940] lr: 4.000e-02, eta: 1 day, 3:48:33, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.5455, top5_acc: 0.7781, loss_cls: 1.9203, loss: 1.9203, grad_norm: 2.6625 2021-06-13 20:24:45,676 - mmaction - INFO - Epoch [38][260/940] lr: 4.000e-02, eta: 1 day, 3:47:42, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.5436, top5_acc: 0.7791, loss_cls: 1.9038, loss: 1.9038, grad_norm: 2.6629 2021-06-13 20:25:09,670 - mmaction - INFO - Epoch [38][280/940] lr: 4.000e-02, eta: 1 day, 3:46:52, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.5559, top5_acc: 0.7842, loss_cls: 1.8728, loss: 1.8728, grad_norm: 2.7371 2021-06-13 20:25:33,565 - mmaction - INFO - Epoch [38][300/940] lr: 4.000e-02, eta: 1 day, 3:46:01, time: 1.195, data_time: 0.003, memory: 7080, top1_acc: 0.5535, top5_acc: 0.7879, loss_cls: 1.9042, loss: 1.9042, grad_norm: 2.7131 2021-06-13 20:25:58,310 - mmaction - INFO - Epoch [38][320/940] lr: 4.000e-02, eta: 1 day, 3:45:12, time: 1.235, data_time: 0.003, memory: 7080, top1_acc: 0.5303, top5_acc: 0.7684, loss_cls: 1.9823, loss: 1.9823, grad_norm: 2.7024 2021-06-13 20:26:22,800 - mmaction - INFO - Epoch [38][340/940] lr: 4.000e-02, eta: 1 day, 3:44:22, time: 1.222, data_time: 0.006, memory: 7080, top1_acc: 0.5295, top5_acc: 0.7689, loss_cls: 1.9848, loss: 1.9848, grad_norm: 2.7454 2021-06-13 20:26:46,440 - mmaction - INFO - Epoch [38][360/940] lr: 4.000e-02, eta: 1 day, 3:43:31, time: 1.187, data_time: 0.008, memory: 7080, top1_acc: 0.5492, top5_acc: 0.7758, loss_cls: 1.9273, loss: 1.9273, grad_norm: 2.6870 2021-06-13 20:27:11,693 - mmaction - INFO - Epoch [38][380/940] lr: 4.000e-02, eta: 1 day, 3:42:42, time: 1.260, data_time: 0.002, memory: 7080, top1_acc: 0.5422, top5_acc: 0.7707, loss_cls: 1.9687, loss: 1.9687, grad_norm: 2.6401 2021-06-13 20:27:35,458 - mmaction - INFO - Epoch [38][400/940] lr: 4.000e-02, eta: 1 day, 3:41:51, time: 1.186, data_time: 0.005, memory: 7080, top1_acc: 0.5518, top5_acc: 0.7795, loss_cls: 1.9433, loss: 1.9433, grad_norm: 2.7366 2021-06-13 20:27:59,450 - mmaction - INFO - Epoch [38][420/940] lr: 4.000e-02, eta: 1 day, 3:41:01, time: 1.203, data_time: 0.007, memory: 7080, top1_acc: 0.5437, top5_acc: 0.7793, loss_cls: 1.9150, loss: 1.9150, grad_norm: 2.7243 2021-06-13 20:28:23,930 - mmaction - INFO - Epoch [38][440/940] lr: 4.000e-02, eta: 1 day, 3:40:11, time: 1.224, data_time: 0.004, memory: 7080, top1_acc: 0.5340, top5_acc: 0.7695, loss_cls: 1.9893, loss: 1.9893, grad_norm: 2.7375 2021-06-13 20:28:47,837 - mmaction - INFO - Epoch [38][460/940] lr: 4.000e-02, eta: 1 day, 3:39:21, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.5334, top5_acc: 0.7717, loss_cls: 1.9635, loss: 1.9635, grad_norm: 2.7556 2021-06-13 20:29:12,624 - mmaction - INFO - Epoch [38][480/940] lr: 4.000e-02, eta: 1 day, 3:38:32, time: 1.239, data_time: 0.005, memory: 7080, top1_acc: 0.5426, top5_acc: 0.7713, loss_cls: 1.9598, loss: 1.9598, grad_norm: 2.6950 2021-06-13 20:29:36,902 - mmaction - INFO - Epoch [38][500/940] lr: 4.000e-02, eta: 1 day, 3:37:42, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.5449, top5_acc: 0.7725, loss_cls: 1.9537, loss: 1.9537, grad_norm: 2.6624 2021-06-13 20:30:01,686 - mmaction - INFO - Epoch [38][520/940] lr: 4.000e-02, eta: 1 day, 3:36:53, time: 1.236, data_time: 0.003, memory: 7080, top1_acc: 0.5447, top5_acc: 0.7766, loss_cls: 1.9620, loss: 1.9620, grad_norm: 2.6798 2021-06-13 20:30:25,771 - mmaction - INFO - Epoch [38][540/940] lr: 4.000e-02, eta: 1 day, 3:36:03, time: 1.205, data_time: 0.005, memory: 7080, top1_acc: 0.5393, top5_acc: 0.7674, loss_cls: 1.9744, loss: 1.9744, grad_norm: 2.6554 2021-06-13 20:30:51,009 - mmaction - INFO - Epoch [38][560/940] lr: 4.000e-02, eta: 1 day, 3:35:15, time: 1.264, data_time: 0.005, memory: 7080, top1_acc: 0.5410, top5_acc: 0.7779, loss_cls: 1.9116, loss: 1.9116, grad_norm: 2.6661 2021-06-13 20:31:15,244 - mmaction - INFO - Epoch [38][580/940] lr: 4.000e-02, eta: 1 day, 3:34:25, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.5371, top5_acc: 0.7717, loss_cls: 1.9682, loss: 1.9682, grad_norm: 2.6899 2021-06-13 20:31:38,727 - mmaction - INFO - Epoch [38][600/940] lr: 4.000e-02, eta: 1 day, 3:33:34, time: 1.176, data_time: 0.005, memory: 7080, top1_acc: 0.5576, top5_acc: 0.7785, loss_cls: 1.9232, loss: 1.9232, grad_norm: 2.6958 2021-06-13 20:32:03,305 - mmaction - INFO - Epoch [38][620/940] lr: 4.000e-02, eta: 1 day, 3:32:45, time: 1.231, data_time: 0.002, memory: 7080, top1_acc: 0.5467, top5_acc: 0.7770, loss_cls: 1.9303, loss: 1.9303, grad_norm: 2.6888 2021-06-13 20:32:28,995 - mmaction - INFO - Epoch [38][640/940] lr: 4.000e-02, eta: 1 day, 3:31:57, time: 1.277, data_time: 0.001, memory: 7080, top1_acc: 0.5514, top5_acc: 0.7820, loss_cls: 1.9033, loss: 1.9033, grad_norm: 2.6766 2021-06-13 20:32:52,182 - mmaction - INFO - Epoch [38][660/940] lr: 4.000e-02, eta: 1 day, 3:31:06, time: 1.165, data_time: 0.008, memory: 7080, top1_acc: 0.5561, top5_acc: 0.7811, loss_cls: 1.8906, loss: 1.8906, grad_norm: 2.6140 2021-06-13 20:33:17,494 - mmaction - INFO - Epoch [38][680/940] lr: 4.000e-02, eta: 1 day, 3:30:18, time: 1.266, data_time: 0.003, memory: 7080, top1_acc: 0.5496, top5_acc: 0.7793, loss_cls: 1.9351, loss: 1.9351, grad_norm: 2.6714 2021-06-13 20:33:41,297 - mmaction - INFO - Epoch [38][700/940] lr: 4.000e-02, eta: 1 day, 3:29:27, time: 1.186, data_time: 0.002, memory: 7080, top1_acc: 0.5496, top5_acc: 0.7758, loss_cls: 1.9250, loss: 1.9250, grad_norm: 2.6281 2021-06-13 20:34:04,344 - mmaction - INFO - Epoch [38][720/940] lr: 4.000e-02, eta: 1 day, 3:28:36, time: 1.154, data_time: 0.007, memory: 7080, top1_acc: 0.5453, top5_acc: 0.7738, loss_cls: 1.9358, loss: 1.9358, grad_norm: 2.6901 2021-06-13 20:34:29,263 - mmaction - INFO - Epoch [38][740/940] lr: 4.000e-02, eta: 1 day, 3:27:47, time: 1.248, data_time: 0.005, memory: 7080, top1_acc: 0.5453, top5_acc: 0.7740, loss_cls: 1.9578, loss: 1.9578, grad_norm: 2.6964 2021-06-13 20:34:53,203 - mmaction - INFO - Epoch [38][760/940] lr: 4.000e-02, eta: 1 day, 3:26:57, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.5492, top5_acc: 0.7818, loss_cls: 1.9209, loss: 1.9209, grad_norm: 2.6984 2021-06-13 20:35:18,269 - mmaction - INFO - Epoch [38][780/940] lr: 4.000e-02, eta: 1 day, 3:26:09, time: 1.254, data_time: 0.002, memory: 7080, top1_acc: 0.5395, top5_acc: 0.7658, loss_cls: 1.9612, loss: 1.9612, grad_norm: 2.6816 2021-06-13 20:35:40,733 - mmaction - INFO - Epoch [38][800/940] lr: 4.000e-02, eta: 1 day, 3:25:17, time: 1.123, data_time: 0.003, memory: 7080, top1_acc: 0.5467, top5_acc: 0.7783, loss_cls: 1.9266, loss: 1.9266, grad_norm: 2.6494 2021-06-13 20:36:05,245 - mmaction - INFO - Epoch [38][820/940] lr: 4.000e-02, eta: 1 day, 3:24:28, time: 1.227, data_time: 0.002, memory: 7080, top1_acc: 0.5396, top5_acc: 0.7713, loss_cls: 1.9860, loss: 1.9860, grad_norm: 2.6729 2021-06-13 20:36:29,251 - mmaction - INFO - Epoch [38][840/940] lr: 4.000e-02, eta: 1 day, 3:23:38, time: 1.198, data_time: 0.008, memory: 7080, top1_acc: 0.5572, top5_acc: 0.7816, loss_cls: 1.8842, loss: 1.8842, grad_norm: 2.6045 2021-06-13 20:36:53,346 - mmaction - INFO - Epoch [38][860/940] lr: 4.000e-02, eta: 1 day, 3:22:48, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.5307, top5_acc: 0.7697, loss_cls: 1.9909, loss: 1.9909, grad_norm: 2.6901 2021-06-13 20:37:17,919 - mmaction - INFO - Epoch [38][880/940] lr: 4.000e-02, eta: 1 day, 3:21:59, time: 1.231, data_time: 0.008, memory: 7080, top1_acc: 0.5389, top5_acc: 0.7750, loss_cls: 1.9505, loss: 1.9505, grad_norm: 2.6835 2021-06-13 20:37:42,865 - mmaction - INFO - Epoch [38][900/940] lr: 4.000e-02, eta: 1 day, 3:21:11, time: 1.249, data_time: 0.004, memory: 7080, top1_acc: 0.5398, top5_acc: 0.7770, loss_cls: 1.9558, loss: 1.9558, grad_norm: 2.7320 2021-06-13 20:38:05,972 - mmaction - INFO - Epoch [38][920/940] lr: 4.000e-02, eta: 1 day, 3:20:20, time: 1.153, data_time: 0.004, memory: 7080, top1_acc: 0.5430, top5_acc: 0.7721, loss_cls: 1.9840, loss: 1.9840, grad_norm: 2.7372 2021-06-13 20:38:27,008 - mmaction - INFO - Epoch [38][940/940] lr: 4.000e-02, eta: 1 day, 3:19:25, time: 1.054, data_time: 0.005, memory: 7080, top1_acc: 0.5471, top5_acc: 0.7827, loss_cls: 1.9084, loss: 1.9084, grad_norm: 2.7163 2021-06-13 20:38:30,312 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-06-13 20:46:29,424 - mmaction - INFO - Epoch [39][20/940] lr: 4.000e-02, eta: 1 day, 3:30:56, time: 23.905, data_time: 22.199, memory: 7080, top1_acc: 0.5402, top5_acc: 0.7766, loss_cls: 1.9625, loss: 1.9625, grad_norm: 2.6801 2021-06-13 20:46:53,492 - mmaction - INFO - Epoch [39][40/940] lr: 4.000e-02, eta: 1 day, 3:30:06, time: 1.207, data_time: 0.007, memory: 7080, top1_acc: 0.5740, top5_acc: 0.7861, loss_cls: 1.8390, loss: 1.8390, grad_norm: 2.6411 2021-06-13 20:47:17,938 - mmaction - INFO - Epoch [39][60/940] lr: 4.000e-02, eta: 1 day, 3:29:16, time: 1.219, data_time: 0.002, memory: 7080, top1_acc: 0.5580, top5_acc: 0.7898, loss_cls: 1.8771, loss: 1.8771, grad_norm: 2.7229 2021-06-13 20:47:41,894 - mmaction - INFO - Epoch [39][80/940] lr: 4.000e-02, eta: 1 day, 3:28:26, time: 1.200, data_time: 0.006, memory: 7080, top1_acc: 0.5625, top5_acc: 0.7900, loss_cls: 1.8550, loss: 1.8550, grad_norm: 2.6685 2021-06-13 20:48:05,816 - mmaction - INFO - Epoch [39][100/940] lr: 4.000e-02, eta: 1 day, 3:27:36, time: 1.196, data_time: 0.002, memory: 7080, top1_acc: 0.5529, top5_acc: 0.7906, loss_cls: 1.8638, loss: 1.8638, grad_norm: 2.6756 2021-06-13 20:48:30,192 - mmaction - INFO - Epoch [39][120/940] lr: 4.000e-02, eta: 1 day, 3:26:46, time: 1.219, data_time: 0.002, memory: 7080, top1_acc: 0.5586, top5_acc: 0.7904, loss_cls: 1.8597, loss: 1.8597, grad_norm: 2.7586 2021-06-13 20:48:54,798 - mmaction - INFO - Epoch [39][140/940] lr: 4.000e-02, eta: 1 day, 3:25:57, time: 1.229, data_time: 0.003, memory: 7080, top1_acc: 0.5549, top5_acc: 0.7742, loss_cls: 1.9142, loss: 1.9142, grad_norm: 2.6576 2021-06-13 20:49:18,613 - mmaction - INFO - Epoch [39][160/940] lr: 4.000e-02, eta: 1 day, 3:25:07, time: 1.192, data_time: 0.014, memory: 7080, top1_acc: 0.5461, top5_acc: 0.7818, loss_cls: 1.9105, loss: 1.9105, grad_norm: 2.6689 2021-06-13 20:49:42,947 - mmaction - INFO - Epoch [39][180/940] lr: 4.000e-02, eta: 1 day, 3:24:17, time: 1.217, data_time: 0.032, memory: 7080, top1_acc: 0.5543, top5_acc: 0.7902, loss_cls: 1.8733, loss: 1.8733, grad_norm: 2.6425 2021-06-13 20:50:08,117 - mmaction - INFO - Epoch [39][200/940] lr: 4.000e-02, eta: 1 day, 3:23:29, time: 1.256, data_time: 0.002, memory: 7080, top1_acc: 0.5457, top5_acc: 0.7732, loss_cls: 1.9589, loss: 1.9589, grad_norm: 2.6887 2021-06-13 20:50:31,929 - mmaction - INFO - Epoch [39][220/940] lr: 4.000e-02, eta: 1 day, 3:22:38, time: 1.187, data_time: 0.004, memory: 7080, top1_acc: 0.5480, top5_acc: 0.7754, loss_cls: 1.9134, loss: 1.9134, grad_norm: 2.6694 2021-06-13 20:50:56,460 - mmaction - INFO - Epoch [39][240/940] lr: 4.000e-02, eta: 1 day, 3:21:49, time: 1.233, data_time: 0.010, memory: 7080, top1_acc: 0.5369, top5_acc: 0.7756, loss_cls: 1.9510, loss: 1.9510, grad_norm: 2.7117 2021-06-13 20:51:20,557 - mmaction - INFO - Epoch [39][260/940] lr: 4.000e-02, eta: 1 day, 3:21:00, time: 1.203, data_time: 0.001, memory: 7080, top1_acc: 0.5553, top5_acc: 0.7799, loss_cls: 1.9013, loss: 1.9013, grad_norm: 2.7083 2021-06-13 20:51:45,870 - mmaction - INFO - Epoch [39][280/940] lr: 4.000e-02, eta: 1 day, 3:20:12, time: 1.266, data_time: 0.003, memory: 7080, top1_acc: 0.5586, top5_acc: 0.7898, loss_cls: 1.8854, loss: 1.8854, grad_norm: 2.6947 2021-06-13 20:52:09,587 - mmaction - INFO - Epoch [39][300/940] lr: 4.000e-02, eta: 1 day, 3:19:21, time: 1.182, data_time: 0.004, memory: 7080, top1_acc: 0.5584, top5_acc: 0.7805, loss_cls: 1.9156, loss: 1.9156, grad_norm: 2.6350 2021-06-13 20:52:33,304 - mmaction - INFO - Epoch [39][320/940] lr: 4.000e-02, eta: 1 day, 3:18:31, time: 1.186, data_time: 0.007, memory: 7080, top1_acc: 0.5514, top5_acc: 0.7807, loss_cls: 1.9197, loss: 1.9197, grad_norm: 2.7075 2021-06-13 20:52:57,395 - mmaction - INFO - Epoch [39][340/940] lr: 4.000e-02, eta: 1 day, 3:17:41, time: 1.207, data_time: 0.007, memory: 7080, top1_acc: 0.5498, top5_acc: 0.7840, loss_cls: 1.9138, loss: 1.9138, grad_norm: 2.7582 2021-06-13 20:53:21,870 - mmaction - INFO - Epoch [39][360/940] lr: 4.000e-02, eta: 1 day, 3:16:52, time: 1.225, data_time: 0.004, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7715, loss_cls: 1.9345, loss: 1.9345, grad_norm: 2.6976 2021-06-13 20:53:46,601 - mmaction - INFO - Epoch [39][380/940] lr: 4.000e-02, eta: 1 day, 3:16:04, time: 1.237, data_time: 0.004, memory: 7080, top1_acc: 0.5520, top5_acc: 0.7793, loss_cls: 1.9103, loss: 1.9103, grad_norm: 2.6222 2021-06-13 20:54:10,079 - mmaction - INFO - Epoch [39][400/940] lr: 4.000e-02, eta: 1 day, 3:15:13, time: 1.174, data_time: 0.003, memory: 7080, top1_acc: 0.5402, top5_acc: 0.7709, loss_cls: 1.9541, loss: 1.9541, grad_norm: 2.6709 2021-06-13 20:54:34,350 - mmaction - INFO - Epoch [39][420/940] lr: 4.000e-02, eta: 1 day, 3:14:24, time: 1.213, data_time: 0.003, memory: 7080, top1_acc: 0.5465, top5_acc: 0.7785, loss_cls: 1.9034, loss: 1.9034, grad_norm: 2.6901 2021-06-13 20:54:59,113 - mmaction - INFO - Epoch [39][440/940] lr: 4.000e-02, eta: 1 day, 3:13:35, time: 1.238, data_time: 0.004, memory: 7080, top1_acc: 0.5383, top5_acc: 0.7783, loss_cls: 1.9328, loss: 1.9328, grad_norm: 2.7144 2021-06-13 20:55:22,605 - mmaction - INFO - Epoch [39][460/940] lr: 4.000e-02, eta: 1 day, 3:12:45, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.5492, top5_acc: 0.7846, loss_cls: 1.9035, loss: 1.9035, grad_norm: 2.6968 2021-06-13 20:55:47,853 - mmaction - INFO - Epoch [39][480/940] lr: 4.000e-02, eta: 1 day, 3:11:57, time: 1.264, data_time: 0.008, memory: 7080, top1_acc: 0.5420, top5_acc: 0.7756, loss_cls: 1.9360, loss: 1.9360, grad_norm: 2.6606 2021-06-13 20:56:11,677 - mmaction - INFO - Epoch [39][500/940] lr: 4.000e-02, eta: 1 day, 3:11:07, time: 1.185, data_time: 0.004, memory: 7080, top1_acc: 0.5445, top5_acc: 0.7721, loss_cls: 1.9530, loss: 1.9530, grad_norm: 2.7565 2021-06-13 20:56:35,874 - mmaction - INFO - Epoch [39][520/940] lr: 4.000e-02, eta: 1 day, 3:10:18, time: 1.212, data_time: 0.009, memory: 7080, top1_acc: 0.5469, top5_acc: 0.7750, loss_cls: 1.9396, loss: 1.9396, grad_norm: 2.6771 2021-06-13 20:57:02,263 - mmaction - INFO - Epoch [39][540/940] lr: 4.000e-02, eta: 1 day, 3:09:32, time: 1.324, data_time: 0.006, memory: 7080, top1_acc: 0.5510, top5_acc: 0.7809, loss_cls: 1.9130, loss: 1.9130, grad_norm: 2.6588 2021-06-13 20:57:25,900 - mmaction - INFO - Epoch [39][560/940] lr: 4.000e-02, eta: 1 day, 3:08:41, time: 1.173, data_time: 0.002, memory: 7080, top1_acc: 0.5561, top5_acc: 0.7809, loss_cls: 1.9069, loss: 1.9069, grad_norm: 2.7226 2021-06-13 20:57:49,575 - mmaction - INFO - Epoch [39][580/940] lr: 4.000e-02, eta: 1 day, 3:07:52, time: 1.193, data_time: 0.012, memory: 7080, top1_acc: 0.5428, top5_acc: 0.7643, loss_cls: 1.9856, loss: 1.9856, grad_norm: 2.7180 2021-06-13 20:58:13,248 - mmaction - INFO - Epoch [39][600/940] lr: 4.000e-02, eta: 1 day, 3:07:02, time: 1.181, data_time: 0.002, memory: 7080, top1_acc: 0.5371, top5_acc: 0.7799, loss_cls: 1.9449, loss: 1.9449, grad_norm: 2.6716 2021-06-13 20:58:38,424 - mmaction - INFO - Epoch [39][620/940] lr: 4.000e-02, eta: 1 day, 3:06:14, time: 1.260, data_time: 0.004, memory: 7080, top1_acc: 0.5437, top5_acc: 0.7750, loss_cls: 1.9464, loss: 1.9464, grad_norm: 2.7045 2021-06-13 20:59:02,967 - mmaction - INFO - Epoch [39][640/940] lr: 4.000e-02, eta: 1 day, 3:05:25, time: 1.227, data_time: 0.003, memory: 7080, top1_acc: 0.5506, top5_acc: 0.7758, loss_cls: 1.9125, loss: 1.9125, grad_norm: 2.7068 2021-06-13 20:59:27,291 - mmaction - INFO - Epoch [39][660/940] lr: 4.000e-02, eta: 1 day, 3:04:37, time: 1.218, data_time: 0.005, memory: 7080, top1_acc: 0.5369, top5_acc: 0.7748, loss_cls: 1.9583, loss: 1.9583, grad_norm: 2.7870 2021-06-13 20:59:51,148 - mmaction - INFO - Epoch [39][680/940] lr: 4.000e-02, eta: 1 day, 3:03:47, time: 1.191, data_time: 0.002, memory: 7080, top1_acc: 0.5543, top5_acc: 0.7811, loss_cls: 1.8978, loss: 1.8978, grad_norm: 2.7376 2021-06-13 21:00:15,537 - mmaction - INFO - Epoch [39][700/940] lr: 4.000e-02, eta: 1 day, 3:02:58, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.5662, top5_acc: 0.7777, loss_cls: 1.8897, loss: 1.8897, grad_norm: 2.6458 2021-06-13 21:00:39,147 - mmaction - INFO - Epoch [39][720/940] lr: 4.000e-02, eta: 1 day, 3:02:08, time: 1.182, data_time: 0.003, memory: 7080, top1_acc: 0.5578, top5_acc: 0.7824, loss_cls: 1.8859, loss: 1.8859, grad_norm: 2.6624 2021-06-13 21:01:04,155 - mmaction - INFO - Epoch [39][740/940] lr: 4.000e-02, eta: 1 day, 3:01:20, time: 1.248, data_time: 0.002, memory: 7080, top1_acc: 0.5355, top5_acc: 0.7744, loss_cls: 1.9480, loss: 1.9480, grad_norm: 2.7237 2021-06-13 21:01:28,806 - mmaction - INFO - Epoch [39][760/940] lr: 4.000e-02, eta: 1 day, 3:00:32, time: 1.234, data_time: 0.005, memory: 7080, top1_acc: 0.5424, top5_acc: 0.7715, loss_cls: 1.9649, loss: 1.9649, grad_norm: 2.6743 2021-06-13 21:01:53,025 - mmaction - INFO - Epoch [39][780/940] lr: 4.000e-02, eta: 1 day, 2:59:43, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.5373, top5_acc: 0.7752, loss_cls: 1.9534, loss: 1.9534, grad_norm: 2.7248 2021-06-13 21:02:16,525 - mmaction - INFO - Epoch [39][800/940] lr: 4.000e-02, eta: 1 day, 2:58:53, time: 1.170, data_time: 0.004, memory: 7080, top1_acc: 0.5410, top5_acc: 0.7754, loss_cls: 1.9570, loss: 1.9570, grad_norm: 2.7084 2021-06-13 21:02:41,172 - mmaction - INFO - Epoch [39][820/940] lr: 4.000e-02, eta: 1 day, 2:58:05, time: 1.239, data_time: 0.008, memory: 7080, top1_acc: 0.5422, top5_acc: 0.7682, loss_cls: 1.9820, loss: 1.9820, grad_norm: 2.6547 2021-06-13 21:03:05,073 - mmaction - INFO - Epoch [39][840/940] lr: 4.000e-02, eta: 1 day, 2:57:16, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.5436, top5_acc: 0.7682, loss_cls: 1.9796, loss: 1.9796, grad_norm: 2.6938 2021-06-13 21:03:28,904 - mmaction - INFO - Epoch [39][860/940] lr: 4.000e-02, eta: 1 day, 2:56:26, time: 1.188, data_time: 0.001, memory: 7080, top1_acc: 0.5314, top5_acc: 0.7730, loss_cls: 1.9837, loss: 1.9837, grad_norm: 2.6662 2021-06-13 21:03:53,706 - mmaction - INFO - Epoch [39][880/940] lr: 4.000e-02, eta: 1 day, 2:55:38, time: 1.239, data_time: 0.005, memory: 7080, top1_acc: 0.5502, top5_acc: 0.7758, loss_cls: 1.9402, loss: 1.9402, grad_norm: 2.6109 2021-06-13 21:04:18,484 - mmaction - INFO - Epoch [39][900/940] lr: 4.000e-02, eta: 1 day, 2:54:50, time: 1.238, data_time: 0.005, memory: 7080, top1_acc: 0.5453, top5_acc: 0.7752, loss_cls: 1.9443, loss: 1.9443, grad_norm: 2.6687 2021-06-13 21:04:43,552 - mmaction - INFO - Epoch [39][920/940] lr: 4.000e-02, eta: 1 day, 2:54:03, time: 1.256, data_time: 0.006, memory: 7080, top1_acc: 0.5398, top5_acc: 0.7746, loss_cls: 1.9589, loss: 1.9589, grad_norm: 2.7327 2021-06-13 21:05:03,186 - mmaction - INFO - Epoch [39][940/940] lr: 4.000e-02, eta: 1 day, 2:53:07, time: 0.984, data_time: 0.003, memory: 7080, top1_acc: 0.5552, top5_acc: 0.7792, loss_cls: 1.9225, loss: 1.9225, grad_norm: 2.6577 2021-06-13 21:05:08,442 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-06-13 21:12:41,937 - mmaction - INFO - Epoch [40][20/940] lr: 4.000e-02, eta: 1 day, 3:03:28, time: 22.625, data_time: 20.923, memory: 7080, top1_acc: 0.5504, top5_acc: 0.7826, loss_cls: 1.8819, loss: 1.8819, grad_norm: 2.7072 2021-06-13 21:13:05,905 - mmaction - INFO - Epoch [40][40/940] lr: 4.000e-02, eta: 1 day, 3:02:38, time: 1.199, data_time: 0.007, memory: 7080, top1_acc: 0.5650, top5_acc: 0.7877, loss_cls: 1.8425, loss: 1.8425, grad_norm: 2.6785 2021-06-13 21:13:29,428 - mmaction - INFO - Epoch [40][60/940] lr: 4.000e-02, eta: 1 day, 3:01:48, time: 1.177, data_time: 0.004, memory: 7080, top1_acc: 0.5586, top5_acc: 0.7904, loss_cls: 1.8617, loss: 1.8617, grad_norm: 2.7271 2021-06-13 21:13:53,023 - mmaction - INFO - Epoch [40][80/940] lr: 4.000e-02, eta: 1 day, 3:00:58, time: 1.181, data_time: 0.009, memory: 7080, top1_acc: 0.5533, top5_acc: 0.7809, loss_cls: 1.8811, loss: 1.8811, grad_norm: 2.7123 2021-06-13 21:14:16,496 - mmaction - INFO - Epoch [40][100/940] lr: 4.000e-02, eta: 1 day, 3:00:08, time: 1.172, data_time: 0.002, memory: 7080, top1_acc: 0.5557, top5_acc: 0.7771, loss_cls: 1.9171, loss: 1.9171, grad_norm: 2.6706 2021-06-13 21:14:41,145 - mmaction - INFO - Epoch [40][120/940] lr: 4.000e-02, eta: 1 day, 2:59:19, time: 1.234, data_time: 0.004, memory: 7080, top1_acc: 0.5568, top5_acc: 0.7771, loss_cls: 1.9004, loss: 1.9004, grad_norm: 2.6764 2021-06-13 21:15:06,237 - mmaction - INFO - Epoch [40][140/940] lr: 4.000e-02, eta: 1 day, 2:58:31, time: 1.249, data_time: 0.002, memory: 7080, top1_acc: 0.5482, top5_acc: 0.7840, loss_cls: 1.8860, loss: 1.8860, grad_norm: 2.6665 2021-06-13 21:15:30,423 - mmaction - INFO - Epoch [40][160/940] lr: 4.000e-02, eta: 1 day, 2:57:42, time: 1.214, data_time: 0.008, memory: 7080, top1_acc: 0.5527, top5_acc: 0.7822, loss_cls: 1.9057, loss: 1.9057, grad_norm: 2.7137 2021-06-13 21:15:54,535 - mmaction - INFO - Epoch [40][180/940] lr: 4.000e-02, eta: 1 day, 2:56:53, time: 1.205, data_time: 0.003, memory: 7080, top1_acc: 0.5605, top5_acc: 0.7875, loss_cls: 1.8679, loss: 1.8679, grad_norm: 2.7692 2021-06-13 21:16:18,843 - mmaction - INFO - Epoch [40][200/940] lr: 4.000e-02, eta: 1 day, 2:56:04, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.5457, top5_acc: 0.7895, loss_cls: 1.9067, loss: 1.9067, grad_norm: 2.6574 2021-06-13 21:16:42,973 - mmaction - INFO - Epoch [40][220/940] lr: 4.000e-02, eta: 1 day, 2:55:15, time: 1.208, data_time: 0.004, memory: 7080, top1_acc: 0.5510, top5_acc: 0.7877, loss_cls: 1.8902, loss: 1.8902, grad_norm: 2.6953 2021-06-13 21:17:06,924 - mmaction - INFO - Epoch [40][240/940] lr: 4.000e-02, eta: 1 day, 2:54:26, time: 1.197, data_time: 0.004, memory: 7080, top1_acc: 0.5480, top5_acc: 0.7791, loss_cls: 1.9026, loss: 1.9026, grad_norm: 2.7281 2021-06-13 21:17:30,283 - mmaction - INFO - Epoch [40][260/940] lr: 4.000e-02, eta: 1 day, 2:53:35, time: 1.168, data_time: 0.003, memory: 7080, top1_acc: 0.5584, top5_acc: 0.7846, loss_cls: 1.8820, loss: 1.8820, grad_norm: 2.6447 2021-06-13 21:17:55,830 - mmaction - INFO - Epoch [40][280/940] lr: 4.000e-02, eta: 1 day, 2:52:48, time: 1.270, data_time: 0.003, memory: 7080, top1_acc: 0.5533, top5_acc: 0.7797, loss_cls: 1.9210, loss: 1.9210, grad_norm: 2.6876 2021-06-13 21:18:19,884 - mmaction - INFO - Epoch [40][300/940] lr: 4.000e-02, eta: 1 day, 2:51:59, time: 1.210, data_time: 0.010, memory: 7080, top1_acc: 0.5451, top5_acc: 0.7727, loss_cls: 1.9411, loss: 1.9411, grad_norm: 2.6742 2021-06-13 21:18:44,797 - mmaction - INFO - Epoch [40][320/940] lr: 4.000e-02, eta: 1 day, 2:51:12, time: 1.244, data_time: 0.003, memory: 7080, top1_acc: 0.5461, top5_acc: 0.7746, loss_cls: 1.9383, loss: 1.9383, grad_norm: 2.7045 2021-06-13 21:19:08,400 - mmaction - INFO - Epoch [40][340/940] lr: 4.000e-02, eta: 1 day, 2:50:22, time: 1.182, data_time: 0.004, memory: 7080, top1_acc: 0.5523, top5_acc: 0.7816, loss_cls: 1.9145, loss: 1.9145, grad_norm: 2.6407 2021-06-13 21:19:33,308 - mmaction - INFO - Epoch [40][360/940] lr: 4.000e-02, eta: 1 day, 2:49:34, time: 1.243, data_time: 0.002, memory: 7080, top1_acc: 0.5574, top5_acc: 0.7887, loss_cls: 1.8550, loss: 1.8550, grad_norm: 2.7151 2021-06-13 21:19:57,601 - mmaction - INFO - Epoch [40][380/940] lr: 4.000e-02, eta: 1 day, 2:48:45, time: 1.215, data_time: 0.004, memory: 7080, top1_acc: 0.5506, top5_acc: 0.7682, loss_cls: 1.9542, loss: 1.9542, grad_norm: 2.7269 2021-06-13 21:20:21,606 - mmaction - INFO - Epoch [40][400/940] lr: 4.000e-02, eta: 1 day, 2:47:56, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.5498, top5_acc: 0.7818, loss_cls: 1.9175, loss: 1.9175, grad_norm: 2.6749 2021-06-13 21:20:46,575 - mmaction - INFO - Epoch [40][420/940] lr: 4.000e-02, eta: 1 day, 2:47:09, time: 1.252, data_time: 0.006, memory: 7080, top1_acc: 0.5537, top5_acc: 0.7875, loss_cls: 1.8888, loss: 1.8888, grad_norm: 2.7177 2021-06-13 21:21:11,374 - mmaction - INFO - Epoch [40][440/940] lr: 4.000e-02, eta: 1 day, 2:46:21, time: 1.238, data_time: 0.003, memory: 7080, top1_acc: 0.5443, top5_acc: 0.7809, loss_cls: 1.9532, loss: 1.9532, grad_norm: 2.6914 2021-06-13 21:21:35,031 - mmaction - INFO - Epoch [40][460/940] lr: 4.000e-02, eta: 1 day, 2:45:31, time: 1.185, data_time: 0.004, memory: 7080, top1_acc: 0.5492, top5_acc: 0.7783, loss_cls: 1.9107, loss: 1.9107, grad_norm: 2.6758 2021-06-13 21:21:58,211 - mmaction - INFO - Epoch [40][480/940] lr: 4.000e-02, eta: 1 day, 2:44:41, time: 1.158, data_time: 0.004, memory: 7080, top1_acc: 0.5449, top5_acc: 0.7727, loss_cls: 1.9491, loss: 1.9491, grad_norm: 2.6438 2021-06-13 21:22:22,749 - mmaction - INFO - Epoch [40][500/940] lr: 4.000e-02, eta: 1 day, 2:43:53, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.5473, top5_acc: 0.7719, loss_cls: 1.9133, loss: 1.9133, grad_norm: 2.6747 2021-06-13 21:22:47,046 - mmaction - INFO - Epoch [40][520/940] lr: 4.000e-02, eta: 1 day, 2:43:05, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.5652, top5_acc: 0.7781, loss_cls: 1.9088, loss: 1.9088, grad_norm: 2.6181 2021-06-13 21:23:11,645 - mmaction - INFO - Epoch [40][540/940] lr: 4.000e-02, eta: 1 day, 2:42:17, time: 1.230, data_time: 0.002, memory: 7080, top1_acc: 0.5477, top5_acc: 0.7787, loss_cls: 1.9321, loss: 1.9321, grad_norm: 2.7150 2021-06-13 21:23:35,510 - mmaction - INFO - Epoch [40][560/940] lr: 4.000e-02, eta: 1 day, 2:41:27, time: 1.191, data_time: 0.003, memory: 7080, top1_acc: 0.5504, top5_acc: 0.7777, loss_cls: 1.9184, loss: 1.9184, grad_norm: 2.6723 2021-06-13 21:23:58,760 - mmaction - INFO - Epoch [40][580/940] lr: 4.000e-02, eta: 1 day, 2:40:38, time: 1.165, data_time: 0.007, memory: 7080, top1_acc: 0.5535, top5_acc: 0.7850, loss_cls: 1.8868, loss: 1.8868, grad_norm: 2.6336 2021-06-13 21:24:23,212 - mmaction - INFO - Epoch [40][600/940] lr: 4.000e-02, eta: 1 day, 2:39:49, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.5352, top5_acc: 0.7648, loss_cls: 1.9939, loss: 1.9939, grad_norm: 2.6788 2021-06-13 21:24:47,045 - mmaction - INFO - Epoch [40][620/940] lr: 4.000e-02, eta: 1 day, 2:39:00, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.5436, top5_acc: 0.7883, loss_cls: 1.9238, loss: 1.9238, grad_norm: 2.7057 2021-06-13 21:25:11,473 - mmaction - INFO - Epoch [40][640/940] lr: 4.000e-02, eta: 1 day, 2:38:12, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.5502, top5_acc: 0.7855, loss_cls: 1.9009, loss: 1.9009, grad_norm: 2.6420 2021-06-13 21:25:34,946 - mmaction - INFO - Epoch [40][660/940] lr: 4.000e-02, eta: 1 day, 2:37:23, time: 1.174, data_time: 0.002, memory: 7080, top1_acc: 0.5529, top5_acc: 0.7799, loss_cls: 1.9003, loss: 1.9003, grad_norm: 2.6944 2021-06-13 21:25:59,389 - mmaction - INFO - Epoch [40][680/940] lr: 4.000e-02, eta: 1 day, 2:36:35, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.5502, top5_acc: 0.7816, loss_cls: 1.9193, loss: 1.9193, grad_norm: 2.7334 2021-06-13 21:26:23,630 - mmaction - INFO - Epoch [40][700/940] lr: 4.000e-02, eta: 1 day, 2:35:46, time: 1.209, data_time: 0.004, memory: 7080, top1_acc: 0.5348, top5_acc: 0.7689, loss_cls: 1.9667, loss: 1.9667, grad_norm: 2.7487 2021-06-13 21:26:48,138 - mmaction - INFO - Epoch [40][720/940] lr: 4.000e-02, eta: 1 day, 2:34:58, time: 1.228, data_time: 0.008, memory: 7080, top1_acc: 0.5543, top5_acc: 0.7873, loss_cls: 1.8857, loss: 1.8857, grad_norm: 2.6139 2021-06-13 21:27:12,059 - mmaction - INFO - Epoch [40][740/940] lr: 4.000e-02, eta: 1 day, 2:34:10, time: 1.198, data_time: 0.008, memory: 7080, top1_acc: 0.5680, top5_acc: 0.7883, loss_cls: 1.8384, loss: 1.8384, grad_norm: 2.7222 2021-06-13 21:27:37,337 - mmaction - INFO - Epoch [40][760/940] lr: 4.000e-02, eta: 1 day, 2:33:23, time: 1.257, data_time: 0.005, memory: 7080, top1_acc: 0.5404, top5_acc: 0.7762, loss_cls: 1.9495, loss: 1.9495, grad_norm: 2.7600 2021-06-13 21:28:01,464 - mmaction - INFO - Epoch [40][780/940] lr: 4.000e-02, eta: 1 day, 2:32:35, time: 1.213, data_time: 0.011, memory: 7080, top1_acc: 0.5457, top5_acc: 0.7814, loss_cls: 1.9217, loss: 1.9217, grad_norm: 2.6585 2021-06-13 21:28:25,522 - mmaction - INFO - Epoch [40][800/940] lr: 4.000e-02, eta: 1 day, 2:31:46, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.5457, top5_acc: 0.7807, loss_cls: 1.9298, loss: 1.9298, grad_norm: 2.7047 2021-06-13 21:28:49,730 - mmaction - INFO - Epoch [40][820/940] lr: 4.000e-02, eta: 1 day, 2:30:58, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.5391, top5_acc: 0.7627, loss_cls: 1.9887, loss: 1.9887, grad_norm: 2.7320 2021-06-13 21:29:15,261 - mmaction - INFO - Epoch [40][840/940] lr: 4.000e-02, eta: 1 day, 2:30:12, time: 1.275, data_time: 0.003, memory: 7080, top1_acc: 0.5379, top5_acc: 0.7627, loss_cls: 1.9985, loss: 1.9985, grad_norm: 2.7240 2021-06-13 21:29:38,979 - mmaction - INFO - Epoch [40][860/940] lr: 4.000e-02, eta: 1 day, 2:29:23, time: 1.187, data_time: 0.004, memory: 7080, top1_acc: 0.5387, top5_acc: 0.7703, loss_cls: 1.9565, loss: 1.9565, grad_norm: 2.6695 2021-06-13 21:30:02,892 - mmaction - INFO - Epoch [40][880/940] lr: 4.000e-02, eta: 1 day, 2:28:34, time: 1.195, data_time: 0.003, memory: 7080, top1_acc: 0.5432, top5_acc: 0.7801, loss_cls: 1.9415, loss: 1.9415, grad_norm: 2.7031 2021-06-13 21:30:27,332 - mmaction - INFO - Epoch [40][900/940] lr: 4.000e-02, eta: 1 day, 2:27:46, time: 1.220, data_time: 0.003, memory: 7080, top1_acc: 0.5461, top5_acc: 0.7838, loss_cls: 1.8996, loss: 1.8996, grad_norm: 2.7064 2021-06-13 21:30:50,402 - mmaction - INFO - Epoch [40][920/940] lr: 4.000e-02, eta: 1 day, 2:26:56, time: 1.155, data_time: 0.006, memory: 7080, top1_acc: 0.5410, top5_acc: 0.7832, loss_cls: 1.9397, loss: 1.9397, grad_norm: 2.6733 2021-06-13 21:31:11,616 - mmaction - INFO - Epoch [40][940/940] lr: 4.000e-02, eta: 1 day, 2:26:04, time: 1.059, data_time: 0.004, memory: 7080, top1_acc: 0.5485, top5_acc: 0.7725, loss_cls: 1.9496, loss: 1.9496, grad_norm: 2.7537 2021-06-13 21:31:15,087 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-06-13 21:39:12,740 - mmaction - INFO - Epoch [41][20/940] lr: 4.000e-03, eta: 1 day, 2:36:34, time: 23.836, data_time: 22.676, memory: 7080, top1_acc: 0.5643, top5_acc: 0.7891, loss_cls: 1.8535, loss: 1.8535, grad_norm: 2.5700 2021-06-13 21:39:36,199 - mmaction - INFO - Epoch [41][40/940] lr: 4.000e-03, eta: 1 day, 2:35:44, time: 1.173, data_time: 0.004, memory: 7080, top1_acc: 0.5813, top5_acc: 0.7934, loss_cls: 1.7938, loss: 1.7938, grad_norm: 2.4944 2021-06-13 21:40:00,393 - mmaction - INFO - Epoch [41][60/940] lr: 4.000e-03, eta: 1 day, 2:34:56, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.5809, top5_acc: 0.8000, loss_cls: 1.7547, loss: 1.7547, grad_norm: 2.5099 2021-06-13 21:40:25,009 - mmaction - INFO - Epoch [41][80/940] lr: 4.000e-03, eta: 1 day, 2:34:08, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.5988, top5_acc: 0.8057, loss_cls: 1.7134, loss: 1.7134, grad_norm: 2.4921 2021-06-13 21:40:50,060 - mmaction - INFO - Epoch [41][100/940] lr: 4.000e-03, eta: 1 day, 2:33:20, time: 1.256, data_time: 0.016, memory: 7080, top1_acc: 0.5918, top5_acc: 0.8123, loss_cls: 1.7300, loss: 1.7300, grad_norm: 2.5911 2021-06-13 21:41:12,974 - mmaction - INFO - Epoch [41][120/940] lr: 4.000e-03, eta: 1 day, 2:32:30, time: 1.147, data_time: 0.026, memory: 7080, top1_acc: 0.6090, top5_acc: 0.8162, loss_cls: 1.6400, loss: 1.6400, grad_norm: 2.5593 2021-06-13 21:41:37,187 - mmaction - INFO - Epoch [41][140/940] lr: 4.000e-03, eta: 1 day, 2:31:41, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.5922, top5_acc: 0.8113, loss_cls: 1.7004, loss: 1.7004, grad_norm: 2.6305 2021-06-13 21:42:01,167 - mmaction - INFO - Epoch [41][160/940] lr: 4.000e-03, eta: 1 day, 2:30:53, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.5980, top5_acc: 0.8057, loss_cls: 1.6928, loss: 1.6928, grad_norm: 2.5949 2021-06-13 21:42:25,440 - mmaction - INFO - Epoch [41][180/940] lr: 4.000e-03, eta: 1 day, 2:30:04, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.6172, top5_acc: 0.8256, loss_cls: 1.6105, loss: 1.6105, grad_norm: 2.5542 2021-06-13 21:42:49,340 - mmaction - INFO - Epoch [41][200/940] lr: 4.000e-03, eta: 1 day, 2:29:16, time: 1.197, data_time: 0.004, memory: 7080, top1_acc: 0.6076, top5_acc: 0.8121, loss_cls: 1.6562, loss: 1.6562, grad_norm: 2.5819 2021-06-13 21:43:12,407 - mmaction - INFO - Epoch [41][220/940] lr: 4.000e-03, eta: 1 day, 2:28:25, time: 1.150, data_time: 0.001, memory: 7080, top1_acc: 0.6176, top5_acc: 0.8238, loss_cls: 1.6309, loss: 1.6309, grad_norm: 2.6184 2021-06-13 21:43:37,035 - mmaction - INFO - Epoch [41][240/940] lr: 4.000e-03, eta: 1 day, 2:27:38, time: 1.233, data_time: 0.005, memory: 7080, top1_acc: 0.6039, top5_acc: 0.8143, loss_cls: 1.6567, loss: 1.6567, grad_norm: 2.5955 2021-06-13 21:44:01,430 - mmaction - INFO - Epoch [41][260/940] lr: 4.000e-03, eta: 1 day, 2:26:50, time: 1.220, data_time: 0.003, memory: 7080, top1_acc: 0.6189, top5_acc: 0.8277, loss_cls: 1.6000, loss: 1.6000, grad_norm: 2.6390 2021-06-13 21:44:25,928 - mmaction - INFO - Epoch [41][280/940] lr: 4.000e-03, eta: 1 day, 2:26:02, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.6182, top5_acc: 0.8168, loss_cls: 1.6330, loss: 1.6330, grad_norm: 2.5754 2021-06-13 21:44:49,315 - mmaction - INFO - Epoch [41][300/940] lr: 4.000e-03, eta: 1 day, 2:25:12, time: 1.165, data_time: 0.004, memory: 7080, top1_acc: 0.6094, top5_acc: 0.8195, loss_cls: 1.6281, loss: 1.6281, grad_norm: 2.6270 2021-06-13 21:45:13,020 - mmaction - INFO - Epoch [41][320/940] lr: 4.000e-03, eta: 1 day, 2:24:23, time: 1.188, data_time: 0.006, memory: 7080, top1_acc: 0.6088, top5_acc: 0.8217, loss_cls: 1.6303, loss: 1.6303, grad_norm: 2.6516 2021-06-13 21:45:37,728 - mmaction - INFO - Epoch [41][340/940] lr: 4.000e-03, eta: 1 day, 2:23:36, time: 1.236, data_time: 0.011, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8238, loss_cls: 1.5983, loss: 1.5983, grad_norm: 2.6033 2021-06-13 21:46:01,816 - mmaction - INFO - Epoch [41][360/940] lr: 4.000e-03, eta: 1 day, 2:22:47, time: 1.198, data_time: 0.002, memory: 7080, top1_acc: 0.6066, top5_acc: 0.8174, loss_cls: 1.6286, loss: 1.6286, grad_norm: 2.6481 2021-06-13 21:46:26,991 - mmaction - INFO - Epoch [41][380/940] lr: 4.000e-03, eta: 1 day, 2:22:01, time: 1.263, data_time: 0.009, memory: 7080, top1_acc: 0.6203, top5_acc: 0.8248, loss_cls: 1.5907, loss: 1.5907, grad_norm: 2.6336 2021-06-13 21:46:51,372 - mmaction - INFO - Epoch [41][400/940] lr: 4.000e-03, eta: 1 day, 2:21:13, time: 1.222, data_time: 0.006, memory: 7080, top1_acc: 0.6125, top5_acc: 0.8240, loss_cls: 1.6032, loss: 1.6032, grad_norm: 2.6620 2021-06-13 21:47:15,846 - mmaction - INFO - Epoch [41][420/940] lr: 4.000e-03, eta: 1 day, 2:20:25, time: 1.221, data_time: 0.001, memory: 7080, top1_acc: 0.6146, top5_acc: 0.8229, loss_cls: 1.6091, loss: 1.6091, grad_norm: 2.6815 2021-06-13 21:47:39,720 - mmaction - INFO - Epoch [41][440/940] lr: 4.000e-03, eta: 1 day, 2:19:36, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.6176, top5_acc: 0.8217, loss_cls: 1.6036, loss: 1.6036, grad_norm: 2.6966 2021-06-13 21:48:03,367 - mmaction - INFO - Epoch [41][460/940] lr: 4.000e-03, eta: 1 day, 2:18:47, time: 1.176, data_time: 0.002, memory: 7080, top1_acc: 0.6076, top5_acc: 0.8230, loss_cls: 1.6219, loss: 1.6219, grad_norm: 2.6586 2021-06-13 21:48:28,224 - mmaction - INFO - Epoch [41][480/940] lr: 4.000e-03, eta: 1 day, 2:18:00, time: 1.247, data_time: 0.009, memory: 7080, top1_acc: 0.6084, top5_acc: 0.8162, loss_cls: 1.6480, loss: 1.6480, grad_norm: 2.6754 2021-06-13 21:48:52,438 - mmaction - INFO - Epoch [41][500/940] lr: 4.000e-03, eta: 1 day, 2:17:12, time: 1.214, data_time: 0.006, memory: 7080, top1_acc: 0.6096, top5_acc: 0.8148, loss_cls: 1.6335, loss: 1.6335, grad_norm: 2.6924 2021-06-13 21:49:15,349 - mmaction - INFO - Epoch [41][520/940] lr: 4.000e-03, eta: 1 day, 2:16:22, time: 1.142, data_time: 0.003, memory: 7080, top1_acc: 0.6213, top5_acc: 0.8254, loss_cls: 1.6057, loss: 1.6057, grad_norm: 2.6105 2021-06-13 21:49:40,607 - mmaction - INFO - Epoch [41][540/940] lr: 4.000e-03, eta: 1 day, 2:15:36, time: 1.265, data_time: 0.004, memory: 7080, top1_acc: 0.6197, top5_acc: 0.8227, loss_cls: 1.5913, loss: 1.5913, grad_norm: 2.6446 2021-06-13 21:50:04,817 - mmaction - INFO - Epoch [41][560/940] lr: 4.000e-03, eta: 1 day, 2:14:48, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.6172, top5_acc: 0.8234, loss_cls: 1.5997, loss: 1.5997, grad_norm: 2.6402 2021-06-13 21:50:29,448 - mmaction - INFO - Epoch [41][580/940] lr: 4.000e-03, eta: 1 day, 2:14:01, time: 1.231, data_time: 0.002, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8219, loss_cls: 1.5757, loss: 1.5757, grad_norm: 2.6129 2021-06-13 21:50:53,216 - mmaction - INFO - Epoch [41][600/940] lr: 4.000e-03, eta: 1 day, 2:13:12, time: 1.183, data_time: 0.002, memory: 7080, top1_acc: 0.6279, top5_acc: 0.8258, loss_cls: 1.5699, loss: 1.5699, grad_norm: 2.6051 2021-06-13 21:51:18,852 - mmaction - INFO - Epoch [41][620/940] lr: 4.000e-03, eta: 1 day, 2:12:26, time: 1.287, data_time: 0.009, memory: 7080, top1_acc: 0.6143, top5_acc: 0.8189, loss_cls: 1.6103, loss: 1.6103, grad_norm: 2.6700 2021-06-13 21:51:43,783 - mmaction - INFO - Epoch [41][640/940] lr: 4.000e-03, eta: 1 day, 2:11:40, time: 1.247, data_time: 0.002, memory: 7080, top1_acc: 0.6094, top5_acc: 0.8209, loss_cls: 1.6371, loss: 1.6371, grad_norm: 2.6824 2021-06-13 21:52:06,895 - mmaction - INFO - Epoch [41][660/940] lr: 4.000e-03, eta: 1 day, 2:10:50, time: 1.151, data_time: 0.002, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8279, loss_cls: 1.5931, loss: 1.5931, grad_norm: 2.6575 2021-06-13 21:52:31,852 - mmaction - INFO - Epoch [41][680/940] lr: 4.000e-03, eta: 1 day, 2:10:03, time: 1.252, data_time: 0.007, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8260, loss_cls: 1.5840, loss: 1.5840, grad_norm: 2.6194 2021-06-13 21:52:54,957 - mmaction - INFO - Epoch [41][700/940] lr: 4.000e-03, eta: 1 day, 2:09:14, time: 1.156, data_time: 0.003, memory: 7080, top1_acc: 0.6229, top5_acc: 0.8344, loss_cls: 1.5710, loss: 1.5710, grad_norm: 2.6651 2021-06-13 21:53:19,234 - mmaction - INFO - Epoch [41][720/940] lr: 4.000e-03, eta: 1 day, 2:08:26, time: 1.212, data_time: 0.011, memory: 7080, top1_acc: 0.6223, top5_acc: 0.8289, loss_cls: 1.5840, loss: 1.5840, grad_norm: 2.6446 2021-06-13 21:53:43,107 - mmaction - INFO - Epoch [41][740/940] lr: 4.000e-03, eta: 1 day, 2:07:38, time: 1.196, data_time: 0.005, memory: 7080, top1_acc: 0.6254, top5_acc: 0.8244, loss_cls: 1.5998, loss: 1.5998, grad_norm: 2.6690 2021-06-13 21:54:07,859 - mmaction - INFO - Epoch [41][760/940] lr: 4.000e-03, eta: 1 day, 2:06:51, time: 1.233, data_time: 0.002, memory: 7080, top1_acc: 0.6205, top5_acc: 0.8180, loss_cls: 1.5990, loss: 1.5990, grad_norm: 2.6683 2021-06-13 21:54:31,510 - mmaction - INFO - Epoch [41][780/940] lr: 4.000e-03, eta: 1 day, 2:06:03, time: 1.187, data_time: 0.006, memory: 7080, top1_acc: 0.6258, top5_acc: 0.8340, loss_cls: 1.5333, loss: 1.5333, grad_norm: 2.6451 2021-06-13 21:54:56,277 - mmaction - INFO - Epoch [41][800/940] lr: 4.000e-03, eta: 1 day, 2:05:16, time: 1.236, data_time: 0.002, memory: 7080, top1_acc: 0.6191, top5_acc: 0.8271, loss_cls: 1.5875, loss: 1.5875, grad_norm: 2.6905 2021-06-13 21:55:20,934 - mmaction - INFO - Epoch [41][820/940] lr: 4.000e-03, eta: 1 day, 2:04:29, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8258, loss_cls: 1.5835, loss: 1.5835, grad_norm: 2.7281 2021-06-13 21:55:45,131 - mmaction - INFO - Epoch [41][840/940] lr: 4.000e-03, eta: 1 day, 2:03:41, time: 1.212, data_time: 0.007, memory: 7080, top1_acc: 0.6246, top5_acc: 0.8336, loss_cls: 1.5690, loss: 1.5690, grad_norm: 2.6625 2021-06-13 21:56:10,440 - mmaction - INFO - Epoch [41][860/940] lr: 4.000e-03, eta: 1 day, 2:02:55, time: 1.264, data_time: 0.003, memory: 7080, top1_acc: 0.6230, top5_acc: 0.8303, loss_cls: 1.5739, loss: 1.5739, grad_norm: 2.6968 2021-06-13 21:56:34,148 - mmaction - INFO - Epoch [41][880/940] lr: 4.000e-03, eta: 1 day, 2:02:07, time: 1.187, data_time: 0.005, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8248, loss_cls: 1.5576, loss: 1.5576, grad_norm: 2.7014 2021-06-13 21:56:58,171 - mmaction - INFO - Epoch [41][900/940] lr: 4.000e-03, eta: 1 day, 2:01:19, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.6215, top5_acc: 0.8275, loss_cls: 1.5800, loss: 1.5800, grad_norm: 2.7322 2021-06-13 21:57:22,129 - mmaction - INFO - Epoch [41][920/940] lr: 4.000e-03, eta: 1 day, 2:00:31, time: 1.197, data_time: 0.002, memory: 7080, top1_acc: 0.6322, top5_acc: 0.8324, loss_cls: 1.5535, loss: 1.5535, grad_norm: 2.6964 2021-06-13 21:57:42,586 - mmaction - INFO - Epoch [41][940/940] lr: 4.000e-03, eta: 1 day, 1:59:39, time: 1.025, data_time: 0.005, memory: 7080, top1_acc: 0.6238, top5_acc: 0.8300, loss_cls: 1.5509, loss: 1.5509, grad_norm: 2.6822 2021-06-13 21:57:47,820 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-06-13 22:05:38,553 - mmaction - INFO - Epoch [42][20/940] lr: 4.000e-03, eta: 1 day, 2:09:31, time: 23.482, data_time: 22.276, memory: 7080, top1_acc: 0.6459, top5_acc: 0.8410, loss_cls: 1.5018, loss: 1.5018, grad_norm: 2.6477 2021-06-13 22:06:02,301 - mmaction - INFO - Epoch [42][40/940] lr: 4.000e-03, eta: 1 day, 2:08:43, time: 1.191, data_time: 0.008, memory: 7080, top1_acc: 0.6307, top5_acc: 0.8402, loss_cls: 1.5212, loss: 1.5212, grad_norm: 2.6673 2021-06-13 22:06:26,668 - mmaction - INFO - Epoch [42][60/940] lr: 4.000e-03, eta: 1 day, 2:07:55, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8408, loss_cls: 1.5036, loss: 1.5036, grad_norm: 2.6696 2021-06-13 22:06:50,113 - mmaction - INFO - Epoch [42][80/940] lr: 4.000e-03, eta: 1 day, 2:07:06, time: 1.171, data_time: 0.002, memory: 7080, top1_acc: 0.6232, top5_acc: 0.8277, loss_cls: 1.5687, loss: 1.5687, grad_norm: 2.6941 2021-06-13 22:07:14,299 - mmaction - INFO - Epoch [42][100/940] lr: 4.000e-03, eta: 1 day, 2:06:18, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.6270, top5_acc: 0.8313, loss_cls: 1.5564, loss: 1.5564, grad_norm: 2.6632 2021-06-13 22:07:38,260 - mmaction - INFO - Epoch [42][120/940] lr: 4.000e-03, eta: 1 day, 2:05:30, time: 1.197, data_time: 0.005, memory: 7080, top1_acc: 0.6221, top5_acc: 0.8270, loss_cls: 1.5674, loss: 1.5674, grad_norm: 2.6906 2021-06-13 22:08:02,481 - mmaction - INFO - Epoch [42][140/940] lr: 4.000e-03, eta: 1 day, 2:04:42, time: 1.206, data_time: 0.005, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8311, loss_cls: 1.5430, loss: 1.5430, grad_norm: 2.6458 2021-06-13 22:08:27,053 - mmaction - INFO - Epoch [42][160/940] lr: 4.000e-03, eta: 1 day, 2:03:55, time: 1.236, data_time: 0.011, memory: 7080, top1_acc: 0.6189, top5_acc: 0.8264, loss_cls: 1.5681, loss: 1.5681, grad_norm: 2.7069 2021-06-13 22:08:51,000 - mmaction - INFO - Epoch [42][180/940] lr: 4.000e-03, eta: 1 day, 2:03:07, time: 1.197, data_time: 0.003, memory: 7080, top1_acc: 0.6330, top5_acc: 0.8340, loss_cls: 1.5516, loss: 1.5516, grad_norm: 2.7086 2021-06-13 22:09:15,523 - mmaction - INFO - Epoch [42][200/940] lr: 4.000e-03, eta: 1 day, 2:02:19, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.6367, top5_acc: 0.8326, loss_cls: 1.5236, loss: 1.5236, grad_norm: 2.6603 2021-06-13 22:09:39,328 - mmaction - INFO - Epoch [42][220/940] lr: 4.000e-03, eta: 1 day, 2:01:31, time: 1.191, data_time: 0.003, memory: 7080, top1_acc: 0.6316, top5_acc: 0.8379, loss_cls: 1.5244, loss: 1.5244, grad_norm: 2.6815 2021-06-13 22:10:03,913 - mmaction - INFO - Epoch [42][240/940] lr: 4.000e-03, eta: 1 day, 2:00:44, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8305, loss_cls: 1.5662, loss: 1.5662, grad_norm: 2.6995 2021-06-13 22:10:28,313 - mmaction - INFO - Epoch [42][260/940] lr: 4.000e-03, eta: 1 day, 1:59:56, time: 1.219, data_time: 0.002, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8359, loss_cls: 1.5093, loss: 1.5093, grad_norm: 2.6290 2021-06-13 22:10:53,083 - mmaction - INFO - Epoch [42][280/940] lr: 4.000e-03, eta: 1 day, 1:59:09, time: 1.239, data_time: 0.003, memory: 7080, top1_acc: 0.6178, top5_acc: 0.8199, loss_cls: 1.5969, loss: 1.5969, grad_norm: 2.7098 2021-06-13 22:11:16,777 - mmaction - INFO - Epoch [42][300/940] lr: 4.000e-03, eta: 1 day, 1:58:21, time: 1.183, data_time: 0.002, memory: 7080, top1_acc: 0.6248, top5_acc: 0.8260, loss_cls: 1.5788, loss: 1.5788, grad_norm: 2.6873 2021-06-13 22:11:41,886 - mmaction - INFO - Epoch [42][320/940] lr: 4.000e-03, eta: 1 day, 1:57:34, time: 1.252, data_time: 0.004, memory: 7080, top1_acc: 0.6213, top5_acc: 0.8309, loss_cls: 1.5590, loss: 1.5590, grad_norm: 2.6772 2021-06-13 22:12:06,137 - mmaction - INFO - Epoch [42][340/940] lr: 4.000e-03, eta: 1 day, 1:56:47, time: 1.218, data_time: 0.008, memory: 7080, top1_acc: 0.6281, top5_acc: 0.8309, loss_cls: 1.5453, loss: 1.5453, grad_norm: 2.6922 2021-06-13 22:12:30,814 - mmaction - INFO - Epoch [42][360/940] lr: 4.000e-03, eta: 1 day, 1:56:00, time: 1.233, data_time: 0.002, memory: 7080, top1_acc: 0.6416, top5_acc: 0.8322, loss_cls: 1.5287, loss: 1.5287, grad_norm: 2.6671 2021-06-13 22:12:55,297 - mmaction - INFO - Epoch [42][380/940] lr: 4.000e-03, eta: 1 day, 1:55:13, time: 1.225, data_time: 0.003, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8318, loss_cls: 1.5361, loss: 1.5361, grad_norm: 2.6860 2021-06-13 22:13:18,853 - mmaction - INFO - Epoch [42][400/940] lr: 4.000e-03, eta: 1 day, 1:54:24, time: 1.177, data_time: 0.002, memory: 7080, top1_acc: 0.6248, top5_acc: 0.8289, loss_cls: 1.5478, loss: 1.5478, grad_norm: 2.7314 2021-06-13 22:13:43,382 - mmaction - INFO - Epoch [42][420/940] lr: 4.000e-03, eta: 1 day, 1:53:37, time: 1.226, data_time: 0.002, memory: 7080, top1_acc: 0.6205, top5_acc: 0.8264, loss_cls: 1.5803, loss: 1.5803, grad_norm: 2.7367 2021-06-13 22:14:08,368 - mmaction - INFO - Epoch [42][440/940] lr: 4.000e-03, eta: 1 day, 1:52:51, time: 1.250, data_time: 0.003, memory: 7080, top1_acc: 0.6318, top5_acc: 0.8393, loss_cls: 1.5228, loss: 1.5228, grad_norm: 2.6820 2021-06-13 22:14:33,080 - mmaction - INFO - Epoch [42][460/940] lr: 4.000e-03, eta: 1 day, 1:52:04, time: 1.230, data_time: 0.002, memory: 7080, top1_acc: 0.6373, top5_acc: 0.8355, loss_cls: 1.5252, loss: 1.5252, grad_norm: 2.6997 2021-06-13 22:14:56,892 - mmaction - INFO - Epoch [42][480/940] lr: 4.000e-03, eta: 1 day, 1:51:16, time: 1.192, data_time: 0.009, memory: 7080, top1_acc: 0.6297, top5_acc: 0.8313, loss_cls: 1.5501, loss: 1.5501, grad_norm: 2.7109 2021-06-13 22:15:20,508 - mmaction - INFO - Epoch [42][500/940] lr: 4.000e-03, eta: 1 day, 1:50:28, time: 1.186, data_time: 0.007, memory: 7080, top1_acc: 0.6250, top5_acc: 0.8357, loss_cls: 1.5380, loss: 1.5380, grad_norm: 2.7299 2021-06-13 22:15:44,772 - mmaction - INFO - Epoch [42][520/940] lr: 4.000e-03, eta: 1 day, 1:49:40, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.6193, top5_acc: 0.8232, loss_cls: 1.5863, loss: 1.5863, grad_norm: 2.7380 2021-06-13 22:16:08,588 - mmaction - INFO - Epoch [42][540/940] lr: 4.000e-03, eta: 1 day, 1:48:52, time: 1.189, data_time: 0.004, memory: 7080, top1_acc: 0.6326, top5_acc: 0.8271, loss_cls: 1.5620, loss: 1.5620, grad_norm: 2.7093 2021-06-13 22:16:32,945 - mmaction - INFO - Epoch [42][560/940] lr: 4.000e-03, eta: 1 day, 1:48:05, time: 1.220, data_time: 0.007, memory: 7080, top1_acc: 0.6262, top5_acc: 0.8281, loss_cls: 1.5686, loss: 1.5686, grad_norm: 2.7551 2021-06-13 22:16:57,562 - mmaction - INFO - Epoch [42][580/940] lr: 4.000e-03, eta: 1 day, 1:47:18, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8365, loss_cls: 1.5267, loss: 1.5267, grad_norm: 2.7379 2021-06-13 22:17:21,315 - mmaction - INFO - Epoch [42][600/940] lr: 4.000e-03, eta: 1 day, 1:46:30, time: 1.187, data_time: 0.003, memory: 7080, top1_acc: 0.6361, top5_acc: 0.8379, loss_cls: 1.5131, loss: 1.5131, grad_norm: 2.7043 2021-06-13 22:17:44,477 - mmaction - INFO - Epoch [42][620/940] lr: 4.000e-03, eta: 1 day, 1:45:42, time: 1.160, data_time: 0.003, memory: 7080, top1_acc: 0.6365, top5_acc: 0.8420, loss_cls: 1.4906, loss: 1.4906, grad_norm: 2.6967 2021-06-13 22:18:09,850 - mmaction - INFO - Epoch [42][640/940] lr: 4.000e-03, eta: 1 day, 1:44:56, time: 1.269, data_time: 0.002, memory: 7080, top1_acc: 0.6408, top5_acc: 0.8355, loss_cls: 1.5133, loss: 1.5133, grad_norm: 2.7095 2021-06-13 22:18:33,910 - mmaction - INFO - Epoch [42][660/940] lr: 4.000e-03, eta: 1 day, 1:44:09, time: 1.201, data_time: 0.001, memory: 7080, top1_acc: 0.6404, top5_acc: 0.8381, loss_cls: 1.4965, loss: 1.4965, grad_norm: 2.6874 2021-06-13 22:18:57,619 - mmaction - INFO - Epoch [42][680/940] lr: 4.000e-03, eta: 1 day, 1:43:21, time: 1.185, data_time: 0.004, memory: 7080, top1_acc: 0.6357, top5_acc: 0.8377, loss_cls: 1.5091, loss: 1.5091, grad_norm: 2.6904 2021-06-13 22:19:20,581 - mmaction - INFO - Epoch [42][700/940] lr: 4.000e-03, eta: 1 day, 1:42:32, time: 1.148, data_time: 0.006, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8332, loss_cls: 1.5400, loss: 1.5400, grad_norm: 2.7412 2021-06-13 22:19:45,393 - mmaction - INFO - Epoch [42][720/940] lr: 4.000e-03, eta: 1 day, 1:41:45, time: 1.241, data_time: 0.006, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8240, loss_cls: 1.5609, loss: 1.5609, grad_norm: 2.7276 2021-06-13 22:20:09,532 - mmaction - INFO - Epoch [42][740/940] lr: 4.000e-03, eta: 1 day, 1:40:58, time: 1.210, data_time: 0.016, memory: 7080, top1_acc: 0.6240, top5_acc: 0.8299, loss_cls: 1.5735, loss: 1.5735, grad_norm: 2.7381 2021-06-13 22:20:33,911 - mmaction - INFO - Epoch [42][760/940] lr: 4.000e-03, eta: 1 day, 1:40:11, time: 1.215, data_time: 0.001, memory: 7080, top1_acc: 0.6307, top5_acc: 0.8244, loss_cls: 1.5605, loss: 1.5605, grad_norm: 2.7604 2021-06-13 22:20:59,195 - mmaction - INFO - Epoch [42][780/940] lr: 4.000e-03, eta: 1 day, 1:39:26, time: 1.268, data_time: 0.033, memory: 7080, top1_acc: 0.6424, top5_acc: 0.8414, loss_cls: 1.4890, loss: 1.4890, grad_norm: 2.6598 2021-06-13 22:21:22,894 - mmaction - INFO - Epoch [42][800/940] lr: 4.000e-03, eta: 1 day, 1:38:38, time: 1.184, data_time: 0.002, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8318, loss_cls: 1.5330, loss: 1.5330, grad_norm: 2.6925 2021-06-13 22:21:47,166 - mmaction - INFO - Epoch [42][820/940] lr: 4.000e-03, eta: 1 day, 1:37:51, time: 1.214, data_time: 0.007, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8320, loss_cls: 1.5400, loss: 1.5400, grad_norm: 2.7209 2021-06-13 22:22:12,224 - mmaction - INFO - Epoch [42][840/940] lr: 4.000e-03, eta: 1 day, 1:37:05, time: 1.253, data_time: 0.002, memory: 7080, top1_acc: 0.6242, top5_acc: 0.8320, loss_cls: 1.5664, loss: 1.5664, grad_norm: 2.7210 2021-06-13 22:22:35,963 - mmaction - INFO - Epoch [42][860/940] lr: 4.000e-03, eta: 1 day, 1:36:17, time: 1.183, data_time: 0.002, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8369, loss_cls: 1.4959, loss: 1.4959, grad_norm: 2.6710 2021-06-13 22:23:01,096 - mmaction - INFO - Epoch [42][880/940] lr: 4.000e-03, eta: 1 day, 1:35:32, time: 1.261, data_time: 0.008, memory: 7080, top1_acc: 0.6451, top5_acc: 0.8451, loss_cls: 1.4685, loss: 1.4685, grad_norm: 2.6996 2021-06-13 22:23:25,171 - mmaction - INFO - Epoch [42][900/940] lr: 4.000e-03, eta: 1 day, 1:34:44, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.6295, top5_acc: 0.8365, loss_cls: 1.5212, loss: 1.5212, grad_norm: 2.7290 2021-06-13 22:23:50,168 - mmaction - INFO - Epoch [42][920/940] lr: 4.000e-03, eta: 1 day, 1:33:59, time: 1.251, data_time: 0.004, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8322, loss_cls: 1.5036, loss: 1.5036, grad_norm: 2.6880 2021-06-13 22:24:09,530 - mmaction - INFO - Epoch [42][940/940] lr: 4.000e-03, eta: 1 day, 1:33:05, time: 0.970, data_time: 0.003, memory: 7080, top1_acc: 0.6394, top5_acc: 0.8332, loss_cls: 1.5168, loss: 1.5168, grad_norm: 2.8737 2021-06-13 22:24:14,500 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-06-13 22:32:00,423 - mmaction - INFO - Epoch [43][20/940] lr: 4.000e-03, eta: 1 day, 1:42:26, time: 23.249, data_time: 21.766, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8438, loss_cls: 1.4811, loss: 1.4811, grad_norm: 2.7067 2021-06-13 22:32:23,735 - mmaction - INFO - Epoch [43][40/940] lr: 4.000e-03, eta: 1 day, 1:41:38, time: 1.164, data_time: 0.004, memory: 7080, top1_acc: 0.6354, top5_acc: 0.8373, loss_cls: 1.5286, loss: 1.5286, grad_norm: 2.7233 2021-06-13 22:32:48,539 - mmaction - INFO - Epoch [43][60/940] lr: 4.000e-03, eta: 1 day, 1:40:51, time: 1.240, data_time: 0.005, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8324, loss_cls: 1.5230, loss: 1.5230, grad_norm: 2.6859 2021-06-13 22:33:12,440 - mmaction - INFO - Epoch [43][80/940] lr: 4.000e-03, eta: 1 day, 1:40:03, time: 1.194, data_time: 0.006, memory: 7080, top1_acc: 0.6373, top5_acc: 0.8354, loss_cls: 1.4903, loss: 1.4903, grad_norm: 2.6967 2021-06-13 22:33:35,501 - mmaction - INFO - Epoch [43][100/940] lr: 4.000e-03, eta: 1 day, 1:39:14, time: 1.155, data_time: 0.072, memory: 7080, top1_acc: 0.6385, top5_acc: 0.8406, loss_cls: 1.5032, loss: 1.5032, grad_norm: 2.7056 2021-06-13 22:34:01,218 - mmaction - INFO - Epoch [43][120/940] lr: 4.000e-03, eta: 1 day, 1:38:29, time: 1.286, data_time: 0.048, memory: 7080, top1_acc: 0.6418, top5_acc: 0.8391, loss_cls: 1.4928, loss: 1.4928, grad_norm: 2.6841 2021-06-13 22:34:25,270 - mmaction - INFO - Epoch [43][140/940] lr: 4.000e-03, eta: 1 day, 1:37:42, time: 1.202, data_time: 0.004, memory: 7080, top1_acc: 0.6330, top5_acc: 0.8348, loss_cls: 1.5225, loss: 1.5225, grad_norm: 2.7478 2021-06-13 22:34:49,004 - mmaction - INFO - Epoch [43][160/940] lr: 4.000e-03, eta: 1 day, 1:36:54, time: 1.187, data_time: 0.004, memory: 7080, top1_acc: 0.6521, top5_acc: 0.8426, loss_cls: 1.4643, loss: 1.4643, grad_norm: 2.6621 2021-06-13 22:35:13,433 - mmaction - INFO - Epoch [43][180/940] lr: 4.000e-03, eta: 1 day, 1:36:07, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8412, loss_cls: 1.4665, loss: 1.4665, grad_norm: 2.7190 2021-06-13 22:35:37,033 - mmaction - INFO - Epoch [43][200/940] lr: 4.000e-03, eta: 1 day, 1:35:19, time: 1.181, data_time: 0.004, memory: 7080, top1_acc: 0.6289, top5_acc: 0.8379, loss_cls: 1.5273, loss: 1.5273, grad_norm: 2.7665 2021-06-13 22:36:02,147 - mmaction - INFO - Epoch [43][220/940] lr: 4.000e-03, eta: 1 day, 1:34:33, time: 1.256, data_time: 0.002, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8330, loss_cls: 1.5214, loss: 1.5214, grad_norm: 2.6912 2021-06-13 22:36:26,100 - mmaction - INFO - Epoch [43][240/940] lr: 4.000e-03, eta: 1 day, 1:33:45, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.6266, top5_acc: 0.8322, loss_cls: 1.5445, loss: 1.5445, grad_norm: 2.7619 2021-06-13 22:36:49,999 - mmaction - INFO - Epoch [43][260/940] lr: 4.000e-03, eta: 1 day, 1:32:58, time: 1.192, data_time: 0.002, memory: 7080, top1_acc: 0.6463, top5_acc: 0.8400, loss_cls: 1.4660, loss: 1.4660, grad_norm: 2.7047 2021-06-13 22:37:15,520 - mmaction - INFO - Epoch [43][280/940] lr: 4.000e-03, eta: 1 day, 1:32:12, time: 1.279, data_time: 0.005, memory: 7080, top1_acc: 0.6455, top5_acc: 0.8396, loss_cls: 1.4686, loss: 1.4686, grad_norm: 2.7366 2021-06-13 22:37:38,985 - mmaction - INFO - Epoch [43][300/940] lr: 4.000e-03, eta: 1 day, 1:31:24, time: 1.172, data_time: 0.002, memory: 7080, top1_acc: 0.6311, top5_acc: 0.8354, loss_cls: 1.5497, loss: 1.5497, grad_norm: 2.7232 2021-06-13 22:38:02,903 - mmaction - INFO - Epoch [43][320/940] lr: 4.000e-03, eta: 1 day, 1:30:37, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.6275, top5_acc: 0.8211, loss_cls: 1.5562, loss: 1.5562, grad_norm: 2.7574 2021-06-13 22:38:27,156 - mmaction - INFO - Epoch [43][340/940] lr: 4.000e-03, eta: 1 day, 1:29:50, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.6322, top5_acc: 0.8361, loss_cls: 1.5116, loss: 1.5116, grad_norm: 2.7859 2021-06-13 22:38:50,887 - mmaction - INFO - Epoch [43][360/940] lr: 4.000e-03, eta: 1 day, 1:29:02, time: 1.187, data_time: 0.004, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8301, loss_cls: 1.5363, loss: 1.5363, grad_norm: 2.7555 2021-06-13 22:39:14,306 - mmaction - INFO - Epoch [43][380/940] lr: 4.000e-03, eta: 1 day, 1:28:14, time: 1.171, data_time: 0.004, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8336, loss_cls: 1.5351, loss: 1.5351, grad_norm: 2.7604 2021-06-13 22:39:38,750 - mmaction - INFO - Epoch [43][400/940] lr: 4.000e-03, eta: 1 day, 1:27:27, time: 1.224, data_time: 0.009, memory: 7080, top1_acc: 0.6514, top5_acc: 0.8430, loss_cls: 1.4666, loss: 1.4666, grad_norm: 2.7345 2021-06-13 22:40:02,760 - mmaction - INFO - Epoch [43][420/940] lr: 4.000e-03, eta: 1 day, 1:26:40, time: 1.200, data_time: 0.002, memory: 7080, top1_acc: 0.6369, top5_acc: 0.8393, loss_cls: 1.4855, loss: 1.4855, grad_norm: 2.7164 2021-06-13 22:40:27,083 - mmaction - INFO - Epoch [43][440/940] lr: 4.000e-03, eta: 1 day, 1:25:53, time: 1.214, data_time: 0.003, memory: 7080, top1_acc: 0.6256, top5_acc: 0.8320, loss_cls: 1.5443, loss: 1.5443, grad_norm: 2.7283 2021-06-13 22:40:51,086 - mmaction - INFO - Epoch [43][460/940] lr: 4.000e-03, eta: 1 day, 1:25:06, time: 1.202, data_time: 0.005, memory: 7080, top1_acc: 0.6305, top5_acc: 0.8285, loss_cls: 1.5652, loss: 1.5652, grad_norm: 2.7371 2021-06-13 22:41:14,856 - mmaction - INFO - Epoch [43][480/940] lr: 4.000e-03, eta: 1 day, 1:24:19, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.6365, top5_acc: 0.8313, loss_cls: 1.5269, loss: 1.5269, grad_norm: 2.7412 2021-06-13 22:41:39,443 - mmaction - INFO - Epoch [43][500/940] lr: 4.000e-03, eta: 1 day, 1:23:32, time: 1.225, data_time: 0.004, memory: 7080, top1_acc: 0.6273, top5_acc: 0.8359, loss_cls: 1.5236, loss: 1.5236, grad_norm: 2.7692 2021-06-13 22:42:03,947 - mmaction - INFO - Epoch [43][520/940] lr: 4.000e-03, eta: 1 day, 1:22:46, time: 1.230, data_time: 0.008, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8443, loss_cls: 1.4856, loss: 1.4856, grad_norm: 2.7274 2021-06-13 22:42:27,558 - mmaction - INFO - Epoch [43][540/940] lr: 4.000e-03, eta: 1 day, 1:21:58, time: 1.178, data_time: 0.002, memory: 7080, top1_acc: 0.6416, top5_acc: 0.8334, loss_cls: 1.5202, loss: 1.5202, grad_norm: 2.7477 2021-06-13 22:42:51,909 - mmaction - INFO - Epoch [43][560/940] lr: 4.000e-03, eta: 1 day, 1:21:11, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.6326, top5_acc: 0.8332, loss_cls: 1.5318, loss: 1.5318, grad_norm: 2.7709 2021-06-13 22:43:14,520 - mmaction - INFO - Epoch [43][580/940] lr: 4.000e-03, eta: 1 day, 1:20:22, time: 1.134, data_time: 0.009, memory: 7080, top1_acc: 0.6357, top5_acc: 0.8373, loss_cls: 1.5073, loss: 1.5073, grad_norm: 2.7430 2021-06-13 22:43:39,158 - mmaction - INFO - Epoch [43][600/940] lr: 4.000e-03, eta: 1 day, 1:19:36, time: 1.233, data_time: 0.005, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8381, loss_cls: 1.4915, loss: 1.4915, grad_norm: 2.7621 2021-06-13 22:44:04,154 - mmaction - INFO - Epoch [43][620/940] lr: 4.000e-03, eta: 1 day, 1:18:51, time: 1.251, data_time: 0.004, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8279, loss_cls: 1.5410, loss: 1.5410, grad_norm: 2.7841 2021-06-13 22:44:28,620 - mmaction - INFO - Epoch [43][640/940] lr: 4.000e-03, eta: 1 day, 1:18:04, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.6336, top5_acc: 0.8324, loss_cls: 1.5299, loss: 1.5299, grad_norm: 2.7761 2021-06-13 22:44:53,959 - mmaction - INFO - Epoch [43][660/940] lr: 4.000e-03, eta: 1 day, 1:17:19, time: 1.266, data_time: 0.003, memory: 7080, top1_acc: 0.6428, top5_acc: 0.8477, loss_cls: 1.4421, loss: 1.4421, grad_norm: 2.7058 2021-06-13 22:45:17,451 - mmaction - INFO - Epoch [43][680/940] lr: 4.000e-03, eta: 1 day, 1:16:32, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8383, loss_cls: 1.5171, loss: 1.5171, grad_norm: 2.7688 2021-06-13 22:45:42,809 - mmaction - INFO - Epoch [43][700/940] lr: 4.000e-03, eta: 1 day, 1:15:46, time: 1.269, data_time: 0.003, memory: 7080, top1_acc: 0.6471, top5_acc: 0.8441, loss_cls: 1.4527, loss: 1.4527, grad_norm: 2.7395 2021-06-13 22:46:06,650 - mmaction - INFO - Epoch [43][720/940] lr: 4.000e-03, eta: 1 day, 1:14:59, time: 1.190, data_time: 0.002, memory: 7080, top1_acc: 0.6301, top5_acc: 0.8389, loss_cls: 1.5338, loss: 1.5338, grad_norm: 2.8013 2021-06-13 22:46:30,852 - mmaction - INFO - Epoch [43][740/940] lr: 4.000e-03, eta: 1 day, 1:14:13, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.6369, top5_acc: 0.8422, loss_cls: 1.5009, loss: 1.5009, grad_norm: 2.8058 2021-06-13 22:46:55,004 - mmaction - INFO - Epoch [43][760/940] lr: 4.000e-03, eta: 1 day, 1:13:26, time: 1.206, data_time: 0.003, memory: 7080, top1_acc: 0.6371, top5_acc: 0.8402, loss_cls: 1.4985, loss: 1.4985, grad_norm: 2.7547 2021-06-13 22:47:18,853 - mmaction - INFO - Epoch [43][780/940] lr: 4.000e-03, eta: 1 day, 1:12:39, time: 1.195, data_time: 0.004, memory: 7080, top1_acc: 0.6459, top5_acc: 0.8379, loss_cls: 1.4706, loss: 1.4706, grad_norm: 2.7464 2021-06-13 22:47:42,483 - mmaction - INFO - Epoch [43][800/940] lr: 4.000e-03, eta: 1 day, 1:11:52, time: 1.182, data_time: 0.002, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8449, loss_cls: 1.4606, loss: 1.4606, grad_norm: 2.7606 2021-06-13 22:48:07,456 - mmaction - INFO - Epoch [43][820/940] lr: 4.000e-03, eta: 1 day, 1:11:06, time: 1.249, data_time: 0.002, memory: 7080, top1_acc: 0.6479, top5_acc: 0.8410, loss_cls: 1.4851, loss: 1.4851, grad_norm: 2.7362 2021-06-13 22:48:31,237 - mmaction - INFO - Epoch [43][840/940] lr: 4.000e-03, eta: 1 day, 1:10:19, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8467, loss_cls: 1.4694, loss: 1.4694, grad_norm: 2.7982 2021-06-13 22:48:55,887 - mmaction - INFO - Epoch [43][860/940] lr: 4.000e-03, eta: 1 day, 1:09:33, time: 1.229, data_time: 0.001, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8410, loss_cls: 1.4853, loss: 1.4853, grad_norm: 2.8355 2021-06-13 22:49:20,258 - mmaction - INFO - Epoch [43][880/940] lr: 4.000e-03, eta: 1 day, 1:08:47, time: 1.223, data_time: 0.007, memory: 7080, top1_acc: 0.6344, top5_acc: 0.8350, loss_cls: 1.5218, loss: 1.5218, grad_norm: 2.8019 2021-06-13 22:49:44,429 - mmaction - INFO - Epoch [43][900/940] lr: 4.000e-03, eta: 1 day, 1:08:00, time: 1.206, data_time: 0.001, memory: 7080, top1_acc: 0.6273, top5_acc: 0.8305, loss_cls: 1.5452, loss: 1.5452, grad_norm: 2.7881 2021-06-13 22:50:08,972 - mmaction - INFO - Epoch [43][920/940] lr: 4.000e-03, eta: 1 day, 1:07:14, time: 1.226, data_time: 0.004, memory: 7080, top1_acc: 0.6340, top5_acc: 0.8352, loss_cls: 1.4973, loss: 1.4973, grad_norm: 2.7672 2021-06-13 22:50:29,161 - mmaction - INFO - Epoch [43][940/940] lr: 4.000e-03, eta: 1 day, 1:06:23, time: 1.014, data_time: 0.007, memory: 7080, top1_acc: 0.6274, top5_acc: 0.8283, loss_cls: 1.5567, loss: 1.5567, grad_norm: 2.8349 2021-06-13 22:50:34,278 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-06-13 22:58:19,499 - mmaction - INFO - Epoch [44][20/940] lr: 4.000e-03, eta: 1 day, 1:15:19, time: 23.214, data_time: 21.504, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8432, loss_cls: 1.4780, loss: 1.4780, grad_norm: 2.7929 2021-06-13 22:58:42,591 - mmaction - INFO - Epoch [44][40/940] lr: 4.000e-03, eta: 1 day, 1:14:31, time: 1.156, data_time: 0.003, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8424, loss_cls: 1.4373, loss: 1.4373, grad_norm: 2.7110 2021-06-13 22:59:07,409 - mmaction - INFO - Epoch [44][60/940] lr: 4.000e-03, eta: 1 day, 1:13:45, time: 1.239, data_time: 0.001, memory: 7080, top1_acc: 0.6455, top5_acc: 0.8438, loss_cls: 1.4821, loss: 1.4821, grad_norm: 2.7875 2021-06-13 22:59:31,323 - mmaction - INFO - Epoch [44][80/940] lr: 4.000e-03, eta: 1 day, 1:12:58, time: 1.197, data_time: 0.003, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8412, loss_cls: 1.4699, loss: 1.4699, grad_norm: 2.6934 2021-06-13 22:59:54,615 - mmaction - INFO - Epoch [44][100/940] lr: 4.000e-03, eta: 1 day, 1:12:10, time: 1.162, data_time: 0.001, memory: 7080, top1_acc: 0.6363, top5_acc: 0.8326, loss_cls: 1.5084, loss: 1.5084, grad_norm: 2.8100 2021-06-13 23:00:19,138 - mmaction - INFO - Epoch [44][120/940] lr: 4.000e-03, eta: 1 day, 1:11:23, time: 1.223, data_time: 0.004, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8424, loss_cls: 1.4728, loss: 1.4728, grad_norm: 2.7677 2021-06-13 23:00:43,443 - mmaction - INFO - Epoch [44][140/940] lr: 4.000e-03, eta: 1 day, 1:10:37, time: 1.219, data_time: 0.006, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8398, loss_cls: 1.4703, loss: 1.4703, grad_norm: 2.7496 2021-06-13 23:01:07,155 - mmaction - INFO - Epoch [44][160/940] lr: 4.000e-03, eta: 1 day, 1:09:50, time: 1.187, data_time: 0.005, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8445, loss_cls: 1.4538, loss: 1.4538, grad_norm: 2.7300 2021-06-13 23:01:31,200 - mmaction - INFO - Epoch [44][180/940] lr: 4.000e-03, eta: 1 day, 1:09:03, time: 1.201, data_time: 0.002, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8377, loss_cls: 1.4815, loss: 1.4815, grad_norm: 2.7632 2021-06-13 23:01:55,542 - mmaction - INFO - Epoch [44][200/940] lr: 4.000e-03, eta: 1 day, 1:08:16, time: 1.217, data_time: 0.002, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8508, loss_cls: 1.4401, loss: 1.4401, grad_norm: 2.7200 2021-06-13 23:02:19,493 - mmaction - INFO - Epoch [44][220/940] lr: 4.000e-03, eta: 1 day, 1:07:29, time: 1.197, data_time: 0.003, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8443, loss_cls: 1.4744, loss: 1.4744, grad_norm: 2.7745 2021-06-13 23:02:43,606 - mmaction - INFO - Epoch [44][240/940] lr: 4.000e-03, eta: 1 day, 1:06:42, time: 1.206, data_time: 0.003, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8355, loss_cls: 1.4996, loss: 1.4996, grad_norm: 2.7387 2021-06-13 23:03:09,052 - mmaction - INFO - Epoch [44][260/940] lr: 4.000e-03, eta: 1 day, 1:05:57, time: 1.273, data_time: 0.003, memory: 7080, top1_acc: 0.6482, top5_acc: 0.8395, loss_cls: 1.4675, loss: 1.4675, grad_norm: 2.7285 2021-06-13 23:03:32,994 - mmaction - INFO - Epoch [44][280/940] lr: 4.000e-03, eta: 1 day, 1:05:10, time: 1.194, data_time: 0.002, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8408, loss_cls: 1.4832, loss: 1.4832, grad_norm: 2.7969 2021-06-13 23:03:56,794 - mmaction - INFO - Epoch [44][300/940] lr: 4.000e-03, eta: 1 day, 1:04:23, time: 1.192, data_time: 0.005, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8410, loss_cls: 1.4782, loss: 1.4782, grad_norm: 2.7415 2021-06-13 23:04:20,080 - mmaction - INFO - Epoch [44][320/940] lr: 4.000e-03, eta: 1 day, 1:03:36, time: 1.159, data_time: 0.003, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8373, loss_cls: 1.4997, loss: 1.4997, grad_norm: 2.7576 2021-06-13 23:04:45,215 - mmaction - INFO - Epoch [44][340/940] lr: 4.000e-03, eta: 1 day, 1:02:50, time: 1.264, data_time: 0.008, memory: 7080, top1_acc: 0.6375, top5_acc: 0.8373, loss_cls: 1.4872, loss: 1.4872, grad_norm: 2.7906 2021-06-13 23:05:09,516 - mmaction - INFO - Epoch [44][360/940] lr: 4.000e-03, eta: 1 day, 1:02:04, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8424, loss_cls: 1.4521, loss: 1.4521, grad_norm: 2.7354 2021-06-13 23:05:35,671 - mmaction - INFO - Epoch [44][380/940] lr: 4.000e-03, eta: 1 day, 1:01:20, time: 1.307, data_time: 0.002, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8359, loss_cls: 1.4896, loss: 1.4896, grad_norm: 2.7649 2021-06-13 23:05:58,747 - mmaction - INFO - Epoch [44][400/940] lr: 4.000e-03, eta: 1 day, 1:00:32, time: 1.153, data_time: 0.002, memory: 7080, top1_acc: 0.6389, top5_acc: 0.8393, loss_cls: 1.5022, loss: 1.5022, grad_norm: 2.7903 2021-06-13 23:06:22,732 - mmaction - INFO - Epoch [44][420/940] lr: 4.000e-03, eta: 1 day, 0:59:45, time: 1.199, data_time: 0.006, memory: 7080, top1_acc: 0.6387, top5_acc: 0.8322, loss_cls: 1.5284, loss: 1.5284, grad_norm: 2.7676 2021-06-13 23:06:46,298 - mmaction - INFO - Epoch [44][440/940] lr: 4.000e-03, eta: 1 day, 0:58:58, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.6365, top5_acc: 0.8348, loss_cls: 1.5111, loss: 1.5111, grad_norm: 2.8048 2021-06-13 23:07:10,398 - mmaction - INFO - Epoch [44][460/940] lr: 4.000e-03, eta: 1 day, 0:58:12, time: 1.209, data_time: 0.008, memory: 7080, top1_acc: 0.6332, top5_acc: 0.8320, loss_cls: 1.5307, loss: 1.5307, grad_norm: 2.8133 2021-06-13 23:07:35,437 - mmaction - INFO - Epoch [44][480/940] lr: 4.000e-03, eta: 1 day, 0:57:26, time: 1.250, data_time: 0.003, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8377, loss_cls: 1.5141, loss: 1.5141, grad_norm: 2.8124 2021-06-13 23:07:59,176 - mmaction - INFO - Epoch [44][500/940] lr: 4.000e-03, eta: 1 day, 0:56:40, time: 1.189, data_time: 0.005, memory: 7080, top1_acc: 0.6373, top5_acc: 0.8371, loss_cls: 1.5048, loss: 1.5048, grad_norm: 2.7991 2021-06-13 23:08:23,676 - mmaction - INFO - Epoch [44][520/940] lr: 4.000e-03, eta: 1 day, 0:55:53, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.6359, top5_acc: 0.8330, loss_cls: 1.5101, loss: 1.5101, grad_norm: 2.7478 2021-06-13 23:08:48,295 - mmaction - INFO - Epoch [44][540/940] lr: 4.000e-03, eta: 1 day, 0:55:08, time: 1.235, data_time: 0.006, memory: 7080, top1_acc: 0.6490, top5_acc: 0.8426, loss_cls: 1.4590, loss: 1.4590, grad_norm: 2.7645 2021-06-13 23:09:12,039 - mmaction - INFO - Epoch [44][560/940] lr: 4.000e-03, eta: 1 day, 0:54:21, time: 1.187, data_time: 0.003, memory: 7080, top1_acc: 0.6395, top5_acc: 0.8377, loss_cls: 1.4912, loss: 1.4912, grad_norm: 2.8098 2021-06-13 23:09:36,036 - mmaction - INFO - Epoch [44][580/940] lr: 4.000e-03, eta: 1 day, 0:53:34, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.6467, top5_acc: 0.8398, loss_cls: 1.4862, loss: 1.4862, grad_norm: 2.7768 2021-06-13 23:10:00,434 - mmaction - INFO - Epoch [44][600/940] lr: 4.000e-03, eta: 1 day, 0:52:48, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.6342, top5_acc: 0.8400, loss_cls: 1.5155, loss: 1.5155, grad_norm: 2.8624 2021-06-13 23:10:25,381 - mmaction - INFO - Epoch [44][620/940] lr: 4.000e-03, eta: 1 day, 0:52:03, time: 1.247, data_time: 0.002, memory: 7080, top1_acc: 0.6424, top5_acc: 0.8373, loss_cls: 1.4935, loss: 1.4935, grad_norm: 2.8229 2021-06-13 23:10:50,345 - mmaction - INFO - Epoch [44][640/940] lr: 4.000e-03, eta: 1 day, 0:51:18, time: 1.248, data_time: 0.003, memory: 7080, top1_acc: 0.6396, top5_acc: 0.8473, loss_cls: 1.4643, loss: 1.4643, grad_norm: 2.7999 2021-06-13 23:11:14,350 - mmaction - INFO - Epoch [44][660/940] lr: 4.000e-03, eta: 1 day, 0:50:32, time: 1.201, data_time: 0.002, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8367, loss_cls: 1.5048, loss: 1.5048, grad_norm: 2.8095 2021-06-13 23:11:37,466 - mmaction - INFO - Epoch [44][680/940] lr: 4.000e-03, eta: 1 day, 0:49:44, time: 1.154, data_time: 0.002, memory: 7080, top1_acc: 0.6436, top5_acc: 0.8396, loss_cls: 1.4870, loss: 1.4870, grad_norm: 2.8031 2021-06-13 23:12:02,350 - mmaction - INFO - Epoch [44][700/940] lr: 4.000e-03, eta: 1 day, 0:48:59, time: 1.247, data_time: 0.005, memory: 7080, top1_acc: 0.6330, top5_acc: 0.8439, loss_cls: 1.4961, loss: 1.4961, grad_norm: 2.8418 2021-06-13 23:12:25,803 - mmaction - INFO - Epoch [44][720/940] lr: 4.000e-03, eta: 1 day, 0:48:12, time: 1.168, data_time: 0.002, memory: 7080, top1_acc: 0.6381, top5_acc: 0.8367, loss_cls: 1.5078, loss: 1.5078, grad_norm: 2.7889 2021-06-13 23:12:50,081 - mmaction - INFO - Epoch [44][740/940] lr: 4.000e-03, eta: 1 day, 0:47:26, time: 1.218, data_time: 0.006, memory: 7080, top1_acc: 0.6451, top5_acc: 0.8389, loss_cls: 1.4774, loss: 1.4774, grad_norm: 2.8237 2021-06-13 23:13:14,452 - mmaction - INFO - Epoch [44][760/940] lr: 4.000e-03, eta: 1 day, 0:46:40, time: 1.216, data_time: 0.002, memory: 7080, top1_acc: 0.6381, top5_acc: 0.8396, loss_cls: 1.4927, loss: 1.4927, grad_norm: 2.8289 2021-06-13 23:13:37,088 - mmaction - INFO - Epoch [44][780/940] lr: 4.000e-03, eta: 1 day, 0:45:52, time: 1.131, data_time: 0.003, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8434, loss_cls: 1.4868, loss: 1.4868, grad_norm: 2.8045 2021-06-13 23:14:01,611 - mmaction - INFO - Epoch [44][800/940] lr: 4.000e-03, eta: 1 day, 0:45:06, time: 1.227, data_time: 0.005, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8371, loss_cls: 1.4910, loss: 1.4910, grad_norm: 2.7717 2021-06-13 23:14:25,144 - mmaction - INFO - Epoch [44][820/940] lr: 4.000e-03, eta: 1 day, 0:44:19, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.6451, top5_acc: 0.8357, loss_cls: 1.5046, loss: 1.5046, grad_norm: 2.7629 2021-06-13 23:14:49,714 - mmaction - INFO - Epoch [44][840/940] lr: 4.000e-03, eta: 1 day, 0:43:34, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8408, loss_cls: 1.4778, loss: 1.4778, grad_norm: 2.7724 2021-06-13 23:15:14,808 - mmaction - INFO - Epoch [44][860/940] lr: 4.000e-03, eta: 1 day, 0:42:49, time: 1.256, data_time: 0.003, memory: 7080, top1_acc: 0.6400, top5_acc: 0.8328, loss_cls: 1.5162, loss: 1.5162, grad_norm: 2.8000 2021-06-13 23:15:37,945 - mmaction - INFO - Epoch [44][880/940] lr: 4.000e-03, eta: 1 day, 0:42:02, time: 1.156, data_time: 0.002, memory: 7080, top1_acc: 0.6350, top5_acc: 0.8330, loss_cls: 1.5208, loss: 1.5208, grad_norm: 2.8259 2021-06-13 23:16:01,374 - mmaction - INFO - Epoch [44][900/940] lr: 4.000e-03, eta: 1 day, 0:41:15, time: 1.171, data_time: 0.003, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8510, loss_cls: 1.3975, loss: 1.3975, grad_norm: 2.6969 2021-06-13 23:16:26,867 - mmaction - INFO - Epoch [44][920/940] lr: 4.000e-03, eta: 1 day, 0:40:31, time: 1.274, data_time: 0.004, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8355, loss_cls: 1.4994, loss: 1.4994, grad_norm: 2.8044 2021-06-13 23:16:46,442 - mmaction - INFO - Epoch [44][940/940] lr: 4.000e-03, eta: 1 day, 0:39:39, time: 0.981, data_time: 0.004, memory: 7080, top1_acc: 0.6475, top5_acc: 0.8377, loss_cls: 1.4753, loss: 1.4753, grad_norm: 2.7901 2021-06-13 23:16:51,687 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-06-13 23:24:48,474 - mmaction - INFO - Epoch [45][20/940] lr: 4.000e-03, eta: 1 day, 0:48:27, time: 23.788, data_time: 20.311, memory: 7080, top1_acc: 0.6553, top5_acc: 0.8383, loss_cls: 1.4759, loss: 1.4759, grad_norm: 2.7638 2021-06-13 23:25:13,101 - mmaction - INFO - Epoch [45][40/940] lr: 4.000e-03, eta: 1 day, 0:47:41, time: 1.232, data_time: 0.011, memory: 7080, top1_acc: 0.6328, top5_acc: 0.8396, loss_cls: 1.4986, loss: 1.4986, grad_norm: 2.8030 2021-06-13 23:25:36,676 - mmaction - INFO - Epoch [45][60/940] lr: 4.000e-03, eta: 1 day, 0:46:54, time: 1.182, data_time: 0.006, memory: 7080, top1_acc: 0.6369, top5_acc: 0.8396, loss_cls: 1.4880, loss: 1.4880, grad_norm: 2.8275 2021-06-13 23:26:00,962 - mmaction - INFO - Epoch [45][80/940] lr: 4.000e-03, eta: 1 day, 0:46:08, time: 1.215, data_time: 0.005, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8385, loss_cls: 1.4722, loss: 1.4722, grad_norm: 2.7733 2021-06-13 23:26:25,375 - mmaction - INFO - Epoch [45][100/940] lr: 4.000e-03, eta: 1 day, 0:45:22, time: 1.219, data_time: 0.001, memory: 7080, top1_acc: 0.6471, top5_acc: 0.8363, loss_cls: 1.4636, loss: 1.4636, grad_norm: 2.7803 2021-06-13 23:26:48,959 - mmaction - INFO - Epoch [45][120/940] lr: 4.000e-03, eta: 1 day, 0:44:35, time: 1.178, data_time: 0.003, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8457, loss_cls: 1.4790, loss: 1.4790, grad_norm: 2.8155 2021-06-13 23:27:14,004 - mmaction - INFO - Epoch [45][140/940] lr: 4.000e-03, eta: 1 day, 0:43:50, time: 1.253, data_time: 0.004, memory: 7080, top1_acc: 0.6424, top5_acc: 0.8381, loss_cls: 1.4893, loss: 1.4893, grad_norm: 2.8061 2021-06-13 23:27:37,566 - mmaction - INFO - Epoch [45][160/940] lr: 4.000e-03, eta: 1 day, 0:43:03, time: 1.179, data_time: 0.004, memory: 7080, top1_acc: 0.6467, top5_acc: 0.8424, loss_cls: 1.4711, loss: 1.4711, grad_norm: 2.7722 2021-06-13 23:28:01,539 - mmaction - INFO - Epoch [45][180/940] lr: 4.000e-03, eta: 1 day, 0:42:17, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.6354, top5_acc: 0.8404, loss_cls: 1.4883, loss: 1.4883, grad_norm: 2.8433 2021-06-13 23:28:25,419 - mmaction - INFO - Epoch [45][200/940] lr: 4.000e-03, eta: 1 day, 0:41:30, time: 1.195, data_time: 0.005, memory: 7080, top1_acc: 0.6502, top5_acc: 0.8453, loss_cls: 1.4483, loss: 1.4483, grad_norm: 2.7998 2021-06-13 23:28:50,055 - mmaction - INFO - Epoch [45][220/940] lr: 4.000e-03, eta: 1 day, 0:40:44, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8406, loss_cls: 1.4775, loss: 1.4775, grad_norm: 2.8165 2021-06-13 23:29:14,923 - mmaction - INFO - Epoch [45][240/940] lr: 4.000e-03, eta: 1 day, 0:39:59, time: 1.243, data_time: 0.003, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8434, loss_cls: 1.4477, loss: 1.4477, grad_norm: 2.7653 2021-06-13 23:29:38,930 - mmaction - INFO - Epoch [45][260/940] lr: 4.000e-03, eta: 1 day, 0:39:13, time: 1.200, data_time: 0.004, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8416, loss_cls: 1.4796, loss: 1.4796, grad_norm: 2.8438 2021-06-13 23:30:04,232 - mmaction - INFO - Epoch [45][280/940] lr: 4.000e-03, eta: 1 day, 0:38:28, time: 1.263, data_time: 0.003, memory: 7080, top1_acc: 0.6498, top5_acc: 0.8488, loss_cls: 1.4296, loss: 1.4296, grad_norm: 2.8179 2021-06-13 23:30:27,299 - mmaction - INFO - Epoch [45][300/940] lr: 4.000e-03, eta: 1 day, 0:37:41, time: 1.151, data_time: 0.004, memory: 7080, top1_acc: 0.6459, top5_acc: 0.8406, loss_cls: 1.4699, loss: 1.4699, grad_norm: 2.8236 2021-06-13 23:30:51,297 - mmaction - INFO - Epoch [45][320/940] lr: 4.000e-03, eta: 1 day, 0:36:54, time: 1.201, data_time: 0.009, memory: 7080, top1_acc: 0.6465, top5_acc: 0.8469, loss_cls: 1.4548, loss: 1.4548, grad_norm: 2.8086 2021-06-13 23:31:14,972 - mmaction - INFO - Epoch [45][340/940] lr: 4.000e-03, eta: 1 day, 0:36:08, time: 1.185, data_time: 0.006, memory: 7080, top1_acc: 0.6443, top5_acc: 0.8352, loss_cls: 1.4851, loss: 1.4851, grad_norm: 2.8476 2021-06-13 23:31:38,575 - mmaction - INFO - Epoch [45][360/940] lr: 4.000e-03, eta: 1 day, 0:35:21, time: 1.181, data_time: 0.005, memory: 7080, top1_acc: 0.6494, top5_acc: 0.8400, loss_cls: 1.4495, loss: 1.4495, grad_norm: 2.7956 2021-06-13 23:32:03,153 - mmaction - INFO - Epoch [45][380/940] lr: 4.000e-03, eta: 1 day, 0:34:35, time: 1.229, data_time: 0.004, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8373, loss_cls: 1.5016, loss: 1.5016, grad_norm: 2.8000 2021-06-13 23:32:26,966 - mmaction - INFO - Epoch [45][400/940] lr: 4.000e-03, eta: 1 day, 0:33:49, time: 1.186, data_time: 0.005, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8455, loss_cls: 1.4746, loss: 1.4746, grad_norm: 2.8171 2021-06-13 23:32:51,171 - mmaction - INFO - Epoch [45][420/940] lr: 4.000e-03, eta: 1 day, 0:33:03, time: 1.214, data_time: 0.009, memory: 7080, top1_acc: 0.6514, top5_acc: 0.8480, loss_cls: 1.4344, loss: 1.4344, grad_norm: 2.7714 2021-06-13 23:33:15,172 - mmaction - INFO - Epoch [45][440/940] lr: 4.000e-03, eta: 1 day, 0:32:17, time: 1.197, data_time: 0.011, memory: 7080, top1_acc: 0.6455, top5_acc: 0.8422, loss_cls: 1.4839, loss: 1.4839, grad_norm: 2.8406 2021-06-13 23:33:40,023 - mmaction - INFO - Epoch [45][460/940] lr: 4.000e-03, eta: 1 day, 0:31:32, time: 1.246, data_time: 0.008, memory: 7080, top1_acc: 0.6588, top5_acc: 0.8420, loss_cls: 1.4661, loss: 1.4661, grad_norm: 2.7473 2021-06-13 23:34:03,765 - mmaction - INFO - Epoch [45][480/940] lr: 4.000e-03, eta: 1 day, 0:30:46, time: 1.189, data_time: 0.006, memory: 7080, top1_acc: 0.6490, top5_acc: 0.8408, loss_cls: 1.4778, loss: 1.4778, grad_norm: 2.8113 2021-06-13 23:34:27,220 - mmaction - INFO - Epoch [45][500/940] lr: 4.000e-03, eta: 1 day, 0:29:59, time: 1.173, data_time: 0.002, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8391, loss_cls: 1.4731, loss: 1.4731, grad_norm: 2.7797 2021-06-13 23:34:51,129 - mmaction - INFO - Epoch [45][520/940] lr: 4.000e-03, eta: 1 day, 0:29:13, time: 1.195, data_time: 0.003, memory: 7080, top1_acc: 0.6451, top5_acc: 0.8395, loss_cls: 1.4660, loss: 1.4660, grad_norm: 2.8370 2021-06-13 23:35:16,442 - mmaction - INFO - Epoch [45][540/940] lr: 4.000e-03, eta: 1 day, 0:28:28, time: 1.266, data_time: 0.004, memory: 7080, top1_acc: 0.6482, top5_acc: 0.8436, loss_cls: 1.4529, loss: 1.4529, grad_norm: 2.7826 2021-06-13 23:35:40,994 - mmaction - INFO - Epoch [45][560/940] lr: 4.000e-03, eta: 1 day, 0:27:43, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8479, loss_cls: 1.4351, loss: 1.4351, grad_norm: 2.8350 2021-06-13 23:36:05,218 - mmaction - INFO - Epoch [45][580/940] lr: 4.000e-03, eta: 1 day, 0:26:57, time: 1.210, data_time: 0.001, memory: 7080, top1_acc: 0.6488, top5_acc: 0.8434, loss_cls: 1.4518, loss: 1.4518, grad_norm: 2.8147 2021-06-13 23:36:29,572 - mmaction - INFO - Epoch [45][600/940] lr: 4.000e-03, eta: 1 day, 0:26:11, time: 1.216, data_time: 0.004, memory: 7080, top1_acc: 0.6414, top5_acc: 0.8381, loss_cls: 1.4960, loss: 1.4960, grad_norm: 2.8489 2021-06-13 23:36:53,537 - mmaction - INFO - Epoch [45][620/940] lr: 4.000e-03, eta: 1 day, 0:25:26, time: 1.199, data_time: 0.004, memory: 7080, top1_acc: 0.6479, top5_acc: 0.8408, loss_cls: 1.4570, loss: 1.4570, grad_norm: 2.8010 2021-06-13 23:37:17,970 - mmaction - INFO - Epoch [45][640/940] lr: 4.000e-03, eta: 1 day, 0:24:40, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8461, loss_cls: 1.4542, loss: 1.4542, grad_norm: 2.8515 2021-06-13 23:37:41,012 - mmaction - INFO - Epoch [45][660/940] lr: 4.000e-03, eta: 1 day, 0:23:53, time: 1.154, data_time: 0.004, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8533, loss_cls: 1.4250, loss: 1.4250, grad_norm: 2.7915 2021-06-13 23:38:05,787 - mmaction - INFO - Epoch [45][680/940] lr: 4.000e-03, eta: 1 day, 0:23:08, time: 1.239, data_time: 0.003, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8404, loss_cls: 1.4702, loss: 1.4702, grad_norm: 2.8630 2021-06-13 23:38:30,201 - mmaction - INFO - Epoch [45][700/940] lr: 4.000e-03, eta: 1 day, 0:22:23, time: 1.218, data_time: 0.007, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8500, loss_cls: 1.4295, loss: 1.4295, grad_norm: 2.8145 2021-06-13 23:38:54,263 - mmaction - INFO - Epoch [45][720/940] lr: 4.000e-03, eta: 1 day, 0:21:37, time: 1.205, data_time: 0.005, memory: 7080, top1_acc: 0.6479, top5_acc: 0.8438, loss_cls: 1.4733, loss: 1.4733, grad_norm: 2.8663 2021-06-13 23:39:18,776 - mmaction - INFO - Epoch [45][740/940] lr: 4.000e-03, eta: 1 day, 0:20:52, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.6355, top5_acc: 0.8338, loss_cls: 1.5087, loss: 1.5087, grad_norm: 2.8399 2021-06-13 23:39:42,087 - mmaction - INFO - Epoch [45][760/940] lr: 4.000e-03, eta: 1 day, 0:20:05, time: 1.165, data_time: 0.004, memory: 7080, top1_acc: 0.6518, top5_acc: 0.8518, loss_cls: 1.4557, loss: 1.4557, grad_norm: 2.7909 2021-06-13 23:40:06,813 - mmaction - INFO - Epoch [45][780/940] lr: 4.000e-03, eta: 1 day, 0:19:20, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.6422, top5_acc: 0.8348, loss_cls: 1.4991, loss: 1.4991, grad_norm: 2.8423 2021-06-13 23:40:31,288 - mmaction - INFO - Epoch [45][800/940] lr: 4.000e-03, eta: 1 day, 0:18:35, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8436, loss_cls: 1.4627, loss: 1.4627, grad_norm: 2.8403 2021-06-13 23:40:56,351 - mmaction - INFO - Epoch [45][820/940] lr: 4.000e-03, eta: 1 day, 0:17:50, time: 1.252, data_time: 0.002, memory: 7080, top1_acc: 0.6459, top5_acc: 0.8414, loss_cls: 1.4873, loss: 1.4873, grad_norm: 2.8081 2021-06-13 23:41:19,955 - mmaction - INFO - Epoch [45][840/940] lr: 4.000e-03, eta: 1 day, 0:17:04, time: 1.181, data_time: 0.004, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8463, loss_cls: 1.4592, loss: 1.4592, grad_norm: 2.8571 2021-06-13 23:41:44,136 - mmaction - INFO - Epoch [45][860/940] lr: 4.000e-03, eta: 1 day, 0:16:19, time: 1.203, data_time: 0.002, memory: 7080, top1_acc: 0.6404, top5_acc: 0.8340, loss_cls: 1.5098, loss: 1.5098, grad_norm: 2.8407 2021-06-13 23:42:06,457 - mmaction - INFO - Epoch [45][880/940] lr: 4.000e-03, eta: 1 day, 0:15:31, time: 1.120, data_time: 0.024, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8453, loss_cls: 1.4371, loss: 1.4371, grad_norm: 2.7631 2021-06-13 23:42:31,936 - mmaction - INFO - Epoch [45][900/940] lr: 4.000e-03, eta: 1 day, 0:14:47, time: 1.270, data_time: 0.004, memory: 7080, top1_acc: 0.6537, top5_acc: 0.8438, loss_cls: 1.4619, loss: 1.4619, grad_norm: 2.8106 2021-06-13 23:42:56,805 - mmaction - INFO - Epoch [45][920/940] lr: 4.000e-03, eta: 1 day, 0:14:03, time: 1.250, data_time: 0.009, memory: 7080, top1_acc: 0.6430, top5_acc: 0.8393, loss_cls: 1.4846, loss: 1.4846, grad_norm: 2.8546 2021-06-13 23:43:17,088 - mmaction - INFO - Epoch [45][940/940] lr: 4.000e-03, eta: 1 day, 0:13:12, time: 1.015, data_time: 0.002, memory: 7080, top1_acc: 0.6479, top5_acc: 0.8364, loss_cls: 1.4869, loss: 1.4869, grad_norm: 2.8611 2021-06-13 23:43:20,544 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-06-13 23:51:15,672 - mmaction - INFO - Epoch [46][20/940] lr: 4.000e-03, eta: 1 day, 0:21:36, time: 23.706, data_time: 20.802, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8516, loss_cls: 1.4202, loss: 1.4202, grad_norm: 2.7836 2021-06-13 23:51:40,415 - mmaction - INFO - Epoch [46][40/940] lr: 4.000e-03, eta: 1 day, 0:20:51, time: 1.239, data_time: 0.009, memory: 7080, top1_acc: 0.6459, top5_acc: 0.8455, loss_cls: 1.4530, loss: 1.4530, grad_norm: 2.7901 2021-06-13 23:52:03,945 - mmaction - INFO - Epoch [46][60/940] lr: 4.000e-03, eta: 1 day, 0:20:05, time: 1.178, data_time: 0.029, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8395, loss_cls: 1.4691, loss: 1.4691, grad_norm: 2.8156 2021-06-13 23:52:28,629 - mmaction - INFO - Epoch [46][80/940] lr: 4.000e-03, eta: 1 day, 0:19:20, time: 1.234, data_time: 0.003, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8486, loss_cls: 1.4393, loss: 1.4393, grad_norm: 2.8144 2021-06-13 23:52:52,398 - mmaction - INFO - Epoch [46][100/940] lr: 4.000e-03, eta: 1 day, 0:18:33, time: 1.185, data_time: 0.003, memory: 7080, top1_acc: 0.6553, top5_acc: 0.8492, loss_cls: 1.4272, loss: 1.4272, grad_norm: 2.7789 2021-06-13 23:53:16,673 - mmaction - INFO - Epoch [46][120/940] lr: 4.000e-03, eta: 1 day, 0:17:48, time: 1.217, data_time: 0.006, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8457, loss_cls: 1.4537, loss: 1.4537, grad_norm: 2.8007 2021-06-13 23:53:40,659 - mmaction - INFO - Epoch [46][140/940] lr: 4.000e-03, eta: 1 day, 0:17:02, time: 1.196, data_time: 0.002, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8391, loss_cls: 1.4742, loss: 1.4742, grad_norm: 2.8566 2021-06-13 23:54:05,091 - mmaction - INFO - Epoch [46][160/940] lr: 4.000e-03, eta: 1 day, 0:16:16, time: 1.220, data_time: 0.006, memory: 7080, top1_acc: 0.6447, top5_acc: 0.8484, loss_cls: 1.4489, loss: 1.4489, grad_norm: 2.8541 2021-06-13 23:54:28,990 - mmaction - INFO - Epoch [46][180/940] lr: 4.000e-03, eta: 1 day, 0:15:30, time: 1.199, data_time: 0.007, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8480, loss_cls: 1.4277, loss: 1.4277, grad_norm: 2.8218 2021-06-13 23:54:52,296 - mmaction - INFO - Epoch [46][200/940] lr: 4.000e-03, eta: 1 day, 0:14:43, time: 1.165, data_time: 0.003, memory: 7080, top1_acc: 0.6521, top5_acc: 0.8471, loss_cls: 1.4446, loss: 1.4446, grad_norm: 2.8465 2021-06-13 23:55:17,403 - mmaction - INFO - Epoch [46][220/940] lr: 4.000e-03, eta: 1 day, 0:13:59, time: 1.254, data_time: 0.003, memory: 7080, top1_acc: 0.6502, top5_acc: 0.8482, loss_cls: 1.4301, loss: 1.4301, grad_norm: 2.8114 2021-06-13 23:55:41,832 - mmaction - INFO - Epoch [46][240/940] lr: 4.000e-03, eta: 1 day, 0:13:14, time: 1.221, data_time: 0.005, memory: 7080, top1_acc: 0.6410, top5_acc: 0.8408, loss_cls: 1.4962, loss: 1.4962, grad_norm: 2.8541 2021-06-13 23:56:06,141 - mmaction - INFO - Epoch [46][260/940] lr: 4.000e-03, eta: 1 day, 0:12:28, time: 1.218, data_time: 0.006, memory: 7080, top1_acc: 0.6553, top5_acc: 0.8504, loss_cls: 1.4239, loss: 1.4239, grad_norm: 2.8151 2021-06-13 23:56:29,572 - mmaction - INFO - Epoch [46][280/940] lr: 4.000e-03, eta: 1 day, 0:11:42, time: 1.170, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8438, loss_cls: 1.4564, loss: 1.4564, grad_norm: 2.8606 2021-06-13 23:56:53,866 - mmaction - INFO - Epoch [46][300/940] lr: 4.000e-03, eta: 1 day, 0:10:56, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.6490, top5_acc: 0.8504, loss_cls: 1.4233, loss: 1.4233, grad_norm: 2.8486 2021-06-13 23:57:18,450 - mmaction - INFO - Epoch [46][320/940] lr: 4.000e-03, eta: 1 day, 0:10:11, time: 1.230, data_time: 0.003, memory: 7080, top1_acc: 0.6352, top5_acc: 0.8348, loss_cls: 1.5033, loss: 1.5033, grad_norm: 2.8684 2021-06-13 23:57:42,103 - mmaction - INFO - Epoch [46][340/940] lr: 4.000e-03, eta: 1 day, 0:09:25, time: 1.181, data_time: 0.002, memory: 7080, top1_acc: 0.6541, top5_acc: 0.8463, loss_cls: 1.4576, loss: 1.4576, grad_norm: 2.8112 2021-06-13 23:58:06,500 - mmaction - INFO - Epoch [46][360/940] lr: 4.000e-03, eta: 1 day, 0:08:40, time: 1.219, data_time: 0.004, memory: 7080, top1_acc: 0.6486, top5_acc: 0.8414, loss_cls: 1.4652, loss: 1.4652, grad_norm: 2.8269 2021-06-13 23:58:30,026 - mmaction - INFO - Epoch [46][380/940] lr: 4.000e-03, eta: 1 day, 0:07:53, time: 1.177, data_time: 0.004, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8496, loss_cls: 1.4368, loss: 1.4368, grad_norm: 2.8005 2021-06-13 23:58:55,382 - mmaction - INFO - Epoch [46][400/940] lr: 4.000e-03, eta: 1 day, 0:07:09, time: 1.269, data_time: 0.004, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8459, loss_cls: 1.4643, loss: 1.4643, grad_norm: 2.8155 2021-06-13 23:59:18,596 - mmaction - INFO - Epoch [46][420/940] lr: 4.000e-03, eta: 1 day, 0:06:23, time: 1.156, data_time: 0.003, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8480, loss_cls: 1.4061, loss: 1.4061, grad_norm: 2.7655 2021-06-13 23:59:43,359 - mmaction - INFO - Epoch [46][440/940] lr: 4.000e-03, eta: 1 day, 0:05:38, time: 1.244, data_time: 0.008, memory: 7080, top1_acc: 0.6445, top5_acc: 0.8365, loss_cls: 1.4873, loss: 1.4873, grad_norm: 2.8389 2021-06-14 00:00:19,813 - mmaction - INFO - Epoch [46][460/940] lr: 4.000e-03, eta: 1 day, 0:05:07, time: 1.818, data_time: 0.002, memory: 7080, top1_acc: 0.6521, top5_acc: 0.8469, loss_cls: 1.4743, loss: 1.4743, grad_norm: 2.8656 2021-06-14 00:00:39,404 - mmaction - INFO - Epoch [46][480/940] lr: 4.000e-03, eta: 1 day, 0:04:16, time: 0.981, data_time: 0.009, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8369, loss_cls: 1.4903, loss: 1.4903, grad_norm: 2.8935 2021-06-14 00:01:03,553 - mmaction - INFO - Epoch [46][500/940] lr: 4.000e-03, eta: 1 day, 0:03:31, time: 1.209, data_time: 0.067, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8492, loss_cls: 1.4158, loss: 1.4158, grad_norm: 2.8279 2021-06-14 00:01:27,613 - mmaction - INFO - Epoch [46][520/940] lr: 4.000e-03, eta: 1 day, 0:02:45, time: 1.205, data_time: 0.050, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8525, loss_cls: 1.4200, loss: 1.4200, grad_norm: 2.8209 2021-06-14 00:01:53,810 - mmaction - INFO - Epoch [46][540/940] lr: 4.000e-03, eta: 1 day, 0:02:02, time: 1.305, data_time: 0.011, memory: 7080, top1_acc: 0.6510, top5_acc: 0.8496, loss_cls: 1.4324, loss: 1.4324, grad_norm: 2.7945 2021-06-14 00:02:17,847 - mmaction - INFO - Epoch [46][560/940] lr: 4.000e-03, eta: 1 day, 0:01:17, time: 1.206, data_time: 0.007, memory: 7080, top1_acc: 0.6406, top5_acc: 0.8459, loss_cls: 1.4593, loss: 1.4593, grad_norm: 2.8533 2021-06-14 00:02:42,348 - mmaction - INFO - Epoch [46][580/940] lr: 4.000e-03, eta: 1 day, 0:00:32, time: 1.226, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8436, loss_cls: 1.4415, loss: 1.4415, grad_norm: 2.8421 2021-06-14 00:03:05,296 - mmaction - INFO - Epoch [46][600/940] lr: 4.000e-03, eta: 23:59:45, time: 1.146, data_time: 0.002, memory: 7080, top1_acc: 0.6416, top5_acc: 0.8412, loss_cls: 1.4930, loss: 1.4930, grad_norm: 2.8613 2021-06-14 00:03:30,159 - mmaction - INFO - Epoch [46][620/940] lr: 4.000e-03, eta: 23:59:01, time: 1.240, data_time: 0.003, memory: 7080, top1_acc: 0.6426, top5_acc: 0.8463, loss_cls: 1.4765, loss: 1.4765, grad_norm: 2.8575 2021-06-14 00:03:55,174 - mmaction - INFO - Epoch [46][640/940] lr: 4.000e-03, eta: 23:58:17, time: 1.256, data_time: 0.007, memory: 7080, top1_acc: 0.6643, top5_acc: 0.8447, loss_cls: 1.4146, loss: 1.4146, grad_norm: 2.7502 2021-06-14 00:04:17,501 - mmaction - INFO - Epoch [46][660/940] lr: 4.000e-03, eta: 23:57:29, time: 1.115, data_time: 0.001, memory: 7080, top1_acc: 0.6525, top5_acc: 0.8436, loss_cls: 1.4600, loss: 1.4600, grad_norm: 2.8422 2021-06-14 00:04:42,025 - mmaction - INFO - Epoch [46][680/940] lr: 4.000e-03, eta: 23:56:44, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.6482, top5_acc: 0.8438, loss_cls: 1.4665, loss: 1.4665, grad_norm: 2.8673 2021-06-14 00:05:06,801 - mmaction - INFO - Epoch [46][700/940] lr: 4.000e-03, eta: 23:56:00, time: 1.236, data_time: 0.002, memory: 7080, top1_acc: 0.6459, top5_acc: 0.8346, loss_cls: 1.4952, loss: 1.4952, grad_norm: 2.8718 2021-06-14 00:05:30,664 - mmaction - INFO - Epoch [46][720/940] lr: 4.000e-03, eta: 23:55:14, time: 1.197, data_time: 0.005, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8439, loss_cls: 1.4573, loss: 1.4573, grad_norm: 2.8167 2021-06-14 00:05:54,328 - mmaction - INFO - Epoch [46][740/940] lr: 4.000e-03, eta: 23:54:28, time: 1.179, data_time: 0.002, memory: 7080, top1_acc: 0.6482, top5_acc: 0.8463, loss_cls: 1.4586, loss: 1.4586, grad_norm: 2.8692 2021-06-14 00:06:19,373 - mmaction - INFO - Epoch [46][760/940] lr: 4.000e-03, eta: 23:53:44, time: 1.255, data_time: 0.006, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8428, loss_cls: 1.4541, loss: 1.4541, grad_norm: 2.8529 2021-06-14 00:06:43,619 - mmaction - INFO - Epoch [46][780/940] lr: 4.000e-03, eta: 23:52:59, time: 1.214, data_time: 0.004, memory: 7080, top1_acc: 0.6475, top5_acc: 0.8494, loss_cls: 1.4353, loss: 1.4353, grad_norm: 2.8823 2021-06-14 00:07:07,688 - mmaction - INFO - Epoch [46][800/940] lr: 4.000e-03, eta: 23:52:14, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.6572, top5_acc: 0.8516, loss_cls: 1.4278, loss: 1.4278, grad_norm: 2.8480 2021-06-14 00:07:31,194 - mmaction - INFO - Epoch [46][820/940] lr: 4.000e-03, eta: 23:51:28, time: 1.170, data_time: 0.004, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8408, loss_cls: 1.4705, loss: 1.4705, grad_norm: 2.9013 2021-06-14 00:07:56,157 - mmaction - INFO - Epoch [46][840/940] lr: 4.000e-03, eta: 23:50:44, time: 1.254, data_time: 0.008, memory: 7080, top1_acc: 0.6404, top5_acc: 0.8391, loss_cls: 1.4778, loss: 1.4778, grad_norm: 2.9081 2021-06-14 00:08:20,275 - mmaction - INFO - Epoch [46][860/940] lr: 4.000e-03, eta: 23:49:59, time: 1.201, data_time: 0.004, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8406, loss_cls: 1.4764, loss: 1.4764, grad_norm: 2.8656 2021-06-14 00:08:44,333 - mmaction - INFO - Epoch [46][880/940] lr: 4.000e-03, eta: 23:49:14, time: 1.206, data_time: 0.008, memory: 7080, top1_acc: 0.6498, top5_acc: 0.8430, loss_cls: 1.4499, loss: 1.4499, grad_norm: 2.8334 2021-06-14 00:09:09,010 - mmaction - INFO - Epoch [46][900/940] lr: 4.000e-03, eta: 23:48:29, time: 1.234, data_time: 0.004, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8477, loss_cls: 1.4351, loss: 1.4351, grad_norm: 2.8541 2021-06-14 00:09:33,408 - mmaction - INFO - Epoch [46][920/940] lr: 4.000e-03, eta: 23:47:45, time: 1.220, data_time: 0.005, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8529, loss_cls: 1.4213, loss: 1.4213, grad_norm: 2.8449 2021-06-14 00:09:53,739 - mmaction - INFO - Epoch [46][940/940] lr: 4.000e-03, eta: 23:46:55, time: 1.019, data_time: 0.003, memory: 7080, top1_acc: 0.6360, top5_acc: 0.8373, loss_cls: 1.4971, loss: 1.4971, grad_norm: 2.9901 2021-06-14 00:10:00,160 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-06-14 00:17:55,754 - mmaction - INFO - Epoch [47][20/940] lr: 4.000e-03, eta: 23:54:59, time: 23.729, data_time: 22.548, memory: 7080, top1_acc: 0.6490, top5_acc: 0.8436, loss_cls: 1.4501, loss: 1.4501, grad_norm: 2.8950 2021-06-14 00:18:19,718 - mmaction - INFO - Epoch [47][40/940] lr: 4.000e-03, eta: 23:54:13, time: 1.202, data_time: 0.073, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8473, loss_cls: 1.4537, loss: 1.4537, grad_norm: 2.8675 2021-06-14 00:18:44,014 - mmaction - INFO - Epoch [47][60/940] lr: 4.000e-03, eta: 23:53:28, time: 1.214, data_time: 0.138, memory: 7080, top1_acc: 0.6506, top5_acc: 0.8404, loss_cls: 1.4588, loss: 1.4588, grad_norm: 2.8308 2021-06-14 00:19:07,794 - mmaction - INFO - Epoch [47][80/940] lr: 4.000e-03, eta: 23:52:42, time: 1.189, data_time: 0.007, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8480, loss_cls: 1.4541, loss: 1.4541, grad_norm: 2.8794 2021-06-14 00:19:31,608 - mmaction - INFO - Epoch [47][100/940] lr: 4.000e-03, eta: 23:51:56, time: 1.189, data_time: 0.032, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8518, loss_cls: 1.4210, loss: 1.4210, grad_norm: 2.8317 2021-06-14 00:19:55,648 - mmaction - INFO - Epoch [47][120/940] lr: 4.000e-03, eta: 23:51:11, time: 1.204, data_time: 0.174, memory: 7080, top1_acc: 0.6604, top5_acc: 0.8473, loss_cls: 1.4304, loss: 1.4304, grad_norm: 2.7984 2021-06-14 00:20:20,413 - mmaction - INFO - Epoch [47][140/940] lr: 4.000e-03, eta: 23:50:26, time: 1.236, data_time: 0.231, memory: 7080, top1_acc: 0.6541, top5_acc: 0.8408, loss_cls: 1.4639, loss: 1.4639, grad_norm: 2.8290 2021-06-14 00:20:43,901 - mmaction - INFO - Epoch [47][160/940] lr: 4.000e-03, eta: 23:49:40, time: 1.174, data_time: 0.005, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8494, loss_cls: 1.4533, loss: 1.4533, grad_norm: 2.9047 2021-06-14 00:21:07,162 - mmaction - INFO - Epoch [47][180/940] lr: 4.000e-03, eta: 23:48:54, time: 1.164, data_time: 0.004, memory: 7080, top1_acc: 0.6584, top5_acc: 0.8514, loss_cls: 1.4158, loss: 1.4158, grad_norm: 2.8521 2021-06-14 00:21:32,145 - mmaction - INFO - Epoch [47][200/940] lr: 4.000e-03, eta: 23:48:10, time: 1.251, data_time: 0.004, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8486, loss_cls: 1.4089, loss: 1.4089, grad_norm: 2.8134 2021-06-14 00:21:56,803 - mmaction - INFO - Epoch [47][220/940] lr: 4.000e-03, eta: 23:47:25, time: 1.233, data_time: 0.002, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8391, loss_cls: 1.4560, loss: 1.4560, grad_norm: 2.8664 2021-06-14 00:22:20,477 - mmaction - INFO - Epoch [47][240/940] lr: 4.000e-03, eta: 23:46:39, time: 1.184, data_time: 0.012, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8523, loss_cls: 1.4012, loss: 1.4012, grad_norm: 2.8252 2021-06-14 00:22:45,059 - mmaction - INFO - Epoch [47][260/940] lr: 4.000e-03, eta: 23:45:54, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.6391, top5_acc: 0.8475, loss_cls: 1.4795, loss: 1.4795, grad_norm: 2.8982 2021-06-14 00:23:09,087 - mmaction - INFO - Epoch [47][280/940] lr: 4.000e-03, eta: 23:45:09, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.6537, top5_acc: 0.8461, loss_cls: 1.4527, loss: 1.4527, grad_norm: 2.8543 2021-06-14 00:23:33,082 - mmaction - INFO - Epoch [47][300/940] lr: 4.000e-03, eta: 23:44:24, time: 1.200, data_time: 0.004, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8568, loss_cls: 1.3885, loss: 1.3885, grad_norm: 2.8433 2021-06-14 00:23:58,043 - mmaction - INFO - Epoch [47][320/940] lr: 4.000e-03, eta: 23:43:40, time: 1.249, data_time: 0.003, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8471, loss_cls: 1.4284, loss: 1.4284, grad_norm: 2.7967 2021-06-14 00:24:21,085 - mmaction - INFO - Epoch [47][340/940] lr: 4.000e-03, eta: 23:42:53, time: 1.151, data_time: 0.004, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8531, loss_cls: 1.4231, loss: 1.4231, grad_norm: 2.8602 2021-06-14 00:24:45,678 - mmaction - INFO - Epoch [47][360/940] lr: 4.000e-03, eta: 23:42:09, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.6473, top5_acc: 0.8434, loss_cls: 1.4715, loss: 1.4715, grad_norm: 2.8883 2021-06-14 00:25:10,145 - mmaction - INFO - Epoch [47][380/940] lr: 4.000e-03, eta: 23:41:24, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.6402, top5_acc: 0.8406, loss_cls: 1.4888, loss: 1.4888, grad_norm: 2.9306 2021-06-14 00:25:35,627 - mmaction - INFO - Epoch [47][400/940] lr: 4.000e-03, eta: 23:40:40, time: 1.276, data_time: 0.004, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8504, loss_cls: 1.4285, loss: 1.4285, grad_norm: 2.9089 2021-06-14 00:25:59,349 - mmaction - INFO - Epoch [47][420/940] lr: 4.000e-03, eta: 23:39:55, time: 1.186, data_time: 0.002, memory: 7080, top1_acc: 0.6467, top5_acc: 0.8373, loss_cls: 1.4879, loss: 1.4879, grad_norm: 2.9046 2021-06-14 00:26:22,837 - mmaction - INFO - Epoch [47][440/940] lr: 4.000e-03, eta: 23:39:09, time: 1.173, data_time: 0.002, memory: 7080, top1_acc: 0.6512, top5_acc: 0.8512, loss_cls: 1.4301, loss: 1.4301, grad_norm: 2.8721 2021-06-14 00:26:46,875 - mmaction - INFO - Epoch [47][460/940] lr: 4.000e-03, eta: 23:38:24, time: 1.203, data_time: 0.004, memory: 7080, top1_acc: 0.6459, top5_acc: 0.8424, loss_cls: 1.4523, loss: 1.4523, grad_norm: 2.8851 2021-06-14 00:27:10,334 - mmaction - INFO - Epoch [47][480/940] lr: 4.000e-03, eta: 23:37:38, time: 1.173, data_time: 0.003, memory: 7080, top1_acc: 0.6482, top5_acc: 0.8434, loss_cls: 1.4614, loss: 1.4614, grad_norm: 2.9054 2021-06-14 00:27:34,806 - mmaction - INFO - Epoch [47][500/940] lr: 4.000e-03, eta: 23:36:54, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.6432, top5_acc: 0.8391, loss_cls: 1.4892, loss: 1.4892, grad_norm: 2.9316 2021-06-14 00:27:59,159 - mmaction - INFO - Epoch [47][520/940] lr: 4.000e-03, eta: 23:36:09, time: 1.221, data_time: 0.006, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8451, loss_cls: 1.4468, loss: 1.4468, grad_norm: 2.8890 2021-06-14 00:28:23,957 - mmaction - INFO - Epoch [47][540/940] lr: 4.000e-03, eta: 23:35:25, time: 1.237, data_time: 0.003, memory: 7080, top1_acc: 0.6533, top5_acc: 0.8418, loss_cls: 1.4509, loss: 1.4509, grad_norm: 2.9084 2021-06-14 00:28:48,088 - mmaction - INFO - Epoch [47][560/940] lr: 4.000e-03, eta: 23:34:40, time: 1.207, data_time: 0.005, memory: 7080, top1_acc: 0.6455, top5_acc: 0.8434, loss_cls: 1.4694, loss: 1.4694, grad_norm: 2.9017 2021-06-14 00:29:11,423 - mmaction - INFO - Epoch [47][580/940] lr: 4.000e-03, eta: 23:33:54, time: 1.167, data_time: 0.004, memory: 7080, top1_acc: 0.6553, top5_acc: 0.8471, loss_cls: 1.4144, loss: 1.4144, grad_norm: 2.8424 2021-06-14 00:29:35,469 - mmaction - INFO - Epoch [47][600/940] lr: 4.000e-03, eta: 23:33:09, time: 1.203, data_time: 0.004, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8441, loss_cls: 1.4607, loss: 1.4607, grad_norm: 2.9223 2021-06-14 00:30:00,381 - mmaction - INFO - Epoch [47][620/940] lr: 4.000e-03, eta: 23:32:25, time: 1.248, data_time: 0.004, memory: 7080, top1_acc: 0.6498, top5_acc: 0.8451, loss_cls: 1.4376, loss: 1.4376, grad_norm: 2.8799 2021-06-14 00:30:24,394 - mmaction - INFO - Epoch [47][640/940] lr: 4.000e-03, eta: 23:31:40, time: 1.200, data_time: 0.002, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8463, loss_cls: 1.4514, loss: 1.4514, grad_norm: 2.9503 2021-06-14 00:30:47,948 - mmaction - INFO - Epoch [47][660/940] lr: 4.000e-03, eta: 23:30:54, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8555, loss_cls: 1.3668, loss: 1.3668, grad_norm: 2.8407 2021-06-14 00:31:12,700 - mmaction - INFO - Epoch [47][680/940] lr: 4.000e-03, eta: 23:30:10, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.6514, top5_acc: 0.8521, loss_cls: 1.4309, loss: 1.4309, grad_norm: 2.8947 2021-06-14 00:31:36,530 - mmaction - INFO - Epoch [47][700/940] lr: 4.000e-03, eta: 23:29:25, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8477, loss_cls: 1.4472, loss: 1.4472, grad_norm: 2.9015 2021-06-14 00:32:01,354 - mmaction - INFO - Epoch [47][720/940] lr: 4.000e-03, eta: 23:28:41, time: 1.245, data_time: 0.006, memory: 7080, top1_acc: 0.6459, top5_acc: 0.8479, loss_cls: 1.4486, loss: 1.4486, grad_norm: 2.9318 2021-06-14 00:32:25,572 - mmaction - INFO - Epoch [47][740/940] lr: 4.000e-03, eta: 23:27:57, time: 1.210, data_time: 0.001, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8408, loss_cls: 1.4511, loss: 1.4511, grad_norm: 2.9122 2021-06-14 00:32:48,879 - mmaction - INFO - Epoch [47][760/940] lr: 4.000e-03, eta: 23:27:11, time: 1.165, data_time: 0.003, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8475, loss_cls: 1.4353, loss: 1.4353, grad_norm: 2.8494 2021-06-14 00:33:13,578 - mmaction - INFO - Epoch [47][780/940] lr: 4.000e-03, eta: 23:26:27, time: 1.235, data_time: 0.004, memory: 7080, top1_acc: 0.6482, top5_acc: 0.8518, loss_cls: 1.4293, loss: 1.4293, grad_norm: 2.9078 2021-06-14 00:33:38,120 - mmaction - INFO - Epoch [47][800/940] lr: 4.000e-03, eta: 23:25:43, time: 1.227, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8494, loss_cls: 1.4645, loss: 1.4645, grad_norm: 2.9036 2021-06-14 00:34:00,885 - mmaction - INFO - Epoch [47][820/940] lr: 4.000e-03, eta: 23:24:56, time: 1.133, data_time: 0.003, memory: 7080, top1_acc: 0.6545, top5_acc: 0.8473, loss_cls: 1.4710, loss: 1.4710, grad_norm: 2.8832 2021-06-14 00:34:23,988 - mmaction - INFO - Epoch [47][840/940] lr: 4.000e-03, eta: 23:24:10, time: 1.158, data_time: 0.009, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8512, loss_cls: 1.4141, loss: 1.4141, grad_norm: 2.8555 2021-06-14 00:34:47,626 - mmaction - INFO - Epoch [47][860/940] lr: 4.000e-03, eta: 23:23:25, time: 1.182, data_time: 0.005, memory: 7080, top1_acc: 0.6484, top5_acc: 0.8459, loss_cls: 1.4421, loss: 1.4421, grad_norm: 2.9224 2021-06-14 00:35:12,892 - mmaction - INFO - Epoch [47][880/940] lr: 4.000e-03, eta: 23:22:42, time: 1.267, data_time: 0.007, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8461, loss_cls: 1.4307, loss: 1.4307, grad_norm: 2.8632 2021-06-14 00:35:39,044 - mmaction - INFO - Epoch [47][900/940] lr: 4.000e-03, eta: 23:22:00, time: 1.306, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8482, loss_cls: 1.4245, loss: 1.4245, grad_norm: 2.8299 2021-06-14 00:36:02,901 - mmaction - INFO - Epoch [47][920/940] lr: 4.000e-03, eta: 23:21:15, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.6529, top5_acc: 0.8496, loss_cls: 1.4185, loss: 1.4185, grad_norm: 2.8300 2021-06-14 00:36:21,602 - mmaction - INFO - Epoch [47][940/940] lr: 4.000e-03, eta: 23:20:24, time: 0.938, data_time: 0.004, memory: 7080, top1_acc: 0.6437, top5_acc: 0.8391, loss_cls: 1.4981, loss: 1.4981, grad_norm: 2.9490 2021-06-14 00:36:26,793 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-06-14 00:44:12,875 - mmaction - INFO - Epoch [48][20/940] lr: 4.000e-03, eta: 23:27:56, time: 23.252, data_time: 20.247, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8477, loss_cls: 1.4112, loss: 1.4112, grad_norm: 2.8320 2021-06-14 00:44:36,108 - mmaction - INFO - Epoch [48][40/940] lr: 4.000e-03, eta: 23:27:10, time: 1.167, data_time: 0.010, memory: 7080, top1_acc: 0.6453, top5_acc: 0.8438, loss_cls: 1.4781, loss: 1.4781, grad_norm: 2.9266 2021-06-14 00:44:59,202 - mmaction - INFO - Epoch [48][60/940] lr: 4.000e-03, eta: 23:26:24, time: 1.151, data_time: 0.003, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8449, loss_cls: 1.4247, loss: 1.4247, grad_norm: 2.8499 2021-06-14 00:45:23,735 - mmaction - INFO - Epoch [48][80/940] lr: 4.000e-03, eta: 23:25:40, time: 1.227, data_time: 0.009, memory: 7080, top1_acc: 0.6568, top5_acc: 0.8467, loss_cls: 1.4330, loss: 1.4330, grad_norm: 2.8886 2021-06-14 00:45:47,332 - mmaction - INFO - Epoch [48][100/940] lr: 4.000e-03, eta: 23:24:54, time: 1.184, data_time: 0.006, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8559, loss_cls: 1.3752, loss: 1.3752, grad_norm: 2.8511 2021-06-14 00:46:10,995 - mmaction - INFO - Epoch [48][120/940] lr: 4.000e-03, eta: 23:24:09, time: 1.182, data_time: 0.002, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8471, loss_cls: 1.4326, loss: 1.4326, grad_norm: 2.8999 2021-06-14 00:46:35,370 - mmaction - INFO - Epoch [48][140/940] lr: 4.000e-03, eta: 23:23:24, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8520, loss_cls: 1.4240, loss: 1.4240, grad_norm: 2.9000 2021-06-14 00:47:00,389 - mmaction - INFO - Epoch [48][160/940] lr: 4.000e-03, eta: 23:22:41, time: 1.250, data_time: 0.005, memory: 7080, top1_acc: 0.6498, top5_acc: 0.8514, loss_cls: 1.4145, loss: 1.4145, grad_norm: 2.8987 2021-06-14 00:47:24,392 - mmaction - INFO - Epoch [48][180/940] lr: 4.000e-03, eta: 23:21:56, time: 1.202, data_time: 0.005, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8592, loss_cls: 1.3693, loss: 1.3693, grad_norm: 2.8856 2021-06-14 00:47:49,310 - mmaction - INFO - Epoch [48][200/940] lr: 4.000e-03, eta: 23:21:12, time: 1.248, data_time: 0.006, memory: 7080, top1_acc: 0.6521, top5_acc: 0.8365, loss_cls: 1.4704, loss: 1.4704, grad_norm: 2.9222 2021-06-14 00:48:13,769 - mmaction - INFO - Epoch [48][220/940] lr: 4.000e-03, eta: 23:20:27, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8443, loss_cls: 1.4314, loss: 1.4314, grad_norm: 2.9287 2021-06-14 00:48:37,443 - mmaction - INFO - Epoch [48][240/940] lr: 4.000e-03, eta: 23:19:42, time: 1.185, data_time: 0.006, memory: 7080, top1_acc: 0.6533, top5_acc: 0.8477, loss_cls: 1.4312, loss: 1.4312, grad_norm: 2.9095 2021-06-14 00:49:01,570 - mmaction - INFO - Epoch [48][260/940] lr: 4.000e-03, eta: 23:18:57, time: 1.208, data_time: 0.004, memory: 7080, top1_acc: 0.6459, top5_acc: 0.8406, loss_cls: 1.4829, loss: 1.4829, grad_norm: 2.9420 2021-06-14 00:49:25,237 - mmaction - INFO - Epoch [48][280/940] lr: 4.000e-03, eta: 23:18:12, time: 1.183, data_time: 0.002, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8490, loss_cls: 1.4030, loss: 1.4030, grad_norm: 2.8255 2021-06-14 00:49:49,788 - mmaction - INFO - Epoch [48][300/940] lr: 4.000e-03, eta: 23:17:28, time: 1.227, data_time: 0.002, memory: 7080, top1_acc: 0.6529, top5_acc: 0.8488, loss_cls: 1.4263, loss: 1.4263, grad_norm: 2.9066 2021-06-14 00:50:13,574 - mmaction - INFO - Epoch [48][320/940] lr: 4.000e-03, eta: 23:16:43, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8477, loss_cls: 1.4048, loss: 1.4048, grad_norm: 2.8557 2021-06-14 00:50:38,399 - mmaction - INFO - Epoch [48][340/940] lr: 4.000e-03, eta: 23:15:59, time: 1.243, data_time: 0.007, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8461, loss_cls: 1.4568, loss: 1.4568, grad_norm: 2.9044 2021-06-14 00:51:02,776 - mmaction - INFO - Epoch [48][360/940] lr: 4.000e-03, eta: 23:15:14, time: 1.219, data_time: 0.002, memory: 7080, top1_acc: 0.6469, top5_acc: 0.8545, loss_cls: 1.4383, loss: 1.4383, grad_norm: 2.9189 2021-06-14 00:51:26,871 - mmaction - INFO - Epoch [48][380/940] lr: 4.000e-03, eta: 23:14:30, time: 1.203, data_time: 0.002, memory: 7080, top1_acc: 0.6449, top5_acc: 0.8449, loss_cls: 1.4713, loss: 1.4713, grad_norm: 2.9357 2021-06-14 00:51:52,195 - mmaction - INFO - Epoch [48][400/940] lr: 4.000e-03, eta: 23:13:46, time: 1.267, data_time: 0.004, memory: 7080, top1_acc: 0.6576, top5_acc: 0.8459, loss_cls: 1.4214, loss: 1.4214, grad_norm: 2.8695 2021-06-14 00:52:16,802 - mmaction - INFO - Epoch [48][420/940] lr: 4.000e-03, eta: 23:13:02, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8359, loss_cls: 1.4919, loss: 1.4919, grad_norm: 2.8839 2021-06-14 00:52:40,655 - mmaction - INFO - Epoch [48][440/940] lr: 4.000e-03, eta: 23:12:17, time: 1.190, data_time: 0.002, memory: 7080, top1_acc: 0.6596, top5_acc: 0.8559, loss_cls: 1.4039, loss: 1.4039, grad_norm: 2.8587 2021-06-14 00:53:04,418 - mmaction - INFO - Epoch [48][460/940] lr: 4.000e-03, eta: 23:11:32, time: 1.189, data_time: 0.005, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8363, loss_cls: 1.4747, loss: 1.4747, grad_norm: 2.9304 2021-06-14 00:53:28,454 - mmaction - INFO - Epoch [48][480/940] lr: 4.000e-03, eta: 23:10:48, time: 1.202, data_time: 0.004, memory: 7080, top1_acc: 0.6568, top5_acc: 0.8441, loss_cls: 1.4253, loss: 1.4253, grad_norm: 2.8762 2021-06-14 00:53:52,815 - mmaction - INFO - Epoch [48][500/940] lr: 4.000e-03, eta: 23:10:04, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8525, loss_cls: 1.4162, loss: 1.4162, grad_norm: 2.8718 2021-06-14 00:54:14,954 - mmaction - INFO - Epoch [48][520/940] lr: 4.000e-03, eta: 23:09:17, time: 1.107, data_time: 0.004, memory: 7080, top1_acc: 0.6541, top5_acc: 0.8453, loss_cls: 1.4511, loss: 1.4511, grad_norm: 2.9565 2021-06-14 00:54:39,854 - mmaction - INFO - Epoch [48][540/940] lr: 4.000e-03, eta: 23:08:33, time: 1.246, data_time: 0.003, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8510, loss_cls: 1.4326, loss: 1.4326, grad_norm: 2.9148 2021-06-14 00:55:03,195 - mmaction - INFO - Epoch [48][560/940] lr: 4.000e-03, eta: 23:07:48, time: 1.165, data_time: 0.002, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8486, loss_cls: 1.4394, loss: 1.4394, grad_norm: 2.8684 2021-06-14 00:55:28,269 - mmaction - INFO - Epoch [48][580/940] lr: 4.000e-03, eta: 23:07:04, time: 1.255, data_time: 0.004, memory: 7080, top1_acc: 0.6461, top5_acc: 0.8420, loss_cls: 1.4759, loss: 1.4759, grad_norm: 2.9269 2021-06-14 00:55:52,674 - mmaction - INFO - Epoch [48][600/940] lr: 4.000e-03, eta: 23:06:20, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8555, loss_cls: 1.4072, loss: 1.4072, grad_norm: 2.9353 2021-06-14 00:56:16,755 - mmaction - INFO - Epoch [48][620/940] lr: 4.000e-03, eta: 23:05:36, time: 1.203, data_time: 0.002, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8475, loss_cls: 1.4476, loss: 1.4476, grad_norm: 2.9217 2021-06-14 00:56:40,182 - mmaction - INFO - Epoch [48][640/940] lr: 4.000e-03, eta: 23:04:51, time: 1.171, data_time: 0.003, memory: 7080, top1_acc: 0.6623, top5_acc: 0.8584, loss_cls: 1.3872, loss: 1.3872, grad_norm: 2.8612 2021-06-14 00:57:03,967 - mmaction - INFO - Epoch [48][660/940] lr: 4.000e-03, eta: 23:04:06, time: 1.190, data_time: 0.163, memory: 7080, top1_acc: 0.6529, top5_acc: 0.8451, loss_cls: 1.4814, loss: 1.4814, grad_norm: 2.9418 2021-06-14 00:57:28,527 - mmaction - INFO - Epoch [48][680/940] lr: 4.000e-03, eta: 23:03:22, time: 1.230, data_time: 0.132, memory: 7080, top1_acc: 0.6557, top5_acc: 0.8494, loss_cls: 1.4262, loss: 1.4262, grad_norm: 2.9205 2021-06-14 00:57:52,735 - mmaction - INFO - Epoch [48][700/940] lr: 4.000e-03, eta: 23:02:38, time: 1.208, data_time: 0.111, memory: 7080, top1_acc: 0.6455, top5_acc: 0.8406, loss_cls: 1.4852, loss: 1.4852, grad_norm: 2.9894 2021-06-14 00:58:16,770 - mmaction - INFO - Epoch [48][720/940] lr: 4.000e-03, eta: 23:01:53, time: 1.203, data_time: 0.036, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8523, loss_cls: 1.4275, loss: 1.4275, grad_norm: 2.9491 2021-06-14 00:58:41,853 - mmaction - INFO - Epoch [48][740/940] lr: 4.000e-03, eta: 23:01:10, time: 1.254, data_time: 0.073, memory: 7080, top1_acc: 0.6568, top5_acc: 0.8514, loss_cls: 1.4311, loss: 1.4311, grad_norm: 2.8899 2021-06-14 00:59:05,266 - mmaction - INFO - Epoch [48][760/940] lr: 4.000e-03, eta: 23:00:25, time: 1.164, data_time: 0.003, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8436, loss_cls: 1.4594, loss: 1.4594, grad_norm: 2.9245 2021-06-14 00:59:29,749 - mmaction - INFO - Epoch [48][780/940] lr: 4.000e-03, eta: 22:59:41, time: 1.230, data_time: 0.010, memory: 7080, top1_acc: 0.6596, top5_acc: 0.8553, loss_cls: 1.3990, loss: 1.3990, grad_norm: 2.8980 2021-06-14 00:59:55,094 - mmaction - INFO - Epoch [48][800/940] lr: 4.000e-03, eta: 22:58:58, time: 1.269, data_time: 0.004, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8492, loss_cls: 1.4191, loss: 1.4191, grad_norm: 2.9180 2021-06-14 01:00:19,654 - mmaction - INFO - Epoch [48][820/940] lr: 4.000e-03, eta: 22:58:14, time: 1.225, data_time: 0.001, memory: 7080, top1_acc: 0.6521, top5_acc: 0.8467, loss_cls: 1.4339, loss: 1.4339, grad_norm: 2.9391 2021-06-14 01:00:44,072 - mmaction - INFO - Epoch [48][840/940] lr: 4.000e-03, eta: 22:57:30, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8461, loss_cls: 1.4315, loss: 1.4315, grad_norm: 2.9202 2021-06-14 01:01:08,236 - mmaction - INFO - Epoch [48][860/940] lr: 4.000e-03, eta: 22:56:46, time: 1.210, data_time: 0.006, memory: 7080, top1_acc: 0.6463, top5_acc: 0.8496, loss_cls: 1.4555, loss: 1.4555, grad_norm: 2.9510 2021-06-14 01:01:32,065 - mmaction - INFO - Epoch [48][880/940] lr: 4.000e-03, eta: 22:56:02, time: 1.188, data_time: 0.002, memory: 7080, top1_acc: 0.6553, top5_acc: 0.8500, loss_cls: 1.3985, loss: 1.3985, grad_norm: 2.8611 2021-06-14 01:01:56,362 - mmaction - INFO - Epoch [48][900/940] lr: 4.000e-03, eta: 22:55:18, time: 1.213, data_time: 0.005, memory: 7080, top1_acc: 0.6436, top5_acc: 0.8385, loss_cls: 1.4601, loss: 1.4601, grad_norm: 2.9026 2021-06-14 01:02:20,398 - mmaction - INFO - Epoch [48][920/940] lr: 4.000e-03, eta: 22:54:34, time: 1.205, data_time: 0.007, memory: 7080, top1_acc: 0.6545, top5_acc: 0.8477, loss_cls: 1.4077, loss: 1.4077, grad_norm: 2.8685 2021-06-14 01:02:41,430 - mmaction - INFO - Epoch [48][940/940] lr: 4.000e-03, eta: 22:53:46, time: 1.054, data_time: 0.004, memory: 7080, top1_acc: 0.6498, top5_acc: 0.8456, loss_cls: 1.4394, loss: 1.4394, grad_norm: 2.9383 2021-06-14 01:02:44,959 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-06-14 01:10:21,534 - mmaction - INFO - Epoch [49][20/940] lr: 4.000e-03, eta: 23:00:49, time: 22.778, data_time: 21.230, memory: 7080, top1_acc: 0.6623, top5_acc: 0.8488, loss_cls: 1.4178, loss: 1.4178, grad_norm: 2.9083 2021-06-14 01:10:45,073 - mmaction - INFO - Epoch [49][40/940] lr: 4.000e-03, eta: 23:00:04, time: 1.182, data_time: 0.011, memory: 7080, top1_acc: 0.6533, top5_acc: 0.8451, loss_cls: 1.4557, loss: 1.4557, grad_norm: 2.9565 2021-06-14 01:11:09,218 - mmaction - INFO - Epoch [49][60/940] lr: 4.000e-03, eta: 22:59:20, time: 1.207, data_time: 0.002, memory: 7080, top1_acc: 0.6697, top5_acc: 0.8533, loss_cls: 1.3761, loss: 1.3761, grad_norm: 2.8561 2021-06-14 01:11:32,647 - mmaction - INFO - Epoch [49][80/940] lr: 4.000e-03, eta: 22:58:34, time: 1.170, data_time: 0.003, memory: 7080, top1_acc: 0.6568, top5_acc: 0.8543, loss_cls: 1.3981, loss: 1.3981, grad_norm: 2.8745 2021-06-14 01:11:57,850 - mmaction - INFO - Epoch [49][100/940] lr: 4.000e-03, eta: 22:57:51, time: 1.261, data_time: 0.003, memory: 7080, top1_acc: 0.6508, top5_acc: 0.8494, loss_cls: 1.4187, loss: 1.4187, grad_norm: 2.9191 2021-06-14 01:12:20,906 - mmaction - INFO - Epoch [49][120/940] lr: 4.000e-03, eta: 22:57:05, time: 1.154, data_time: 0.004, memory: 7080, top1_acc: 0.6459, top5_acc: 0.8475, loss_cls: 1.4611, loss: 1.4611, grad_norm: 2.9684 2021-06-14 01:12:45,750 - mmaction - INFO - Epoch [49][140/940] lr: 4.000e-03, eta: 22:56:22, time: 1.233, data_time: 0.002, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8504, loss_cls: 1.4397, loss: 1.4397, grad_norm: 2.9330 2021-06-14 01:13:09,651 - mmaction - INFO - Epoch [49][160/940] lr: 4.000e-03, eta: 22:55:37, time: 1.200, data_time: 0.010, memory: 7080, top1_acc: 0.6498, top5_acc: 0.8488, loss_cls: 1.4146, loss: 1.4146, grad_norm: 2.9165 2021-06-14 01:13:34,118 - mmaction - INFO - Epoch [49][180/940] lr: 4.000e-03, eta: 22:54:53, time: 1.226, data_time: 0.005, memory: 7080, top1_acc: 0.6537, top5_acc: 0.8498, loss_cls: 1.4296, loss: 1.4296, grad_norm: 2.9289 2021-06-14 01:13:58,136 - mmaction - INFO - Epoch [49][200/940] lr: 4.000e-03, eta: 22:54:09, time: 1.199, data_time: 0.004, memory: 7080, top1_acc: 0.6529, top5_acc: 0.8477, loss_cls: 1.4208, loss: 1.4208, grad_norm: 2.9475 2021-06-14 01:14:22,787 - mmaction - INFO - Epoch [49][220/940] lr: 4.000e-03, eta: 22:53:25, time: 1.231, data_time: 0.005, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8428, loss_cls: 1.4502, loss: 1.4502, grad_norm: 2.9409 2021-06-14 01:14:47,133 - mmaction - INFO - Epoch [49][240/940] lr: 4.000e-03, eta: 22:52:41, time: 1.220, data_time: 0.005, memory: 7080, top1_acc: 0.6525, top5_acc: 0.8463, loss_cls: 1.4181, loss: 1.4181, grad_norm: 2.8773 2021-06-14 01:15:11,951 - mmaction - INFO - Epoch [49][260/940] lr: 4.000e-03, eta: 22:51:57, time: 1.241, data_time: 0.003, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8463, loss_cls: 1.4383, loss: 1.4383, grad_norm: 2.9773 2021-06-14 01:15:35,589 - mmaction - INFO - Epoch [49][280/940] lr: 4.000e-03, eta: 22:51:12, time: 1.182, data_time: 0.004, memory: 7080, top1_acc: 0.6564, top5_acc: 0.8473, loss_cls: 1.4307, loss: 1.4307, grad_norm: 2.8972 2021-06-14 01:15:58,879 - mmaction - INFO - Epoch [49][300/940] lr: 4.000e-03, eta: 22:50:27, time: 1.162, data_time: 0.003, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8492, loss_cls: 1.4099, loss: 1.4099, grad_norm: 2.8994 2021-06-14 01:16:23,504 - mmaction - INFO - Epoch [49][320/940] lr: 4.000e-03, eta: 22:49:44, time: 1.232, data_time: 0.006, memory: 7080, top1_acc: 0.6557, top5_acc: 0.8490, loss_cls: 1.4355, loss: 1.4355, grad_norm: 2.9337 2021-06-14 01:16:48,049 - mmaction - INFO - Epoch [49][340/940] lr: 4.000e-03, eta: 22:49:00, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.6504, top5_acc: 0.8475, loss_cls: 1.4379, loss: 1.4379, grad_norm: 2.9290 2021-06-14 01:17:12,102 - mmaction - INFO - Epoch [49][360/940] lr: 4.000e-03, eta: 22:48:16, time: 1.203, data_time: 0.002, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8418, loss_cls: 1.4414, loss: 1.4414, grad_norm: 2.9082 2021-06-14 01:17:36,243 - mmaction - INFO - Epoch [49][380/940] lr: 4.000e-03, eta: 22:47:31, time: 1.207, data_time: 0.001, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8402, loss_cls: 1.4647, loss: 1.4647, grad_norm: 2.9337 2021-06-14 01:18:00,638 - mmaction - INFO - Epoch [49][400/940] lr: 4.000e-03, eta: 22:46:47, time: 1.220, data_time: 0.003, memory: 7080, top1_acc: 0.6697, top5_acc: 0.8619, loss_cls: 1.3557, loss: 1.3557, grad_norm: 2.8819 2021-06-14 01:18:25,806 - mmaction - INFO - Epoch [49][420/940] lr: 4.000e-03, eta: 22:46:04, time: 1.257, data_time: 0.002, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8430, loss_cls: 1.4574, loss: 1.4574, grad_norm: 2.9857 2021-06-14 01:18:48,795 - mmaction - INFO - Epoch [49][440/940] lr: 4.000e-03, eta: 22:45:19, time: 1.150, data_time: 0.004, memory: 7080, top1_acc: 0.6510, top5_acc: 0.8492, loss_cls: 1.4276, loss: 1.4276, grad_norm: 2.9308 2021-06-14 01:19:13,204 - mmaction - INFO - Epoch [49][460/940] lr: 4.000e-03, eta: 22:44:35, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8609, loss_cls: 1.3311, loss: 1.3311, grad_norm: 2.8399 2021-06-14 01:19:37,645 - mmaction - INFO - Epoch [49][480/940] lr: 4.000e-03, eta: 22:43:51, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.6584, top5_acc: 0.8492, loss_cls: 1.4097, loss: 1.4097, grad_norm: 2.9530 2021-06-14 01:20:02,669 - mmaction - INFO - Epoch [49][500/940] lr: 4.000e-03, eta: 22:43:08, time: 1.251, data_time: 0.001, memory: 7080, top1_acc: 0.6441, top5_acc: 0.8432, loss_cls: 1.4844, loss: 1.4844, grad_norm: 2.9636 2021-06-14 01:20:27,162 - mmaction - INFO - Epoch [49][520/940] lr: 4.000e-03, eta: 22:42:25, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.6557, top5_acc: 0.8531, loss_cls: 1.4188, loss: 1.4188, grad_norm: 2.9776 2021-06-14 01:20:51,581 - mmaction - INFO - Epoch [49][540/940] lr: 4.000e-03, eta: 22:41:41, time: 1.222, data_time: 0.005, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8549, loss_cls: 1.3754, loss: 1.3754, grad_norm: 2.8855 2021-06-14 01:21:15,459 - mmaction - INFO - Epoch [49][560/940] lr: 4.000e-03, eta: 22:40:57, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.6662, top5_acc: 0.8527, loss_cls: 1.3960, loss: 1.3960, grad_norm: 2.8909 2021-06-14 01:21:40,372 - mmaction - INFO - Epoch [49][580/940] lr: 4.000e-03, eta: 22:40:13, time: 1.246, data_time: 0.007, memory: 7080, top1_acc: 0.6654, top5_acc: 0.8545, loss_cls: 1.4008, loss: 1.4008, grad_norm: 2.9296 2021-06-14 01:22:04,085 - mmaction - INFO - Epoch [49][600/940] lr: 4.000e-03, eta: 22:39:29, time: 1.187, data_time: 0.005, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8492, loss_cls: 1.4340, loss: 1.4340, grad_norm: 2.9231 2021-06-14 01:22:29,083 - mmaction - INFO - Epoch [49][620/940] lr: 4.000e-03, eta: 22:38:46, time: 1.252, data_time: 0.003, memory: 7080, top1_acc: 0.6438, top5_acc: 0.8451, loss_cls: 1.4749, loss: 1.4749, grad_norm: 2.9988 2021-06-14 01:22:52,642 - mmaction - INFO - Epoch [49][640/940] lr: 4.000e-03, eta: 22:38:01, time: 1.175, data_time: 0.001, memory: 7080, top1_acc: 0.6596, top5_acc: 0.8414, loss_cls: 1.4403, loss: 1.4403, grad_norm: 2.9354 2021-06-14 01:23:16,478 - mmaction - INFO - Epoch [49][660/940] lr: 4.000e-03, eta: 22:37:17, time: 1.194, data_time: 0.004, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8424, loss_cls: 1.4480, loss: 1.4480, grad_norm: 2.9764 2021-06-14 01:23:40,629 - mmaction - INFO - Epoch [49][680/940] lr: 4.000e-03, eta: 22:36:33, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.6666, top5_acc: 0.8490, loss_cls: 1.3773, loss: 1.3773, grad_norm: 2.8855 2021-06-14 01:24:04,851 - mmaction - INFO - Epoch [49][700/940] lr: 4.000e-03, eta: 22:35:49, time: 1.209, data_time: 0.002, memory: 7080, top1_acc: 0.6578, top5_acc: 0.8492, loss_cls: 1.4356, loss: 1.4356, grad_norm: 2.9248 2021-06-14 01:24:29,293 - mmaction - INFO - Epoch [49][720/940] lr: 4.000e-03, eta: 22:35:06, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8434, loss_cls: 1.4697, loss: 1.4697, grad_norm: 2.9683 2021-06-14 01:24:53,481 - mmaction - INFO - Epoch [49][740/940] lr: 4.000e-03, eta: 22:34:22, time: 1.203, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8428, loss_cls: 1.4311, loss: 1.4311, grad_norm: 2.9361 2021-06-14 01:25:17,280 - mmaction - INFO - Epoch [49][760/940] lr: 4.000e-03, eta: 22:33:38, time: 1.192, data_time: 0.009, memory: 7080, top1_acc: 0.6477, top5_acc: 0.8451, loss_cls: 1.4570, loss: 1.4570, grad_norm: 2.9368 2021-06-14 01:25:41,968 - mmaction - INFO - Epoch [49][780/940] lr: 4.000e-03, eta: 22:32:54, time: 1.239, data_time: 0.007, memory: 7080, top1_acc: 0.6600, top5_acc: 0.8482, loss_cls: 1.4160, loss: 1.4160, grad_norm: 2.8840 2021-06-14 01:26:06,880 - mmaction - INFO - Epoch [49][800/940] lr: 4.000e-03, eta: 22:32:11, time: 1.242, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8459, loss_cls: 1.4306, loss: 1.4306, grad_norm: 2.9657 2021-06-14 01:26:31,528 - mmaction - INFO - Epoch [49][820/940] lr: 4.000e-03, eta: 22:31:28, time: 1.235, data_time: 0.005, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8467, loss_cls: 1.4314, loss: 1.4314, grad_norm: 2.9552 2021-06-14 01:26:55,448 - mmaction - INFO - Epoch [49][840/940] lr: 4.000e-03, eta: 22:30:44, time: 1.196, data_time: 0.002, memory: 7080, top1_acc: 0.6639, top5_acc: 0.8510, loss_cls: 1.3939, loss: 1.3939, grad_norm: 2.9256 2021-06-14 01:27:19,938 - mmaction - INFO - Epoch [49][860/940] lr: 4.000e-03, eta: 22:30:01, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.6533, top5_acc: 0.8514, loss_cls: 1.4204, loss: 1.4204, grad_norm: 2.9534 2021-06-14 01:27:44,480 - mmaction - INFO - Epoch [49][880/940] lr: 4.000e-03, eta: 22:29:17, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8502, loss_cls: 1.4205, loss: 1.4205, grad_norm: 2.9171 2021-06-14 01:28:08,326 - mmaction - INFO - Epoch [49][900/940] lr: 4.000e-03, eta: 22:28:33, time: 1.202, data_time: 0.013, memory: 7080, top1_acc: 0.6480, top5_acc: 0.8406, loss_cls: 1.4708, loss: 1.4708, grad_norm: 2.9813 2021-06-14 01:28:31,744 - mmaction - INFO - Epoch [49][920/940] lr: 4.000e-03, eta: 22:27:49, time: 1.168, data_time: 0.003, memory: 7080, top1_acc: 0.6555, top5_acc: 0.8568, loss_cls: 1.4050, loss: 1.4050, grad_norm: 2.9322 2021-06-14 01:28:51,945 - mmaction - INFO - Epoch [49][940/940] lr: 4.000e-03, eta: 22:27:01, time: 1.015, data_time: 0.009, memory: 7080, top1_acc: 0.6532, top5_acc: 0.8492, loss_cls: 1.4155, loss: 1.4155, grad_norm: 2.9968 2021-06-14 01:28:57,134 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-06-14 01:36:38,007 - mmaction - INFO - Epoch [50][20/940] lr: 4.000e-03, eta: 22:33:51, time: 22.996, data_time: 21.577, memory: 7080, top1_acc: 0.6592, top5_acc: 0.8561, loss_cls: 1.4018, loss: 1.4018, grad_norm: 2.9222 2021-06-14 01:37:02,009 - mmaction - INFO - Epoch [50][40/940] lr: 4.000e-03, eta: 22:33:06, time: 1.200, data_time: 0.008, memory: 7080, top1_acc: 0.6580, top5_acc: 0.8498, loss_cls: 1.4199, loss: 1.4199, grad_norm: 2.9436 2021-06-14 01:37:26,145 - mmaction - INFO - Epoch [50][60/940] lr: 4.000e-03, eta: 22:32:22, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8594, loss_cls: 1.3698, loss: 1.3698, grad_norm: 2.9101 2021-06-14 01:37:49,784 - mmaction - INFO - Epoch [50][80/940] lr: 4.000e-03, eta: 22:31:38, time: 1.180, data_time: 0.002, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8562, loss_cls: 1.3664, loss: 1.3664, grad_norm: 2.9545 2021-06-14 01:38:13,227 - mmaction - INFO - Epoch [50][100/940] lr: 4.000e-03, eta: 22:30:53, time: 1.170, data_time: 0.010, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8471, loss_cls: 1.4049, loss: 1.4049, grad_norm: 2.9456 2021-06-14 01:38:37,619 - mmaction - INFO - Epoch [50][120/940] lr: 4.000e-03, eta: 22:30:09, time: 1.223, data_time: 0.009, memory: 7080, top1_acc: 0.6557, top5_acc: 0.8469, loss_cls: 1.4272, loss: 1.4272, grad_norm: 2.9607 2021-06-14 01:39:01,349 - mmaction - INFO - Epoch [50][140/940] lr: 4.000e-03, eta: 22:29:25, time: 1.186, data_time: 0.002, memory: 7080, top1_acc: 0.6525, top5_acc: 0.8545, loss_cls: 1.4228, loss: 1.4228, grad_norm: 2.9912 2021-06-14 01:39:24,859 - mmaction - INFO - Epoch [50][160/940] lr: 4.000e-03, eta: 22:28:40, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.6654, top5_acc: 0.8555, loss_cls: 1.3954, loss: 1.3954, grad_norm: 2.9303 2021-06-14 01:39:49,507 - mmaction - INFO - Epoch [50][180/940] lr: 4.000e-03, eta: 22:27:57, time: 1.234, data_time: 0.003, memory: 7080, top1_acc: 0.6463, top5_acc: 0.8469, loss_cls: 1.4322, loss: 1.4322, grad_norm: 3.0082 2021-06-14 01:40:13,541 - mmaction - INFO - Epoch [50][200/940] lr: 4.000e-03, eta: 22:27:13, time: 1.197, data_time: 0.002, memory: 7080, top1_acc: 0.6658, top5_acc: 0.8533, loss_cls: 1.3824, loss: 1.3824, grad_norm: 2.9243 2021-06-14 01:40:37,928 - mmaction - INFO - Epoch [50][220/940] lr: 4.000e-03, eta: 22:26:29, time: 1.223, data_time: 0.008, memory: 7080, top1_acc: 0.6627, top5_acc: 0.8541, loss_cls: 1.4118, loss: 1.4118, grad_norm: 2.9596 2021-06-14 01:41:01,509 - mmaction - INFO - Epoch [50][240/940] lr: 4.000e-03, eta: 22:25:45, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8570, loss_cls: 1.3672, loss: 1.3672, grad_norm: 2.9199 2021-06-14 01:41:24,674 - mmaction - INFO - Epoch [50][260/940] lr: 4.000e-03, eta: 22:25:00, time: 1.162, data_time: 0.008, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8457, loss_cls: 1.4221, loss: 1.4221, grad_norm: 2.9827 2021-06-14 01:41:49,302 - mmaction - INFO - Epoch [50][280/940] lr: 4.000e-03, eta: 22:24:17, time: 1.234, data_time: 0.004, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8545, loss_cls: 1.3837, loss: 1.3837, grad_norm: 2.9452 2021-06-14 01:42:14,362 - mmaction - INFO - Epoch [50][300/940] lr: 4.000e-03, eta: 22:23:34, time: 1.253, data_time: 0.002, memory: 7080, top1_acc: 0.6496, top5_acc: 0.8459, loss_cls: 1.4439, loss: 1.4439, grad_norm: 3.0073 2021-06-14 01:42:37,790 - mmaction - INFO - Epoch [50][320/940] lr: 4.000e-03, eta: 22:22:49, time: 1.172, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8463, loss_cls: 1.4085, loss: 1.4085, grad_norm: 2.8997 2021-06-14 01:43:01,716 - mmaction - INFO - Epoch [50][340/940] lr: 4.000e-03, eta: 22:22:05, time: 1.195, data_time: 0.001, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8477, loss_cls: 1.4337, loss: 1.4337, grad_norm: 2.9817 2021-06-14 01:43:26,170 - mmaction - INFO - Epoch [50][360/940] lr: 4.000e-03, eta: 22:21:22, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8467, loss_cls: 1.4393, loss: 1.4393, grad_norm: 2.9439 2021-06-14 01:43:49,724 - mmaction - INFO - Epoch [50][380/940] lr: 4.000e-03, eta: 22:20:38, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.6525, top5_acc: 0.8564, loss_cls: 1.4028, loss: 1.4028, grad_norm: 2.9831 2021-06-14 01:44:12,948 - mmaction - INFO - Epoch [50][400/940] lr: 4.000e-03, eta: 22:19:53, time: 1.159, data_time: 0.003, memory: 7080, top1_acc: 0.6457, top5_acc: 0.8426, loss_cls: 1.4538, loss: 1.4538, grad_norm: 2.9824 2021-06-14 01:44:37,535 - mmaction - INFO - Epoch [50][420/940] lr: 4.000e-03, eta: 22:19:10, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.6643, top5_acc: 0.8512, loss_cls: 1.4064, loss: 1.4064, grad_norm: 2.9724 2021-06-14 01:45:01,270 - mmaction - INFO - Epoch [50][440/940] lr: 4.000e-03, eta: 22:18:26, time: 1.187, data_time: 0.004, memory: 7080, top1_acc: 0.6654, top5_acc: 0.8545, loss_cls: 1.3776, loss: 1.3776, grad_norm: 2.9079 2021-06-14 01:45:26,508 - mmaction - INFO - Epoch [50][460/940] lr: 4.000e-03, eta: 22:17:43, time: 1.263, data_time: 0.004, memory: 7080, top1_acc: 0.6592, top5_acc: 0.8576, loss_cls: 1.3761, loss: 1.3761, grad_norm: 2.9117 2021-06-14 01:45:50,968 - mmaction - INFO - Epoch [50][480/940] lr: 4.000e-03, eta: 22:17:00, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8502, loss_cls: 1.4011, loss: 1.4011, grad_norm: 2.9316 2021-06-14 01:46:14,825 - mmaction - INFO - Epoch [50][500/940] lr: 4.000e-03, eta: 22:16:16, time: 1.190, data_time: 0.003, memory: 7080, top1_acc: 0.6521, top5_acc: 0.8486, loss_cls: 1.4192, loss: 1.4192, grad_norm: 2.9855 2021-06-14 01:46:38,703 - mmaction - INFO - Epoch [50][520/940] lr: 4.000e-03, eta: 22:15:32, time: 1.198, data_time: 0.008, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8477, loss_cls: 1.4152, loss: 1.4152, grad_norm: 2.9521 2021-06-14 01:47:02,484 - mmaction - INFO - Epoch [50][540/940] lr: 4.000e-03, eta: 22:14:48, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.6654, top5_acc: 0.8502, loss_cls: 1.3957, loss: 1.3957, grad_norm: 2.9481 2021-06-14 01:47:26,911 - mmaction - INFO - Epoch [50][560/940] lr: 4.000e-03, eta: 22:14:04, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.6604, top5_acc: 0.8498, loss_cls: 1.4117, loss: 1.4117, grad_norm: 2.9969 2021-06-14 01:47:51,006 - mmaction - INFO - Epoch [50][580/940] lr: 4.000e-03, eta: 22:13:21, time: 1.204, data_time: 0.002, memory: 7080, top1_acc: 0.6529, top5_acc: 0.8498, loss_cls: 1.4227, loss: 1.4227, grad_norm: 3.0037 2021-06-14 01:48:15,250 - mmaction - INFO - Epoch [50][600/940] lr: 4.000e-03, eta: 22:12:37, time: 1.214, data_time: 0.004, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8533, loss_cls: 1.3897, loss: 1.3897, grad_norm: 2.9685 2021-06-14 01:48:39,862 - mmaction - INFO - Epoch [50][620/940] lr: 4.000e-03, eta: 22:11:54, time: 1.230, data_time: 0.002, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8482, loss_cls: 1.4225, loss: 1.4225, grad_norm: 3.0177 2021-06-14 01:49:04,521 - mmaction - INFO - Epoch [50][640/940] lr: 4.000e-03, eta: 22:11:11, time: 1.234, data_time: 0.003, memory: 7080, top1_acc: 0.6564, top5_acc: 0.8465, loss_cls: 1.4180, loss: 1.4180, grad_norm: 2.9626 2021-06-14 01:49:28,210 - mmaction - INFO - Epoch [50][660/940] lr: 4.000e-03, eta: 22:10:27, time: 1.179, data_time: 0.001, memory: 7080, top1_acc: 0.6600, top5_acc: 0.8537, loss_cls: 1.4197, loss: 1.4197, grad_norm: 3.0197 2021-06-14 01:49:50,626 - mmaction - INFO - Epoch [50][680/940] lr: 4.000e-03, eta: 22:09:42, time: 1.124, data_time: 0.010, memory: 7080, top1_acc: 0.6596, top5_acc: 0.8576, loss_cls: 1.3880, loss: 1.3880, grad_norm: 2.9410 2021-06-14 01:50:15,913 - mmaction - INFO - Epoch [50][700/940] lr: 4.000e-03, eta: 22:09:00, time: 1.263, data_time: 0.004, memory: 7080, top1_acc: 0.6627, top5_acc: 0.8598, loss_cls: 1.3669, loss: 1.3669, grad_norm: 2.9651 2021-06-14 01:50:39,672 - mmaction - INFO - Epoch [50][720/940] lr: 4.000e-03, eta: 22:08:16, time: 1.190, data_time: 0.007, memory: 7080, top1_acc: 0.6572, top5_acc: 0.8486, loss_cls: 1.4232, loss: 1.4232, grad_norm: 2.9617 2021-06-14 01:51:03,405 - mmaction - INFO - Epoch [50][740/940] lr: 4.000e-03, eta: 22:07:32, time: 1.184, data_time: 0.006, memory: 7080, top1_acc: 0.6510, top5_acc: 0.8504, loss_cls: 1.4396, loss: 1.4396, grad_norm: 3.0308 2021-06-14 01:51:27,847 - mmaction - INFO - Epoch [50][760/940] lr: 4.000e-03, eta: 22:06:49, time: 1.226, data_time: 0.006, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8488, loss_cls: 1.4266, loss: 1.4266, grad_norm: 3.0035 2021-06-14 01:51:51,969 - mmaction - INFO - Epoch [50][780/940] lr: 4.000e-03, eta: 22:06:05, time: 1.206, data_time: 0.002, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8504, loss_cls: 1.4248, loss: 1.4248, grad_norm: 2.9599 2021-06-14 01:52:17,147 - mmaction - INFO - Epoch [50][800/940] lr: 4.000e-03, eta: 22:05:23, time: 1.258, data_time: 0.002, memory: 7080, top1_acc: 0.6525, top5_acc: 0.8469, loss_cls: 1.4363, loss: 1.4363, grad_norm: 3.0177 2021-06-14 01:52:41,516 - mmaction - INFO - Epoch [50][820/940] lr: 4.000e-03, eta: 22:04:40, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.6527, top5_acc: 0.8455, loss_cls: 1.4390, loss: 1.4390, grad_norm: 2.9942 2021-06-14 01:53:06,002 - mmaction - INFO - Epoch [50][840/940] lr: 4.000e-03, eta: 22:03:57, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.6551, top5_acc: 0.8553, loss_cls: 1.4218, loss: 1.4218, grad_norm: 2.9951 2021-06-14 01:53:29,860 - mmaction - INFO - Epoch [50][860/940] lr: 4.000e-03, eta: 22:03:13, time: 1.195, data_time: 0.003, memory: 7080, top1_acc: 0.6592, top5_acc: 0.8504, loss_cls: 1.4152, loss: 1.4152, grad_norm: 2.9785 2021-06-14 01:53:52,231 - mmaction - INFO - Epoch [50][880/940] lr: 4.000e-03, eta: 22:02:28, time: 1.115, data_time: 0.001, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8504, loss_cls: 1.3758, loss: 1.3758, grad_norm: 2.8755 2021-06-14 01:54:16,475 - mmaction - INFO - Epoch [50][900/940] lr: 4.000e-03, eta: 22:01:45, time: 1.214, data_time: 0.005, memory: 7080, top1_acc: 0.6533, top5_acc: 0.8465, loss_cls: 1.4279, loss: 1.4279, grad_norm: 2.9943 2021-06-14 01:54:40,816 - mmaction - INFO - Epoch [50][920/940] lr: 4.000e-03, eta: 22:01:02, time: 1.216, data_time: 0.003, memory: 7080, top1_acc: 0.6588, top5_acc: 0.8498, loss_cls: 1.3882, loss: 1.3882, grad_norm: 2.9648 2021-06-14 01:55:00,698 - mmaction - INFO - Epoch [50][940/940] lr: 4.000e-03, eta: 22:00:14, time: 0.998, data_time: 0.017, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8478, loss_cls: 1.4279, loss: 1.4279, grad_norm: 3.0171 2021-06-14 01:55:05,876 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-06-14 02:02:54,850 - mmaction - INFO - Epoch [51][20/940] lr: 4.000e-03, eta: 22:06:54, time: 23.398, data_time: 21.705, memory: 7080, top1_acc: 0.6523, top5_acc: 0.8504, loss_cls: 1.4254, loss: 1.4254, grad_norm: 3.0106 2021-06-14 02:03:19,177 - mmaction - INFO - Epoch [51][40/940] lr: 4.000e-03, eta: 22:06:11, time: 1.218, data_time: 0.007, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8504, loss_cls: 1.3883, loss: 1.3883, grad_norm: 2.9658 2021-06-14 02:03:43,174 - mmaction - INFO - Epoch [51][60/940] lr: 4.000e-03, eta: 22:05:27, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.6705, top5_acc: 0.8568, loss_cls: 1.3578, loss: 1.3578, grad_norm: 2.9206 2021-06-14 02:04:06,652 - mmaction - INFO - Epoch [51][80/940] lr: 4.000e-03, eta: 22:04:43, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.6584, top5_acc: 0.8582, loss_cls: 1.3945, loss: 1.3945, grad_norm: 2.9501 2021-06-14 02:04:31,082 - mmaction - INFO - Epoch [51][100/940] lr: 4.000e-03, eta: 22:04:00, time: 1.222, data_time: 0.002, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8422, loss_cls: 1.4335, loss: 1.4335, grad_norm: 2.9957 2021-06-14 02:04:55,051 - mmaction - INFO - Epoch [51][120/940] lr: 4.000e-03, eta: 22:03:16, time: 1.197, data_time: 0.003, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8582, loss_cls: 1.3900, loss: 1.3900, grad_norm: 2.9629 2021-06-14 02:05:19,105 - mmaction - INFO - Epoch [51][140/940] lr: 4.000e-03, eta: 22:02:32, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.6674, top5_acc: 0.8631, loss_cls: 1.3592, loss: 1.3592, grad_norm: 2.9773 2021-06-14 02:05:43,081 - mmaction - INFO - Epoch [51][160/940] lr: 4.000e-03, eta: 22:01:49, time: 1.199, data_time: 0.004, memory: 7080, top1_acc: 0.6500, top5_acc: 0.8449, loss_cls: 1.4288, loss: 1.4288, grad_norm: 3.0227 2021-06-14 02:06:07,029 - mmaction - INFO - Epoch [51][180/940] lr: 4.000e-03, eta: 22:01:05, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8531, loss_cls: 1.3786, loss: 1.3786, grad_norm: 2.9363 2021-06-14 02:06:31,025 - mmaction - INFO - Epoch [51][200/940] lr: 4.000e-03, eta: 22:00:21, time: 1.200, data_time: 0.002, memory: 7080, top1_acc: 0.6502, top5_acc: 0.8412, loss_cls: 1.4579, loss: 1.4579, grad_norm: 3.0352 2021-06-14 02:06:55,017 - mmaction - INFO - Epoch [51][220/940] lr: 4.000e-03, eta: 21:59:38, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8520, loss_cls: 1.3806, loss: 1.3806, grad_norm: 2.9607 2021-06-14 02:07:19,989 - mmaction - INFO - Epoch [51][240/940] lr: 4.000e-03, eta: 21:58:55, time: 1.250, data_time: 0.003, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8486, loss_cls: 1.4143, loss: 1.4143, grad_norm: 2.9763 2021-06-14 02:07:44,324 - mmaction - INFO - Epoch [51][260/940] lr: 4.000e-03, eta: 21:58:12, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8562, loss_cls: 1.3842, loss: 1.3842, grad_norm: 2.9775 2021-06-14 02:08:08,712 - mmaction - INFO - Epoch [51][280/940] lr: 4.000e-03, eta: 21:57:29, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.6592, top5_acc: 0.8447, loss_cls: 1.3994, loss: 1.3994, grad_norm: 2.9724 2021-06-14 02:08:32,770 - mmaction - INFO - Epoch [51][300/940] lr: 4.000e-03, eta: 21:56:45, time: 1.201, data_time: 0.004, memory: 7080, top1_acc: 0.6471, top5_acc: 0.8449, loss_cls: 1.4323, loss: 1.4323, grad_norm: 3.0280 2021-06-14 02:08:56,193 - mmaction - INFO - Epoch [51][320/940] lr: 4.000e-03, eta: 21:56:01, time: 1.174, data_time: 0.007, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8486, loss_cls: 1.4163, loss: 1.4163, grad_norm: 3.0130 2021-06-14 02:09:20,923 - mmaction - INFO - Epoch [51][340/940] lr: 4.000e-03, eta: 21:55:18, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8529, loss_cls: 1.4014, loss: 1.4014, grad_norm: 2.9862 2021-06-14 02:09:45,414 - mmaction - INFO - Epoch [51][360/940] lr: 4.000e-03, eta: 21:54:35, time: 1.229, data_time: 0.006, memory: 7080, top1_acc: 0.6654, top5_acc: 0.8486, loss_cls: 1.4069, loss: 1.4069, grad_norm: 2.9616 2021-06-14 02:10:09,092 - mmaction - INFO - Epoch [51][380/940] lr: 4.000e-03, eta: 21:53:51, time: 1.181, data_time: 0.003, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8516, loss_cls: 1.4014, loss: 1.4014, grad_norm: 2.9875 2021-06-14 02:10:33,730 - mmaction - INFO - Epoch [51][400/940] lr: 4.000e-03, eta: 21:53:09, time: 1.233, data_time: 0.005, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8537, loss_cls: 1.3847, loss: 1.3847, grad_norm: 2.9851 2021-06-14 02:10:57,251 - mmaction - INFO - Epoch [51][420/940] lr: 4.000e-03, eta: 21:52:25, time: 1.177, data_time: 0.003, memory: 7080, top1_acc: 0.6654, top5_acc: 0.8572, loss_cls: 1.3758, loss: 1.3758, grad_norm: 2.9601 2021-06-14 02:11:20,610 - mmaction - INFO - Epoch [51][440/940] lr: 4.000e-03, eta: 21:51:41, time: 1.166, data_time: 0.003, memory: 7080, top1_acc: 0.6623, top5_acc: 0.8508, loss_cls: 1.3857, loss: 1.3857, grad_norm: 2.9934 2021-06-14 02:11:45,352 - mmaction - INFO - Epoch [51][460/940] lr: 4.000e-03, eta: 21:50:58, time: 1.239, data_time: 0.003, memory: 7080, top1_acc: 0.6619, top5_acc: 0.8523, loss_cls: 1.3917, loss: 1.3917, grad_norm: 3.0354 2021-06-14 02:12:09,393 - mmaction - INFO - Epoch [51][480/940] lr: 4.000e-03, eta: 21:50:14, time: 1.198, data_time: 0.002, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8537, loss_cls: 1.3657, loss: 1.3657, grad_norm: 2.9796 2021-06-14 02:12:33,759 - mmaction - INFO - Epoch [51][500/940] lr: 4.000e-03, eta: 21:49:32, time: 1.220, data_time: 0.006, memory: 7080, top1_acc: 0.6580, top5_acc: 0.8533, loss_cls: 1.4094, loss: 1.4094, grad_norm: 3.0191 2021-06-14 02:12:57,980 - mmaction - INFO - Epoch [51][520/940] lr: 4.000e-03, eta: 21:48:48, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.6564, top5_acc: 0.8535, loss_cls: 1.4045, loss: 1.4045, grad_norm: 3.0139 2021-06-14 02:13:23,044 - mmaction - INFO - Epoch [51][540/940] lr: 4.000e-03, eta: 21:48:06, time: 1.252, data_time: 0.001, memory: 7080, top1_acc: 0.6666, top5_acc: 0.8619, loss_cls: 1.3664, loss: 1.3664, grad_norm: 2.9851 2021-06-14 02:13:46,893 - mmaction - INFO - Epoch [51][560/940] lr: 4.000e-03, eta: 21:47:23, time: 1.191, data_time: 0.003, memory: 7080, top1_acc: 0.6518, top5_acc: 0.8414, loss_cls: 1.4599, loss: 1.4599, grad_norm: 3.0295 2021-06-14 02:14:09,864 - mmaction - INFO - Epoch [51][580/940] lr: 4.000e-03, eta: 21:46:38, time: 1.149, data_time: 0.004, memory: 7080, top1_acc: 0.6531, top5_acc: 0.8518, loss_cls: 1.4137, loss: 1.4137, grad_norm: 3.0032 2021-06-14 02:14:34,329 - mmaction - INFO - Epoch [51][600/940] lr: 4.000e-03, eta: 21:45:55, time: 1.224, data_time: 0.004, memory: 7080, top1_acc: 0.6631, top5_acc: 0.8535, loss_cls: 1.3854, loss: 1.3854, grad_norm: 2.9648 2021-06-14 02:14:58,217 - mmaction - INFO - Epoch [51][620/940] lr: 4.000e-03, eta: 21:45:12, time: 1.192, data_time: 0.002, memory: 7080, top1_acc: 0.6576, top5_acc: 0.8533, loss_cls: 1.3894, loss: 1.3894, grad_norm: 2.9793 2021-06-14 02:15:22,185 - mmaction - INFO - Epoch [51][640/940] lr: 4.000e-03, eta: 21:44:29, time: 1.200, data_time: 0.005, memory: 7080, top1_acc: 0.6502, top5_acc: 0.8477, loss_cls: 1.4704, loss: 1.4704, grad_norm: 3.0568 2021-06-14 02:15:46,635 - mmaction - INFO - Epoch [51][660/940] lr: 4.000e-03, eta: 21:43:46, time: 1.223, data_time: 0.004, memory: 7080, top1_acc: 0.6516, top5_acc: 0.8539, loss_cls: 1.4202, loss: 1.4202, grad_norm: 3.0072 2021-06-14 02:16:11,452 - mmaction - INFO - Epoch [51][680/940] lr: 4.000e-03, eta: 21:43:03, time: 1.239, data_time: 0.003, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8576, loss_cls: 1.3679, loss: 1.3679, grad_norm: 2.9890 2021-06-14 02:16:36,052 - mmaction - INFO - Epoch [51][700/940] lr: 4.000e-03, eta: 21:42:21, time: 1.229, data_time: 0.005, memory: 7080, top1_acc: 0.6568, top5_acc: 0.8523, loss_cls: 1.4013, loss: 1.4013, grad_norm: 3.0125 2021-06-14 02:16:59,219 - mmaction - INFO - Epoch [51][720/940] lr: 4.000e-03, eta: 21:41:37, time: 1.161, data_time: 0.007, memory: 7080, top1_acc: 0.6564, top5_acc: 0.8461, loss_cls: 1.4449, loss: 1.4449, grad_norm: 3.0825 2021-06-14 02:17:23,178 - mmaction - INFO - Epoch [51][740/940] lr: 4.000e-03, eta: 21:40:53, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8564, loss_cls: 1.3903, loss: 1.3903, grad_norm: 2.9920 2021-06-14 02:17:47,082 - mmaction - INFO - Epoch [51][760/940] lr: 4.000e-03, eta: 21:40:10, time: 1.195, data_time: 0.002, memory: 7080, top1_acc: 0.6664, top5_acc: 0.8525, loss_cls: 1.3940, loss: 1.3940, grad_norm: 2.9707 2021-06-14 02:18:11,395 - mmaction - INFO - Epoch [51][780/940] lr: 4.000e-03, eta: 21:39:27, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8617, loss_cls: 1.3903, loss: 1.3903, grad_norm: 3.0144 2021-06-14 02:18:35,817 - mmaction - INFO - Epoch [51][800/940] lr: 4.000e-03, eta: 21:38:45, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8432, loss_cls: 1.4498, loss: 1.4498, grad_norm: 3.0074 2021-06-14 02:19:01,062 - mmaction - INFO - Epoch [51][820/940] lr: 4.000e-03, eta: 21:38:03, time: 1.266, data_time: 0.005, memory: 7080, top1_acc: 0.6658, top5_acc: 0.8525, loss_cls: 1.4033, loss: 1.4033, grad_norm: 2.9822 2021-06-14 02:19:25,572 - mmaction - INFO - Epoch [51][840/940] lr: 4.000e-03, eta: 21:37:20, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.6584, top5_acc: 0.8607, loss_cls: 1.3805, loss: 1.3805, grad_norm: 2.9979 2021-06-14 02:19:49,124 - mmaction - INFO - Epoch [51][860/940] lr: 4.000e-03, eta: 21:36:36, time: 1.179, data_time: 0.006, memory: 7080, top1_acc: 0.6600, top5_acc: 0.8514, loss_cls: 1.4045, loss: 1.4045, grad_norm: 2.9680 2021-06-14 02:20:13,771 - mmaction - INFO - Epoch [51][880/940] lr: 4.000e-03, eta: 21:35:54, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.6518, top5_acc: 0.8426, loss_cls: 1.4471, loss: 1.4471, grad_norm: 3.0046 2021-06-14 02:20:38,012 - mmaction - INFO - Epoch [51][900/940] lr: 4.000e-03, eta: 21:35:11, time: 1.213, data_time: 0.003, memory: 7080, top1_acc: 0.6539, top5_acc: 0.8531, loss_cls: 1.4066, loss: 1.4066, grad_norm: 3.0129 2021-06-14 02:21:02,227 - mmaction - INFO - Epoch [51][920/940] lr: 4.000e-03, eta: 21:34:28, time: 1.207, data_time: 0.002, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8590, loss_cls: 1.3757, loss: 1.3757, grad_norm: 2.9737 2021-06-14 02:21:21,711 - mmaction - INFO - Epoch [51][940/940] lr: 4.000e-03, eta: 21:33:41, time: 0.979, data_time: 0.006, memory: 7080, top1_acc: 0.6562, top5_acc: 0.8504, loss_cls: 1.4338, loss: 1.4338, grad_norm: 3.0170 2021-06-14 02:21:26,897 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-06-14 02:29:17,665 - mmaction - INFO - Epoch [52][20/940] lr: 4.000e-03, eta: 21:40:06, time: 23.490, data_time: 21.067, memory: 7080, top1_acc: 0.6607, top5_acc: 0.8551, loss_cls: 1.3615, loss: 1.3615, grad_norm: 2.9599 2021-06-14 02:29:42,140 - mmaction - INFO - Epoch [52][40/940] lr: 4.000e-03, eta: 21:39:23, time: 1.225, data_time: 0.008, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8520, loss_cls: 1.3886, loss: 1.3886, grad_norm: 2.9957 2021-06-14 02:30:04,926 - mmaction - INFO - Epoch [52][60/940] lr: 4.000e-03, eta: 21:38:38, time: 1.135, data_time: 0.002, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8543, loss_cls: 1.3743, loss: 1.3743, grad_norm: 2.9777 2021-06-14 02:30:29,702 - mmaction - INFO - Epoch [52][80/940] lr: 4.000e-03, eta: 21:37:56, time: 1.242, data_time: 0.007, memory: 7080, top1_acc: 0.6783, top5_acc: 0.8578, loss_cls: 1.3736, loss: 1.3736, grad_norm: 3.0094 2021-06-14 02:30:54,363 - mmaction - INFO - Epoch [52][100/940] lr: 4.000e-03, eta: 21:37:13, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8609, loss_cls: 1.3618, loss: 1.3618, grad_norm: 3.0254 2021-06-14 02:31:17,493 - mmaction - INFO - Epoch [52][120/940] lr: 4.000e-03, eta: 21:36:29, time: 1.156, data_time: 0.003, memory: 7080, top1_acc: 0.6639, top5_acc: 0.8496, loss_cls: 1.4145, loss: 1.4145, grad_norm: 3.0201 2021-06-14 02:31:40,246 - mmaction - INFO - Epoch [52][140/940] lr: 4.000e-03, eta: 21:35:45, time: 1.138, data_time: 0.006, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8488, loss_cls: 1.4128, loss: 1.4128, grad_norm: 3.0253 2021-06-14 02:32:04,220 - mmaction - INFO - Epoch [52][160/940] lr: 4.000e-03, eta: 21:35:01, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.6654, top5_acc: 0.8553, loss_cls: 1.3591, loss: 1.3591, grad_norm: 2.9854 2021-06-14 02:32:29,009 - mmaction - INFO - Epoch [52][180/940] lr: 4.000e-03, eta: 21:34:19, time: 1.240, data_time: 0.002, memory: 7080, top1_acc: 0.6561, top5_acc: 0.8533, loss_cls: 1.4282, loss: 1.4282, grad_norm: 3.0629 2021-06-14 02:32:53,534 - mmaction - INFO - Epoch [52][200/940] lr: 4.000e-03, eta: 21:33:36, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8473, loss_cls: 1.4054, loss: 1.4054, grad_norm: 3.0079 2021-06-14 02:33:16,674 - mmaction - INFO - Epoch [52][220/940] lr: 4.000e-03, eta: 21:32:52, time: 1.162, data_time: 0.007, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8557, loss_cls: 1.3935, loss: 1.3935, grad_norm: 2.9956 2021-06-14 02:33:40,744 - mmaction - INFO - Epoch [52][240/940] lr: 4.000e-03, eta: 21:32:09, time: 1.204, data_time: 0.003, memory: 7080, top1_acc: 0.6615, top5_acc: 0.8598, loss_cls: 1.3920, loss: 1.3920, grad_norm: 3.0090 2021-06-14 02:34:05,229 - mmaction - INFO - Epoch [52][260/940] lr: 4.000e-03, eta: 21:31:26, time: 1.219, data_time: 0.002, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8502, loss_cls: 1.4054, loss: 1.4054, grad_norm: 3.0218 2021-06-14 02:34:29,931 - mmaction - INFO - Epoch [52][280/940] lr: 4.000e-03, eta: 21:30:44, time: 1.239, data_time: 0.009, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8561, loss_cls: 1.3507, loss: 1.3507, grad_norm: 2.9785 2021-06-14 02:34:52,996 - mmaction - INFO - Epoch [52][300/940] lr: 4.000e-03, eta: 21:30:00, time: 1.154, data_time: 0.003, memory: 7080, top1_acc: 0.6670, top5_acc: 0.8564, loss_cls: 1.3760, loss: 1.3760, grad_norm: 3.0101 2021-06-14 02:35:16,703 - mmaction - INFO - Epoch [52][320/940] lr: 4.000e-03, eta: 21:29:16, time: 1.186, data_time: 0.003, memory: 7080, top1_acc: 0.6791, top5_acc: 0.8631, loss_cls: 1.3152, loss: 1.3152, grad_norm: 2.9832 2021-06-14 02:35:41,095 - mmaction - INFO - Epoch [52][340/940] lr: 4.000e-03, eta: 21:28:33, time: 1.219, data_time: 0.002, memory: 7080, top1_acc: 0.6682, top5_acc: 0.8514, loss_cls: 1.3963, loss: 1.3963, grad_norm: 2.9656 2021-06-14 02:36:05,382 - mmaction - INFO - Epoch [52][360/940] lr: 4.000e-03, eta: 21:27:51, time: 1.213, data_time: 0.003, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8555, loss_cls: 1.3706, loss: 1.3706, grad_norm: 2.9786 2021-06-14 02:36:28,243 - mmaction - INFO - Epoch [52][380/940] lr: 4.000e-03, eta: 21:27:06, time: 1.145, data_time: 0.004, memory: 7080, top1_acc: 0.6646, top5_acc: 0.8553, loss_cls: 1.3920, loss: 1.3920, grad_norm: 3.0209 2021-06-14 02:36:52,774 - mmaction - INFO - Epoch [52][400/940] lr: 4.000e-03, eta: 21:26:24, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.6455, top5_acc: 0.8439, loss_cls: 1.4441, loss: 1.4441, grad_norm: 3.0586 2021-06-14 02:37:15,888 - mmaction - INFO - Epoch [52][420/940] lr: 4.000e-03, eta: 21:25:40, time: 1.153, data_time: 0.002, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8586, loss_cls: 1.3735, loss: 1.3735, grad_norm: 2.9824 2021-06-14 02:37:40,036 - mmaction - INFO - Epoch [52][440/940] lr: 4.000e-03, eta: 21:24:57, time: 1.206, data_time: 0.004, memory: 7080, top1_acc: 0.6623, top5_acc: 0.8549, loss_cls: 1.3867, loss: 1.3867, grad_norm: 2.9772 2021-06-14 02:38:04,154 - mmaction - INFO - Epoch [52][460/940] lr: 4.000e-03, eta: 21:24:14, time: 1.207, data_time: 0.005, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8473, loss_cls: 1.4154, loss: 1.4154, grad_norm: 2.9944 2021-06-14 02:38:29,230 - mmaction - INFO - Epoch [52][480/940] lr: 4.000e-03, eta: 21:23:32, time: 1.256, data_time: 0.004, memory: 7080, top1_acc: 0.6518, top5_acc: 0.8453, loss_cls: 1.4330, loss: 1.4330, grad_norm: 3.0123 2021-06-14 02:38:53,451 - mmaction - INFO - Epoch [52][500/940] lr: 4.000e-03, eta: 21:22:49, time: 1.211, data_time: 0.001, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8557, loss_cls: 1.3893, loss: 1.3893, grad_norm: 3.0096 2021-06-14 02:39:17,392 - mmaction - INFO - Epoch [52][520/940] lr: 4.000e-03, eta: 21:22:06, time: 1.186, data_time: 0.002, memory: 7080, top1_acc: 0.6596, top5_acc: 0.8383, loss_cls: 1.4457, loss: 1.4457, grad_norm: 3.0259 2021-06-14 02:39:41,402 - mmaction - INFO - Epoch [52][540/940] lr: 4.000e-03, eta: 21:21:23, time: 1.211, data_time: 0.013, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8510, loss_cls: 1.3952, loss: 1.3952, grad_norm: 2.9854 2021-06-14 02:40:06,314 - mmaction - INFO - Epoch [52][560/940] lr: 4.000e-03, eta: 21:20:41, time: 1.246, data_time: 0.004, memory: 7080, top1_acc: 0.6590, top5_acc: 0.8447, loss_cls: 1.4390, loss: 1.4390, grad_norm: 3.0107 2021-06-14 02:40:29,926 - mmaction - INFO - Epoch [52][580/940] lr: 4.000e-03, eta: 21:19:58, time: 1.180, data_time: 0.002, memory: 7080, top1_acc: 0.6623, top5_acc: 0.8473, loss_cls: 1.4081, loss: 1.4081, grad_norm: 2.9958 2021-06-14 02:40:53,849 - mmaction - INFO - Epoch [52][600/940] lr: 4.000e-03, eta: 21:19:15, time: 1.197, data_time: 0.003, memory: 7080, top1_acc: 0.6607, top5_acc: 0.8582, loss_cls: 1.4006, loss: 1.4006, grad_norm: 3.0452 2021-06-14 02:41:18,361 - mmaction - INFO - Epoch [52][620/940] lr: 4.000e-03, eta: 21:18:32, time: 1.225, data_time: 0.002, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8586, loss_cls: 1.3643, loss: 1.3643, grad_norm: 2.9979 2021-06-14 02:41:42,241 - mmaction - INFO - Epoch [52][640/940] lr: 4.000e-03, eta: 21:17:49, time: 1.193, data_time: 0.002, memory: 7080, top1_acc: 0.6697, top5_acc: 0.8598, loss_cls: 1.3528, loss: 1.3528, grad_norm: 3.0191 2021-06-14 02:42:06,256 - mmaction - INFO - Epoch [52][660/940] lr: 4.000e-03, eta: 21:17:07, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8508, loss_cls: 1.3683, loss: 1.3683, grad_norm: 3.0057 2021-06-14 02:42:30,907 - mmaction - INFO - Epoch [52][680/940] lr: 4.000e-03, eta: 21:16:24, time: 1.234, data_time: 0.004, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8516, loss_cls: 1.3948, loss: 1.3948, grad_norm: 3.0644 2021-06-14 02:42:55,466 - mmaction - INFO - Epoch [52][700/940] lr: 4.000e-03, eta: 21:15:42, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8564, loss_cls: 1.3848, loss: 1.3848, grad_norm: 3.0328 2021-06-14 02:43:18,620 - mmaction - INFO - Epoch [52][720/940] lr: 4.000e-03, eta: 21:14:58, time: 1.157, data_time: 0.004, memory: 7080, top1_acc: 0.6666, top5_acc: 0.8631, loss_cls: 1.3483, loss: 1.3483, grad_norm: 3.0460 2021-06-14 02:43:42,950 - mmaction - INFO - Epoch [52][740/940] lr: 4.000e-03, eta: 21:14:16, time: 1.216, data_time: 0.003, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8480, loss_cls: 1.3923, loss: 1.3923, grad_norm: 3.0068 2021-06-14 02:44:06,747 - mmaction - INFO - Epoch [52][760/940] lr: 4.000e-03, eta: 21:13:33, time: 1.190, data_time: 0.005, memory: 7080, top1_acc: 0.6537, top5_acc: 0.8492, loss_cls: 1.4246, loss: 1.4246, grad_norm: 3.1012 2021-06-14 02:44:29,550 - mmaction - INFO - Epoch [52][780/940] lr: 4.000e-03, eta: 21:12:49, time: 1.141, data_time: 0.003, memory: 7080, top1_acc: 0.6561, top5_acc: 0.8516, loss_cls: 1.4055, loss: 1.4055, grad_norm: 3.0407 2021-06-14 02:44:53,388 - mmaction - INFO - Epoch [52][800/940] lr: 4.000e-03, eta: 21:12:06, time: 1.192, data_time: 0.002, memory: 7080, top1_acc: 0.6666, top5_acc: 0.8531, loss_cls: 1.3725, loss: 1.3725, grad_norm: 2.9873 2021-06-14 02:45:17,128 - mmaction - INFO - Epoch [52][820/940] lr: 4.000e-03, eta: 21:11:23, time: 1.189, data_time: 0.005, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8533, loss_cls: 1.3887, loss: 1.3887, grad_norm: 3.0275 2021-06-14 02:45:41,920 - mmaction - INFO - Epoch [52][840/940] lr: 4.000e-03, eta: 21:10:41, time: 1.239, data_time: 0.002, memory: 7080, top1_acc: 0.6662, top5_acc: 0.8500, loss_cls: 1.3816, loss: 1.3816, grad_norm: 3.0230 2021-06-14 02:46:06,672 - mmaction - INFO - Epoch [52][860/940] lr: 4.000e-03, eta: 21:09:59, time: 1.237, data_time: 0.002, memory: 7080, top1_acc: 0.6475, top5_acc: 0.8471, loss_cls: 1.4581, loss: 1.4581, grad_norm: 3.1259 2021-06-14 02:46:29,208 - mmaction - INFO - Epoch [52][880/940] lr: 4.000e-03, eta: 21:09:15, time: 1.126, data_time: 0.003, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8482, loss_cls: 1.4231, loss: 1.4231, grad_norm: 3.0232 2021-06-14 02:46:53,295 - mmaction - INFO - Epoch [52][900/940] lr: 4.000e-03, eta: 21:08:32, time: 1.207, data_time: 0.041, memory: 7080, top1_acc: 0.6564, top5_acc: 0.8455, loss_cls: 1.4304, loss: 1.4304, grad_norm: 3.0596 2021-06-14 02:47:18,161 - mmaction - INFO - Epoch [52][920/940] lr: 4.000e-03, eta: 21:07:50, time: 1.243, data_time: 0.114, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8535, loss_cls: 1.3992, loss: 1.3992, grad_norm: 3.0328 2021-06-14 02:47:39,112 - mmaction - INFO - Epoch [52][940/940] lr: 4.000e-03, eta: 21:07:05, time: 1.049, data_time: 0.003, memory: 7080, top1_acc: 0.6619, top5_acc: 0.8484, loss_cls: 1.4358, loss: 1.4358, grad_norm: 3.0922 2021-06-14 02:47:42,450 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-06-14 02:55:26,739 - mmaction - INFO - Epoch [53][20/940] lr: 4.000e-03, eta: 21:13:07, time: 23.158, data_time: 21.227, memory: 7080, top1_acc: 0.6736, top5_acc: 0.8535, loss_cls: 1.3892, loss: 1.3892, grad_norm: 3.0008 2021-06-14 02:55:52,066 - mmaction - INFO - Epoch [53][40/940] lr: 4.000e-03, eta: 21:12:26, time: 1.275, data_time: 0.013, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8500, loss_cls: 1.3859, loss: 1.3859, grad_norm: 2.9798 2021-06-14 02:56:15,488 - mmaction - INFO - Epoch [53][60/940] lr: 4.000e-03, eta: 21:11:42, time: 1.172, data_time: 0.003, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8498, loss_cls: 1.3974, loss: 1.3974, grad_norm: 3.0525 2021-06-14 02:56:40,180 - mmaction - INFO - Epoch [53][80/940] lr: 4.000e-03, eta: 21:11:00, time: 1.232, data_time: 0.002, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8627, loss_cls: 1.3534, loss: 1.3534, grad_norm: 3.0178 2021-06-14 02:57:03,429 - mmaction - INFO - Epoch [53][100/940] lr: 4.000e-03, eta: 21:10:16, time: 1.165, data_time: 0.004, memory: 7080, top1_acc: 0.6693, top5_acc: 0.8607, loss_cls: 1.3383, loss: 1.3383, grad_norm: 2.9386 2021-06-14 02:57:27,222 - mmaction - INFO - Epoch [53][120/940] lr: 4.000e-03, eta: 21:09:33, time: 1.185, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8555, loss_cls: 1.3689, loss: 1.3689, grad_norm: 3.0444 2021-06-14 02:57:51,230 - mmaction - INFO - Epoch [53][140/940] lr: 4.000e-03, eta: 21:08:50, time: 1.202, data_time: 0.006, memory: 7080, top1_acc: 0.6619, top5_acc: 0.8537, loss_cls: 1.3971, loss: 1.3971, grad_norm: 3.0384 2021-06-14 02:58:14,569 - mmaction - INFO - Epoch [53][160/940] lr: 4.000e-03, eta: 21:08:07, time: 1.169, data_time: 0.005, memory: 7080, top1_acc: 0.6781, top5_acc: 0.8652, loss_cls: 1.3423, loss: 1.3423, grad_norm: 2.9861 2021-06-14 02:58:38,328 - mmaction - INFO - Epoch [53][180/940] lr: 4.000e-03, eta: 21:07:24, time: 1.182, data_time: 0.074, memory: 7080, top1_acc: 0.6596, top5_acc: 0.8574, loss_cls: 1.3892, loss: 1.3892, grad_norm: 3.0491 2021-06-14 02:59:02,669 - mmaction - INFO - Epoch [53][200/940] lr: 4.000e-03, eta: 21:06:41, time: 1.222, data_time: 0.009, memory: 7080, top1_acc: 0.6607, top5_acc: 0.8471, loss_cls: 1.4078, loss: 1.4078, grad_norm: 3.0465 2021-06-14 02:59:25,633 - mmaction - INFO - Epoch [53][220/940] lr: 4.000e-03, eta: 21:05:58, time: 1.149, data_time: 0.030, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8543, loss_cls: 1.3928, loss: 1.3928, grad_norm: 3.0424 2021-06-14 02:59:50,919 - mmaction - INFO - Epoch [53][240/940] lr: 4.000e-03, eta: 21:05:16, time: 1.264, data_time: 0.005, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8508, loss_cls: 1.4078, loss: 1.4078, grad_norm: 3.0210 2021-06-14 03:00:15,827 - mmaction - INFO - Epoch [53][260/940] lr: 4.000e-03, eta: 21:04:34, time: 1.246, data_time: 0.003, memory: 7080, top1_acc: 0.6682, top5_acc: 0.8557, loss_cls: 1.3801, loss: 1.3801, grad_norm: 3.0242 2021-06-14 03:00:39,377 - mmaction - INFO - Epoch [53][280/940] lr: 4.000e-03, eta: 21:03:51, time: 1.172, data_time: 0.003, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8547, loss_cls: 1.3715, loss: 1.3715, grad_norm: 3.0523 2021-06-14 03:01:02,649 - mmaction - INFO - Epoch [53][300/940] lr: 4.000e-03, eta: 21:03:07, time: 1.169, data_time: 0.008, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8449, loss_cls: 1.4326, loss: 1.4326, grad_norm: 3.0440 2021-06-14 03:01:27,686 - mmaction - INFO - Epoch [53][320/940] lr: 4.000e-03, eta: 21:02:25, time: 1.253, data_time: 0.003, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8541, loss_cls: 1.4087, loss: 1.4087, grad_norm: 3.0575 2021-06-14 03:01:50,501 - mmaction - INFO - Epoch [53][340/940] lr: 4.000e-03, eta: 21:01:42, time: 1.139, data_time: 0.035, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8512, loss_cls: 1.4016, loss: 1.4016, grad_norm: 3.0702 2021-06-14 03:02:14,986 - mmaction - INFO - Epoch [53][360/940] lr: 4.000e-03, eta: 21:00:59, time: 1.226, data_time: 0.021, memory: 7080, top1_acc: 0.6717, top5_acc: 0.8588, loss_cls: 1.3670, loss: 1.3670, grad_norm: 3.0198 2021-06-14 03:02:39,167 - mmaction - INFO - Epoch [53][380/940] lr: 4.000e-03, eta: 21:00:17, time: 1.208, data_time: 0.009, memory: 7080, top1_acc: 0.6619, top5_acc: 0.8531, loss_cls: 1.3941, loss: 1.3941, grad_norm: 3.0384 2021-06-14 03:03:02,943 - mmaction - INFO - Epoch [53][400/940] lr: 4.000e-03, eta: 20:59:34, time: 1.190, data_time: 0.004, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8557, loss_cls: 1.3461, loss: 1.3461, grad_norm: 2.9802 2021-06-14 03:03:26,826 - mmaction - INFO - Epoch [53][420/940] lr: 4.000e-03, eta: 20:58:51, time: 1.190, data_time: 0.002, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8607, loss_cls: 1.3469, loss: 1.3469, grad_norm: 2.9777 2021-06-14 03:03:50,584 - mmaction - INFO - Epoch [53][440/940] lr: 4.000e-03, eta: 20:58:08, time: 1.191, data_time: 0.008, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8553, loss_cls: 1.3789, loss: 1.3789, grad_norm: 3.0245 2021-06-14 03:04:15,382 - mmaction - INFO - Epoch [53][460/940] lr: 4.000e-03, eta: 20:57:26, time: 1.240, data_time: 0.011, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8596, loss_cls: 1.3655, loss: 1.3655, grad_norm: 3.0121 2021-06-14 03:04:39,262 - mmaction - INFO - Epoch [53][480/940] lr: 4.000e-03, eta: 20:56:44, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8479, loss_cls: 1.4131, loss: 1.4131, grad_norm: 3.0350 2021-06-14 03:05:03,247 - mmaction - INFO - Epoch [53][500/940] lr: 4.000e-03, eta: 20:56:01, time: 1.199, data_time: 0.004, memory: 7080, top1_acc: 0.6697, top5_acc: 0.8604, loss_cls: 1.3523, loss: 1.3523, grad_norm: 2.9909 2021-06-14 03:05:27,719 - mmaction - INFO - Epoch [53][520/940] lr: 4.000e-03, eta: 20:55:19, time: 1.217, data_time: 0.023, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8574, loss_cls: 1.3925, loss: 1.3925, grad_norm: 3.0609 2021-06-14 03:05:51,269 - mmaction - INFO - Epoch [53][540/940] lr: 4.000e-03, eta: 20:54:36, time: 1.185, data_time: 0.070, memory: 7080, top1_acc: 0.6627, top5_acc: 0.8525, loss_cls: 1.4141, loss: 1.4141, grad_norm: 3.1044 2021-06-14 03:06:15,325 - mmaction - INFO - Epoch [53][560/940] lr: 4.000e-03, eta: 20:53:53, time: 1.203, data_time: 0.003, memory: 7080, top1_acc: 0.6547, top5_acc: 0.8533, loss_cls: 1.4082, loss: 1.4082, grad_norm: 3.0315 2021-06-14 03:06:39,227 - mmaction - INFO - Epoch [53][580/940] lr: 4.000e-03, eta: 20:53:10, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8494, loss_cls: 1.4029, loss: 1.4029, grad_norm: 3.0490 2021-06-14 03:07:02,971 - mmaction - INFO - Epoch [53][600/940] lr: 4.000e-03, eta: 20:52:28, time: 1.189, data_time: 0.006, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8510, loss_cls: 1.3916, loss: 1.3916, grad_norm: 3.0275 2021-06-14 03:07:26,070 - mmaction - INFO - Epoch [53][620/940] lr: 4.000e-03, eta: 20:51:44, time: 1.152, data_time: 0.004, memory: 7080, top1_acc: 0.6643, top5_acc: 0.8502, loss_cls: 1.3971, loss: 1.3971, grad_norm: 3.0264 2021-06-14 03:07:50,899 - mmaction - INFO - Epoch [53][640/940] lr: 4.000e-03, eta: 20:51:03, time: 1.246, data_time: 0.008, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8529, loss_cls: 1.4020, loss: 1.4020, grad_norm: 3.0865 2021-06-14 03:08:15,356 - mmaction - INFO - Epoch [53][660/940] lr: 4.000e-03, eta: 20:50:21, time: 1.222, data_time: 0.002, memory: 7080, top1_acc: 0.6686, top5_acc: 0.8574, loss_cls: 1.3728, loss: 1.3728, grad_norm: 2.9989 2021-06-14 03:08:39,450 - mmaction - INFO - Epoch [53][680/940] lr: 4.000e-03, eta: 20:49:38, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8523, loss_cls: 1.3922, loss: 1.3922, grad_norm: 3.0531 2021-06-14 03:09:03,391 - mmaction - INFO - Epoch [53][700/940] lr: 4.000e-03, eta: 20:48:56, time: 1.202, data_time: 0.007, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8504, loss_cls: 1.3710, loss: 1.3710, grad_norm: 3.0528 2021-06-14 03:09:28,142 - mmaction - INFO - Epoch [53][720/940] lr: 4.000e-03, eta: 20:48:14, time: 1.238, data_time: 0.002, memory: 7080, top1_acc: 0.6492, top5_acc: 0.8551, loss_cls: 1.4066, loss: 1.4066, grad_norm: 3.0943 2021-06-14 03:09:52,602 - mmaction - INFO - Epoch [53][740/940] lr: 4.000e-03, eta: 20:47:32, time: 1.222, data_time: 0.002, memory: 7080, top1_acc: 0.6709, top5_acc: 0.8590, loss_cls: 1.3635, loss: 1.3635, grad_norm: 3.0499 2021-06-14 03:10:16,031 - mmaction - INFO - Epoch [53][760/940] lr: 4.000e-03, eta: 20:46:49, time: 1.171, data_time: 0.003, memory: 7080, top1_acc: 0.6670, top5_acc: 0.8619, loss_cls: 1.3501, loss: 1.3501, grad_norm: 3.0628 2021-06-14 03:10:40,390 - mmaction - INFO - Epoch [53][780/940] lr: 4.000e-03, eta: 20:46:07, time: 1.219, data_time: 0.008, memory: 7080, top1_acc: 0.6580, top5_acc: 0.8549, loss_cls: 1.3869, loss: 1.3869, grad_norm: 3.1001 2021-06-14 03:11:03,270 - mmaction - INFO - Epoch [53][800/940] lr: 4.000e-03, eta: 20:45:23, time: 1.140, data_time: 0.003, memory: 7080, top1_acc: 0.6584, top5_acc: 0.8482, loss_cls: 1.4244, loss: 1.4244, grad_norm: 3.1183 2021-06-14 03:11:27,556 - mmaction - INFO - Epoch [53][820/940] lr: 4.000e-03, eta: 20:44:41, time: 1.215, data_time: 0.006, memory: 7080, top1_acc: 0.6678, top5_acc: 0.8525, loss_cls: 1.3814, loss: 1.3814, grad_norm: 3.0516 2021-06-14 03:11:51,914 - mmaction - INFO - Epoch [53][840/940] lr: 4.000e-03, eta: 20:43:59, time: 1.221, data_time: 0.006, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8504, loss_cls: 1.3975, loss: 1.3975, grad_norm: 3.0678 2021-06-14 03:12:15,440 - mmaction - INFO - Epoch [53][860/940] lr: 4.000e-03, eta: 20:43:16, time: 1.176, data_time: 0.002, memory: 7080, top1_acc: 0.6570, top5_acc: 0.8490, loss_cls: 1.4030, loss: 1.4030, grad_norm: 3.0827 2021-06-14 03:12:39,675 - mmaction - INFO - Epoch [53][880/940] lr: 4.000e-03, eta: 20:42:34, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.6678, top5_acc: 0.8615, loss_cls: 1.3736, loss: 1.3736, grad_norm: 3.0582 2021-06-14 03:13:04,619 - mmaction - INFO - Epoch [53][900/940] lr: 4.000e-03, eta: 20:41:53, time: 1.249, data_time: 0.003, memory: 7080, top1_acc: 0.6557, top5_acc: 0.8523, loss_cls: 1.4011, loss: 1.4011, grad_norm: 3.0659 2021-06-14 03:13:27,307 - mmaction - INFO - Epoch [53][920/940] lr: 4.000e-03, eta: 20:41:09, time: 1.133, data_time: 0.002, memory: 7080, top1_acc: 0.6566, top5_acc: 0.8521, loss_cls: 1.4170, loss: 1.4170, grad_norm: 3.1114 2021-06-14 03:13:47,709 - mmaction - INFO - Epoch [53][940/940] lr: 4.000e-03, eta: 20:40:24, time: 1.021, data_time: 0.002, memory: 7080, top1_acc: 0.6603, top5_acc: 0.8456, loss_cls: 1.4201, loss: 1.4201, grad_norm: 3.1259 2021-06-14 03:13:53,020 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-06-14 03:21:43,715 - mmaction - INFO - Epoch [54][20/940] lr: 4.000e-03, eta: 20:46:16, time: 23.485, data_time: 20.941, memory: 7080, top1_acc: 0.6619, top5_acc: 0.8555, loss_cls: 1.3764, loss: 1.3764, grad_norm: 3.0230 2021-06-14 03:22:06,962 - mmaction - INFO - Epoch [54][40/940] lr: 4.000e-03, eta: 20:45:33, time: 1.164, data_time: 0.008, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8529, loss_cls: 1.3814, loss: 1.3814, grad_norm: 3.0447 2021-06-14 03:22:31,178 - mmaction - INFO - Epoch [54][60/940] lr: 4.000e-03, eta: 20:44:51, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8631, loss_cls: 1.3299, loss: 1.3299, grad_norm: 2.9860 2021-06-14 03:22:54,173 - mmaction - INFO - Epoch [54][80/940] lr: 4.000e-03, eta: 20:44:07, time: 1.149, data_time: 0.003, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8555, loss_cls: 1.3968, loss: 1.3968, grad_norm: 3.0781 2021-06-14 03:23:18,746 - mmaction - INFO - Epoch [54][100/940] lr: 4.000e-03, eta: 20:43:25, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.6689, top5_acc: 0.8525, loss_cls: 1.3731, loss: 1.3731, grad_norm: 3.0341 2021-06-14 03:23:42,252 - mmaction - INFO - Epoch [54][120/940] lr: 4.000e-03, eta: 20:42:42, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.6582, top5_acc: 0.8465, loss_cls: 1.4159, loss: 1.4159, grad_norm: 3.0616 2021-06-14 03:24:05,992 - mmaction - INFO - Epoch [54][140/940] lr: 4.000e-03, eta: 20:42:00, time: 1.188, data_time: 0.009, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8562, loss_cls: 1.3413, loss: 1.3413, grad_norm: 3.0180 2021-06-14 03:24:29,918 - mmaction - INFO - Epoch [54][160/940] lr: 4.000e-03, eta: 20:41:17, time: 1.197, data_time: 0.002, memory: 7080, top1_acc: 0.6705, top5_acc: 0.8545, loss_cls: 1.3616, loss: 1.3616, grad_norm: 3.0439 2021-06-14 03:24:54,026 - mmaction - INFO - Epoch [54][180/940] lr: 4.000e-03, eta: 20:40:35, time: 1.206, data_time: 0.001, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8543, loss_cls: 1.3882, loss: 1.3882, grad_norm: 3.0752 2021-06-14 03:25:17,473 - mmaction - INFO - Epoch [54][200/940] lr: 4.000e-03, eta: 20:39:52, time: 1.170, data_time: 0.001, memory: 7080, top1_acc: 0.6623, top5_acc: 0.8535, loss_cls: 1.3896, loss: 1.3896, grad_norm: 3.0925 2021-06-14 03:25:41,498 - mmaction - INFO - Epoch [54][220/940] lr: 4.000e-03, eta: 20:39:09, time: 1.202, data_time: 0.004, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8658, loss_cls: 1.3301, loss: 1.3301, grad_norm: 3.0481 2021-06-14 03:26:05,251 - mmaction - INFO - Epoch [54][240/940] lr: 4.000e-03, eta: 20:38:27, time: 1.187, data_time: 0.004, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8455, loss_cls: 1.4113, loss: 1.4113, grad_norm: 3.0898 2021-06-14 03:26:29,332 - mmaction - INFO - Epoch [54][260/940] lr: 4.000e-03, eta: 20:37:44, time: 1.200, data_time: 0.002, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8529, loss_cls: 1.3747, loss: 1.3747, grad_norm: 3.0552 2021-06-14 03:26:53,464 - mmaction - INFO - Epoch [54][280/940] lr: 4.000e-03, eta: 20:37:02, time: 1.210, data_time: 0.010, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8539, loss_cls: 1.3665, loss: 1.3665, grad_norm: 3.0586 2021-06-14 03:27:17,021 - mmaction - INFO - Epoch [54][300/940] lr: 4.000e-03, eta: 20:36:19, time: 1.176, data_time: 0.020, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8605, loss_cls: 1.3592, loss: 1.3592, grad_norm: 3.0584 2021-06-14 03:27:41,505 - mmaction - INFO - Epoch [54][320/940] lr: 4.000e-03, eta: 20:35:37, time: 1.226, data_time: 0.006, memory: 7080, top1_acc: 0.6764, top5_acc: 0.8543, loss_cls: 1.3581, loss: 1.3581, grad_norm: 3.0417 2021-06-14 03:28:05,707 - mmaction - INFO - Epoch [54][340/940] lr: 4.000e-03, eta: 20:34:55, time: 1.212, data_time: 0.004, memory: 7080, top1_acc: 0.6561, top5_acc: 0.8549, loss_cls: 1.3906, loss: 1.3906, grad_norm: 3.0736 2021-06-14 03:28:29,888 - mmaction - INFO - Epoch [54][360/940] lr: 4.000e-03, eta: 20:34:13, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.6498, top5_acc: 0.8438, loss_cls: 1.4493, loss: 1.4493, grad_norm: 3.1215 2021-06-14 03:28:54,063 - mmaction - INFO - Epoch [54][380/940] lr: 4.000e-03, eta: 20:33:30, time: 1.204, data_time: 0.003, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8559, loss_cls: 1.3614, loss: 1.3614, grad_norm: 3.0595 2021-06-14 03:29:17,968 - mmaction - INFO - Epoch [54][400/940] lr: 4.000e-03, eta: 20:32:48, time: 1.199, data_time: 0.009, memory: 7080, top1_acc: 0.6705, top5_acc: 0.8645, loss_cls: 1.3466, loss: 1.3466, grad_norm: 3.0505 2021-06-14 03:29:41,900 - mmaction - INFO - Epoch [54][420/940] lr: 4.000e-03, eta: 20:32:06, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.6584, top5_acc: 0.8516, loss_cls: 1.4182, loss: 1.4182, grad_norm: 3.1378 2021-06-14 03:30:06,423 - mmaction - INFO - Epoch [54][440/940] lr: 4.000e-03, eta: 20:31:24, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.6561, top5_acc: 0.8512, loss_cls: 1.3976, loss: 1.3976, grad_norm: 3.1369 2021-06-14 03:30:29,700 - mmaction - INFO - Epoch [54][460/940] lr: 4.000e-03, eta: 20:30:41, time: 1.164, data_time: 0.002, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8484, loss_cls: 1.4092, loss: 1.4092, grad_norm: 3.1112 2021-06-14 03:30:54,063 - mmaction - INFO - Epoch [54][480/940] lr: 4.000e-03, eta: 20:29:59, time: 1.216, data_time: 0.002, memory: 7080, top1_acc: 0.6689, top5_acc: 0.8531, loss_cls: 1.4019, loss: 1.4019, grad_norm: 3.0668 2021-06-14 03:31:17,364 - mmaction - INFO - Epoch [54][500/940] lr: 4.000e-03, eta: 20:29:16, time: 1.167, data_time: 0.004, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8484, loss_cls: 1.4034, loss: 1.4034, grad_norm: 3.0753 2021-06-14 03:31:41,486 - mmaction - INFO - Epoch [54][520/940] lr: 4.000e-03, eta: 20:28:34, time: 1.203, data_time: 0.002, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8580, loss_cls: 1.3697, loss: 1.3697, grad_norm: 3.0756 2021-06-14 03:32:05,215 - mmaction - INFO - Epoch [54][540/940] lr: 4.000e-03, eta: 20:27:52, time: 1.189, data_time: 0.005, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8549, loss_cls: 1.3896, loss: 1.3896, grad_norm: 3.0652 2021-06-14 03:32:29,524 - mmaction - INFO - Epoch [54][560/940] lr: 4.000e-03, eta: 20:27:10, time: 1.216, data_time: 0.003, memory: 7080, top1_acc: 0.6639, top5_acc: 0.8588, loss_cls: 1.3805, loss: 1.3805, grad_norm: 3.0528 2021-06-14 03:32:54,265 - mmaction - INFO - Epoch [54][580/940] lr: 4.000e-03, eta: 20:26:28, time: 1.237, data_time: 0.002, memory: 7080, top1_acc: 0.6615, top5_acc: 0.8572, loss_cls: 1.3903, loss: 1.3903, grad_norm: 3.1140 2021-06-14 03:33:16,597 - mmaction - INFO - Epoch [54][600/940] lr: 4.000e-03, eta: 20:25:44, time: 1.118, data_time: 0.002, memory: 7080, top1_acc: 0.6533, top5_acc: 0.8484, loss_cls: 1.4317, loss: 1.4317, grad_norm: 3.1552 2021-06-14 03:33:39,777 - mmaction - INFO - Epoch [54][620/940] lr: 4.000e-03, eta: 20:25:01, time: 1.150, data_time: 0.001, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8590, loss_cls: 1.3409, loss: 1.3409, grad_norm: 3.0471 2021-06-14 03:34:03,310 - mmaction - INFO - Epoch [54][640/940] lr: 4.000e-03, eta: 20:24:19, time: 1.182, data_time: 0.010, memory: 7080, top1_acc: 0.6697, top5_acc: 0.8553, loss_cls: 1.3754, loss: 1.3754, grad_norm: 3.0642 2021-06-14 03:34:28,355 - mmaction - INFO - Epoch [54][660/940] lr: 4.000e-03, eta: 20:23:38, time: 1.251, data_time: 0.004, memory: 7080, top1_acc: 0.6615, top5_acc: 0.8551, loss_cls: 1.3699, loss: 1.3699, grad_norm: 3.0752 2021-06-14 03:34:52,066 - mmaction - INFO - Epoch [54][680/940] lr: 4.000e-03, eta: 20:22:55, time: 1.187, data_time: 0.082, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8516, loss_cls: 1.3950, loss: 1.3950, grad_norm: 3.1259 2021-06-14 03:35:15,673 - mmaction - INFO - Epoch [54][700/940] lr: 4.000e-03, eta: 20:22:13, time: 1.182, data_time: 0.005, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8506, loss_cls: 1.3852, loss: 1.3852, grad_norm: 3.0887 2021-06-14 03:35:40,127 - mmaction - INFO - Epoch [54][720/940] lr: 4.000e-03, eta: 20:21:31, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.6709, top5_acc: 0.8584, loss_cls: 1.3690, loss: 1.3690, grad_norm: 3.0686 2021-06-14 03:36:04,320 - mmaction - INFO - Epoch [54][740/940] lr: 4.000e-03, eta: 20:20:49, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.6520, top5_acc: 0.8512, loss_cls: 1.4133, loss: 1.4133, grad_norm: 3.1487 2021-06-14 03:36:28,275 - mmaction - INFO - Epoch [54][760/940] lr: 4.000e-03, eta: 20:20:07, time: 1.198, data_time: 0.002, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8547, loss_cls: 1.3826, loss: 1.3826, grad_norm: 3.0854 2021-06-14 03:36:52,099 - mmaction - INFO - Epoch [54][780/940] lr: 4.000e-03, eta: 20:19:25, time: 1.190, data_time: 0.001, memory: 7080, top1_acc: 0.6768, top5_acc: 0.8572, loss_cls: 1.3539, loss: 1.3539, grad_norm: 3.0545 2021-06-14 03:37:16,278 - mmaction - INFO - Epoch [54][800/940] lr: 4.000e-03, eta: 20:18:43, time: 1.207, data_time: 0.002, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8553, loss_cls: 1.3947, loss: 1.3947, grad_norm: 3.0836 2021-06-14 03:37:41,064 - mmaction - INFO - Epoch [54][820/940] lr: 4.000e-03, eta: 20:18:02, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.6705, top5_acc: 0.8602, loss_cls: 1.3561, loss: 1.3561, grad_norm: 3.1026 2021-06-14 03:38:04,770 - mmaction - INFO - Epoch [54][840/940] lr: 4.000e-03, eta: 20:17:19, time: 1.184, data_time: 0.004, memory: 7080, top1_acc: 0.6600, top5_acc: 0.8506, loss_cls: 1.4003, loss: 1.4003, grad_norm: 3.0784 2021-06-14 03:38:28,590 - mmaction - INFO - Epoch [54][860/940] lr: 4.000e-03, eta: 20:16:37, time: 1.192, data_time: 0.004, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8574, loss_cls: 1.3843, loss: 1.3843, grad_norm: 3.1083 2021-06-14 03:38:51,359 - mmaction - INFO - Epoch [54][880/940] lr: 4.000e-03, eta: 20:15:54, time: 1.135, data_time: 0.004, memory: 7080, top1_acc: 0.6736, top5_acc: 0.8566, loss_cls: 1.3686, loss: 1.3686, grad_norm: 3.0440 2021-06-14 03:39:15,898 - mmaction - INFO - Epoch [54][900/940] lr: 4.000e-03, eta: 20:15:13, time: 1.231, data_time: 0.008, memory: 7080, top1_acc: 0.6607, top5_acc: 0.8561, loss_cls: 1.3788, loss: 1.3788, grad_norm: 3.0923 2021-06-14 03:39:39,958 - mmaction - INFO - Epoch [54][920/940] lr: 4.000e-03, eta: 20:14:31, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8572, loss_cls: 1.3677, loss: 1.3677, grad_norm: 3.0660 2021-06-14 03:40:00,929 - mmaction - INFO - Epoch [54][940/940] lr: 4.000e-03, eta: 20:13:46, time: 1.050, data_time: 0.006, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8527, loss_cls: 1.3963, loss: 1.3963, grad_norm: 3.2060 2021-06-14 03:40:04,388 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-06-14 03:47:55,166 - mmaction - INFO - Epoch [55][20/940] lr: 4.000e-03, eta: 20:19:24, time: 23.487, data_time: 22.344, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8557, loss_cls: 1.3780, loss: 1.3780, grad_norm: 3.1002 2021-06-14 03:48:18,697 - mmaction - INFO - Epoch [55][40/940] lr: 4.000e-03, eta: 20:18:41, time: 1.181, data_time: 0.108, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8527, loss_cls: 1.3687, loss: 1.3687, grad_norm: 3.0620 2021-06-14 03:48:42,621 - mmaction - INFO - Epoch [55][60/940] lr: 4.000e-03, eta: 20:17:59, time: 1.197, data_time: 0.244, memory: 7080, top1_acc: 0.6646, top5_acc: 0.8541, loss_cls: 1.3799, loss: 1.3799, grad_norm: 3.0806 2021-06-14 03:49:06,597 - mmaction - INFO - Epoch [55][80/940] lr: 4.000e-03, eta: 20:17:17, time: 1.194, data_time: 0.031, memory: 7080, top1_acc: 0.6602, top5_acc: 0.8516, loss_cls: 1.4026, loss: 1.4026, grad_norm: 3.1085 2021-06-14 03:49:29,311 - mmaction - INFO - Epoch [55][100/940] lr: 4.000e-03, eta: 20:16:33, time: 1.137, data_time: 0.058, memory: 7080, top1_acc: 0.6693, top5_acc: 0.8598, loss_cls: 1.3647, loss: 1.3647, grad_norm: 3.0935 2021-06-14 03:49:53,076 - mmaction - INFO - Epoch [55][120/940] lr: 4.000e-03, eta: 20:15:51, time: 1.185, data_time: 0.060, memory: 7080, top1_acc: 0.6701, top5_acc: 0.8535, loss_cls: 1.3794, loss: 1.3794, grad_norm: 3.0951 2021-06-14 03:50:17,992 - mmaction - INFO - Epoch [55][140/940] lr: 4.000e-03, eta: 20:15:10, time: 1.250, data_time: 0.096, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8564, loss_cls: 1.3545, loss: 1.3545, grad_norm: 3.0204 2021-06-14 03:50:42,651 - mmaction - INFO - Epoch [55][160/940] lr: 4.000e-03, eta: 20:14:28, time: 1.235, data_time: 0.054, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8602, loss_cls: 1.3515, loss: 1.3515, grad_norm: 3.0700 2021-06-14 03:51:06,183 - mmaction - INFO - Epoch [55][180/940] lr: 4.000e-03, eta: 20:13:45, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.6674, top5_acc: 0.8602, loss_cls: 1.3666, loss: 1.3666, grad_norm: 3.1242 2021-06-14 03:51:30,079 - mmaction - INFO - Epoch [55][200/940] lr: 4.000e-03, eta: 20:13:03, time: 1.197, data_time: 0.004, memory: 7080, top1_acc: 0.6643, top5_acc: 0.8557, loss_cls: 1.3815, loss: 1.3815, grad_norm: 3.0841 2021-06-14 03:51:53,306 - mmaction - INFO - Epoch [55][220/940] lr: 4.000e-03, eta: 20:12:20, time: 1.159, data_time: 0.002, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8662, loss_cls: 1.3321, loss: 1.3321, grad_norm: 3.1314 2021-06-14 03:52:16,621 - mmaction - INFO - Epoch [55][240/940] lr: 4.000e-03, eta: 20:11:38, time: 1.164, data_time: 0.005, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8635, loss_cls: 1.3395, loss: 1.3395, grad_norm: 3.0729 2021-06-14 03:52:40,884 - mmaction - INFO - Epoch [55][260/940] lr: 4.000e-03, eta: 20:10:56, time: 1.216, data_time: 0.005, memory: 7080, top1_acc: 0.6666, top5_acc: 0.8574, loss_cls: 1.3679, loss: 1.3679, grad_norm: 3.1092 2021-06-14 03:53:04,627 - mmaction - INFO - Epoch [55][280/940] lr: 4.000e-03, eta: 20:10:14, time: 1.183, data_time: 0.003, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8633, loss_cls: 1.3522, loss: 1.3522, grad_norm: 3.1060 2021-06-14 03:53:29,637 - mmaction - INFO - Epoch [55][300/940] lr: 4.000e-03, eta: 20:09:32, time: 1.252, data_time: 0.007, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8484, loss_cls: 1.3944, loss: 1.3944, grad_norm: 3.1541 2021-06-14 03:53:53,268 - mmaction - INFO - Epoch [55][320/940] lr: 4.000e-03, eta: 20:08:50, time: 1.179, data_time: 0.005, memory: 7080, top1_acc: 0.6689, top5_acc: 0.8525, loss_cls: 1.3866, loss: 1.3866, grad_norm: 3.0740 2021-06-14 03:54:16,749 - mmaction - INFO - Epoch [55][340/940] lr: 4.000e-03, eta: 20:08:08, time: 1.178, data_time: 0.008, memory: 7080, top1_acc: 0.6678, top5_acc: 0.8521, loss_cls: 1.3829, loss: 1.3829, grad_norm: 3.0977 2021-06-14 03:54:41,035 - mmaction - INFO - Epoch [55][360/940] lr: 4.000e-03, eta: 20:07:26, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.6631, top5_acc: 0.8541, loss_cls: 1.3832, loss: 1.3832, grad_norm: 3.1063 2021-06-14 03:55:04,645 - mmaction - INFO - Epoch [55][380/940] lr: 4.000e-03, eta: 20:06:44, time: 1.178, data_time: 0.006, memory: 7080, top1_acc: 0.6654, top5_acc: 0.8578, loss_cls: 1.3516, loss: 1.3516, grad_norm: 3.0670 2021-06-14 03:55:29,390 - mmaction - INFO - Epoch [55][400/940] lr: 4.000e-03, eta: 20:06:02, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8510, loss_cls: 1.3993, loss: 1.3993, grad_norm: 3.0949 2021-06-14 03:55:53,184 - mmaction - INFO - Epoch [55][420/940] lr: 4.000e-03, eta: 20:05:20, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.6629, top5_acc: 0.8535, loss_cls: 1.3995, loss: 1.3995, grad_norm: 3.1220 2021-06-14 03:56:16,923 - mmaction - INFO - Epoch [55][440/940] lr: 4.000e-03, eta: 20:04:38, time: 1.186, data_time: 0.003, memory: 7080, top1_acc: 0.6709, top5_acc: 0.8605, loss_cls: 1.3471, loss: 1.3471, grad_norm: 3.0884 2021-06-14 03:56:40,772 - mmaction - INFO - Epoch [55][460/940] lr: 4.000e-03, eta: 20:03:56, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.6686, top5_acc: 0.8607, loss_cls: 1.3481, loss: 1.3481, grad_norm: 3.0824 2021-06-14 03:57:05,821 - mmaction - INFO - Epoch [55][480/940] lr: 4.000e-03, eta: 20:03:15, time: 1.253, data_time: 0.005, memory: 7080, top1_acc: 0.6674, top5_acc: 0.8584, loss_cls: 1.3488, loss: 1.3488, grad_norm: 3.0796 2021-06-14 03:57:28,328 - mmaction - INFO - Epoch [55][500/940] lr: 4.000e-03, eta: 20:02:32, time: 1.126, data_time: 0.003, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8584, loss_cls: 1.3747, loss: 1.3747, grad_norm: 3.1110 2021-06-14 03:57:52,876 - mmaction - INFO - Epoch [55][520/940] lr: 4.000e-03, eta: 20:01:50, time: 1.227, data_time: 0.003, memory: 7080, top1_acc: 0.6654, top5_acc: 0.8568, loss_cls: 1.3761, loss: 1.3761, grad_norm: 3.1332 2021-06-14 03:58:16,956 - mmaction - INFO - Epoch [55][540/940] lr: 4.000e-03, eta: 20:01:08, time: 1.202, data_time: 0.004, memory: 7080, top1_acc: 0.6615, top5_acc: 0.8555, loss_cls: 1.3920, loss: 1.3920, grad_norm: 3.1704 2021-06-14 03:58:41,364 - mmaction - INFO - Epoch [55][560/940] lr: 4.000e-03, eta: 20:00:27, time: 1.220, data_time: 0.005, memory: 7080, top1_acc: 0.6748, top5_acc: 0.8541, loss_cls: 1.3708, loss: 1.3708, grad_norm: 3.0856 2021-06-14 03:59:04,662 - mmaction - INFO - Epoch [55][580/940] lr: 4.000e-03, eta: 19:59:44, time: 1.168, data_time: 0.007, memory: 7080, top1_acc: 0.6756, top5_acc: 0.8674, loss_cls: 1.3177, loss: 1.3177, grad_norm: 3.0896 2021-06-14 03:59:28,211 - mmaction - INFO - Epoch [55][600/940] lr: 4.000e-03, eta: 19:59:02, time: 1.177, data_time: 0.002, memory: 7080, top1_acc: 0.6646, top5_acc: 0.8508, loss_cls: 1.3875, loss: 1.3875, grad_norm: 3.0762 2021-06-14 03:59:52,491 - mmaction - INFO - Epoch [55][620/940] lr: 4.000e-03, eta: 19:58:21, time: 1.213, data_time: 0.003, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8588, loss_cls: 1.3809, loss: 1.3809, grad_norm: 3.1466 2021-06-14 04:00:15,910 - mmaction - INFO - Epoch [55][640/940] lr: 4.000e-03, eta: 19:57:38, time: 1.166, data_time: 0.004, memory: 7080, top1_acc: 0.6502, top5_acc: 0.8428, loss_cls: 1.4381, loss: 1.4381, grad_norm: 3.1933 2021-06-14 04:00:40,361 - mmaction - INFO - Epoch [55][660/940] lr: 4.000e-03, eta: 19:56:57, time: 1.228, data_time: 0.009, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8445, loss_cls: 1.3887, loss: 1.3887, grad_norm: 3.0928 2021-06-14 04:01:04,480 - mmaction - INFO - Epoch [55][680/940] lr: 4.000e-03, eta: 19:56:15, time: 1.205, data_time: 0.003, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8539, loss_cls: 1.3476, loss: 1.3476, grad_norm: 3.0805 2021-06-14 04:01:28,338 - mmaction - INFO - Epoch [55][700/940] lr: 4.000e-03, eta: 19:55:33, time: 1.192, data_time: 0.005, memory: 7080, top1_acc: 0.6596, top5_acc: 0.8557, loss_cls: 1.4002, loss: 1.4002, grad_norm: 3.1452 2021-06-14 04:01:53,321 - mmaction - INFO - Epoch [55][720/940] lr: 4.000e-03, eta: 19:54:52, time: 1.253, data_time: 0.005, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8564, loss_cls: 1.4064, loss: 1.4064, grad_norm: 3.1655 2021-06-14 04:02:17,140 - mmaction - INFO - Epoch [55][740/940] lr: 4.000e-03, eta: 19:54:10, time: 1.190, data_time: 0.001, memory: 7080, top1_acc: 0.6693, top5_acc: 0.8590, loss_cls: 1.3405, loss: 1.3405, grad_norm: 3.0860 2021-06-14 04:02:40,858 - mmaction - INFO - Epoch [55][760/940] lr: 4.000e-03, eta: 19:53:28, time: 1.186, data_time: 0.004, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8588, loss_cls: 1.3678, loss: 1.3678, grad_norm: 3.1392 2021-06-14 04:03:04,410 - mmaction - INFO - Epoch [55][780/940] lr: 4.000e-03, eta: 19:52:46, time: 1.179, data_time: 0.004, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8547, loss_cls: 1.3888, loss: 1.3888, grad_norm: 3.1021 2021-06-14 04:03:28,024 - mmaction - INFO - Epoch [55][800/940] lr: 4.000e-03, eta: 19:52:04, time: 1.177, data_time: 0.001, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8545, loss_cls: 1.3482, loss: 1.3482, grad_norm: 3.0525 2021-06-14 04:03:51,918 - mmaction - INFO - Epoch [55][820/940] lr: 4.000e-03, eta: 19:51:23, time: 1.196, data_time: 0.005, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8582, loss_cls: 1.3561, loss: 1.3561, grad_norm: 3.0724 2021-06-14 04:04:16,391 - mmaction - INFO - Epoch [55][840/940] lr: 4.000e-03, eta: 19:50:41, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.6592, top5_acc: 0.8516, loss_cls: 1.3920, loss: 1.3920, grad_norm: 3.1372 2021-06-14 04:04:39,914 - mmaction - INFO - Epoch [55][860/940] lr: 4.000e-03, eta: 19:49:59, time: 1.178, data_time: 0.008, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8555, loss_cls: 1.3685, loss: 1.3685, grad_norm: 3.0743 2021-06-14 04:05:03,483 - mmaction - INFO - Epoch [55][880/940] lr: 4.000e-03, eta: 19:49:17, time: 1.179, data_time: 0.068, memory: 7080, top1_acc: 0.6705, top5_acc: 0.8633, loss_cls: 1.3693, loss: 1.3693, grad_norm: 3.1423 2021-06-14 04:05:28,069 - mmaction - INFO - Epoch [55][900/940] lr: 4.000e-03, eta: 19:48:36, time: 1.231, data_time: 0.160, memory: 7080, top1_acc: 0.6686, top5_acc: 0.8584, loss_cls: 1.3686, loss: 1.3686, grad_norm: 3.0760 2021-06-14 04:05:51,993 - mmaction - INFO - Epoch [55][920/940] lr: 4.000e-03, eta: 19:47:54, time: 1.196, data_time: 0.010, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8574, loss_cls: 1.3535, loss: 1.3535, grad_norm: 3.0692 2021-06-14 04:06:11,817 - mmaction - INFO - Epoch [55][940/940] lr: 4.000e-03, eta: 19:47:09, time: 0.993, data_time: 0.003, memory: 7080, top1_acc: 0.6674, top5_acc: 0.8563, loss_cls: 1.3660, loss: 1.3660, grad_norm: 3.1866 2021-06-14 04:06:17,132 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-06-14 04:14:04,804 - mmaction - INFO - Epoch [56][20/940] lr: 4.000e-03, eta: 19:52:30, time: 23.332, data_time: 20.719, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8496, loss_cls: 1.3805, loss: 1.3805, grad_norm: 3.1103 2021-06-14 04:14:29,144 - mmaction - INFO - Epoch [56][40/940] lr: 4.000e-03, eta: 19:51:48, time: 1.216, data_time: 0.006, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8572, loss_cls: 1.3573, loss: 1.3573, grad_norm: 3.0972 2021-06-14 04:14:52,211 - mmaction - INFO - Epoch [56][60/940] lr: 4.000e-03, eta: 19:51:05, time: 1.155, data_time: 0.004, memory: 7080, top1_acc: 0.6732, top5_acc: 0.8551, loss_cls: 1.3453, loss: 1.3453, grad_norm: 3.1033 2021-06-14 04:15:16,242 - mmaction - INFO - Epoch [56][80/940] lr: 4.000e-03, eta: 19:50:24, time: 1.200, data_time: 0.002, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8615, loss_cls: 1.3448, loss: 1.3448, grad_norm: 3.0835 2021-06-14 04:15:40,009 - mmaction - INFO - Epoch [56][100/940] lr: 4.000e-03, eta: 19:49:41, time: 1.185, data_time: 0.004, memory: 7080, top1_acc: 0.6674, top5_acc: 0.8523, loss_cls: 1.3853, loss: 1.3853, grad_norm: 3.1219 2021-06-14 04:16:03,832 - mmaction - INFO - Epoch [56][120/940] lr: 4.000e-03, eta: 19:49:00, time: 1.197, data_time: 0.007, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8621, loss_cls: 1.3342, loss: 1.3342, grad_norm: 3.0678 2021-06-14 04:16:28,367 - mmaction - INFO - Epoch [56][140/940] lr: 4.000e-03, eta: 19:48:18, time: 1.226, data_time: 0.001, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8574, loss_cls: 1.3860, loss: 1.3860, grad_norm: 3.1264 2021-06-14 04:16:52,456 - mmaction - INFO - Epoch [56][160/940] lr: 4.000e-03, eta: 19:47:36, time: 1.203, data_time: 0.003, memory: 7080, top1_acc: 0.6611, top5_acc: 0.8574, loss_cls: 1.3805, loss: 1.3805, grad_norm: 3.1561 2021-06-14 04:17:17,318 - mmaction - INFO - Epoch [56][180/940] lr: 4.000e-03, eta: 19:46:55, time: 1.243, data_time: 0.004, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8564, loss_cls: 1.3496, loss: 1.3496, grad_norm: 3.0788 2021-06-14 04:17:39,868 - mmaction - INFO - Epoch [56][200/940] lr: 4.000e-03, eta: 19:46:12, time: 1.127, data_time: 0.003, memory: 7080, top1_acc: 0.6518, top5_acc: 0.8457, loss_cls: 1.4156, loss: 1.4156, grad_norm: 3.1487 2021-06-14 04:18:03,627 - mmaction - INFO - Epoch [56][220/940] lr: 4.000e-03, eta: 19:45:30, time: 1.186, data_time: 0.003, memory: 7080, top1_acc: 0.6586, top5_acc: 0.8523, loss_cls: 1.3980, loss: 1.3980, grad_norm: 3.1734 2021-06-14 04:18:28,196 - mmaction - INFO - Epoch [56][240/940] lr: 4.000e-03, eta: 19:44:49, time: 1.232, data_time: 0.005, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8488, loss_cls: 1.4066, loss: 1.4066, grad_norm: 3.1452 2021-06-14 04:18:51,561 - mmaction - INFO - Epoch [56][260/940] lr: 4.000e-03, eta: 19:44:07, time: 1.163, data_time: 0.002, memory: 7080, top1_acc: 0.6840, top5_acc: 0.8658, loss_cls: 1.3098, loss: 1.3098, grad_norm: 3.1064 2021-06-14 04:19:14,986 - mmaction - INFO - Epoch [56][280/940] lr: 4.000e-03, eta: 19:43:25, time: 1.175, data_time: 0.009, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8545, loss_cls: 1.3664, loss: 1.3664, grad_norm: 3.1086 2021-06-14 04:19:39,545 - mmaction - INFO - Epoch [56][300/940] lr: 4.000e-03, eta: 19:42:43, time: 1.226, data_time: 0.004, memory: 7080, top1_acc: 0.6783, top5_acc: 0.8615, loss_cls: 1.3272, loss: 1.3272, grad_norm: 3.0955 2021-06-14 04:20:03,782 - mmaction - INFO - Epoch [56][320/940] lr: 4.000e-03, eta: 19:42:02, time: 1.212, data_time: 0.006, memory: 7080, top1_acc: 0.6744, top5_acc: 0.8607, loss_cls: 1.3415, loss: 1.3415, grad_norm: 3.1015 2021-06-14 04:20:26,797 - mmaction - INFO - Epoch [56][340/940] lr: 4.000e-03, eta: 19:41:19, time: 1.150, data_time: 0.006, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8508, loss_cls: 1.3960, loss: 1.3960, grad_norm: 3.1227 2021-06-14 04:20:51,248 - mmaction - INFO - Epoch [56][360/940] lr: 4.000e-03, eta: 19:40:38, time: 1.224, data_time: 0.008, memory: 7080, top1_acc: 0.6543, top5_acc: 0.8527, loss_cls: 1.4115, loss: 1.4115, grad_norm: 3.1836 2021-06-14 04:21:15,486 - mmaction - INFO - Epoch [56][380/940] lr: 4.000e-03, eta: 19:39:57, time: 1.214, data_time: 0.005, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8562, loss_cls: 1.3651, loss: 1.3651, grad_norm: 3.1216 2021-06-14 04:21:39,014 - mmaction - INFO - Epoch [56][400/940] lr: 4.000e-03, eta: 19:39:15, time: 1.174, data_time: 0.002, memory: 7080, top1_acc: 0.6729, top5_acc: 0.8588, loss_cls: 1.3734, loss: 1.3734, grad_norm: 3.1500 2021-06-14 04:22:02,463 - mmaction - INFO - Epoch [56][420/940] lr: 4.000e-03, eta: 19:38:33, time: 1.172, data_time: 0.004, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8525, loss_cls: 1.3618, loss: 1.3618, grad_norm: 3.0614 2021-06-14 04:22:26,863 - mmaction - INFO - Epoch [56][440/940] lr: 4.000e-03, eta: 19:37:51, time: 1.223, data_time: 0.005, memory: 7080, top1_acc: 0.6635, top5_acc: 0.8529, loss_cls: 1.3847, loss: 1.3847, grad_norm: 3.1401 2021-06-14 04:22:51,389 - mmaction - INFO - Epoch [56][460/940] lr: 4.000e-03, eta: 19:37:10, time: 1.226, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8594, loss_cls: 1.3589, loss: 1.3589, grad_norm: 3.1333 2021-06-14 04:23:14,794 - mmaction - INFO - Epoch [56][480/940] lr: 4.000e-03, eta: 19:36:28, time: 1.170, data_time: 0.003, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8578, loss_cls: 1.3433, loss: 1.3433, grad_norm: 3.1440 2021-06-14 04:23:39,753 - mmaction - INFO - Epoch [56][500/940] lr: 4.000e-03, eta: 19:35:47, time: 1.248, data_time: 0.002, memory: 7080, top1_acc: 0.6701, top5_acc: 0.8635, loss_cls: 1.3304, loss: 1.3304, grad_norm: 3.1465 2021-06-14 04:24:04,821 - mmaction - INFO - Epoch [56][520/940] lr: 4.000e-03, eta: 19:35:07, time: 1.252, data_time: 0.002, memory: 7080, top1_acc: 0.6646, top5_acc: 0.8561, loss_cls: 1.3910, loss: 1.3910, grad_norm: 3.1784 2021-06-14 04:24:27,786 - mmaction - INFO - Epoch [56][540/940] lr: 4.000e-03, eta: 19:34:24, time: 1.148, data_time: 0.002, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8559, loss_cls: 1.3716, loss: 1.3716, grad_norm: 3.1298 2021-06-14 04:24:51,897 - mmaction - INFO - Epoch [56][560/940] lr: 4.000e-03, eta: 19:33:43, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.6670, top5_acc: 0.8529, loss_cls: 1.3813, loss: 1.3813, grad_norm: 3.1276 2021-06-14 04:25:14,775 - mmaction - INFO - Epoch [56][580/940] lr: 4.000e-03, eta: 19:33:00, time: 1.149, data_time: 0.006, memory: 7080, top1_acc: 0.6559, top5_acc: 0.8553, loss_cls: 1.3969, loss: 1.3969, grad_norm: 3.2232 2021-06-14 04:25:39,577 - mmaction - INFO - Epoch [56][600/940] lr: 4.000e-03, eta: 19:32:19, time: 1.238, data_time: 0.001, memory: 7080, top1_acc: 0.6674, top5_acc: 0.8637, loss_cls: 1.3386, loss: 1.3386, grad_norm: 3.1368 2021-06-14 04:26:03,620 - mmaction - INFO - Epoch [56][620/940] lr: 4.000e-03, eta: 19:31:38, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8566, loss_cls: 1.3744, loss: 1.3744, grad_norm: 3.1058 2021-06-14 04:26:28,112 - mmaction - INFO - Epoch [56][640/940] lr: 4.000e-03, eta: 19:30:57, time: 1.227, data_time: 0.005, memory: 7080, top1_acc: 0.6635, top5_acc: 0.8504, loss_cls: 1.3955, loss: 1.3955, grad_norm: 3.1784 2021-06-14 04:26:52,742 - mmaction - INFO - Epoch [56][660/940] lr: 4.000e-03, eta: 19:30:16, time: 1.231, data_time: 0.005, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8568, loss_cls: 1.3456, loss: 1.3456, grad_norm: 3.0786 2021-06-14 04:27:16,374 - mmaction - INFO - Epoch [56][680/940] lr: 4.000e-03, eta: 19:29:34, time: 1.182, data_time: 0.002, memory: 7080, top1_acc: 0.6701, top5_acc: 0.8586, loss_cls: 1.3781, loss: 1.3781, grad_norm: 3.1402 2021-06-14 04:27:39,723 - mmaction - INFO - Epoch [56][700/940] lr: 4.000e-03, eta: 19:28:52, time: 1.164, data_time: 0.001, memory: 7080, top1_acc: 0.6600, top5_acc: 0.8516, loss_cls: 1.4124, loss: 1.4124, grad_norm: 3.1643 2021-06-14 04:28:02,517 - mmaction - INFO - Epoch [56][720/940] lr: 4.000e-03, eta: 19:28:10, time: 1.139, data_time: 0.046, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8570, loss_cls: 1.3633, loss: 1.3633, grad_norm: 3.1207 2021-06-14 04:28:27,149 - mmaction - INFO - Epoch [56][740/940] lr: 4.000e-03, eta: 19:27:29, time: 1.234, data_time: 0.053, memory: 7080, top1_acc: 0.6771, top5_acc: 0.8545, loss_cls: 1.3505, loss: 1.3505, grad_norm: 3.1237 2021-06-14 04:28:51,121 - mmaction - INFO - Epoch [56][760/940] lr: 4.000e-03, eta: 19:26:48, time: 1.200, data_time: 0.052, memory: 7080, top1_acc: 0.6697, top5_acc: 0.8564, loss_cls: 1.3692, loss: 1.3692, grad_norm: 3.1428 2021-06-14 04:29:14,701 - mmaction - INFO - Epoch [56][780/940] lr: 4.000e-03, eta: 19:26:06, time: 1.179, data_time: 0.063, memory: 7080, top1_acc: 0.6648, top5_acc: 0.8516, loss_cls: 1.3889, loss: 1.3889, grad_norm: 3.1414 2021-06-14 04:29:39,506 - mmaction - INFO - Epoch [56][800/940] lr: 4.000e-03, eta: 19:25:25, time: 1.241, data_time: 0.060, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8545, loss_cls: 1.4017, loss: 1.4017, grad_norm: 3.2151 2021-06-14 04:30:02,948 - mmaction - INFO - Epoch [56][820/940] lr: 4.000e-03, eta: 19:24:43, time: 1.171, data_time: 0.002, memory: 7080, top1_acc: 0.6822, top5_acc: 0.8686, loss_cls: 1.3068, loss: 1.3068, grad_norm: 3.0380 2021-06-14 04:30:27,143 - mmaction - INFO - Epoch [56][840/940] lr: 4.000e-03, eta: 19:24:02, time: 1.208, data_time: 0.007, memory: 7080, top1_acc: 0.6596, top5_acc: 0.8535, loss_cls: 1.3696, loss: 1.3696, grad_norm: 3.1560 2021-06-14 04:30:51,360 - mmaction - INFO - Epoch [56][860/940] lr: 4.000e-03, eta: 19:23:21, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.6744, top5_acc: 0.8621, loss_cls: 1.3456, loss: 1.3456, grad_norm: 3.1121 2021-06-14 04:31:15,749 - mmaction - INFO - Epoch [56][880/940] lr: 4.000e-03, eta: 19:22:40, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8514, loss_cls: 1.4125, loss: 1.4125, grad_norm: 3.1310 2021-06-14 04:31:39,384 - mmaction - INFO - Epoch [56][900/940] lr: 4.000e-03, eta: 19:21:58, time: 1.183, data_time: 0.003, memory: 7080, top1_acc: 0.6643, top5_acc: 0.8488, loss_cls: 1.3698, loss: 1.3698, grad_norm: 3.1350 2021-06-14 04:32:03,847 - mmaction - INFO - Epoch [56][920/940] lr: 4.000e-03, eta: 19:21:17, time: 1.222, data_time: 0.002, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8568, loss_cls: 1.3650, loss: 1.3650, grad_norm: 3.1400 2021-06-14 04:32:23,258 - mmaction - INFO - Epoch [56][940/940] lr: 4.000e-03, eta: 19:20:33, time: 0.973, data_time: 0.004, memory: 7080, top1_acc: 0.6729, top5_acc: 0.8559, loss_cls: 1.3869, loss: 1.3869, grad_norm: 3.1574 2021-06-14 04:32:26,843 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-06-14 04:40:12,963 - mmaction - INFO - Epoch [57][20/940] lr: 4.000e-03, eta: 19:25:38, time: 23.258, data_time: 22.003, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8570, loss_cls: 1.3232, loss: 1.3232, grad_norm: 3.0645 2021-06-14 04:40:37,885 - mmaction - INFO - Epoch [57][40/940] lr: 4.000e-03, eta: 19:24:57, time: 1.248, data_time: 0.007, memory: 7080, top1_acc: 0.6764, top5_acc: 0.8613, loss_cls: 1.3281, loss: 1.3281, grad_norm: 3.0926 2021-06-14 04:41:00,784 - mmaction - INFO - Epoch [57][60/940] lr: 4.000e-03, eta: 19:24:14, time: 1.142, data_time: 0.002, memory: 7080, top1_acc: 0.6779, top5_acc: 0.8629, loss_cls: 1.3124, loss: 1.3124, grad_norm: 3.0788 2021-06-14 04:41:25,296 - mmaction - INFO - Epoch [57][80/940] lr: 4.000e-03, eta: 19:23:33, time: 1.228, data_time: 0.005, memory: 7080, top1_acc: 0.6654, top5_acc: 0.8635, loss_cls: 1.3461, loss: 1.3461, grad_norm: 3.1301 2021-06-14 04:41:48,884 - mmaction - INFO - Epoch [57][100/940] lr: 4.000e-03, eta: 19:22:51, time: 1.178, data_time: 0.001, memory: 7080, top1_acc: 0.6725, top5_acc: 0.8600, loss_cls: 1.3544, loss: 1.3544, grad_norm: 3.1499 2021-06-14 04:42:12,311 - mmaction - INFO - Epoch [57][120/940] lr: 4.000e-03, eta: 19:22:09, time: 1.170, data_time: 0.002, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8578, loss_cls: 1.3615, loss: 1.3615, grad_norm: 3.1750 2021-06-14 04:42:36,882 - mmaction - INFO - Epoch [57][140/940] lr: 4.000e-03, eta: 19:21:28, time: 1.230, data_time: 0.003, memory: 7080, top1_acc: 0.6760, top5_acc: 0.8590, loss_cls: 1.3407, loss: 1.3407, grad_norm: 3.1485 2021-06-14 04:43:00,611 - mmaction - INFO - Epoch [57][160/940] lr: 4.000e-03, eta: 19:20:47, time: 1.186, data_time: 0.003, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8590, loss_cls: 1.3337, loss: 1.3337, grad_norm: 3.1154 2021-06-14 04:43:24,875 - mmaction - INFO - Epoch [57][180/940] lr: 4.000e-03, eta: 19:20:05, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8654, loss_cls: 1.3158, loss: 1.3158, grad_norm: 3.1524 2021-06-14 04:43:49,895 - mmaction - INFO - Epoch [57][200/940] lr: 4.000e-03, eta: 19:19:25, time: 1.254, data_time: 0.005, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8646, loss_cls: 1.3433, loss: 1.3433, grad_norm: 3.1878 2021-06-14 04:44:13,082 - mmaction - INFO - Epoch [57][220/940] lr: 4.000e-03, eta: 19:18:43, time: 1.157, data_time: 0.003, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8520, loss_cls: 1.3801, loss: 1.3801, grad_norm: 3.1838 2021-06-14 04:44:36,072 - mmaction - INFO - Epoch [57][240/940] lr: 4.000e-03, eta: 19:18:01, time: 1.151, data_time: 0.005, memory: 7080, top1_acc: 0.6809, top5_acc: 0.8576, loss_cls: 1.3390, loss: 1.3390, grad_norm: 3.1592 2021-06-14 04:45:00,435 - mmaction - INFO - Epoch [57][260/940] lr: 4.000e-03, eta: 19:17:19, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8625, loss_cls: 1.3354, loss: 1.3354, grad_norm: 3.1549 2021-06-14 04:45:25,218 - mmaction - INFO - Epoch [57][280/940] lr: 4.000e-03, eta: 19:16:39, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8598, loss_cls: 1.3676, loss: 1.3676, grad_norm: 3.1928 2021-06-14 04:45:49,301 - mmaction - INFO - Epoch [57][300/940] lr: 4.000e-03, eta: 19:15:57, time: 1.206, data_time: 0.004, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8590, loss_cls: 1.3529, loss: 1.3529, grad_norm: 3.1445 2021-06-14 04:46:14,065 - mmaction - INFO - Epoch [57][320/940] lr: 4.000e-03, eta: 19:15:17, time: 1.238, data_time: 0.002, memory: 7080, top1_acc: 0.6658, top5_acc: 0.8627, loss_cls: 1.3647, loss: 1.3647, grad_norm: 3.2002 2021-06-14 04:46:38,117 - mmaction - INFO - Epoch [57][340/940] lr: 4.000e-03, eta: 19:14:35, time: 1.201, data_time: 0.001, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8613, loss_cls: 1.3443, loss: 1.3443, grad_norm: 3.1624 2021-06-14 04:47:01,902 - mmaction - INFO - Epoch [57][360/940] lr: 4.000e-03, eta: 19:13:54, time: 1.187, data_time: 0.003, memory: 7080, top1_acc: 0.6666, top5_acc: 0.8590, loss_cls: 1.3608, loss: 1.3608, grad_norm: 3.2049 2021-06-14 04:47:24,702 - mmaction - INFO - Epoch [57][380/940] lr: 4.000e-03, eta: 19:13:12, time: 1.142, data_time: 0.007, memory: 7080, top1_acc: 0.6732, top5_acc: 0.8654, loss_cls: 1.3421, loss: 1.3421, grad_norm: 3.1557 2021-06-14 04:47:49,098 - mmaction - INFO - Epoch [57][400/940] lr: 4.000e-03, eta: 19:12:31, time: 1.222, data_time: 0.004, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8578, loss_cls: 1.3629, loss: 1.3629, grad_norm: 3.1728 2021-06-14 04:48:13,789 - mmaction - INFO - Epoch [57][420/940] lr: 4.000e-03, eta: 19:11:50, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.6713, top5_acc: 0.8504, loss_cls: 1.3851, loss: 1.3851, grad_norm: 3.1441 2021-06-14 04:48:37,814 - mmaction - INFO - Epoch [57][440/940] lr: 4.000e-03, eta: 19:11:09, time: 1.205, data_time: 0.006, memory: 7080, top1_acc: 0.6717, top5_acc: 0.8605, loss_cls: 1.3569, loss: 1.3569, grad_norm: 3.1478 2021-06-14 04:49:00,405 - mmaction - INFO - Epoch [57][460/940] lr: 4.000e-03, eta: 19:10:26, time: 1.130, data_time: 0.004, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8604, loss_cls: 1.3507, loss: 1.3507, grad_norm: 3.1788 2021-06-14 04:49:24,747 - mmaction - INFO - Epoch [57][480/940] lr: 4.000e-03, eta: 19:09:45, time: 1.215, data_time: 0.004, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8531, loss_cls: 1.3754, loss: 1.3754, grad_norm: 3.2100 2021-06-14 04:49:49,243 - mmaction - INFO - Epoch [57][500/940] lr: 4.000e-03, eta: 19:09:04, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.6658, top5_acc: 0.8529, loss_cls: 1.3838, loss: 1.3838, grad_norm: 3.1817 2021-06-14 04:50:13,668 - mmaction - INFO - Epoch [57][520/940] lr: 4.000e-03, eta: 19:08:23, time: 1.224, data_time: 0.004, memory: 7080, top1_acc: 0.6717, top5_acc: 0.8615, loss_cls: 1.3649, loss: 1.3649, grad_norm: 3.1645 2021-06-14 04:50:37,755 - mmaction - INFO - Epoch [57][540/940] lr: 4.000e-03, eta: 19:07:42, time: 1.204, data_time: 0.002, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8492, loss_cls: 1.4147, loss: 1.4147, grad_norm: 3.2074 2021-06-14 04:51:01,200 - mmaction - INFO - Epoch [57][560/940] lr: 4.000e-03, eta: 19:07:01, time: 1.169, data_time: 0.003, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8695, loss_cls: 1.3113, loss: 1.3113, grad_norm: 3.1463 2021-06-14 04:51:25,899 - mmaction - INFO - Epoch [57][580/940] lr: 4.000e-03, eta: 19:06:20, time: 1.237, data_time: 0.005, memory: 7080, top1_acc: 0.6756, top5_acc: 0.8627, loss_cls: 1.3275, loss: 1.3275, grad_norm: 3.1236 2021-06-14 04:51:49,578 - mmaction - INFO - Epoch [57][600/940] lr: 4.000e-03, eta: 19:05:38, time: 1.184, data_time: 0.003, memory: 7080, top1_acc: 0.6598, top5_acc: 0.8520, loss_cls: 1.4031, loss: 1.4031, grad_norm: 3.1830 2021-06-14 04:52:12,745 - mmaction - INFO - Epoch [57][620/940] lr: 4.000e-03, eta: 19:04:57, time: 1.159, data_time: 0.004, memory: 7080, top1_acc: 0.6678, top5_acc: 0.8525, loss_cls: 1.3938, loss: 1.3938, grad_norm: 3.1870 2021-06-14 04:52:36,849 - mmaction - INFO - Epoch [57][640/940] lr: 4.000e-03, eta: 19:04:16, time: 1.205, data_time: 0.005, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8541, loss_cls: 1.3821, loss: 1.3821, grad_norm: 3.2070 2021-06-14 04:53:00,952 - mmaction - INFO - Epoch [57][660/940] lr: 4.000e-03, eta: 19:03:34, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8592, loss_cls: 1.3567, loss: 1.3567, grad_norm: 3.1670 2021-06-14 04:53:25,191 - mmaction - INFO - Epoch [57][680/940] lr: 4.000e-03, eta: 19:02:54, time: 1.217, data_time: 0.007, memory: 7080, top1_acc: 0.6791, top5_acc: 0.8621, loss_cls: 1.3314, loss: 1.3314, grad_norm: 3.1307 2021-06-14 04:53:49,639 - mmaction - INFO - Epoch [57][700/940] lr: 4.000e-03, eta: 19:02:13, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.6627, top5_acc: 0.8521, loss_cls: 1.3926, loss: 1.3926, grad_norm: 3.2003 2021-06-14 04:54:13,888 - mmaction - INFO - Epoch [57][720/940] lr: 4.000e-03, eta: 19:01:32, time: 1.213, data_time: 0.003, memory: 7080, top1_acc: 0.6615, top5_acc: 0.8582, loss_cls: 1.3997, loss: 1.3997, grad_norm: 3.1727 2021-06-14 04:54:38,869 - mmaction - INFO - Epoch [57][740/940] lr: 4.000e-03, eta: 19:00:51, time: 1.243, data_time: 0.002, memory: 7080, top1_acc: 0.6682, top5_acc: 0.8607, loss_cls: 1.3540, loss: 1.3540, grad_norm: 3.1927 2021-06-14 04:55:02,900 - mmaction - INFO - Epoch [57][760/940] lr: 4.000e-03, eta: 19:00:10, time: 1.207, data_time: 0.008, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8512, loss_cls: 1.3865, loss: 1.3865, grad_norm: 3.1784 2021-06-14 04:55:25,663 - mmaction - INFO - Epoch [57][780/940] lr: 4.000e-03, eta: 18:59:28, time: 1.138, data_time: 0.002, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8521, loss_cls: 1.3671, loss: 1.3671, grad_norm: 3.1901 2021-06-14 04:55:50,965 - mmaction - INFO - Epoch [57][800/940] lr: 4.000e-03, eta: 18:58:48, time: 1.262, data_time: 0.003, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8596, loss_cls: 1.3382, loss: 1.3382, grad_norm: 3.1734 2021-06-14 04:56:13,796 - mmaction - INFO - Epoch [57][820/940] lr: 4.000e-03, eta: 18:58:06, time: 1.145, data_time: 0.005, memory: 7080, top1_acc: 0.6736, top5_acc: 0.8564, loss_cls: 1.3456, loss: 1.3456, grad_norm: 3.1371 2021-06-14 04:56:38,444 - mmaction - INFO - Epoch [57][840/940] lr: 4.000e-03, eta: 18:57:26, time: 1.233, data_time: 0.004, memory: 7080, top1_acc: 0.6580, top5_acc: 0.8518, loss_cls: 1.4094, loss: 1.4094, grad_norm: 3.2002 2021-06-14 04:57:02,834 - mmaction - INFO - Epoch [57][860/940] lr: 4.000e-03, eta: 18:56:45, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.6654, top5_acc: 0.8486, loss_cls: 1.3828, loss: 1.3828, grad_norm: 3.1727 2021-06-14 04:57:27,151 - mmaction - INFO - Epoch [57][880/940] lr: 4.000e-03, eta: 18:56:04, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8561, loss_cls: 1.3675, loss: 1.3675, grad_norm: 3.1562 2021-06-14 04:57:51,537 - mmaction - INFO - Epoch [57][900/940] lr: 4.000e-03, eta: 18:55:24, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8586, loss_cls: 1.3616, loss: 1.3616, grad_norm: 3.1748 2021-06-14 04:58:15,109 - mmaction - INFO - Epoch [57][920/940] lr: 4.000e-03, eta: 18:54:42, time: 1.178, data_time: 0.004, memory: 7080, top1_acc: 0.6678, top5_acc: 0.8551, loss_cls: 1.3762, loss: 1.3762, grad_norm: 3.1772 2021-06-14 04:58:35,604 - mmaction - INFO - Epoch [57][940/940] lr: 4.000e-03, eta: 18:53:59, time: 1.028, data_time: 0.004, memory: 7080, top1_acc: 0.6733, top5_acc: 0.8569, loss_cls: 1.3749, loss: 1.3749, grad_norm: 3.2618 2021-06-14 04:58:40,525 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-06-14 05:06:31,682 - mmaction - INFO - Epoch [58][20/940] lr: 4.000e-03, eta: 18:58:54, time: 23.507, data_time: 22.338, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8588, loss_cls: 1.3348, loss: 1.3348, grad_norm: 3.1660 2021-06-14 05:06:54,921 - mmaction - INFO - Epoch [58][40/940] lr: 4.000e-03, eta: 18:58:12, time: 1.163, data_time: 0.009, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8635, loss_cls: 1.3436, loss: 1.3436, grad_norm: 3.1605 2021-06-14 05:07:19,121 - mmaction - INFO - Epoch [58][60/940] lr: 4.000e-03, eta: 18:57:31, time: 1.210, data_time: 0.005, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8676, loss_cls: 1.3426, loss: 1.3426, grad_norm: 3.1702 2021-06-14 05:07:42,294 - mmaction - INFO - Epoch [58][80/940] lr: 4.000e-03, eta: 18:56:50, time: 1.159, data_time: 0.005, memory: 7080, top1_acc: 0.6697, top5_acc: 0.8580, loss_cls: 1.3656, loss: 1.3656, grad_norm: 3.1595 2021-06-14 05:08:05,618 - mmaction - INFO - Epoch [58][100/940] lr: 4.000e-03, eta: 18:56:08, time: 1.167, data_time: 0.008, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8631, loss_cls: 1.3307, loss: 1.3307, grad_norm: 3.1696 2021-06-14 05:08:30,009 - mmaction - INFO - Epoch [58][120/940] lr: 4.000e-03, eta: 18:55:27, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.6779, top5_acc: 0.8646, loss_cls: 1.3161, loss: 1.3161, grad_norm: 3.1372 2021-06-14 05:08:54,079 - mmaction - INFO - Epoch [58][140/940] lr: 4.000e-03, eta: 18:54:46, time: 1.204, data_time: 0.002, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8600, loss_cls: 1.3407, loss: 1.3407, grad_norm: 3.1705 2021-06-14 05:09:18,615 - mmaction - INFO - Epoch [58][160/940] lr: 4.000e-03, eta: 18:54:05, time: 1.227, data_time: 0.002, memory: 7080, top1_acc: 0.6689, top5_acc: 0.8531, loss_cls: 1.3520, loss: 1.3520, grad_norm: 3.1648 2021-06-14 05:09:42,502 - mmaction - INFO - Epoch [58][180/940] lr: 4.000e-03, eta: 18:53:24, time: 1.195, data_time: 0.004, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8467, loss_cls: 1.4103, loss: 1.4103, grad_norm: 3.2344 2021-06-14 05:10:06,820 - mmaction - INFO - Epoch [58][200/940] lr: 4.000e-03, eta: 18:52:43, time: 1.216, data_time: 0.002, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8541, loss_cls: 1.3408, loss: 1.3408, grad_norm: 3.1659 2021-06-14 05:10:30,742 - mmaction - INFO - Epoch [58][220/940] lr: 4.000e-03, eta: 18:52:02, time: 1.194, data_time: 0.002, memory: 7080, top1_acc: 0.6662, top5_acc: 0.8539, loss_cls: 1.3733, loss: 1.3733, grad_norm: 3.1990 2021-06-14 05:10:54,478 - mmaction - INFO - Epoch [58][240/940] lr: 4.000e-03, eta: 18:51:20, time: 1.185, data_time: 0.004, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8590, loss_cls: 1.3780, loss: 1.3780, grad_norm: 3.2091 2021-06-14 05:11:18,926 - mmaction - INFO - Epoch [58][260/940] lr: 4.000e-03, eta: 18:50:40, time: 1.226, data_time: 0.005, memory: 7080, top1_acc: 0.6609, top5_acc: 0.8520, loss_cls: 1.3862, loss: 1.3862, grad_norm: 3.2575 2021-06-14 05:11:42,640 - mmaction - INFO - Epoch [58][280/940] lr: 4.000e-03, eta: 18:49:58, time: 1.185, data_time: 0.002, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8547, loss_cls: 1.3347, loss: 1.3347, grad_norm: 3.1621 2021-06-14 05:12:06,572 - mmaction - INFO - Epoch [58][300/940] lr: 4.000e-03, eta: 18:49:17, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.6717, top5_acc: 0.8475, loss_cls: 1.3947, loss: 1.3947, grad_norm: 3.2046 2021-06-14 05:12:31,144 - mmaction - INFO - Epoch [58][320/940] lr: 4.000e-03, eta: 18:48:37, time: 1.227, data_time: 0.003, memory: 7080, top1_acc: 0.6660, top5_acc: 0.8645, loss_cls: 1.3556, loss: 1.3556, grad_norm: 3.3135 2021-06-14 05:12:54,541 - mmaction - INFO - Epoch [58][340/940] lr: 4.000e-03, eta: 18:47:55, time: 1.169, data_time: 0.003, memory: 7080, top1_acc: 0.6682, top5_acc: 0.8529, loss_cls: 1.3711, loss: 1.3711, grad_norm: 3.1932 2021-06-14 05:13:18,919 - mmaction - INFO - Epoch [58][360/940] lr: 4.000e-03, eta: 18:47:14, time: 1.220, data_time: 0.005, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8617, loss_cls: 1.3185, loss: 1.3185, grad_norm: 3.1469 2021-06-14 05:13:42,872 - mmaction - INFO - Epoch [58][380/940] lr: 4.000e-03, eta: 18:46:33, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8568, loss_cls: 1.3560, loss: 1.3560, grad_norm: 3.1398 2021-06-14 05:14:06,769 - mmaction - INFO - Epoch [58][400/940] lr: 4.000e-03, eta: 18:45:52, time: 1.191, data_time: 0.002, memory: 7080, top1_acc: 0.6744, top5_acc: 0.8670, loss_cls: 1.3053, loss: 1.3053, grad_norm: 3.1865 2021-06-14 05:14:30,730 - mmaction - INFO - Epoch [58][420/940] lr: 4.000e-03, eta: 18:45:11, time: 1.195, data_time: 0.005, memory: 7080, top1_acc: 0.6781, top5_acc: 0.8646, loss_cls: 1.3317, loss: 1.3317, grad_norm: 3.1826 2021-06-14 05:14:54,327 - mmaction - INFO - Epoch [58][440/940] lr: 4.000e-03, eta: 18:44:30, time: 1.186, data_time: 0.008, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8600, loss_cls: 1.3335, loss: 1.3335, grad_norm: 3.1506 2021-06-14 05:15:18,370 - mmaction - INFO - Epoch [58][460/940] lr: 4.000e-03, eta: 18:43:49, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8557, loss_cls: 1.3651, loss: 1.3651, grad_norm: 3.1932 2021-06-14 05:15:42,086 - mmaction - INFO - Epoch [58][480/940] lr: 4.000e-03, eta: 18:43:08, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8586, loss_cls: 1.3457, loss: 1.3457, grad_norm: 3.1853 2021-06-14 05:16:06,243 - mmaction - INFO - Epoch [58][500/940] lr: 4.000e-03, eta: 18:42:27, time: 1.196, data_time: 0.001, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8648, loss_cls: 1.3417, loss: 1.3417, grad_norm: 3.2046 2021-06-14 05:16:31,154 - mmaction - INFO - Epoch [58][520/940] lr: 4.000e-03, eta: 18:41:47, time: 1.257, data_time: 0.013, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8518, loss_cls: 1.3688, loss: 1.3688, grad_norm: 3.1904 2021-06-14 05:16:54,802 - mmaction - INFO - Epoch [58][540/940] lr: 4.000e-03, eta: 18:41:06, time: 1.182, data_time: 0.002, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8566, loss_cls: 1.3503, loss: 1.3503, grad_norm: 3.1911 2021-06-14 05:17:18,472 - mmaction - INFO - Epoch [58][560/940] lr: 4.000e-03, eta: 18:40:25, time: 1.182, data_time: 0.002, memory: 7080, top1_acc: 0.6574, top5_acc: 0.8537, loss_cls: 1.3942, loss: 1.3942, grad_norm: 3.2421 2021-06-14 05:17:42,593 - mmaction - INFO - Epoch [58][580/940] lr: 4.000e-03, eta: 18:39:44, time: 1.203, data_time: 0.004, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8564, loss_cls: 1.3650, loss: 1.3650, grad_norm: 3.1793 2021-06-14 05:18:06,414 - mmaction - INFO - Epoch [58][600/940] lr: 4.000e-03, eta: 18:39:03, time: 1.193, data_time: 0.007, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8529, loss_cls: 1.3746, loss: 1.3746, grad_norm: 3.1824 2021-06-14 05:18:30,036 - mmaction - INFO - Epoch [58][620/940] lr: 4.000e-03, eta: 18:38:22, time: 1.181, data_time: 0.004, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8605, loss_cls: 1.3518, loss: 1.3518, grad_norm: 3.2051 2021-06-14 05:18:53,486 - mmaction - INFO - Epoch [58][640/940] lr: 4.000e-03, eta: 18:37:40, time: 1.175, data_time: 0.005, memory: 7080, top1_acc: 0.6678, top5_acc: 0.8521, loss_cls: 1.3667, loss: 1.3667, grad_norm: 3.2407 2021-06-14 05:19:18,968 - mmaction - INFO - Epoch [58][660/940] lr: 4.000e-03, eta: 18:37:01, time: 1.274, data_time: 0.002, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8625, loss_cls: 1.3483, loss: 1.3483, grad_norm: 3.1908 2021-06-14 05:19:43,005 - mmaction - INFO - Epoch [58][680/940] lr: 4.000e-03, eta: 18:36:20, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.6771, top5_acc: 0.8604, loss_cls: 1.3426, loss: 1.3426, grad_norm: 3.1786 2021-06-14 05:20:07,469 - mmaction - INFO - Epoch [58][700/940] lr: 4.000e-03, eta: 18:35:39, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8613, loss_cls: 1.3373, loss: 1.3373, grad_norm: 3.1887 2021-06-14 05:20:31,558 - mmaction - INFO - Epoch [58][720/940] lr: 4.000e-03, eta: 18:34:59, time: 1.204, data_time: 0.002, memory: 7080, top1_acc: 0.6736, top5_acc: 0.8521, loss_cls: 1.3830, loss: 1.3830, grad_norm: 3.2516 2021-06-14 05:20:55,034 - mmaction - INFO - Epoch [58][740/940] lr: 4.000e-03, eta: 18:34:17, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.6617, top5_acc: 0.8506, loss_cls: 1.4063, loss: 1.4063, grad_norm: 3.2883 2021-06-14 05:21:18,963 - mmaction - INFO - Epoch [58][760/940] lr: 4.000e-03, eta: 18:33:37, time: 1.195, data_time: 0.002, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8611, loss_cls: 1.3372, loss: 1.3372, grad_norm: 3.1885 2021-06-14 05:21:44,126 - mmaction - INFO - Epoch [58][780/940] lr: 4.000e-03, eta: 18:32:57, time: 1.260, data_time: 0.004, memory: 7080, top1_acc: 0.6840, top5_acc: 0.8639, loss_cls: 1.3132, loss: 1.3132, grad_norm: 3.1940 2021-06-14 05:22:07,314 - mmaction - INFO - Epoch [58][800/940] lr: 4.000e-03, eta: 18:32:15, time: 1.157, data_time: 0.002, memory: 7080, top1_acc: 0.6717, top5_acc: 0.8549, loss_cls: 1.3631, loss: 1.3631, grad_norm: 3.2027 2021-06-14 05:22:30,666 - mmaction - INFO - Epoch [58][820/940] lr: 4.000e-03, eta: 18:31:34, time: 1.169, data_time: 0.005, memory: 7080, top1_acc: 0.6705, top5_acc: 0.8586, loss_cls: 1.3541, loss: 1.3541, grad_norm: 3.2157 2021-06-14 05:22:55,294 - mmaction - INFO - Epoch [58][840/940] lr: 4.000e-03, eta: 18:30:54, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.6705, top5_acc: 0.8594, loss_cls: 1.3581, loss: 1.3581, grad_norm: 3.2795 2021-06-14 05:23:19,442 - mmaction - INFO - Epoch [58][860/940] lr: 4.000e-03, eta: 18:30:13, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.6643, top5_acc: 0.8561, loss_cls: 1.3707, loss: 1.3707, grad_norm: 3.2193 2021-06-14 05:23:43,536 - mmaction - INFO - Epoch [58][880/940] lr: 4.000e-03, eta: 18:29:33, time: 1.204, data_time: 0.003, memory: 7080, top1_acc: 0.6615, top5_acc: 0.8486, loss_cls: 1.3971, loss: 1.3971, grad_norm: 3.2099 2021-06-14 05:24:07,007 - mmaction - INFO - Epoch [58][900/940] lr: 4.000e-03, eta: 18:28:52, time: 1.174, data_time: 0.002, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8555, loss_cls: 1.3681, loss: 1.3681, grad_norm: 3.1983 2021-06-14 05:24:30,784 - mmaction - INFO - Epoch [58][920/940] lr: 4.000e-03, eta: 18:28:11, time: 1.187, data_time: 0.002, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8617, loss_cls: 1.3356, loss: 1.3356, grad_norm: 3.1128 2021-06-14 05:24:51,117 - mmaction - INFO - Epoch [58][940/940] lr: 4.000e-03, eta: 18:27:27, time: 1.019, data_time: 0.003, memory: 7080, top1_acc: 0.6558, top5_acc: 0.8498, loss_cls: 1.4150, loss: 1.4150, grad_norm: 3.3073 2021-06-14 05:24:55,765 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-06-14 05:32:33,360 - mmaction - INFO - Epoch [59][20/940] lr: 4.000e-03, eta: 18:32:00, time: 22.828, data_time: 21.756, memory: 7080, top1_acc: 0.6643, top5_acc: 0.8527, loss_cls: 1.3720, loss: 1.3720, grad_norm: 3.2219 2021-06-14 05:32:55,980 - mmaction - INFO - Epoch [59][40/940] lr: 4.000e-03, eta: 18:31:18, time: 1.129, data_time: 0.057, memory: 7080, top1_acc: 0.6668, top5_acc: 0.8562, loss_cls: 1.3581, loss: 1.3581, grad_norm: 3.2165 2021-06-14 05:33:21,058 - mmaction - INFO - Epoch [59][60/940] lr: 4.000e-03, eta: 18:30:38, time: 1.252, data_time: 0.251, memory: 7080, top1_acc: 0.6783, top5_acc: 0.8688, loss_cls: 1.3264, loss: 1.3264, grad_norm: 3.1859 2021-06-14 05:33:44,807 - mmaction - INFO - Epoch [59][80/940] lr: 4.000e-03, eta: 18:29:57, time: 1.190, data_time: 0.038, memory: 7080, top1_acc: 0.6682, top5_acc: 0.8561, loss_cls: 1.3563, loss: 1.3563, grad_norm: 3.2096 2021-06-14 05:34:08,400 - mmaction - INFO - Epoch [59][100/940] lr: 4.000e-03, eta: 18:29:15, time: 1.180, data_time: 0.077, memory: 7080, top1_acc: 0.6842, top5_acc: 0.8648, loss_cls: 1.3211, loss: 1.3211, grad_norm: 3.2012 2021-06-14 05:34:32,534 - mmaction - INFO - Epoch [59][120/940] lr: 4.000e-03, eta: 18:28:35, time: 1.205, data_time: 0.008, memory: 7080, top1_acc: 0.6771, top5_acc: 0.8602, loss_cls: 1.3283, loss: 1.3283, grad_norm: 3.1741 2021-06-14 05:34:56,534 - mmaction - INFO - Epoch [59][140/940] lr: 4.000e-03, eta: 18:27:54, time: 1.200, data_time: 0.087, memory: 7080, top1_acc: 0.6807, top5_acc: 0.8588, loss_cls: 1.3331, loss: 1.3331, grad_norm: 3.1547 2021-06-14 05:35:21,144 - mmaction - INFO - Epoch [59][160/940] lr: 4.000e-03, eta: 18:27:13, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8623, loss_cls: 1.3113, loss: 1.3113, grad_norm: 3.1991 2021-06-14 05:35:44,953 - mmaction - INFO - Epoch [59][180/940] lr: 4.000e-03, eta: 18:26:32, time: 1.192, data_time: 0.005, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8619, loss_cls: 1.3429, loss: 1.3429, grad_norm: 3.2460 2021-06-14 05:36:09,480 - mmaction - INFO - Epoch [59][200/940] lr: 4.000e-03, eta: 18:25:52, time: 1.227, data_time: 0.004, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8572, loss_cls: 1.3631, loss: 1.3631, grad_norm: 3.2463 2021-06-14 05:36:32,865 - mmaction - INFO - Epoch [59][220/940] lr: 4.000e-03, eta: 18:25:11, time: 1.169, data_time: 0.002, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8602, loss_cls: 1.3399, loss: 1.3399, grad_norm: 3.1777 2021-06-14 05:36:56,835 - mmaction - INFO - Epoch [59][240/940] lr: 4.000e-03, eta: 18:24:30, time: 1.197, data_time: 0.003, memory: 7080, top1_acc: 0.6709, top5_acc: 0.8604, loss_cls: 1.3631, loss: 1.3631, grad_norm: 3.2460 2021-06-14 05:37:20,891 - mmaction - INFO - Epoch [59][260/940] lr: 4.000e-03, eta: 18:23:49, time: 1.204, data_time: 0.003, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8623, loss_cls: 1.3457, loss: 1.3457, grad_norm: 3.2230 2021-06-14 05:37:44,830 - mmaction - INFO - Epoch [59][280/940] lr: 4.000e-03, eta: 18:23:08, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8674, loss_cls: 1.3063, loss: 1.3063, grad_norm: 3.1996 2021-06-14 05:38:08,540 - mmaction - INFO - Epoch [59][300/940] lr: 4.000e-03, eta: 18:22:27, time: 1.184, data_time: 0.001, memory: 7080, top1_acc: 0.6682, top5_acc: 0.8617, loss_cls: 1.3379, loss: 1.3379, grad_norm: 3.2143 2021-06-14 05:38:33,073 - mmaction - INFO - Epoch [59][320/940] lr: 4.000e-03, eta: 18:21:47, time: 1.225, data_time: 0.002, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8684, loss_cls: 1.3104, loss: 1.3104, grad_norm: 3.2387 2021-06-14 05:38:56,476 - mmaction - INFO - Epoch [59][340/940] lr: 4.000e-03, eta: 18:21:06, time: 1.170, data_time: 0.007, memory: 7080, top1_acc: 0.6564, top5_acc: 0.8461, loss_cls: 1.4056, loss: 1.4056, grad_norm: 3.2787 2021-06-14 05:39:21,533 - mmaction - INFO - Epoch [59][360/940] lr: 4.000e-03, eta: 18:20:26, time: 1.255, data_time: 0.004, memory: 7080, top1_acc: 0.6623, top5_acc: 0.8631, loss_cls: 1.3605, loss: 1.3605, grad_norm: 3.2779 2021-06-14 05:39:45,512 - mmaction - INFO - Epoch [59][380/940] lr: 4.000e-03, eta: 18:19:45, time: 1.198, data_time: 0.002, memory: 7080, top1_acc: 0.6768, top5_acc: 0.8662, loss_cls: 1.3198, loss: 1.3198, grad_norm: 3.2005 2021-06-14 05:40:09,666 - mmaction - INFO - Epoch [59][400/940] lr: 4.000e-03, eta: 18:19:05, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8639, loss_cls: 1.3336, loss: 1.3336, grad_norm: 3.2309 2021-06-14 05:40:32,670 - mmaction - INFO - Epoch [59][420/940] lr: 4.000e-03, eta: 18:18:23, time: 1.150, data_time: 0.017, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8527, loss_cls: 1.3830, loss: 1.3830, grad_norm: 3.2563 2021-06-14 05:40:57,393 - mmaction - INFO - Epoch [59][440/940] lr: 4.000e-03, eta: 18:17:43, time: 1.235, data_time: 0.001, memory: 7080, top1_acc: 0.6813, top5_acc: 0.8637, loss_cls: 1.3049, loss: 1.3049, grad_norm: 3.2128 2021-06-14 05:41:21,895 - mmaction - INFO - Epoch [59][460/940] lr: 4.000e-03, eta: 18:17:03, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8615, loss_cls: 1.3410, loss: 1.3410, grad_norm: 3.1987 2021-06-14 05:41:45,116 - mmaction - INFO - Epoch [59][480/940] lr: 4.000e-03, eta: 18:16:22, time: 1.161, data_time: 0.002, memory: 7080, top1_acc: 0.6701, top5_acc: 0.8559, loss_cls: 1.3531, loss: 1.3531, grad_norm: 3.2412 2021-06-14 05:42:08,914 - mmaction - INFO - Epoch [59][500/940] lr: 4.000e-03, eta: 18:15:41, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8574, loss_cls: 1.3843, loss: 1.3843, grad_norm: 3.2314 2021-06-14 05:42:33,468 - mmaction - INFO - Epoch [59][520/940] lr: 4.000e-03, eta: 18:15:01, time: 1.228, data_time: 0.002, memory: 7080, top1_acc: 0.6678, top5_acc: 0.8537, loss_cls: 1.3680, loss: 1.3680, grad_norm: 3.2714 2021-06-14 05:42:57,835 - mmaction - INFO - Epoch [59][540/940] lr: 4.000e-03, eta: 18:14:20, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8549, loss_cls: 1.3472, loss: 1.3472, grad_norm: 3.2204 2021-06-14 05:43:22,177 - mmaction - INFO - Epoch [59][560/940] lr: 4.000e-03, eta: 18:13:40, time: 1.220, data_time: 0.005, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8646, loss_cls: 1.3423, loss: 1.3423, grad_norm: 3.2344 2021-06-14 05:43:45,748 - mmaction - INFO - Epoch [59][580/940] lr: 4.000e-03, eta: 18:12:59, time: 1.178, data_time: 0.002, memory: 7080, top1_acc: 0.6787, top5_acc: 0.8650, loss_cls: 1.3373, loss: 1.3373, grad_norm: 3.2350 2021-06-14 05:44:09,365 - mmaction - INFO - Epoch [59][600/940] lr: 4.000e-03, eta: 18:12:18, time: 1.179, data_time: 0.002, memory: 7080, top1_acc: 0.6744, top5_acc: 0.8598, loss_cls: 1.3254, loss: 1.3254, grad_norm: 3.1813 2021-06-14 05:44:33,030 - mmaction - INFO - Epoch [59][620/940] lr: 4.000e-03, eta: 18:11:37, time: 1.183, data_time: 0.004, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8514, loss_cls: 1.3803, loss: 1.3803, grad_norm: 3.2417 2021-06-14 05:44:56,528 - mmaction - INFO - Epoch [59][640/940] lr: 4.000e-03, eta: 18:10:57, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.6693, top5_acc: 0.8582, loss_cls: 1.3677, loss: 1.3677, grad_norm: 3.2620 2021-06-14 05:45:20,836 - mmaction - INFO - Epoch [59][660/940] lr: 4.000e-03, eta: 18:10:16, time: 1.216, data_time: 0.004, memory: 7080, top1_acc: 0.6670, top5_acc: 0.8617, loss_cls: 1.3417, loss: 1.3417, grad_norm: 3.2143 2021-06-14 05:45:44,374 - mmaction - INFO - Epoch [59][680/940] lr: 4.000e-03, eta: 18:09:35, time: 1.178, data_time: 0.004, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8582, loss_cls: 1.3398, loss: 1.3398, grad_norm: 3.2451 2021-06-14 05:46:08,705 - mmaction - INFO - Epoch [59][700/940] lr: 4.000e-03, eta: 18:08:55, time: 1.217, data_time: 0.005, memory: 7080, top1_acc: 0.6775, top5_acc: 0.8518, loss_cls: 1.3533, loss: 1.3533, grad_norm: 3.2105 2021-06-14 05:46:32,747 - mmaction - INFO - Epoch [59][720/940] lr: 4.000e-03, eta: 18:08:15, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.6748, top5_acc: 0.8635, loss_cls: 1.3359, loss: 1.3359, grad_norm: 3.2771 2021-06-14 05:46:57,412 - mmaction - INFO - Epoch [59][740/940] lr: 4.000e-03, eta: 18:07:35, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8521, loss_cls: 1.3501, loss: 1.3501, grad_norm: 3.2483 2021-06-14 05:47:20,397 - mmaction - INFO - Epoch [59][760/940] lr: 4.000e-03, eta: 18:06:53, time: 1.153, data_time: 0.006, memory: 7080, top1_acc: 0.6689, top5_acc: 0.8574, loss_cls: 1.3548, loss: 1.3548, grad_norm: 3.2458 2021-06-14 05:47:44,329 - mmaction - INFO - Epoch [59][780/940] lr: 4.000e-03, eta: 18:06:13, time: 1.191, data_time: 0.003, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8547, loss_cls: 1.3773, loss: 1.3773, grad_norm: 3.2831 2021-06-14 05:48:08,436 - mmaction - INFO - Epoch [59][800/940] lr: 4.000e-03, eta: 18:05:33, time: 1.211, data_time: 0.008, memory: 7080, top1_acc: 0.6686, top5_acc: 0.8592, loss_cls: 1.3523, loss: 1.3523, grad_norm: 3.2645 2021-06-14 05:48:32,680 - mmaction - INFO - Epoch [59][820/940] lr: 4.000e-03, eta: 18:04:52, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8633, loss_cls: 1.3124, loss: 1.3124, grad_norm: 3.1888 2021-06-14 05:48:56,769 - mmaction - INFO - Epoch [59][840/940] lr: 4.000e-03, eta: 18:04:12, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8594, loss_cls: 1.3507, loss: 1.3507, grad_norm: 3.2864 2021-06-14 05:49:19,511 - mmaction - INFO - Epoch [59][860/940] lr: 4.000e-03, eta: 18:03:31, time: 1.138, data_time: 0.005, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8574, loss_cls: 1.3333, loss: 1.3333, grad_norm: 3.1716 2021-06-14 05:49:43,724 - mmaction - INFO - Epoch [59][880/940] lr: 4.000e-03, eta: 18:02:50, time: 1.212, data_time: 0.005, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8574, loss_cls: 1.3613, loss: 1.3613, grad_norm: 3.2574 2021-06-14 05:50:07,824 - mmaction - INFO - Epoch [59][900/940] lr: 4.000e-03, eta: 18:02:10, time: 1.204, data_time: 0.003, memory: 7080, top1_acc: 0.6744, top5_acc: 0.8641, loss_cls: 1.3208, loss: 1.3208, grad_norm: 3.2374 2021-06-14 05:50:32,280 - mmaction - INFO - Epoch [59][920/940] lr: 4.000e-03, eta: 18:01:30, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.6621, top5_acc: 0.8623, loss_cls: 1.3527, loss: 1.3527, grad_norm: 3.2595 2021-06-14 05:50:53,324 - mmaction - INFO - Epoch [59][940/940] lr: 4.000e-03, eta: 18:00:48, time: 1.054, data_time: 0.003, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8543, loss_cls: 1.3840, loss: 1.3840, grad_norm: 3.2278 2021-06-14 05:50:58,212 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-06-14 05:58:41,465 - mmaction - INFO - Epoch [60][20/940] lr: 4.000e-03, eta: 18:05:11, time: 23.111, data_time: 20.543, memory: 7080, top1_acc: 0.6824, top5_acc: 0.8572, loss_cls: 1.3326, loss: 1.3326, grad_norm: 3.2312 2021-06-14 05:59:05,781 - mmaction - INFO - Epoch [60][40/940] lr: 4.000e-03, eta: 18:04:31, time: 1.218, data_time: 0.008, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8672, loss_cls: 1.3224, loss: 1.3224, grad_norm: 3.2726 2021-06-14 05:59:28,412 - mmaction - INFO - Epoch [60][60/940] lr: 4.000e-03, eta: 18:03:50, time: 1.132, data_time: 0.004, memory: 7080, top1_acc: 0.6795, top5_acc: 0.8719, loss_cls: 1.3171, loss: 1.3171, grad_norm: 3.2437 2021-06-14 05:59:53,256 - mmaction - INFO - Epoch [60][80/940] lr: 4.000e-03, eta: 18:03:10, time: 1.242, data_time: 0.004, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8623, loss_cls: 1.3346, loss: 1.3346, grad_norm: 3.2254 2021-06-14 06:00:26,008 - mmaction - INFO - Epoch [60][100/940] lr: 4.000e-03, eta: 18:02:35, time: 1.633, data_time: 0.004, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8607, loss_cls: 1.3384, loss: 1.3384, grad_norm: 3.2430 2021-06-14 06:00:47,614 - mmaction - INFO - Epoch [60][120/940] lr: 4.000e-03, eta: 18:01:53, time: 1.085, data_time: 0.023, memory: 7080, top1_acc: 0.6791, top5_acc: 0.8666, loss_cls: 1.3262, loss: 1.3262, grad_norm: 3.2623 2021-06-14 06:01:12,897 - mmaction - INFO - Epoch [60][140/940] lr: 4.000e-03, eta: 18:01:13, time: 1.265, data_time: 0.018, memory: 7080, top1_acc: 0.6779, top5_acc: 0.8678, loss_cls: 1.3184, loss: 1.3184, grad_norm: 3.2198 2021-06-14 06:01:36,993 - mmaction - INFO - Epoch [60][160/940] lr: 4.000e-03, eta: 18:00:33, time: 1.205, data_time: 0.004, memory: 7080, top1_acc: 0.6744, top5_acc: 0.8605, loss_cls: 1.3213, loss: 1.3213, grad_norm: 3.1715 2021-06-14 06:02:00,939 - mmaction - INFO - Epoch [60][180/940] lr: 4.000e-03, eta: 17:59:52, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8629, loss_cls: 1.3437, loss: 1.3437, grad_norm: 3.2613 2021-06-14 06:02:24,940 - mmaction - INFO - Epoch [60][200/940] lr: 4.000e-03, eta: 17:59:12, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.6771, top5_acc: 0.8680, loss_cls: 1.3031, loss: 1.3031, grad_norm: 3.2207 2021-06-14 06:02:49,575 - mmaction - INFO - Epoch [60][220/940] lr: 4.000e-03, eta: 17:58:32, time: 1.235, data_time: 0.006, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8633, loss_cls: 1.3509, loss: 1.3509, grad_norm: 3.2602 2021-06-14 06:03:13,305 - mmaction - INFO - Epoch [60][240/940] lr: 4.000e-03, eta: 17:57:51, time: 1.182, data_time: 0.004, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8584, loss_cls: 1.3542, loss: 1.3542, grad_norm: 3.2423 2021-06-14 06:03:37,348 - mmaction - INFO - Epoch [60][260/940] lr: 4.000e-03, eta: 17:57:10, time: 1.200, data_time: 0.007, memory: 7080, top1_acc: 0.6713, top5_acc: 0.8547, loss_cls: 1.3625, loss: 1.3625, grad_norm: 3.2752 2021-06-14 06:04:01,493 - mmaction - INFO - Epoch [60][280/940] lr: 4.000e-03, eta: 17:56:30, time: 1.214, data_time: 0.010, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8607, loss_cls: 1.3269, loss: 1.3269, grad_norm: 3.2158 2021-06-14 06:04:24,977 - mmaction - INFO - Epoch [60][300/940] lr: 4.000e-03, eta: 17:55:49, time: 1.170, data_time: 0.002, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8549, loss_cls: 1.3633, loss: 1.3633, grad_norm: 3.2582 2021-06-14 06:04:48,411 - mmaction - INFO - Epoch [60][320/940] lr: 4.000e-03, eta: 17:55:08, time: 1.174, data_time: 0.007, memory: 7080, top1_acc: 0.6768, top5_acc: 0.8584, loss_cls: 1.3546, loss: 1.3546, grad_norm: 3.2404 2021-06-14 06:05:12,605 - mmaction - INFO - Epoch [60][340/940] lr: 4.000e-03, eta: 17:54:28, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8611, loss_cls: 1.3020, loss: 1.3020, grad_norm: 3.1897 2021-06-14 06:05:36,553 - mmaction - INFO - Epoch [60][360/940] lr: 4.000e-03, eta: 17:53:48, time: 1.194, data_time: 0.002, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8625, loss_cls: 1.3455, loss: 1.3455, grad_norm: 3.2799 2021-06-14 06:06:00,468 - mmaction - INFO - Epoch [60][380/940] lr: 4.000e-03, eta: 17:53:07, time: 1.200, data_time: 0.005, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8568, loss_cls: 1.3539, loss: 1.3539, grad_norm: 3.2861 2021-06-14 06:06:25,037 - mmaction - INFO - Epoch [60][400/940] lr: 4.000e-03, eta: 17:52:27, time: 1.227, data_time: 0.002, memory: 7080, top1_acc: 0.6775, top5_acc: 0.8674, loss_cls: 1.3334, loss: 1.3334, grad_norm: 3.2887 2021-06-14 06:06:49,280 - mmaction - INFO - Epoch [60][420/940] lr: 4.000e-03, eta: 17:51:47, time: 1.209, data_time: 0.002, memory: 7080, top1_acc: 0.6713, top5_acc: 0.8541, loss_cls: 1.3539, loss: 1.3539, grad_norm: 3.2280 2021-06-14 06:07:13,863 - mmaction - INFO - Epoch [60][440/940] lr: 4.000e-03, eta: 17:51:07, time: 1.231, data_time: 0.006, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8621, loss_cls: 1.3417, loss: 1.3417, grad_norm: 3.2350 2021-06-14 06:07:38,104 - mmaction - INFO - Epoch [60][460/940] lr: 4.000e-03, eta: 17:50:27, time: 1.214, data_time: 0.003, memory: 7080, top1_acc: 0.6639, top5_acc: 0.8543, loss_cls: 1.3981, loss: 1.3981, grad_norm: 3.3271 2021-06-14 06:08:01,813 - mmaction - INFO - Epoch [60][480/940] lr: 4.000e-03, eta: 17:49:46, time: 1.181, data_time: 0.002, memory: 7080, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.4030, loss: 1.4030, grad_norm: 3.3244 2021-06-14 06:08:24,947 - mmaction - INFO - Epoch [60][500/940] lr: 4.000e-03, eta: 17:49:05, time: 1.159, data_time: 0.005, memory: 7080, top1_acc: 0.6895, top5_acc: 0.8689, loss_cls: 1.2939, loss: 1.2939, grad_norm: 3.2339 2021-06-14 06:08:49,030 - mmaction - INFO - Epoch [60][520/940] lr: 4.000e-03, eta: 17:48:25, time: 1.205, data_time: 0.004, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8627, loss_cls: 1.3511, loss: 1.3511, grad_norm: 3.2384 2021-06-14 06:09:12,575 - mmaction - INFO - Epoch [60][540/940] lr: 4.000e-03, eta: 17:47:44, time: 1.176, data_time: 0.002, memory: 7080, top1_acc: 0.6799, top5_acc: 0.8643, loss_cls: 1.2949, loss: 1.2949, grad_norm: 3.2364 2021-06-14 06:09:37,064 - mmaction - INFO - Epoch [60][560/940] lr: 4.000e-03, eta: 17:47:04, time: 1.225, data_time: 0.003, memory: 7080, top1_acc: 0.6768, top5_acc: 0.8635, loss_cls: 1.3391, loss: 1.3391, grad_norm: 3.2332 2021-06-14 06:10:00,696 - mmaction - INFO - Epoch [60][580/940] lr: 4.000e-03, eta: 17:46:24, time: 1.182, data_time: 0.002, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8602, loss_cls: 1.3615, loss: 1.3615, grad_norm: 3.2768 2021-06-14 06:10:25,866 - mmaction - INFO - Epoch [60][600/940] lr: 4.000e-03, eta: 17:45:44, time: 1.259, data_time: 0.003, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8547, loss_cls: 1.3745, loss: 1.3745, grad_norm: 3.3218 2021-06-14 06:10:49,536 - mmaction - INFO - Epoch [60][620/940] lr: 4.000e-03, eta: 17:45:04, time: 1.181, data_time: 0.002, memory: 7080, top1_acc: 0.6717, top5_acc: 0.8527, loss_cls: 1.3670, loss: 1.3670, grad_norm: 3.2880 2021-06-14 06:11:13,947 - mmaction - INFO - Epoch [60][640/940] lr: 4.000e-03, eta: 17:44:24, time: 1.221, data_time: 0.005, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8611, loss_cls: 1.3166, loss: 1.3166, grad_norm: 3.2295 2021-06-14 06:11:37,021 - mmaction - INFO - Epoch [60][660/940] lr: 4.000e-03, eta: 17:43:43, time: 1.154, data_time: 0.003, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8656, loss_cls: 1.3133, loss: 1.3133, grad_norm: 3.2823 2021-06-14 06:12:01,167 - mmaction - INFO - Epoch [60][680/940] lr: 4.000e-03, eta: 17:43:03, time: 1.208, data_time: 0.005, memory: 7080, top1_acc: 0.6678, top5_acc: 0.8584, loss_cls: 1.3371, loss: 1.3371, grad_norm: 3.2322 2021-06-14 06:12:25,808 - mmaction - INFO - Epoch [60][700/940] lr: 4.000e-03, eta: 17:42:23, time: 1.232, data_time: 0.002, memory: 7080, top1_acc: 0.6709, top5_acc: 0.8688, loss_cls: 1.3112, loss: 1.3112, grad_norm: 3.2849 2021-06-14 06:12:49,790 - mmaction - INFO - Epoch [60][720/940] lr: 4.000e-03, eta: 17:41:43, time: 1.200, data_time: 0.004, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8646, loss_cls: 1.3410, loss: 1.3410, grad_norm: 3.2934 2021-06-14 06:13:14,300 - mmaction - INFO - Epoch [60][740/940] lr: 4.000e-03, eta: 17:41:03, time: 1.224, data_time: 0.004, memory: 7080, top1_acc: 0.6729, top5_acc: 0.8576, loss_cls: 1.3579, loss: 1.3579, grad_norm: 3.2791 2021-06-14 06:13:37,575 - mmaction - INFO - Epoch [60][760/940] lr: 4.000e-03, eta: 17:40:22, time: 1.164, data_time: 0.004, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8512, loss_cls: 1.3854, loss: 1.3854, grad_norm: 3.3127 2021-06-14 06:14:01,525 - mmaction - INFO - Epoch [60][780/940] lr: 4.000e-03, eta: 17:39:42, time: 1.198, data_time: 0.006, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8648, loss_cls: 1.3382, loss: 1.3382, grad_norm: 3.2620 2021-06-14 06:14:24,512 - mmaction - INFO - Epoch [60][800/940] lr: 4.000e-03, eta: 17:39:01, time: 1.147, data_time: 0.003, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8584, loss_cls: 1.3650, loss: 1.3650, grad_norm: 3.2989 2021-06-14 06:14:48,629 - mmaction - INFO - Epoch [60][820/940] lr: 4.000e-03, eta: 17:38:21, time: 1.204, data_time: 0.006, memory: 7080, top1_acc: 0.6641, top5_acc: 0.8457, loss_cls: 1.3944, loss: 1.3944, grad_norm: 3.2944 2021-06-14 06:15:13,609 - mmaction - INFO - Epoch [60][840/940] lr: 4.000e-03, eta: 17:37:42, time: 1.251, data_time: 0.008, memory: 7080, top1_acc: 0.6684, top5_acc: 0.8574, loss_cls: 1.3651, loss: 1.3651, grad_norm: 3.2894 2021-06-14 06:15:37,343 - mmaction - INFO - Epoch [60][860/940] lr: 4.000e-03, eta: 17:37:01, time: 1.191, data_time: 0.006, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8604, loss_cls: 1.3531, loss: 1.3531, grad_norm: 3.2954 2021-06-14 06:16:02,382 - mmaction - INFO - Epoch [60][880/940] lr: 4.000e-03, eta: 17:36:22, time: 1.250, data_time: 0.002, memory: 7080, top1_acc: 0.6701, top5_acc: 0.8641, loss_cls: 1.3164, loss: 1.3164, grad_norm: 3.2181 2021-06-14 06:16:25,592 - mmaction - INFO - Epoch [60][900/940] lr: 4.000e-03, eta: 17:35:41, time: 1.162, data_time: 0.003, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8621, loss_cls: 1.3499, loss: 1.3499, grad_norm: 3.2513 2021-06-14 06:16:49,277 - mmaction - INFO - Epoch [60][920/940] lr: 4.000e-03, eta: 17:35:01, time: 1.180, data_time: 0.003, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8564, loss_cls: 1.3650, loss: 1.3650, grad_norm: 3.2852 2021-06-14 06:17:08,699 - mmaction - INFO - Epoch [60][940/940] lr: 4.000e-03, eta: 17:34:18, time: 0.976, data_time: 0.006, memory: 7080, top1_acc: 0.6605, top5_acc: 0.8573, loss_cls: 1.3823, loss: 1.3823, grad_norm: 3.3742 2021-06-14 06:17:15,197 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-06-14 06:25:05,888 - mmaction - INFO - Epoch [61][20/940] lr: 4.000e-03, eta: 17:38:35, time: 23.481, data_time: 21.899, memory: 7080, top1_acc: 0.6748, top5_acc: 0.8551, loss_cls: 1.3507, loss: 1.3507, grad_norm: 3.2281 2021-06-14 06:25:28,955 - mmaction - INFO - Epoch [61][40/940] lr: 4.000e-03, eta: 17:37:54, time: 1.157, data_time: 0.009, memory: 7080, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3579, loss: 1.3579, grad_norm: 3.3134 2021-06-14 06:25:53,720 - mmaction - INFO - Epoch [61][60/940] lr: 4.000e-03, eta: 17:37:14, time: 1.237, data_time: 0.005, memory: 7080, top1_acc: 0.6600, top5_acc: 0.8582, loss_cls: 1.3793, loss: 1.3793, grad_norm: 3.3046 2021-06-14 06:26:17,727 - mmaction - INFO - Epoch [61][80/940] lr: 4.000e-03, eta: 17:36:34, time: 1.200, data_time: 0.005, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8500, loss_cls: 1.3625, loss: 1.3625, grad_norm: 3.2600 2021-06-14 06:26:41,910 - mmaction - INFO - Epoch [61][100/940] lr: 4.000e-03, eta: 17:35:53, time: 1.212, data_time: 0.005, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8646, loss_cls: 1.3102, loss: 1.3102, grad_norm: 3.2067 2021-06-14 06:27:05,313 - mmaction - INFO - Epoch [61][120/940] lr: 4.000e-03, eta: 17:35:13, time: 1.165, data_time: 0.003, memory: 7080, top1_acc: 0.6887, top5_acc: 0.8635, loss_cls: 1.3057, loss: 1.3057, grad_norm: 3.1819 2021-06-14 06:27:29,093 - mmaction - INFO - Epoch [61][140/940] lr: 4.000e-03, eta: 17:34:32, time: 1.194, data_time: 0.008, memory: 7080, top1_acc: 0.6748, top5_acc: 0.8635, loss_cls: 1.3483, loss: 1.3483, grad_norm: 3.3026 2021-06-14 06:27:53,668 - mmaction - INFO - Epoch [61][160/940] lr: 4.000e-03, eta: 17:33:52, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8592, loss_cls: 1.3532, loss: 1.3532, grad_norm: 3.2269 2021-06-14 06:28:17,943 - mmaction - INFO - Epoch [61][180/940] lr: 4.000e-03, eta: 17:33:12, time: 1.214, data_time: 0.001, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8549, loss_cls: 1.3489, loss: 1.3489, grad_norm: 3.2840 2021-06-14 06:28:42,155 - mmaction - INFO - Epoch [61][200/940] lr: 4.000e-03, eta: 17:32:32, time: 1.209, data_time: 0.001, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8645, loss_cls: 1.3270, loss: 1.3270, grad_norm: 3.2913 2021-06-14 06:29:05,716 - mmaction - INFO - Epoch [61][220/940] lr: 4.000e-03, eta: 17:31:52, time: 1.179, data_time: 0.002, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8586, loss_cls: 1.3084, loss: 1.3084, grad_norm: 3.2798 2021-06-14 06:29:28,959 - mmaction - INFO - Epoch [61][240/940] lr: 4.000e-03, eta: 17:31:11, time: 1.162, data_time: 0.002, memory: 7080, top1_acc: 0.6713, top5_acc: 0.8578, loss_cls: 1.3540, loss: 1.3540, grad_norm: 3.3110 2021-06-14 06:29:52,377 - mmaction - INFO - Epoch [61][260/940] lr: 4.000e-03, eta: 17:30:30, time: 1.164, data_time: 0.002, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8625, loss_cls: 1.3054, loss: 1.3054, grad_norm: 3.2589 2021-06-14 06:30:17,232 - mmaction - INFO - Epoch [61][280/940] lr: 4.000e-03, eta: 17:29:51, time: 1.243, data_time: 0.009, memory: 7080, top1_acc: 0.6916, top5_acc: 0.8668, loss_cls: 1.3111, loss: 1.3111, grad_norm: 3.2802 2021-06-14 06:30:41,262 - mmaction - INFO - Epoch [61][300/940] lr: 4.000e-03, eta: 17:29:11, time: 1.208, data_time: 0.009, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8559, loss_cls: 1.3644, loss: 1.3644, grad_norm: 3.3089 2021-06-14 06:31:05,127 - mmaction - INFO - Epoch [61][320/940] lr: 4.000e-03, eta: 17:28:30, time: 1.193, data_time: 0.004, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8625, loss_cls: 1.3173, loss: 1.3173, grad_norm: 3.2603 2021-06-14 06:31:29,468 - mmaction - INFO - Epoch [61][340/940] lr: 4.000e-03, eta: 17:27:51, time: 1.219, data_time: 0.002, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8613, loss_cls: 1.3398, loss: 1.3398, grad_norm: 3.2713 2021-06-14 06:31:53,558 - mmaction - INFO - Epoch [61][360/940] lr: 4.000e-03, eta: 17:27:10, time: 1.203, data_time: 0.001, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8562, loss_cls: 1.3494, loss: 1.3494, grad_norm: 3.2888 2021-06-14 06:32:17,922 - mmaction - INFO - Epoch [61][380/940] lr: 4.000e-03, eta: 17:26:31, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.6725, top5_acc: 0.8570, loss_cls: 1.3587, loss: 1.3587, grad_norm: 3.2906 2021-06-14 06:32:41,200 - mmaction - INFO - Epoch [61][400/940] lr: 4.000e-03, eta: 17:25:50, time: 1.164, data_time: 0.003, memory: 7080, top1_acc: 0.6764, top5_acc: 0.8531, loss_cls: 1.3757, loss: 1.3757, grad_norm: 3.2617 2021-06-14 06:33:05,750 - mmaction - INFO - Epoch [61][420/940] lr: 4.000e-03, eta: 17:25:10, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8590, loss_cls: 1.3672, loss: 1.3672, grad_norm: 3.2941 2021-06-14 06:33:29,317 - mmaction - INFO - Epoch [61][440/940] lr: 4.000e-03, eta: 17:24:30, time: 1.179, data_time: 0.002, memory: 7080, top1_acc: 0.6811, top5_acc: 0.8623, loss_cls: 1.3021, loss: 1.3021, grad_norm: 3.2334 2021-06-14 06:33:52,579 - mmaction - INFO - Epoch [61][460/940] lr: 4.000e-03, eta: 17:23:49, time: 1.159, data_time: 0.002, memory: 7080, top1_acc: 0.6791, top5_acc: 0.8643, loss_cls: 1.3295, loss: 1.3295, grad_norm: 3.2518 2021-06-14 06:34:17,198 - mmaction - INFO - Epoch [61][480/940] lr: 4.000e-03, eta: 17:23:10, time: 1.233, data_time: 0.005, memory: 7080, top1_acc: 0.6535, top5_acc: 0.8436, loss_cls: 1.4086, loss: 1.4086, grad_norm: 3.3282 2021-06-14 06:34:42,345 - mmaction - INFO - Epoch [61][500/940] lr: 4.000e-03, eta: 17:22:30, time: 1.257, data_time: 0.003, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8621, loss_cls: 1.3338, loss: 1.3338, grad_norm: 3.2387 2021-06-14 06:35:05,788 - mmaction - INFO - Epoch [61][520/940] lr: 4.000e-03, eta: 17:21:50, time: 1.172, data_time: 0.004, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8611, loss_cls: 1.3570, loss: 1.3570, grad_norm: 3.2917 2021-06-14 06:35:30,400 - mmaction - INFO - Epoch [61][540/940] lr: 4.000e-03, eta: 17:21:10, time: 1.232, data_time: 0.004, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8590, loss_cls: 1.3895, loss: 1.3895, grad_norm: 3.3488 2021-06-14 06:35:53,795 - mmaction - INFO - Epoch [61][560/940] lr: 4.000e-03, eta: 17:20:30, time: 1.168, data_time: 0.005, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8664, loss_cls: 1.2965, loss: 1.2965, grad_norm: 3.2523 2021-06-14 06:36:17,267 - mmaction - INFO - Epoch [61][580/940] lr: 4.000e-03, eta: 17:19:49, time: 1.175, data_time: 0.007, memory: 7080, top1_acc: 0.6785, top5_acc: 0.8627, loss_cls: 1.3229, loss: 1.3229, grad_norm: 3.2820 2021-06-14 06:36:41,047 - mmaction - INFO - Epoch [61][600/940] lr: 4.000e-03, eta: 17:19:09, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.6777, top5_acc: 0.8660, loss_cls: 1.3183, loss: 1.3183, grad_norm: 3.2569 2021-06-14 06:37:05,192 - mmaction - INFO - Epoch [61][620/940] lr: 4.000e-03, eta: 17:18:29, time: 1.208, data_time: 0.005, memory: 7080, top1_acc: 0.6686, top5_acc: 0.8617, loss_cls: 1.3625, loss: 1.3625, grad_norm: 3.3683 2021-06-14 06:37:29,286 - mmaction - INFO - Epoch [61][640/940] lr: 4.000e-03, eta: 17:17:49, time: 1.204, data_time: 0.008, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8633, loss_cls: 1.3198, loss: 1.3198, grad_norm: 3.3198 2021-06-14 06:37:52,878 - mmaction - INFO - Epoch [61][660/940] lr: 4.000e-03, eta: 17:17:09, time: 1.181, data_time: 0.005, memory: 7080, top1_acc: 0.6760, top5_acc: 0.8572, loss_cls: 1.3318, loss: 1.3318, grad_norm: 3.2390 2021-06-14 06:38:16,481 - mmaction - INFO - Epoch [61][680/940] lr: 4.000e-03, eta: 17:16:29, time: 1.181, data_time: 0.003, memory: 7080, top1_acc: 0.6799, top5_acc: 0.8629, loss_cls: 1.3027, loss: 1.3027, grad_norm: 3.2677 2021-06-14 06:38:40,034 - mmaction - INFO - Epoch [61][700/940] lr: 4.000e-03, eta: 17:15:49, time: 1.174, data_time: 0.003, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8525, loss_cls: 1.3493, loss: 1.3493, grad_norm: 3.3127 2021-06-14 06:39:03,574 - mmaction - INFO - Epoch [61][720/940] lr: 4.000e-03, eta: 17:15:09, time: 1.180, data_time: 0.012, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8633, loss_cls: 1.3209, loss: 1.3209, grad_norm: 3.2695 2021-06-14 06:39:27,461 - mmaction - INFO - Epoch [61][740/940] lr: 4.000e-03, eta: 17:14:29, time: 1.193, data_time: 0.002, memory: 7080, top1_acc: 0.6713, top5_acc: 0.8506, loss_cls: 1.3596, loss: 1.3596, grad_norm: 3.3315 2021-06-14 06:39:52,596 - mmaction - INFO - Epoch [61][760/940] lr: 4.000e-03, eta: 17:13:49, time: 1.255, data_time: 0.209, memory: 7080, top1_acc: 0.6613, top5_acc: 0.8545, loss_cls: 1.3917, loss: 1.3917, grad_norm: 3.3372 2021-06-14 06:40:15,677 - mmaction - INFO - Epoch [61][780/940] lr: 4.000e-03, eta: 17:13:09, time: 1.156, data_time: 0.096, memory: 7080, top1_acc: 0.6611, top5_acc: 0.8570, loss_cls: 1.3596, loss: 1.3596, grad_norm: 3.2934 2021-06-14 06:40:40,714 - mmaction - INFO - Epoch [61][800/940] lr: 4.000e-03, eta: 17:12:30, time: 1.251, data_time: 0.061, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8617, loss_cls: 1.3319, loss: 1.3319, grad_norm: 3.2769 2021-06-14 06:41:04,774 - mmaction - INFO - Epoch [61][820/940] lr: 4.000e-03, eta: 17:11:50, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.6764, top5_acc: 0.8609, loss_cls: 1.3400, loss: 1.3400, grad_norm: 3.2762 2021-06-14 06:41:28,565 - mmaction - INFO - Epoch [61][840/940] lr: 4.000e-03, eta: 17:11:10, time: 1.187, data_time: 0.003, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8596, loss_cls: 1.3545, loss: 1.3545, grad_norm: 3.3031 2021-06-14 06:41:52,642 - mmaction - INFO - Epoch [61][860/940] lr: 4.000e-03, eta: 17:10:30, time: 1.201, data_time: 0.005, memory: 7080, top1_acc: 0.6732, top5_acc: 0.8668, loss_cls: 1.3004, loss: 1.3004, grad_norm: 3.2608 2021-06-14 06:42:15,474 - mmaction - INFO - Epoch [61][880/940] lr: 4.000e-03, eta: 17:09:49, time: 1.147, data_time: 0.009, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8584, loss_cls: 1.3664, loss: 1.3664, grad_norm: 3.3040 2021-06-14 06:42:39,032 - mmaction - INFO - Epoch [61][900/940] lr: 4.000e-03, eta: 17:09:09, time: 1.166, data_time: 0.004, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8600, loss_cls: 1.3502, loss: 1.3502, grad_norm: 3.3111 2021-06-14 06:43:03,146 - mmaction - INFO - Epoch [61][920/940] lr: 4.000e-03, eta: 17:08:29, time: 1.217, data_time: 0.015, memory: 7080, top1_acc: 0.6645, top5_acc: 0.8537, loss_cls: 1.3726, loss: 1.3726, grad_norm: 3.3137 2021-06-14 06:43:24,206 - mmaction - INFO - Epoch [61][940/940] lr: 4.000e-03, eta: 17:07:48, time: 1.056, data_time: 0.006, memory: 7080, top1_acc: 0.6625, top5_acc: 0.8504, loss_cls: 1.3973, loss: 1.3973, grad_norm: 3.4115 2021-06-14 06:43:29,103 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-06-14 06:51:11,640 - mmaction - INFO - Epoch [62][20/940] lr: 4.000e-03, eta: 17:11:47, time: 23.073, data_time: 20.570, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8684, loss_cls: 1.2873, loss: 1.2873, grad_norm: 3.2243 2021-06-14 06:51:35,403 - mmaction - INFO - Epoch [62][40/940] lr: 4.000e-03, eta: 17:11:07, time: 1.196, data_time: 0.011, memory: 7080, top1_acc: 0.6771, top5_acc: 0.8609, loss_cls: 1.3440, loss: 1.3440, grad_norm: 3.3103 2021-06-14 06:51:59,384 - mmaction - INFO - Epoch [62][60/940] lr: 4.000e-03, eta: 17:10:27, time: 1.198, data_time: 0.001, memory: 7080, top1_acc: 0.6824, top5_acc: 0.8686, loss_cls: 1.3007, loss: 1.3007, grad_norm: 3.3032 2021-06-14 06:52:23,330 - mmaction - INFO - Epoch [62][80/940] lr: 4.000e-03, eta: 17:09:47, time: 1.197, data_time: 0.021, memory: 7080, top1_acc: 0.6830, top5_acc: 0.8697, loss_cls: 1.2870, loss: 1.2870, grad_norm: 3.3062 2021-06-14 06:52:47,035 - mmaction - INFO - Epoch [62][100/940] lr: 4.000e-03, eta: 17:09:07, time: 1.183, data_time: 0.059, memory: 7080, top1_acc: 0.6879, top5_acc: 0.8643, loss_cls: 1.3232, loss: 1.3232, grad_norm: 3.3132 2021-06-14 06:53:10,809 - mmaction - INFO - Epoch [62][120/940] lr: 4.000e-03, eta: 17:08:27, time: 1.189, data_time: 0.023, memory: 7080, top1_acc: 0.6689, top5_acc: 0.8580, loss_cls: 1.3444, loss: 1.3444, grad_norm: 3.3718 2021-06-14 06:53:34,299 - mmaction - INFO - Epoch [62][140/940] lr: 4.000e-03, eta: 17:07:47, time: 1.175, data_time: 0.107, memory: 7080, top1_acc: 0.6732, top5_acc: 0.8598, loss_cls: 1.3422, loss: 1.3422, grad_norm: 3.3092 2021-06-14 06:53:58,761 - mmaction - INFO - Epoch [62][160/940] lr: 4.000e-03, eta: 17:07:07, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8715, loss_cls: 1.2992, loss: 1.2992, grad_norm: 3.3085 2021-06-14 06:54:23,204 - mmaction - INFO - Epoch [62][180/940] lr: 4.000e-03, eta: 17:06:27, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.6744, top5_acc: 0.8631, loss_cls: 1.3250, loss: 1.3250, grad_norm: 3.2749 2021-06-14 06:54:48,054 - mmaction - INFO - Epoch [62][200/940] lr: 4.000e-03, eta: 17:05:48, time: 1.243, data_time: 0.004, memory: 7080, top1_acc: 0.6791, top5_acc: 0.8639, loss_cls: 1.3356, loss: 1.3356, grad_norm: 3.3447 2021-06-14 06:55:12,687 - mmaction - INFO - Epoch [62][220/940] lr: 4.000e-03, eta: 17:05:08, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.6826, top5_acc: 0.8600, loss_cls: 1.3294, loss: 1.3294, grad_norm: 3.2668 2021-06-14 06:55:35,366 - mmaction - INFO - Epoch [62][240/940] lr: 4.000e-03, eta: 17:04:27, time: 1.130, data_time: 0.002, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8555, loss_cls: 1.3554, loss: 1.3554, grad_norm: 3.3382 2021-06-14 06:56:00,342 - mmaction - INFO - Epoch [62][260/940] lr: 4.000e-03, eta: 17:03:48, time: 1.247, data_time: 0.005, memory: 7080, top1_acc: 0.6771, top5_acc: 0.8717, loss_cls: 1.3214, loss: 1.3214, grad_norm: 3.3049 2021-06-14 06:56:24,225 - mmaction - INFO - Epoch [62][280/940] lr: 4.000e-03, eta: 17:03:08, time: 1.199, data_time: 0.007, memory: 7080, top1_acc: 0.6768, top5_acc: 0.8604, loss_cls: 1.3123, loss: 1.3123, grad_norm: 3.2527 2021-06-14 06:56:47,066 - mmaction - INFO - Epoch [62][300/940] lr: 4.000e-03, eta: 17:02:28, time: 1.141, data_time: 0.002, memory: 7080, top1_acc: 0.6949, top5_acc: 0.8709, loss_cls: 1.2814, loss: 1.2814, grad_norm: 3.2548 2021-06-14 06:57:11,550 - mmaction - INFO - Epoch [62][320/940] lr: 4.000e-03, eta: 17:01:48, time: 1.225, data_time: 0.005, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8621, loss_cls: 1.3270, loss: 1.3270, grad_norm: 3.3135 2021-06-14 06:57:34,620 - mmaction - INFO - Epoch [62][340/940] lr: 4.000e-03, eta: 17:01:08, time: 1.153, data_time: 0.001, memory: 7080, top1_acc: 0.6787, top5_acc: 0.8660, loss_cls: 1.3060, loss: 1.3060, grad_norm: 3.3415 2021-06-14 06:57:58,208 - mmaction - INFO - Epoch [62][360/940] lr: 4.000e-03, eta: 17:00:27, time: 1.177, data_time: 0.002, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8627, loss_cls: 1.3194, loss: 1.3194, grad_norm: 3.3042 2021-06-14 06:58:22,847 - mmaction - INFO - Epoch [62][380/940] lr: 4.000e-03, eta: 16:59:48, time: 1.229, data_time: 0.004, memory: 7080, top1_acc: 0.6865, top5_acc: 0.8680, loss_cls: 1.3078, loss: 1.3078, grad_norm: 3.2818 2021-06-14 06:58:46,082 - mmaction - INFO - Epoch [62][400/940] lr: 4.000e-03, eta: 16:59:08, time: 1.165, data_time: 0.008, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8621, loss_cls: 1.3127, loss: 1.3127, grad_norm: 3.3235 2021-06-14 06:59:09,738 - mmaction - INFO - Epoch [62][420/940] lr: 4.000e-03, eta: 16:58:28, time: 1.183, data_time: 0.003, memory: 7080, top1_acc: 0.6717, top5_acc: 0.8580, loss_cls: 1.3468, loss: 1.3468, grad_norm: 3.3531 2021-06-14 06:59:33,089 - mmaction - INFO - Epoch [62][440/940] lr: 4.000e-03, eta: 16:57:47, time: 1.168, data_time: 0.003, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8658, loss_cls: 1.3081, loss: 1.3081, grad_norm: 3.2616 2021-06-14 06:59:57,278 - mmaction - INFO - Epoch [62][460/940] lr: 4.000e-03, eta: 16:57:08, time: 1.209, data_time: 0.004, memory: 7080, top1_acc: 0.6797, top5_acc: 0.8592, loss_cls: 1.3318, loss: 1.3318, grad_norm: 3.2998 2021-06-14 07:00:21,651 - mmaction - INFO - Epoch [62][480/940] lr: 4.000e-03, eta: 16:56:28, time: 1.219, data_time: 0.016, memory: 7080, top1_acc: 0.6779, top5_acc: 0.8646, loss_cls: 1.3052, loss: 1.3052, grad_norm: 3.2988 2021-06-14 07:00:45,703 - mmaction - INFO - Epoch [62][500/940] lr: 4.000e-03, eta: 16:55:48, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.6662, top5_acc: 0.8477, loss_cls: 1.3734, loss: 1.3734, grad_norm: 3.3086 2021-06-14 07:01:09,710 - mmaction - INFO - Epoch [62][520/940] lr: 4.000e-03, eta: 16:55:09, time: 1.200, data_time: 0.005, memory: 7080, top1_acc: 0.6639, top5_acc: 0.8615, loss_cls: 1.3552, loss: 1.3552, grad_norm: 3.2963 2021-06-14 07:01:33,675 - mmaction - INFO - Epoch [62][540/940] lr: 4.000e-03, eta: 16:54:29, time: 1.202, data_time: 0.006, memory: 7080, top1_acc: 0.6709, top5_acc: 0.8568, loss_cls: 1.3564, loss: 1.3564, grad_norm: 3.3009 2021-06-14 07:01:58,046 - mmaction - INFO - Epoch [62][560/940] lr: 4.000e-03, eta: 16:53:49, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.6850, top5_acc: 0.8639, loss_cls: 1.3180, loss: 1.3180, grad_norm: 3.2671 2021-06-14 07:02:22,667 - mmaction - INFO - Epoch [62][580/940] lr: 4.000e-03, eta: 16:53:10, time: 1.236, data_time: 0.007, memory: 7080, top1_acc: 0.6756, top5_acc: 0.8621, loss_cls: 1.3362, loss: 1.3362, grad_norm: 3.3630 2021-06-14 07:02:46,054 - mmaction - INFO - Epoch [62][600/940] lr: 4.000e-03, eta: 16:52:30, time: 1.169, data_time: 0.002, memory: 7080, top1_acc: 0.6746, top5_acc: 0.8645, loss_cls: 1.3320, loss: 1.3320, grad_norm: 3.2675 2021-06-14 07:03:09,883 - mmaction - INFO - Epoch [62][620/940] lr: 4.000e-03, eta: 16:51:50, time: 1.191, data_time: 0.004, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8643, loss_cls: 1.3061, loss: 1.3061, grad_norm: 3.2913 2021-06-14 07:03:33,374 - mmaction - INFO - Epoch [62][640/940] lr: 4.000e-03, eta: 16:51:10, time: 1.176, data_time: 0.003, memory: 7080, top1_acc: 0.6760, top5_acc: 0.8607, loss_cls: 1.3477, loss: 1.3477, grad_norm: 3.3134 2021-06-14 07:03:58,047 - mmaction - INFO - Epoch [62][660/940] lr: 4.000e-03, eta: 16:50:31, time: 1.231, data_time: 0.001, memory: 7080, top1_acc: 0.6840, top5_acc: 0.8689, loss_cls: 1.2973, loss: 1.2973, grad_norm: 3.3284 2021-06-14 07:04:22,391 - mmaction - INFO - Epoch [62][680/940] lr: 4.000e-03, eta: 16:49:51, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8623, loss_cls: 1.3280, loss: 1.3280, grad_norm: 3.3185 2021-06-14 07:04:45,914 - mmaction - INFO - Epoch [62][700/940] lr: 4.000e-03, eta: 16:49:11, time: 1.178, data_time: 0.003, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8537, loss_cls: 1.3624, loss: 1.3624, grad_norm: 3.3387 2021-06-14 07:05:10,425 - mmaction - INFO - Epoch [62][720/940] lr: 4.000e-03, eta: 16:48:32, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8529, loss_cls: 1.3786, loss: 1.3786, grad_norm: 3.3797 2021-06-14 07:05:32,796 - mmaction - INFO - Epoch [62][740/940] lr: 4.000e-03, eta: 16:47:51, time: 1.119, data_time: 0.004, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8549, loss_cls: 1.3425, loss: 1.3425, grad_norm: 3.3221 2021-06-14 07:05:56,292 - mmaction - INFO - Epoch [62][760/940] lr: 4.000e-03, eta: 16:47:11, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.6637, top5_acc: 0.8570, loss_cls: 1.3755, loss: 1.3755, grad_norm: 3.3531 2021-06-14 07:06:19,749 - mmaction - INFO - Epoch [62][780/940] lr: 4.000e-03, eta: 16:46:31, time: 1.169, data_time: 0.002, memory: 7080, top1_acc: 0.6682, top5_acc: 0.8547, loss_cls: 1.3742, loss: 1.3742, grad_norm: 3.3296 2021-06-14 07:06:43,495 - mmaction - INFO - Epoch [62][800/940] lr: 4.000e-03, eta: 16:45:51, time: 1.191, data_time: 0.006, memory: 7080, top1_acc: 0.6725, top5_acc: 0.8531, loss_cls: 1.3679, loss: 1.3679, grad_norm: 3.3219 2021-06-14 07:07:07,846 - mmaction - INFO - Epoch [62][820/940] lr: 4.000e-03, eta: 16:45:12, time: 1.216, data_time: 0.002, memory: 7080, top1_acc: 0.6705, top5_acc: 0.8586, loss_cls: 1.3560, loss: 1.3560, grad_norm: 3.3890 2021-06-14 07:07:32,238 - mmaction - INFO - Epoch [62][840/940] lr: 4.000e-03, eta: 16:44:33, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.6709, top5_acc: 0.8592, loss_cls: 1.3411, loss: 1.3411, grad_norm: 3.2872 2021-06-14 07:07:55,676 - mmaction - INFO - Epoch [62][860/940] lr: 4.000e-03, eta: 16:43:53, time: 1.177, data_time: 0.007, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8598, loss_cls: 1.3227, loss: 1.3227, grad_norm: 3.3274 2021-06-14 07:08:19,804 - mmaction - INFO - Epoch [62][880/940] lr: 4.000e-03, eta: 16:43:13, time: 1.200, data_time: 0.006, memory: 7080, top1_acc: 0.6783, top5_acc: 0.8617, loss_cls: 1.3252, loss: 1.3252, grad_norm: 3.2996 2021-06-14 07:08:43,763 - mmaction - INFO - Epoch [62][900/940] lr: 4.000e-03, eta: 16:42:34, time: 1.204, data_time: 0.008, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8584, loss_cls: 1.3378, loss: 1.3378, grad_norm: 3.2952 2021-06-14 07:09:07,589 - mmaction - INFO - Epoch [62][920/940] lr: 4.000e-03, eta: 16:41:54, time: 1.191, data_time: 0.006, memory: 7080, top1_acc: 0.6693, top5_acc: 0.8582, loss_cls: 1.3517, loss: 1.3517, grad_norm: 3.3223 2021-06-14 07:09:28,814 - mmaction - INFO - Epoch [62][940/940] lr: 4.000e-03, eta: 16:41:13, time: 1.063, data_time: 0.005, memory: 7080, top1_acc: 0.6822, top5_acc: 0.8663, loss_cls: 1.3235, loss: 1.3235, grad_norm: 3.3897 2021-06-14 07:09:31,967 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-06-14 07:17:30,647 - mmaction - INFO - Epoch [63][20/940] lr: 4.000e-03, eta: 16:45:11, time: 23.883, data_time: 20.702, memory: 7080, top1_acc: 0.6725, top5_acc: 0.8561, loss_cls: 1.3507, loss: 1.3507, grad_norm: 3.3500 2021-06-14 07:17:55,220 - mmaction - INFO - Epoch [63][40/940] lr: 4.000e-03, eta: 16:44:32, time: 1.233, data_time: 0.009, memory: 7080, top1_acc: 0.6859, top5_acc: 0.8754, loss_cls: 1.2675, loss: 1.2675, grad_norm: 3.2644 2021-06-14 07:18:18,851 - mmaction - INFO - Epoch [63][60/940] lr: 4.000e-03, eta: 16:43:52, time: 1.180, data_time: 0.002, memory: 7080, top1_acc: 0.6840, top5_acc: 0.8643, loss_cls: 1.2895, loss: 1.2895, grad_norm: 3.2842 2021-06-14 07:18:43,177 - mmaction - INFO - Epoch [63][80/940] lr: 4.000e-03, eta: 16:43:12, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.6775, top5_acc: 0.8641, loss_cls: 1.3042, loss: 1.3042, grad_norm: 3.2924 2021-06-14 07:19:06,591 - mmaction - INFO - Epoch [63][100/940] lr: 4.000e-03, eta: 16:42:32, time: 1.171, data_time: 0.003, memory: 7080, top1_acc: 0.6885, top5_acc: 0.8678, loss_cls: 1.2795, loss: 1.2795, grad_norm: 3.3255 2021-06-14 07:19:30,556 - mmaction - INFO - Epoch [63][120/940] lr: 4.000e-03, eta: 16:41:52, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.6854, top5_acc: 0.8676, loss_cls: 1.2880, loss: 1.2880, grad_norm: 3.2867 2021-06-14 07:19:54,420 - mmaction - INFO - Epoch [63][140/940] lr: 4.000e-03, eta: 16:41:12, time: 1.192, data_time: 0.002, memory: 7080, top1_acc: 0.6725, top5_acc: 0.8648, loss_cls: 1.3124, loss: 1.3124, grad_norm: 3.3370 2021-06-14 07:20:17,986 - mmaction - INFO - Epoch [63][160/940] lr: 4.000e-03, eta: 16:40:32, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8588, loss_cls: 1.3204, loss: 1.3204, grad_norm: 3.3344 2021-06-14 07:20:41,723 - mmaction - INFO - Epoch [63][180/940] lr: 4.000e-03, eta: 16:39:53, time: 1.187, data_time: 0.003, memory: 7080, top1_acc: 0.6854, top5_acc: 0.8654, loss_cls: 1.3161, loss: 1.3161, grad_norm: 3.3310 2021-06-14 07:21:05,253 - mmaction - INFO - Epoch [63][200/940] lr: 4.000e-03, eta: 16:39:13, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.6850, top5_acc: 0.8672, loss_cls: 1.3029, loss: 1.3029, grad_norm: 3.3717 2021-06-14 07:21:29,234 - mmaction - INFO - Epoch [63][220/940] lr: 4.000e-03, eta: 16:38:33, time: 1.200, data_time: 0.004, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8623, loss_cls: 1.3299, loss: 1.3299, grad_norm: 3.3514 2021-06-14 07:21:53,661 - mmaction - INFO - Epoch [63][240/940] lr: 4.000e-03, eta: 16:37:54, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8594, loss_cls: 1.3668, loss: 1.3668, grad_norm: 3.4134 2021-06-14 07:22:16,735 - mmaction - INFO - Epoch [63][260/940] lr: 4.000e-03, eta: 16:37:13, time: 1.150, data_time: 0.002, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8629, loss_cls: 1.3344, loss: 1.3344, grad_norm: 3.3995 2021-06-14 07:22:40,439 - mmaction - INFO - Epoch [63][280/940] lr: 4.000e-03, eta: 16:36:33, time: 1.188, data_time: 0.006, memory: 7080, top1_acc: 0.6736, top5_acc: 0.8555, loss_cls: 1.3455, loss: 1.3455, grad_norm: 3.3645 2021-06-14 07:23:04,896 - mmaction - INFO - Epoch [63][300/940] lr: 4.000e-03, eta: 16:35:54, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.6797, top5_acc: 0.8600, loss_cls: 1.3240, loss: 1.3240, grad_norm: 3.3288 2021-06-14 07:23:29,723 - mmaction - INFO - Epoch [63][320/940] lr: 4.000e-03, eta: 16:35:15, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.6787, top5_acc: 0.8564, loss_cls: 1.3387, loss: 1.3387, grad_norm: 3.3400 2021-06-14 07:23:53,342 - mmaction - INFO - Epoch [63][340/940] lr: 4.000e-03, eta: 16:34:35, time: 1.184, data_time: 0.006, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8621, loss_cls: 1.3282, loss: 1.3282, grad_norm: 3.3629 2021-06-14 07:24:16,719 - mmaction - INFO - Epoch [63][360/940] lr: 4.000e-03, eta: 16:33:55, time: 1.166, data_time: 0.003, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8508, loss_cls: 1.3782, loss: 1.3782, grad_norm: 3.3498 2021-06-14 07:24:40,728 - mmaction - INFO - Epoch [63][380/940] lr: 4.000e-03, eta: 16:33:16, time: 1.204, data_time: 0.006, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8730, loss_cls: 1.2814, loss: 1.2814, grad_norm: 3.3292 2021-06-14 07:25:04,992 - mmaction - INFO - Epoch [63][400/940] lr: 4.000e-03, eta: 16:32:36, time: 1.206, data_time: 0.002, memory: 7080, top1_acc: 0.6830, top5_acc: 0.8684, loss_cls: 1.2965, loss: 1.2965, grad_norm: 3.3278 2021-06-14 07:25:29,458 - mmaction - INFO - Epoch [63][420/940] lr: 4.000e-03, eta: 16:31:57, time: 1.230, data_time: 0.009, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8605, loss_cls: 1.3392, loss: 1.3392, grad_norm: 3.3960 2021-06-14 07:25:53,208 - mmaction - INFO - Epoch [63][440/940] lr: 4.000e-03, eta: 16:31:17, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.6824, top5_acc: 0.8613, loss_cls: 1.3127, loss: 1.3127, grad_norm: 3.3539 2021-06-14 07:26:17,372 - mmaction - INFO - Epoch [63][460/940] lr: 4.000e-03, eta: 16:30:38, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.6861, top5_acc: 0.8645, loss_cls: 1.3053, loss: 1.3053, grad_norm: 3.3342 2021-06-14 07:26:41,990 - mmaction - INFO - Epoch [63][480/940] lr: 4.000e-03, eta: 16:29:59, time: 1.233, data_time: 0.004, memory: 7080, top1_acc: 0.6791, top5_acc: 0.8588, loss_cls: 1.3270, loss: 1.3270, grad_norm: 3.3693 2021-06-14 07:27:06,092 - mmaction - INFO - Epoch [63][500/940] lr: 4.000e-03, eta: 16:29:19, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.6652, top5_acc: 0.8566, loss_cls: 1.3648, loss: 1.3648, grad_norm: 3.4181 2021-06-14 07:27:29,331 - mmaction - INFO - Epoch [63][520/940] lr: 4.000e-03, eta: 16:28:39, time: 1.157, data_time: 0.004, memory: 7080, top1_acc: 0.6799, top5_acc: 0.8633, loss_cls: 1.3222, loss: 1.3222, grad_norm: 3.3611 2021-06-14 07:27:53,590 - mmaction - INFO - Epoch [63][540/940] lr: 4.000e-03, eta: 16:28:00, time: 1.215, data_time: 0.011, memory: 7080, top1_acc: 0.6830, top5_acc: 0.8576, loss_cls: 1.3193, loss: 1.3193, grad_norm: 3.3399 2021-06-14 07:28:16,422 - mmaction - INFO - Epoch [63][560/940] lr: 4.000e-03, eta: 16:27:20, time: 1.146, data_time: 0.008, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8623, loss_cls: 1.3164, loss: 1.3164, grad_norm: 3.3423 2021-06-14 07:28:40,427 - mmaction - INFO - Epoch [63][580/940] lr: 4.000e-03, eta: 16:26:40, time: 1.197, data_time: 0.005, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8609, loss_cls: 1.3230, loss: 1.3230, grad_norm: 3.3484 2021-06-14 07:29:04,752 - mmaction - INFO - Epoch [63][600/940] lr: 4.000e-03, eta: 16:26:01, time: 1.219, data_time: 0.007, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8633, loss_cls: 1.3126, loss: 1.3126, grad_norm: 3.3872 2021-06-14 07:29:28,089 - mmaction - INFO - Epoch [63][620/940] lr: 4.000e-03, eta: 16:25:21, time: 1.167, data_time: 0.004, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8580, loss_cls: 1.3266, loss: 1.3266, grad_norm: 3.3334 2021-06-14 07:29:53,266 - mmaction - INFO - Epoch [63][640/940] lr: 4.000e-03, eta: 16:24:42, time: 1.260, data_time: 0.004, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8633, loss_cls: 1.3216, loss: 1.3216, grad_norm: 3.3589 2021-06-14 07:30:17,450 - mmaction - INFO - Epoch [63][660/940] lr: 4.000e-03, eta: 16:24:03, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.6678, top5_acc: 0.8646, loss_cls: 1.3152, loss: 1.3152, grad_norm: 3.3689 2021-06-14 07:30:41,433 - mmaction - INFO - Epoch [63][680/940] lr: 4.000e-03, eta: 16:23:23, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.6693, top5_acc: 0.8691, loss_cls: 1.3217, loss: 1.3217, grad_norm: 3.4117 2021-06-14 07:31:05,385 - mmaction - INFO - Epoch [63][700/940] lr: 4.000e-03, eta: 16:22:44, time: 1.198, data_time: 0.002, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8646, loss_cls: 1.3162, loss: 1.3162, grad_norm: 3.4017 2021-06-14 07:31:28,926 - mmaction - INFO - Epoch [63][720/940] lr: 4.000e-03, eta: 16:22:04, time: 1.174, data_time: 0.002, memory: 7080, top1_acc: 0.6736, top5_acc: 0.8631, loss_cls: 1.3432, loss: 1.3432, grad_norm: 3.3554 2021-06-14 07:31:53,087 - mmaction - INFO - Epoch [63][740/940] lr: 4.000e-03, eta: 16:21:25, time: 1.211, data_time: 0.005, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8645, loss_cls: 1.3106, loss: 1.3106, grad_norm: 3.3613 2021-06-14 07:32:16,837 - mmaction - INFO - Epoch [63][760/940] lr: 4.000e-03, eta: 16:20:45, time: 1.183, data_time: 0.002, memory: 7080, top1_acc: 0.6658, top5_acc: 0.8604, loss_cls: 1.3593, loss: 1.3593, grad_norm: 3.4208 2021-06-14 07:32:40,952 - mmaction - INFO - Epoch [63][780/940] lr: 4.000e-03, eta: 16:20:06, time: 1.209, data_time: 0.008, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8646, loss_cls: 1.2958, loss: 1.2958, grad_norm: 3.3587 2021-06-14 07:33:05,008 - mmaction - INFO - Epoch [63][800/940] lr: 4.000e-03, eta: 16:19:27, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8605, loss_cls: 1.3485, loss: 1.3485, grad_norm: 3.3221 2021-06-14 07:33:28,433 - mmaction - INFO - Epoch [63][820/940] lr: 4.000e-03, eta: 16:18:47, time: 1.170, data_time: 0.004, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8598, loss_cls: 1.3425, loss: 1.3425, grad_norm: 3.3528 2021-06-14 07:33:51,948 - mmaction - INFO - Epoch [63][840/940] lr: 4.000e-03, eta: 16:18:07, time: 1.176, data_time: 0.006, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8600, loss_cls: 1.3397, loss: 1.3397, grad_norm: 3.3918 2021-06-14 07:34:16,575 - mmaction - INFO - Epoch [63][860/940] lr: 4.000e-03, eta: 16:17:28, time: 1.232, data_time: 0.005, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8541, loss_cls: 1.3643, loss: 1.3643, grad_norm: 3.3946 2021-06-14 07:34:40,632 - mmaction - INFO - Epoch [63][880/940] lr: 4.000e-03, eta: 16:16:49, time: 1.206, data_time: 0.005, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8602, loss_cls: 1.3331, loss: 1.3331, grad_norm: 3.3703 2021-06-14 07:35:05,020 - mmaction - INFO - Epoch [63][900/940] lr: 4.000e-03, eta: 16:16:10, time: 1.219, data_time: 0.002, memory: 7080, top1_acc: 0.6859, top5_acc: 0.8660, loss_cls: 1.3039, loss: 1.3039, grad_norm: 3.3285 2021-06-14 07:35:29,650 - mmaction - INFO - Epoch [63][920/940] lr: 4.000e-03, eta: 16:15:31, time: 1.229, data_time: 0.003, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8646, loss_cls: 1.3443, loss: 1.3443, grad_norm: 3.4355 2021-06-14 07:35:49,043 - mmaction - INFO - Epoch [63][940/940] lr: 4.000e-03, eta: 16:14:49, time: 0.973, data_time: 0.005, memory: 7080, top1_acc: 0.6800, top5_acc: 0.8614, loss_cls: 1.3205, loss: 1.3205, grad_norm: 3.4080 2021-06-14 07:35:52,157 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-06-14 07:43:33,322 - mmaction - INFO - Epoch [64][20/940] lr: 4.000e-03, eta: 16:18:26, time: 23.010, data_time: 21.499, memory: 7080, top1_acc: 0.6811, top5_acc: 0.8621, loss_cls: 1.3122, loss: 1.3122, grad_norm: 3.3215 2021-06-14 07:43:56,798 - mmaction - INFO - Epoch [64][40/940] lr: 4.000e-03, eta: 16:17:46, time: 1.174, data_time: 0.006, memory: 7080, top1_acc: 0.6811, top5_acc: 0.8617, loss_cls: 1.3171, loss: 1.3171, grad_norm: 3.2916 2021-06-14 07:44:19,993 - mmaction - INFO - Epoch [64][60/940] lr: 4.000e-03, eta: 16:17:06, time: 1.159, data_time: 0.003, memory: 7080, top1_acc: 0.6813, top5_acc: 0.8648, loss_cls: 1.2988, loss: 1.2988, grad_norm: 3.2846 2021-06-14 07:44:43,838 - mmaction - INFO - Epoch [64][80/940] lr: 4.000e-03, eta: 16:16:26, time: 1.185, data_time: 0.005, memory: 7080, top1_acc: 0.6842, top5_acc: 0.8637, loss_cls: 1.3018, loss: 1.3018, grad_norm: 3.3372 2021-06-14 07:45:07,948 - mmaction - INFO - Epoch [64][100/940] lr: 4.000e-03, eta: 16:15:47, time: 1.211, data_time: 0.011, memory: 7080, top1_acc: 0.6807, top5_acc: 0.8689, loss_cls: 1.2852, loss: 1.2852, grad_norm: 3.3417 2021-06-14 07:45:32,599 - mmaction - INFO - Epoch [64][120/940] lr: 4.000e-03, eta: 16:15:08, time: 1.235, data_time: 0.006, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8625, loss_cls: 1.3154, loss: 1.3154, grad_norm: 3.3942 2021-06-14 07:45:56,842 - mmaction - INFO - Epoch [64][140/940] lr: 4.000e-03, eta: 16:14:29, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8670, loss_cls: 1.2982, loss: 1.2982, grad_norm: 3.3665 2021-06-14 07:46:19,172 - mmaction - INFO - Epoch [64][160/940] lr: 4.000e-03, eta: 16:13:48, time: 1.117, data_time: 0.003, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8662, loss_cls: 1.3118, loss: 1.3118, grad_norm: 3.3827 2021-06-14 07:46:43,243 - mmaction - INFO - Epoch [64][180/940] lr: 4.000e-03, eta: 16:13:09, time: 1.202, data_time: 0.001, memory: 7080, top1_acc: 0.6902, top5_acc: 0.8693, loss_cls: 1.2712, loss: 1.2712, grad_norm: 3.3392 2021-06-14 07:47:07,102 - mmaction - INFO - Epoch [64][200/940] lr: 4.000e-03, eta: 16:12:29, time: 1.191, data_time: 0.004, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8568, loss_cls: 1.3359, loss: 1.3359, grad_norm: 3.3913 2021-06-14 07:47:32,309 - mmaction - INFO - Epoch [64][220/940] lr: 4.000e-03, eta: 16:11:51, time: 1.263, data_time: 0.006, memory: 7080, top1_acc: 0.6822, top5_acc: 0.8650, loss_cls: 1.3264, loss: 1.3264, grad_norm: 3.3681 2021-06-14 07:47:55,983 - mmaction - INFO - Epoch [64][240/940] lr: 4.000e-03, eta: 16:11:11, time: 1.181, data_time: 0.002, memory: 7080, top1_acc: 0.6850, top5_acc: 0.8633, loss_cls: 1.3177, loss: 1.3177, grad_norm: 3.3270 2021-06-14 07:48:19,323 - mmaction - INFO - Epoch [64][260/940] lr: 4.000e-03, eta: 16:10:31, time: 1.171, data_time: 0.006, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8635, loss_cls: 1.3313, loss: 1.3313, grad_norm: 3.3956 2021-06-14 07:48:43,916 - mmaction - INFO - Epoch [64][280/940] lr: 4.000e-03, eta: 16:09:52, time: 1.225, data_time: 0.002, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8590, loss_cls: 1.3245, loss: 1.3245, grad_norm: 3.3473 2021-06-14 07:49:08,717 - mmaction - INFO - Epoch [64][300/940] lr: 4.000e-03, eta: 16:09:13, time: 1.244, data_time: 0.006, memory: 7080, top1_acc: 0.6848, top5_acc: 0.8750, loss_cls: 1.2969, loss: 1.2969, grad_norm: 3.3725 2021-06-14 07:49:32,235 - mmaction - INFO - Epoch [64][320/940] lr: 4.000e-03, eta: 16:08:34, time: 1.173, data_time: 0.002, memory: 7080, top1_acc: 0.6779, top5_acc: 0.8568, loss_cls: 1.3342, loss: 1.3342, grad_norm: 3.3726 2021-06-14 07:49:55,765 - mmaction - INFO - Epoch [64][340/940] lr: 4.000e-03, eta: 16:07:54, time: 1.177, data_time: 0.004, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8623, loss_cls: 1.3431, loss: 1.3431, grad_norm: 3.4184 2021-06-14 07:50:18,509 - mmaction - INFO - Epoch [64][360/940] lr: 4.000e-03, eta: 16:07:14, time: 1.135, data_time: 0.004, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8674, loss_cls: 1.3048, loss: 1.3048, grad_norm: 3.3566 2021-06-14 07:50:43,240 - mmaction - INFO - Epoch [64][380/940] lr: 4.000e-03, eta: 16:06:35, time: 1.239, data_time: 0.006, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8648, loss_cls: 1.3156, loss: 1.3156, grad_norm: 3.3769 2021-06-14 07:51:06,645 - mmaction - INFO - Epoch [64][400/940] lr: 4.000e-03, eta: 16:05:55, time: 1.170, data_time: 0.003, memory: 7080, top1_acc: 0.6787, top5_acc: 0.8660, loss_cls: 1.3240, loss: 1.3240, grad_norm: 3.4341 2021-06-14 07:51:30,641 - mmaction - INFO - Epoch [64][420/940] lr: 4.000e-03, eta: 16:05:16, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.6799, top5_acc: 0.8652, loss_cls: 1.3221, loss: 1.3221, grad_norm: 3.4138 2021-06-14 07:51:55,262 - mmaction - INFO - Epoch [64][440/940] lr: 4.000e-03, eta: 16:04:37, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8514, loss_cls: 1.3675, loss: 1.3675, grad_norm: 3.4168 2021-06-14 07:52:19,939 - mmaction - INFO - Epoch [64][460/940] lr: 4.000e-03, eta: 16:03:58, time: 1.236, data_time: 0.004, memory: 7080, top1_acc: 0.6885, top5_acc: 0.8719, loss_cls: 1.2831, loss: 1.2831, grad_norm: 3.3566 2021-06-14 07:52:42,645 - mmaction - INFO - Epoch [64][480/940] lr: 4.000e-03, eta: 16:03:18, time: 1.132, data_time: 0.003, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8660, loss_cls: 1.3291, loss: 1.3291, grad_norm: 3.4616 2021-06-14 07:53:07,033 - mmaction - INFO - Epoch [64][500/940] lr: 4.000e-03, eta: 16:02:39, time: 1.223, data_time: 0.007, memory: 7080, top1_acc: 0.6807, top5_acc: 0.8611, loss_cls: 1.3243, loss: 1.3243, grad_norm: 3.3314 2021-06-14 07:53:30,817 - mmaction - INFO - Epoch [64][520/940] lr: 4.000e-03, eta: 16:02:00, time: 1.188, data_time: 0.005, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8611, loss_cls: 1.3393, loss: 1.3393, grad_norm: 3.4028 2021-06-14 07:53:54,344 - mmaction - INFO - Epoch [64][540/940] lr: 4.000e-03, eta: 16:01:20, time: 1.174, data_time: 0.004, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8557, loss_cls: 1.3453, loss: 1.3453, grad_norm: 3.4459 2021-06-14 07:54:18,618 - mmaction - INFO - Epoch [64][560/940] lr: 4.000e-03, eta: 16:00:41, time: 1.218, data_time: 0.006, memory: 7080, top1_acc: 0.6756, top5_acc: 0.8639, loss_cls: 1.3360, loss: 1.3360, grad_norm: 3.3718 2021-06-14 07:54:42,206 - mmaction - INFO - Epoch [64][580/940] lr: 4.000e-03, eta: 16:00:02, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.6717, top5_acc: 0.8615, loss_cls: 1.3330, loss: 1.3330, grad_norm: 3.4080 2021-06-14 07:55:06,234 - mmaction - INFO - Epoch [64][600/940] lr: 4.000e-03, eta: 15:59:22, time: 1.202, data_time: 0.032, memory: 7080, top1_acc: 0.6791, top5_acc: 0.8666, loss_cls: 1.3067, loss: 1.3067, grad_norm: 3.3935 2021-06-14 07:55:30,137 - mmaction - INFO - Epoch [64][620/940] lr: 4.000e-03, eta: 15:58:43, time: 1.195, data_time: 0.007, memory: 7080, top1_acc: 0.6717, top5_acc: 0.8584, loss_cls: 1.3531, loss: 1.3531, grad_norm: 3.4040 2021-06-14 07:55:54,751 - mmaction - INFO - Epoch [64][640/940] lr: 4.000e-03, eta: 15:58:04, time: 1.231, data_time: 0.002, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8646, loss_cls: 1.3242, loss: 1.3242, grad_norm: 3.3826 2021-06-14 07:56:17,580 - mmaction - INFO - Epoch [64][660/940] lr: 4.000e-03, eta: 15:57:24, time: 1.140, data_time: 0.001, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8666, loss_cls: 1.3072, loss: 1.3072, grad_norm: 3.3294 2021-06-14 07:56:41,332 - mmaction - INFO - Epoch [64][680/940] lr: 4.000e-03, eta: 15:56:45, time: 1.185, data_time: 0.004, memory: 7080, top1_acc: 0.6764, top5_acc: 0.8652, loss_cls: 1.3124, loss: 1.3124, grad_norm: 3.3993 2021-06-14 07:57:06,020 - mmaction - INFO - Epoch [64][700/940] lr: 4.000e-03, eta: 15:56:06, time: 1.234, data_time: 0.005, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8650, loss_cls: 1.3040, loss: 1.3040, grad_norm: 3.3550 2021-06-14 07:57:29,893 - mmaction - INFO - Epoch [64][720/940] lr: 4.000e-03, eta: 15:55:27, time: 1.193, data_time: 0.006, memory: 7080, top1_acc: 0.6691, top5_acc: 0.8605, loss_cls: 1.3589, loss: 1.3589, grad_norm: 3.4886 2021-06-14 07:57:54,133 - mmaction - INFO - Epoch [64][740/940] lr: 4.000e-03, eta: 15:54:48, time: 1.216, data_time: 0.006, memory: 7080, top1_acc: 0.6785, top5_acc: 0.8619, loss_cls: 1.3404, loss: 1.3404, grad_norm: 3.4454 2021-06-14 07:58:17,182 - mmaction - INFO - Epoch [64][760/940] lr: 4.000e-03, eta: 15:54:08, time: 1.150, data_time: 0.002, memory: 7080, top1_acc: 0.6777, top5_acc: 0.8617, loss_cls: 1.3272, loss: 1.3272, grad_norm: 3.3679 2021-06-14 07:58:41,793 - mmaction - INFO - Epoch [64][780/940] lr: 4.000e-03, eta: 15:53:30, time: 1.233, data_time: 0.005, memory: 7080, top1_acc: 0.6910, top5_acc: 0.8717, loss_cls: 1.2906, loss: 1.2906, grad_norm: 3.3313 2021-06-14 07:59:06,713 - mmaction - INFO - Epoch [64][800/940] lr: 4.000e-03, eta: 15:52:51, time: 1.242, data_time: 0.002, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8615, loss_cls: 1.3453, loss: 1.3453, grad_norm: 3.4068 2021-06-14 07:59:30,963 - mmaction - INFO - Epoch [64][820/940] lr: 4.000e-03, eta: 15:52:12, time: 1.218, data_time: 0.007, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8576, loss_cls: 1.3547, loss: 1.3547, grad_norm: 3.4202 2021-06-14 07:59:54,974 - mmaction - INFO - Epoch [64][840/940] lr: 4.000e-03, eta: 15:51:33, time: 1.199, data_time: 0.005, memory: 7080, top1_acc: 0.6764, top5_acc: 0.8623, loss_cls: 1.3334, loss: 1.3334, grad_norm: 3.3867 2021-06-14 08:00:18,530 - mmaction - INFO - Epoch [64][860/940] lr: 4.000e-03, eta: 15:50:54, time: 1.171, data_time: 0.002, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8643, loss_cls: 1.3399, loss: 1.3399, grad_norm: 3.3580 2021-06-14 08:00:42,661 - mmaction - INFO - Epoch [64][880/940] lr: 4.000e-03, eta: 15:50:15, time: 1.211, data_time: 0.009, memory: 7080, top1_acc: 0.6813, top5_acc: 0.8686, loss_cls: 1.2883, loss: 1.2883, grad_norm: 3.3250 2021-06-14 08:01:06,118 - mmaction - INFO - Epoch [64][900/940] lr: 4.000e-03, eta: 15:49:35, time: 1.174, data_time: 0.004, memory: 7080, top1_acc: 0.6701, top5_acc: 0.8672, loss_cls: 1.3224, loss: 1.3224, grad_norm: 3.4228 2021-06-14 08:01:29,697 - mmaction - INFO - Epoch [64][920/940] lr: 4.000e-03, eta: 15:48:56, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.6650, top5_acc: 0.8555, loss_cls: 1.3727, loss: 1.3727, grad_norm: 3.4302 2021-06-14 08:01:49,727 - mmaction - INFO - Epoch [64][940/940] lr: 4.000e-03, eta: 15:48:15, time: 1.003, data_time: 0.003, memory: 7080, top1_acc: 0.6670, top5_acc: 0.8555, loss_cls: 1.3657, loss: 1.3657, grad_norm: 3.4204 2021-06-14 08:01:52,857 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-06-14 08:09:42,230 - mmaction - INFO - Epoch [65][20/940] lr: 4.000e-03, eta: 15:51:45, time: 23.421, data_time: 21.463, memory: 7080, top1_acc: 0.6865, top5_acc: 0.8672, loss_cls: 1.2958, loss: 1.2958, grad_norm: 3.3013 2021-06-14 08:10:06,540 - mmaction - INFO - Epoch [65][40/940] lr: 4.000e-03, eta: 15:51:06, time: 1.216, data_time: 0.010, memory: 7080, top1_acc: 0.6873, top5_acc: 0.8695, loss_cls: 1.2664, loss: 1.2664, grad_norm: 3.3126 2021-06-14 08:10:30,195 - mmaction - INFO - Epoch [65][60/940] lr: 4.000e-03, eta: 15:50:27, time: 1.183, data_time: 0.002, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8600, loss_cls: 1.3202, loss: 1.3202, grad_norm: 3.3675 2021-06-14 08:10:54,157 - mmaction - INFO - Epoch [65][80/940] lr: 4.000e-03, eta: 15:49:48, time: 1.196, data_time: 0.002, memory: 7080, top1_acc: 0.6723, top5_acc: 0.8662, loss_cls: 1.3145, loss: 1.3145, grad_norm: 3.3854 2021-06-14 08:11:17,542 - mmaction - INFO - Epoch [65][100/940] lr: 4.000e-03, eta: 15:49:08, time: 1.169, data_time: 0.004, memory: 7080, top1_acc: 0.6859, top5_acc: 0.8609, loss_cls: 1.2801, loss: 1.2801, grad_norm: 3.3008 2021-06-14 08:11:40,901 - mmaction - INFO - Epoch [65][120/940] lr: 4.000e-03, eta: 15:48:29, time: 1.171, data_time: 0.004, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8658, loss_cls: 1.3059, loss: 1.3059, grad_norm: 3.3559 2021-06-14 08:12:05,792 - mmaction - INFO - Epoch [65][140/940] lr: 4.000e-03, eta: 15:47:50, time: 1.243, data_time: 0.001, memory: 7080, top1_acc: 0.6840, top5_acc: 0.8658, loss_cls: 1.2945, loss: 1.2945, grad_norm: 3.3821 2021-06-14 08:12:29,582 - mmaction - INFO - Epoch [65][160/940] lr: 4.000e-03, eta: 15:47:10, time: 1.185, data_time: 0.003, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8666, loss_cls: 1.2861, loss: 1.2861, grad_norm: 3.4082 2021-06-14 08:12:53,748 - mmaction - INFO - Epoch [65][180/940] lr: 4.000e-03, eta: 15:46:31, time: 1.212, data_time: 0.007, memory: 7080, top1_acc: 0.6830, top5_acc: 0.8588, loss_cls: 1.2998, loss: 1.2998, grad_norm: 3.3336 2021-06-14 08:13:18,106 - mmaction - INFO - Epoch [65][200/940] lr: 4.000e-03, eta: 15:45:52, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.6850, top5_acc: 0.8621, loss_cls: 1.3019, loss: 1.3019, grad_norm: 3.4072 2021-06-14 08:13:42,186 - mmaction - INFO - Epoch [65][220/940] lr: 4.000e-03, eta: 15:45:13, time: 1.204, data_time: 0.003, memory: 7080, top1_acc: 0.6838, top5_acc: 0.8664, loss_cls: 1.2991, loss: 1.2991, grad_norm: 3.3487 2021-06-14 08:14:05,767 - mmaction - INFO - Epoch [65][240/940] lr: 4.000e-03, eta: 15:44:34, time: 1.180, data_time: 0.006, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8580, loss_cls: 1.3257, loss: 1.3257, grad_norm: 3.3717 2021-06-14 08:14:30,009 - mmaction - INFO - Epoch [65][260/940] lr: 4.000e-03, eta: 15:43:55, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8654, loss_cls: 1.3021, loss: 1.3021, grad_norm: 3.4076 2021-06-14 08:14:53,787 - mmaction - INFO - Epoch [65][280/940] lr: 4.000e-03, eta: 15:43:16, time: 1.187, data_time: 0.002, memory: 7080, top1_acc: 0.6926, top5_acc: 0.8730, loss_cls: 1.2538, loss: 1.2538, grad_norm: 3.3311 2021-06-14 08:15:17,604 - mmaction - INFO - Epoch [65][300/940] lr: 4.000e-03, eta: 15:42:36, time: 1.191, data_time: 0.004, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8689, loss_cls: 1.3006, loss: 1.3006, grad_norm: 3.3422 2021-06-14 08:15:41,781 - mmaction - INFO - Epoch [65][320/940] lr: 4.000e-03, eta: 15:41:57, time: 1.210, data_time: 0.004, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8668, loss_cls: 1.3121, loss: 1.3121, grad_norm: 3.3776 2021-06-14 08:16:05,394 - mmaction - INFO - Epoch [65][340/940] lr: 4.000e-03, eta: 15:41:18, time: 1.181, data_time: 0.003, memory: 7080, top1_acc: 0.6854, top5_acc: 0.8725, loss_cls: 1.2786, loss: 1.2786, grad_norm: 3.3417 2021-06-14 08:16:29,654 - mmaction - INFO - Epoch [65][360/940] lr: 4.000e-03, eta: 15:40:39, time: 1.214, data_time: 0.003, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8633, loss_cls: 1.3225, loss: 1.3225, grad_norm: 3.4159 2021-06-14 08:16:53,623 - mmaction - INFO - Epoch [65][380/940] lr: 4.000e-03, eta: 15:40:00, time: 1.197, data_time: 0.002, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8664, loss_cls: 1.3138, loss: 1.3138, grad_norm: 3.4246 2021-06-14 08:17:18,173 - mmaction - INFO - Epoch [65][400/940] lr: 4.000e-03, eta: 15:39:21, time: 1.229, data_time: 0.004, memory: 7080, top1_acc: 0.6795, top5_acc: 0.8576, loss_cls: 1.3166, loss: 1.3166, grad_norm: 3.3862 2021-06-14 08:17:41,942 - mmaction - INFO - Epoch [65][420/940] lr: 4.000e-03, eta: 15:38:42, time: 1.188, data_time: 0.002, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8664, loss_cls: 1.3030, loss: 1.3030, grad_norm: 3.3681 2021-06-14 08:18:06,655 - mmaction - INFO - Epoch [65][440/940] lr: 4.000e-03, eta: 15:38:03, time: 1.236, data_time: 0.003, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8600, loss_cls: 1.3328, loss: 1.3328, grad_norm: 3.4549 2021-06-14 08:18:29,370 - mmaction - INFO - Epoch [65][460/940] lr: 4.000e-03, eta: 15:37:24, time: 1.136, data_time: 0.002, memory: 7080, top1_acc: 0.6982, top5_acc: 0.8721, loss_cls: 1.2669, loss: 1.2669, grad_norm: 3.3317 2021-06-14 08:18:53,527 - mmaction - INFO - Epoch [65][480/940] lr: 4.000e-03, eta: 15:36:45, time: 1.207, data_time: 0.002, memory: 7080, top1_acc: 0.6787, top5_acc: 0.8635, loss_cls: 1.3187, loss: 1.3187, grad_norm: 3.3939 2021-06-14 08:19:17,436 - mmaction - INFO - Epoch [65][500/940] lr: 4.000e-03, eta: 15:36:06, time: 1.194, data_time: 0.003, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8682, loss_cls: 1.3144, loss: 1.3144, grad_norm: 3.4135 2021-06-14 08:19:40,904 - mmaction - INFO - Epoch [65][520/940] lr: 4.000e-03, eta: 15:35:26, time: 1.169, data_time: 0.006, memory: 7080, top1_acc: 0.6902, top5_acc: 0.8652, loss_cls: 1.3015, loss: 1.3015, grad_norm: 3.3787 2021-06-14 08:20:05,096 - mmaction - INFO - Epoch [65][540/940] lr: 4.000e-03, eta: 15:34:47, time: 1.217, data_time: 0.009, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8594, loss_cls: 1.3497, loss: 1.3497, grad_norm: 3.4199 2021-06-14 08:20:29,818 - mmaction - INFO - Epoch [65][560/940] lr: 4.000e-03, eta: 15:34:09, time: 1.232, data_time: 0.002, memory: 7080, top1_acc: 0.6811, top5_acc: 0.8537, loss_cls: 1.3340, loss: 1.3340, grad_norm: 3.4181 2021-06-14 08:20:54,107 - mmaction - INFO - Epoch [65][580/940] lr: 4.000e-03, eta: 15:33:30, time: 1.213, data_time: 0.006, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8688, loss_cls: 1.3016, loss: 1.3016, grad_norm: 3.4228 2021-06-14 08:21:15,749 - mmaction - INFO - Epoch [65][600/940] lr: 4.000e-03, eta: 15:32:50, time: 1.087, data_time: 0.007, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8609, loss_cls: 1.3382, loss: 1.3382, grad_norm: 3.4369 2021-06-14 08:21:40,536 - mmaction - INFO - Epoch [65][620/940] lr: 4.000e-03, eta: 15:32:11, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8609, loss_cls: 1.3414, loss: 1.3414, grad_norm: 3.4739 2021-06-14 08:22:04,434 - mmaction - INFO - Epoch [65][640/940] lr: 4.000e-03, eta: 15:31:32, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.6779, top5_acc: 0.8613, loss_cls: 1.3224, loss: 1.3224, grad_norm: 3.4558 2021-06-14 08:22:28,464 - mmaction - INFO - Epoch [65][660/940] lr: 4.000e-03, eta: 15:30:53, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8646, loss_cls: 1.3136, loss: 1.3136, grad_norm: 3.4522 2021-06-14 08:22:52,815 - mmaction - INFO - Epoch [65][680/940] lr: 4.000e-03, eta: 15:30:15, time: 1.217, data_time: 0.002, memory: 7080, top1_acc: 0.6848, top5_acc: 0.8672, loss_cls: 1.3069, loss: 1.3069, grad_norm: 3.4731 2021-06-14 08:23:18,223 - mmaction - INFO - Epoch [65][700/940] lr: 4.000e-03, eta: 15:29:36, time: 1.270, data_time: 0.005, memory: 7080, top1_acc: 0.6678, top5_acc: 0.8576, loss_cls: 1.3456, loss: 1.3456, grad_norm: 3.4309 2021-06-14 08:23:41,847 - mmaction - INFO - Epoch [65][720/940] lr: 4.000e-03, eta: 15:28:57, time: 1.182, data_time: 0.002, memory: 7080, top1_acc: 0.6838, top5_acc: 0.8672, loss_cls: 1.2791, loss: 1.2791, grad_norm: 3.4231 2021-06-14 08:24:06,640 - mmaction - INFO - Epoch [65][740/940] lr: 4.000e-03, eta: 15:28:19, time: 1.239, data_time: 0.001, memory: 7080, top1_acc: 0.6713, top5_acc: 0.8605, loss_cls: 1.3394, loss: 1.3394, grad_norm: 3.4454 2021-06-14 08:24:31,427 - mmaction - INFO - Epoch [65][760/940] lr: 4.000e-03, eta: 15:27:40, time: 1.239, data_time: 0.002, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8600, loss_cls: 1.3171, loss: 1.3171, grad_norm: 3.4012 2021-06-14 08:24:54,629 - mmaction - INFO - Epoch [65][780/940] lr: 4.000e-03, eta: 15:27:01, time: 1.160, data_time: 0.002, memory: 7080, top1_acc: 0.6717, top5_acc: 0.8588, loss_cls: 1.3353, loss: 1.3353, grad_norm: 3.4133 2021-06-14 08:25:18,628 - mmaction - INFO - Epoch [65][800/940] lr: 4.000e-03, eta: 15:26:22, time: 1.195, data_time: 0.002, memory: 7080, top1_acc: 0.6717, top5_acc: 0.8559, loss_cls: 1.3473, loss: 1.3473, grad_norm: 3.4048 2021-06-14 08:25:42,728 - mmaction - INFO - Epoch [65][820/940] lr: 4.000e-03, eta: 15:25:43, time: 1.206, data_time: 0.006, memory: 7080, top1_acc: 0.6756, top5_acc: 0.8578, loss_cls: 1.3506, loss: 1.3506, grad_norm: 3.4396 2021-06-14 08:26:05,938 - mmaction - INFO - Epoch [65][840/940] lr: 4.000e-03, eta: 15:25:04, time: 1.163, data_time: 0.006, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8645, loss_cls: 1.3327, loss: 1.3327, grad_norm: 3.4556 2021-06-14 08:26:30,602 - mmaction - INFO - Epoch [65][860/940] lr: 4.000e-03, eta: 15:24:25, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8650, loss_cls: 1.3361, loss: 1.3361, grad_norm: 3.4143 2021-06-14 08:26:55,128 - mmaction - INFO - Epoch [65][880/940] lr: 4.000e-03, eta: 15:23:47, time: 1.227, data_time: 0.005, memory: 7080, top1_acc: 0.6795, top5_acc: 0.8697, loss_cls: 1.2900, loss: 1.2900, grad_norm: 3.3920 2021-06-14 08:27:17,637 - mmaction - INFO - Epoch [65][900/940] lr: 4.000e-03, eta: 15:23:07, time: 1.120, data_time: 0.003, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8645, loss_cls: 1.3229, loss: 1.3229, grad_norm: 3.4719 2021-06-14 08:27:41,108 - mmaction - INFO - Epoch [65][920/940] lr: 4.000e-03, eta: 15:22:28, time: 1.180, data_time: 0.009, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8662, loss_cls: 1.3002, loss: 1.3002, grad_norm: 3.4321 2021-06-14 08:28:02,182 - mmaction - INFO - Epoch [65][940/940] lr: 4.000e-03, eta: 15:21:48, time: 1.055, data_time: 0.003, memory: 7080, top1_acc: 0.6784, top5_acc: 0.8622, loss_cls: 1.3283, loss: 1.3283, grad_norm: 3.4083 2021-06-14 08:28:05,178 - mmaction - INFO - Saving checkpoint at 65 epochs 2021-06-14 08:35:49,140 - mmaction - INFO - Epoch [66][20/940] lr: 4.000e-03, eta: 15:25:05, time: 23.149, data_time: 21.947, memory: 7080, top1_acc: 0.6937, top5_acc: 0.8721, loss_cls: 1.2777, loss: 1.2777, grad_norm: 3.3291 2021-06-14 08:36:12,576 - mmaction - INFO - Epoch [66][40/940] lr: 4.000e-03, eta: 15:24:26, time: 1.173, data_time: 0.007, memory: 7080, top1_acc: 0.6824, top5_acc: 0.8693, loss_cls: 1.2798, loss: 1.2798, grad_norm: 3.3697 2021-06-14 08:36:36,529 - mmaction - INFO - Epoch [66][60/940] lr: 4.000e-03, eta: 15:23:47, time: 1.199, data_time: 0.082, memory: 7080, top1_acc: 0.6859, top5_acc: 0.8652, loss_cls: 1.2917, loss: 1.2917, grad_norm: 3.3761 2021-06-14 08:37:00,152 - mmaction - INFO - Epoch [66][80/940] lr: 4.000e-03, eta: 15:23:08, time: 1.179, data_time: 0.009, memory: 7080, top1_acc: 0.6633, top5_acc: 0.8525, loss_cls: 1.3962, loss: 1.3962, grad_norm: 3.5194 2021-06-14 08:37:24,179 - mmaction - INFO - Epoch [66][100/940] lr: 4.000e-03, eta: 15:22:29, time: 1.202, data_time: 0.005, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8625, loss_cls: 1.3238, loss: 1.3238, grad_norm: 3.4156 2021-06-14 08:37:47,367 - mmaction - INFO - Epoch [66][120/940] lr: 4.000e-03, eta: 15:21:49, time: 1.159, data_time: 0.004, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8676, loss_cls: 1.2995, loss: 1.2995, grad_norm: 3.4312 2021-06-14 08:38:11,507 - mmaction - INFO - Epoch [66][140/940] lr: 4.000e-03, eta: 15:21:10, time: 1.208, data_time: 0.011, memory: 7080, top1_acc: 0.6779, top5_acc: 0.8633, loss_cls: 1.3261, loss: 1.3261, grad_norm: 3.4769 2021-06-14 08:38:35,456 - mmaction - INFO - Epoch [66][160/940] lr: 4.000e-03, eta: 15:20:31, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8650, loss_cls: 1.3224, loss: 1.3224, grad_norm: 3.4590 2021-06-14 08:38:59,751 - mmaction - INFO - Epoch [66][180/940] lr: 4.000e-03, eta: 15:19:53, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8627, loss_cls: 1.3238, loss: 1.3238, grad_norm: 3.4285 2021-06-14 08:39:22,785 - mmaction - INFO - Epoch [66][200/940] lr: 4.000e-03, eta: 15:19:13, time: 1.151, data_time: 0.002, memory: 7080, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.2974, loss: 1.2974, grad_norm: 3.4244 2021-06-14 08:39:47,336 - mmaction - INFO - Epoch [66][220/940] lr: 4.000e-03, eta: 15:18:35, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.6850, top5_acc: 0.8643, loss_cls: 1.3076, loss: 1.3076, grad_norm: 3.4372 2021-06-14 08:40:10,776 - mmaction - INFO - Epoch [66][240/940] lr: 4.000e-03, eta: 15:17:55, time: 1.176, data_time: 0.006, memory: 7080, top1_acc: 0.6840, top5_acc: 0.8680, loss_cls: 1.2770, loss: 1.2770, grad_norm: 3.3470 2021-06-14 08:40:35,004 - mmaction - INFO - Epoch [66][260/940] lr: 4.000e-03, eta: 15:17:17, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.6748, top5_acc: 0.8598, loss_cls: 1.3347, loss: 1.3347, grad_norm: 3.4368 2021-06-14 08:40:59,187 - mmaction - INFO - Epoch [66][280/940] lr: 4.000e-03, eta: 15:16:38, time: 1.208, data_time: 0.004, memory: 7080, top1_acc: 0.6787, top5_acc: 0.8609, loss_cls: 1.3175, loss: 1.3175, grad_norm: 3.4308 2021-06-14 08:41:23,535 - mmaction - INFO - Epoch [66][300/940] lr: 4.000e-03, eta: 15:15:59, time: 1.213, data_time: 0.006, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8672, loss_cls: 1.3011, loss: 1.3011, grad_norm: 3.4495 2021-06-14 08:41:46,925 - mmaction - INFO - Epoch [66][320/940] lr: 4.000e-03, eta: 15:15:20, time: 1.176, data_time: 0.010, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8676, loss_cls: 1.3096, loss: 1.3096, grad_norm: 3.4532 2021-06-14 08:42:11,272 - mmaction - INFO - Epoch [66][340/940] lr: 4.000e-03, eta: 15:14:41, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.6760, top5_acc: 0.8602, loss_cls: 1.3243, loss: 1.3243, grad_norm: 3.4682 2021-06-14 08:42:35,482 - mmaction - INFO - Epoch [66][360/940] lr: 4.000e-03, eta: 15:14:03, time: 1.212, data_time: 0.005, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8709, loss_cls: 1.2768, loss: 1.2768, grad_norm: 3.4340 2021-06-14 08:42:59,396 - mmaction - INFO - Epoch [66][380/940] lr: 4.000e-03, eta: 15:13:24, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.6896, top5_acc: 0.8711, loss_cls: 1.2776, loss: 1.2776, grad_norm: 3.4273 2021-06-14 08:43:23,067 - mmaction - INFO - Epoch [66][400/940] lr: 4.000e-03, eta: 15:12:45, time: 1.177, data_time: 0.001, memory: 7080, top1_acc: 0.6758, top5_acc: 0.8672, loss_cls: 1.3036, loss: 1.3036, grad_norm: 3.3822 2021-06-14 08:43:47,488 - mmaction - INFO - Epoch [66][420/940] lr: 4.000e-03, eta: 15:12:06, time: 1.226, data_time: 0.007, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8658, loss_cls: 1.3015, loss: 1.3015, grad_norm: 3.4039 2021-06-14 08:44:10,401 - mmaction - INFO - Epoch [66][440/940] lr: 4.000e-03, eta: 15:11:27, time: 1.147, data_time: 0.003, memory: 7080, top1_acc: 0.6869, top5_acc: 0.8629, loss_cls: 1.2913, loss: 1.2913, grad_norm: 3.3605 2021-06-14 08:44:35,703 - mmaction - INFO - Epoch [66][460/940] lr: 4.000e-03, eta: 15:10:49, time: 1.264, data_time: 0.001, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8633, loss_cls: 1.3269, loss: 1.3269, grad_norm: 3.4677 2021-06-14 08:45:00,154 - mmaction - INFO - Epoch [66][480/940] lr: 4.000e-03, eta: 15:10:10, time: 1.218, data_time: 0.021, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8627, loss_cls: 1.3139, loss: 1.3139, grad_norm: 3.3988 2021-06-14 08:45:23,229 - mmaction - INFO - Epoch [66][500/940] lr: 4.000e-03, eta: 15:09:31, time: 1.159, data_time: 0.006, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8609, loss_cls: 1.3472, loss: 1.3472, grad_norm: 3.4626 2021-06-14 08:45:48,635 - mmaction - INFO - Epoch [66][520/940] lr: 4.000e-03, eta: 15:08:53, time: 1.271, data_time: 0.002, memory: 7080, top1_acc: 0.6709, top5_acc: 0.8592, loss_cls: 1.3542, loss: 1.3542, grad_norm: 3.4523 2021-06-14 08:46:12,391 - mmaction - INFO - Epoch [66][540/940] lr: 4.000e-03, eta: 15:08:14, time: 1.188, data_time: 0.001, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8713, loss_cls: 1.2838, loss: 1.2838, grad_norm: 3.4014 2021-06-14 08:46:36,537 - mmaction - INFO - Epoch [66][560/940] lr: 4.000e-03, eta: 15:07:35, time: 1.206, data_time: 0.002, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8590, loss_cls: 1.3222, loss: 1.3222, grad_norm: 3.4674 2021-06-14 08:47:00,134 - mmaction - INFO - Epoch [66][580/940] lr: 4.000e-03, eta: 15:06:56, time: 1.180, data_time: 0.003, memory: 7080, top1_acc: 0.6680, top5_acc: 0.8604, loss_cls: 1.3457, loss: 1.3457, grad_norm: 3.4551 2021-06-14 08:47:23,745 - mmaction - INFO - Epoch [66][600/940] lr: 4.000e-03, eta: 15:06:17, time: 1.182, data_time: 0.003, memory: 7080, top1_acc: 0.6813, top5_acc: 0.8648, loss_cls: 1.3046, loss: 1.3046, grad_norm: 3.4563 2021-06-14 08:47:47,885 - mmaction - INFO - Epoch [66][620/940] lr: 4.000e-03, eta: 15:05:39, time: 1.207, data_time: 0.002, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8652, loss_cls: 1.3235, loss: 1.3235, grad_norm: 3.4162 2021-06-14 08:48:11,597 - mmaction - INFO - Epoch [66][640/940] lr: 4.000e-03, eta: 15:05:00, time: 1.184, data_time: 0.002, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8641, loss_cls: 1.3092, loss: 1.3092, grad_norm: 3.4072 2021-06-14 08:48:36,398 - mmaction - INFO - Epoch [66][660/940] lr: 4.000e-03, eta: 15:04:21, time: 1.240, data_time: 0.003, memory: 7080, top1_acc: 0.6834, top5_acc: 0.8742, loss_cls: 1.2744, loss: 1.2744, grad_norm: 3.4411 2021-06-14 08:48:59,917 - mmaction - INFO - Epoch [66][680/940] lr: 4.000e-03, eta: 15:03:42, time: 1.177, data_time: 0.004, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8596, loss_cls: 1.3326, loss: 1.3326, grad_norm: 3.4172 2021-06-14 08:49:23,086 - mmaction - INFO - Epoch [66][700/940] lr: 4.000e-03, eta: 15:03:03, time: 1.157, data_time: 0.002, memory: 7080, top1_acc: 0.6729, top5_acc: 0.8621, loss_cls: 1.3460, loss: 1.3460, grad_norm: 3.4907 2021-06-14 08:49:48,178 - mmaction - INFO - Epoch [66][720/940] lr: 4.000e-03, eta: 15:02:25, time: 1.255, data_time: 0.003, memory: 7080, top1_acc: 0.6777, top5_acc: 0.8592, loss_cls: 1.3608, loss: 1.3608, grad_norm: 3.5423 2021-06-14 08:50:11,690 - mmaction - INFO - Epoch [66][740/940] lr: 4.000e-03, eta: 15:01:46, time: 1.175, data_time: 0.005, memory: 7080, top1_acc: 0.6826, top5_acc: 0.8598, loss_cls: 1.3362, loss: 1.3362, grad_norm: 3.5042 2021-06-14 08:50:35,899 - mmaction - INFO - Epoch [66][760/940] lr: 4.000e-03, eta: 15:01:08, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8615, loss_cls: 1.2925, loss: 1.2925, grad_norm: 3.3858 2021-06-14 08:51:00,233 - mmaction - INFO - Epoch [66][780/940] lr: 4.000e-03, eta: 15:00:29, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.6781, top5_acc: 0.8594, loss_cls: 1.3370, loss: 1.3370, grad_norm: 3.4876 2021-06-14 08:51:24,469 - mmaction - INFO - Epoch [66][800/940] lr: 4.000e-03, eta: 14:59:51, time: 1.214, data_time: 0.006, memory: 7080, top1_acc: 0.6768, top5_acc: 0.8631, loss_cls: 1.3489, loss: 1.3489, grad_norm: 3.4700 2021-06-14 08:51:47,742 - mmaction - INFO - Epoch [66][820/940] lr: 4.000e-03, eta: 14:59:12, time: 1.163, data_time: 0.002, memory: 7080, top1_acc: 0.6961, top5_acc: 0.8715, loss_cls: 1.2647, loss: 1.2647, grad_norm: 3.4033 2021-06-14 08:52:11,523 - mmaction - INFO - Epoch [66][840/940] lr: 4.000e-03, eta: 14:58:33, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.6826, top5_acc: 0.8662, loss_cls: 1.2809, loss: 1.2809, grad_norm: 3.4196 2021-06-14 08:52:36,210 - mmaction - INFO - Epoch [66][860/940] lr: 4.000e-03, eta: 14:57:55, time: 1.236, data_time: 0.003, memory: 7080, top1_acc: 0.6656, top5_acc: 0.8586, loss_cls: 1.3288, loss: 1.3288, grad_norm: 3.4671 2021-06-14 08:53:00,829 - mmaction - INFO - Epoch [66][880/940] lr: 4.000e-03, eta: 14:57:16, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.6850, top5_acc: 0.8645, loss_cls: 1.2968, loss: 1.2968, grad_norm: 3.4223 2021-06-14 08:53:24,685 - mmaction - INFO - Epoch [66][900/940] lr: 4.000e-03, eta: 14:56:38, time: 1.189, data_time: 0.004, memory: 7080, top1_acc: 0.6834, top5_acc: 0.8678, loss_cls: 1.3087, loss: 1.3087, grad_norm: 3.4136 2021-06-14 08:53:48,260 - mmaction - INFO - Epoch [66][920/940] lr: 4.000e-03, eta: 14:55:59, time: 1.185, data_time: 0.011, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8650, loss_cls: 1.3161, loss: 1.3161, grad_norm: 3.4457 2021-06-14 08:54:09,517 - mmaction - INFO - Epoch [66][940/940] lr: 4.000e-03, eta: 14:55:19, time: 1.064, data_time: 0.004, memory: 7080, top1_acc: 0.6812, top5_acc: 0.8596, loss_cls: 1.3359, loss: 1.3359, grad_norm: 3.4956 2021-06-14 08:54:14,496 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-06-14 09:01:58,303 - mmaction - INFO - Epoch [67][20/940] lr: 4.000e-03, eta: 14:58:26, time: 23.141, data_time: 20.891, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8609, loss_cls: 1.3332, loss: 1.3332, grad_norm: 3.4288 2021-06-14 09:02:21,379 - mmaction - INFO - Epoch [67][40/940] lr: 4.000e-03, eta: 14:57:47, time: 1.156, data_time: 0.006, memory: 7080, top1_acc: 0.6895, top5_acc: 0.8668, loss_cls: 1.2939, loss: 1.2939, grad_norm: 3.4080 2021-06-14 09:02:46,400 - mmaction - INFO - Epoch [67][60/940] lr: 4.000e-03, eta: 14:57:09, time: 1.251, data_time: 0.003, memory: 7080, top1_acc: 0.6844, top5_acc: 0.8633, loss_cls: 1.3023, loss: 1.3023, grad_norm: 3.4405 2021-06-14 09:03:09,622 - mmaction - INFO - Epoch [67][80/940] lr: 4.000e-03, eta: 14:56:30, time: 1.162, data_time: 0.003, memory: 7080, top1_acc: 0.6869, top5_acc: 0.8668, loss_cls: 1.2936, loss: 1.2936, grad_norm: 3.3978 2021-06-14 09:03:34,040 - mmaction - INFO - Epoch [67][100/940] lr: 4.000e-03, eta: 14:55:51, time: 1.218, data_time: 0.002, memory: 7080, top1_acc: 0.6877, top5_acc: 0.8674, loss_cls: 1.2845, loss: 1.2845, grad_norm: 3.4277 2021-06-14 09:03:57,584 - mmaction - INFO - Epoch [67][120/940] lr: 4.000e-03, eta: 14:55:12, time: 1.179, data_time: 0.006, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8674, loss_cls: 1.2989, loss: 1.2989, grad_norm: 3.4460 2021-06-14 09:04:21,526 - mmaction - INFO - Epoch [67][140/940] lr: 4.000e-03, eta: 14:54:33, time: 1.191, data_time: 0.003, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8688, loss_cls: 1.3137, loss: 1.3137, grad_norm: 3.5160 2021-06-14 09:04:46,697 - mmaction - INFO - Epoch [67][160/940] lr: 4.000e-03, eta: 14:53:55, time: 1.259, data_time: 0.010, memory: 7080, top1_acc: 0.6875, top5_acc: 0.8621, loss_cls: 1.3064, loss: 1.3064, grad_norm: 3.4192 2021-06-14 09:05:10,588 - mmaction - INFO - Epoch [67][180/940] lr: 4.000e-03, eta: 14:53:16, time: 1.201, data_time: 0.010, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8715, loss_cls: 1.2652, loss: 1.2652, grad_norm: 3.4506 2021-06-14 09:05:34,654 - mmaction - INFO - Epoch [67][200/940] lr: 4.000e-03, eta: 14:52:38, time: 1.205, data_time: 0.004, memory: 7080, top1_acc: 0.6760, top5_acc: 0.8670, loss_cls: 1.3248, loss: 1.3248, grad_norm: 3.4650 2021-06-14 09:05:58,629 - mmaction - INFO - Epoch [67][220/940] lr: 4.000e-03, eta: 14:51:59, time: 1.197, data_time: 0.002, memory: 7080, top1_acc: 0.6875, top5_acc: 0.8705, loss_cls: 1.2992, loss: 1.2992, grad_norm: 3.4306 2021-06-14 09:06:22,571 - mmaction - INFO - Epoch [67][240/940] lr: 4.000e-03, eta: 14:51:20, time: 1.195, data_time: 0.005, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8588, loss_cls: 1.3384, loss: 1.3384, grad_norm: 3.4951 2021-06-14 09:06:46,309 - mmaction - INFO - Epoch [67][260/940] lr: 4.000e-03, eta: 14:50:42, time: 1.185, data_time: 0.005, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8674, loss_cls: 1.2967, loss: 1.2967, grad_norm: 3.4269 2021-06-14 09:07:07,882 - mmaction - INFO - Epoch [67][280/940] lr: 4.000e-03, eta: 14:50:02, time: 1.082, data_time: 0.008, memory: 7080, top1_acc: 0.6809, top5_acc: 0.8668, loss_cls: 1.3069, loss: 1.3069, grad_norm: 3.4174 2021-06-14 09:07:32,079 - mmaction - INFO - Epoch [67][300/940] lr: 4.000e-03, eta: 14:49:23, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.6729, top5_acc: 0.8641, loss_cls: 1.3279, loss: 1.3279, grad_norm: 3.4336 2021-06-14 09:07:56,450 - mmaction - INFO - Epoch [67][320/940] lr: 4.000e-03, eta: 14:48:45, time: 1.216, data_time: 0.002, memory: 7080, top1_acc: 0.6768, top5_acc: 0.8686, loss_cls: 1.3003, loss: 1.3003, grad_norm: 3.4694 2021-06-14 09:08:21,226 - mmaction - INFO - Epoch [67][340/940] lr: 4.000e-03, eta: 14:48:07, time: 1.242, data_time: 0.005, memory: 7080, top1_acc: 0.6852, top5_acc: 0.8656, loss_cls: 1.2922, loss: 1.2922, grad_norm: 3.4167 2021-06-14 09:08:45,661 - mmaction - INFO - Epoch [67][360/940] lr: 4.000e-03, eta: 14:47:28, time: 1.222, data_time: 0.002, memory: 7080, top1_acc: 0.6834, top5_acc: 0.8645, loss_cls: 1.3074, loss: 1.3074, grad_norm: 3.5032 2021-06-14 09:09:09,685 - mmaction - INFO - Epoch [67][380/940] lr: 4.000e-03, eta: 14:46:49, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.6932, top5_acc: 0.8713, loss_cls: 1.2436, loss: 1.2436, grad_norm: 3.4119 2021-06-14 09:09:33,768 - mmaction - INFO - Epoch [67][400/940] lr: 4.000e-03, eta: 14:46:11, time: 1.200, data_time: 0.004, memory: 7080, top1_acc: 0.6705, top5_acc: 0.8635, loss_cls: 1.3287, loss: 1.3287, grad_norm: 3.5329 2021-06-14 09:09:56,562 - mmaction - INFO - Epoch [67][420/940] lr: 4.000e-03, eta: 14:45:32, time: 1.141, data_time: 0.007, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8654, loss_cls: 1.2939, loss: 1.2939, grad_norm: 3.4614 2021-06-14 09:10:20,646 - mmaction - INFO - Epoch [67][440/940] lr: 4.000e-03, eta: 14:44:53, time: 1.209, data_time: 0.007, memory: 7080, top1_acc: 0.6754, top5_acc: 0.8621, loss_cls: 1.3189, loss: 1.3189, grad_norm: 3.4909 2021-06-14 09:10:44,796 - mmaction - INFO - Epoch [67][460/940] lr: 4.000e-03, eta: 14:44:15, time: 1.206, data_time: 0.084, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8602, loss_cls: 1.3137, loss: 1.3137, grad_norm: 3.5507 2021-06-14 09:11:08,531 - mmaction - INFO - Epoch [67][480/940] lr: 4.000e-03, eta: 14:43:36, time: 1.184, data_time: 0.023, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8664, loss_cls: 1.2930, loss: 1.2930, grad_norm: 3.4187 2021-06-14 09:11:32,534 - mmaction - INFO - Epoch [67][500/940] lr: 4.000e-03, eta: 14:42:57, time: 1.201, data_time: 0.006, memory: 7080, top1_acc: 0.6795, top5_acc: 0.8668, loss_cls: 1.3130, loss: 1.3130, grad_norm: 3.4530 2021-06-14 09:11:57,116 - mmaction - INFO - Epoch [67][520/940] lr: 4.000e-03, eta: 14:42:19, time: 1.228, data_time: 0.004, memory: 7080, top1_acc: 0.6848, top5_acc: 0.8684, loss_cls: 1.2792, loss: 1.2792, grad_norm: 3.4895 2021-06-14 09:12:21,223 - mmaction - INFO - Epoch [67][540/940] lr: 4.000e-03, eta: 14:41:41, time: 1.207, data_time: 0.005, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8723, loss_cls: 1.2873, loss: 1.2873, grad_norm: 3.5191 2021-06-14 09:12:45,604 - mmaction - INFO - Epoch [67][560/940] lr: 4.000e-03, eta: 14:41:02, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.6822, top5_acc: 0.8672, loss_cls: 1.2988, loss: 1.2988, grad_norm: 3.4787 2021-06-14 09:13:08,824 - mmaction - INFO - Epoch [67][580/940] lr: 4.000e-03, eta: 14:40:23, time: 1.160, data_time: 0.003, memory: 7080, top1_acc: 0.6775, top5_acc: 0.8650, loss_cls: 1.3019, loss: 1.3019, grad_norm: 3.5281 2021-06-14 09:13:34,443 - mmaction - INFO - Epoch [67][600/940] lr: 4.000e-03, eta: 14:39:46, time: 1.282, data_time: 0.004, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8574, loss_cls: 1.3357, loss: 1.3357, grad_norm: 3.5197 2021-06-14 09:13:55,603 - mmaction - INFO - Epoch [67][620/940] lr: 4.000e-03, eta: 14:39:06, time: 1.057, data_time: 0.003, memory: 7080, top1_acc: 0.6711, top5_acc: 0.8562, loss_cls: 1.3548, loss: 1.3548, grad_norm: 3.5120 2021-06-14 09:14:19,861 - mmaction - INFO - Epoch [67][640/940] lr: 4.000e-03, eta: 14:38:28, time: 1.214, data_time: 0.005, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8662, loss_cls: 1.3193, loss: 1.3193, grad_norm: 3.5046 2021-06-14 09:14:45,475 - mmaction - INFO - Epoch [67][660/940] lr: 4.000e-03, eta: 14:37:50, time: 1.281, data_time: 0.003, memory: 7080, top1_acc: 0.6877, top5_acc: 0.8693, loss_cls: 1.2977, loss: 1.2977, grad_norm: 3.4592 2021-06-14 09:15:09,486 - mmaction - INFO - Epoch [67][680/940] lr: 4.000e-03, eta: 14:37:11, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8604, loss_cls: 1.3125, loss: 1.3125, grad_norm: 3.4192 2021-06-14 09:15:35,320 - mmaction - INFO - Epoch [67][700/940] lr: 4.000e-03, eta: 14:36:34, time: 1.292, data_time: 0.004, memory: 7080, top1_acc: 0.6744, top5_acc: 0.8592, loss_cls: 1.3434, loss: 1.3434, grad_norm: 3.4905 2021-06-14 09:15:59,085 - mmaction - INFO - Epoch [67][720/940] lr: 4.000e-03, eta: 14:35:55, time: 1.190, data_time: 0.004, memory: 7080, top1_acc: 0.6791, top5_acc: 0.8637, loss_cls: 1.2997, loss: 1.2997, grad_norm: 3.4763 2021-06-14 09:16:22,297 - mmaction - INFO - Epoch [67][740/940] lr: 4.000e-03, eta: 14:35:16, time: 1.155, data_time: 0.001, memory: 7080, top1_acc: 0.6824, top5_acc: 0.8627, loss_cls: 1.3140, loss: 1.3140, grad_norm: 3.4648 2021-06-14 09:16:46,550 - mmaction - INFO - Epoch [67][760/940] lr: 4.000e-03, eta: 14:34:38, time: 1.209, data_time: 0.008, memory: 7080, top1_acc: 0.6859, top5_acc: 0.8572, loss_cls: 1.3145, loss: 1.3145, grad_norm: 3.4354 2021-06-14 09:17:10,827 - mmaction - INFO - Epoch [67][780/940] lr: 4.000e-03, eta: 14:34:00, time: 1.222, data_time: 0.010, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8574, loss_cls: 1.3459, loss: 1.3459, grad_norm: 3.5216 2021-06-14 09:17:34,278 - mmaction - INFO - Epoch [67][800/940] lr: 4.000e-03, eta: 14:33:21, time: 1.168, data_time: 0.002, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8650, loss_cls: 1.3271, loss: 1.3271, grad_norm: 3.4818 2021-06-14 09:17:58,405 - mmaction - INFO - Epoch [67][820/940] lr: 4.000e-03, eta: 14:32:43, time: 1.211, data_time: 0.007, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8625, loss_cls: 1.2987, loss: 1.2987, grad_norm: 3.4495 2021-06-14 09:18:22,350 - mmaction - INFO - Epoch [67][840/940] lr: 4.000e-03, eta: 14:32:04, time: 1.195, data_time: 0.004, memory: 7080, top1_acc: 0.6971, top5_acc: 0.8633, loss_cls: 1.2783, loss: 1.2783, grad_norm: 3.4294 2021-06-14 09:18:45,862 - mmaction - INFO - Epoch [67][860/940] lr: 4.000e-03, eta: 14:31:26, time: 1.169, data_time: 0.005, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8611, loss_cls: 1.3509, loss: 1.3509, grad_norm: 3.5415 2021-06-14 09:19:11,062 - mmaction - INFO - Epoch [67][880/940] lr: 4.000e-03, eta: 14:30:48, time: 1.269, data_time: 0.012, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8631, loss_cls: 1.3124, loss: 1.3124, grad_norm: 3.5386 2021-06-14 09:19:34,294 - mmaction - INFO - Epoch [67][900/940] lr: 4.000e-03, eta: 14:30:09, time: 1.162, data_time: 0.003, memory: 7080, top1_acc: 0.6715, top5_acc: 0.8650, loss_cls: 1.3398, loss: 1.3398, grad_norm: 3.5350 2021-06-14 09:19:58,329 - mmaction - INFO - Epoch [67][920/940] lr: 4.000e-03, eta: 14:29:31, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8678, loss_cls: 1.3020, loss: 1.3020, grad_norm: 3.4628 2021-06-14 09:20:17,430 - mmaction - INFO - Epoch [67][940/940] lr: 4.000e-03, eta: 14:28:50, time: 0.957, data_time: 0.002, memory: 7080, top1_acc: 0.6774, top5_acc: 0.8616, loss_cls: 1.3464, loss: 1.3464, grad_norm: 3.5098 2021-06-14 09:20:22,094 - mmaction - INFO - Saving checkpoint at 67 epochs 2021-06-14 09:28:01,641 - mmaction - INFO - Epoch [68][20/940] lr: 4.000e-03, eta: 14:31:46, time: 22.926, data_time: 21.968, memory: 7080, top1_acc: 0.6775, top5_acc: 0.8621, loss_cls: 1.3284, loss: 1.3284, grad_norm: 3.4856 2021-06-14 09:28:25,769 - mmaction - INFO - Epoch [68][40/940] lr: 4.000e-03, eta: 14:31:07, time: 1.212, data_time: 0.088, memory: 7080, top1_acc: 0.6822, top5_acc: 0.8705, loss_cls: 1.2884, loss: 1.2884, grad_norm: 3.4639 2021-06-14 09:28:49,811 - mmaction - INFO - Epoch [68][60/940] lr: 4.000e-03, eta: 14:30:29, time: 1.195, data_time: 0.090, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8729, loss_cls: 1.2673, loss: 1.2673, grad_norm: 3.4368 2021-06-14 09:29:12,516 - mmaction - INFO - Epoch [68][80/940] lr: 4.000e-03, eta: 14:29:49, time: 1.139, data_time: 0.138, memory: 7080, top1_acc: 0.7012, top5_acc: 0.8764, loss_cls: 1.2446, loss: 1.2446, grad_norm: 3.3924 2021-06-14 09:29:37,130 - mmaction - INFO - Epoch [68][100/940] lr: 4.000e-03, eta: 14:29:11, time: 1.234, data_time: 0.236, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8672, loss_cls: 1.2761, loss: 1.2761, grad_norm: 3.4346 2021-06-14 09:30:01,255 - mmaction - INFO - Epoch [68][120/940] lr: 4.000e-03, eta: 14:28:33, time: 1.205, data_time: 0.096, memory: 7080, top1_acc: 0.6729, top5_acc: 0.8600, loss_cls: 1.3284, loss: 1.3284, grad_norm: 3.5482 2021-06-14 09:30:25,194 - mmaction - INFO - Epoch [68][140/940] lr: 4.000e-03, eta: 14:27:54, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8623, loss_cls: 1.2910, loss: 1.2910, grad_norm: 3.5069 2021-06-14 09:30:49,151 - mmaction - INFO - Epoch [68][160/940] lr: 4.000e-03, eta: 14:27:16, time: 1.199, data_time: 0.005, memory: 7080, top1_acc: 0.6727, top5_acc: 0.8596, loss_cls: 1.3262, loss: 1.3262, grad_norm: 3.5489 2021-06-14 09:31:13,522 - mmaction - INFO - Epoch [68][180/940] lr: 4.000e-03, eta: 14:26:38, time: 1.220, data_time: 0.003, memory: 7080, top1_acc: 0.6838, top5_acc: 0.8688, loss_cls: 1.2880, loss: 1.2880, grad_norm: 3.5188 2021-06-14 09:31:38,496 - mmaction - INFO - Epoch [68][200/940] lr: 4.000e-03, eta: 14:26:00, time: 1.248, data_time: 0.002, memory: 7080, top1_acc: 0.6830, top5_acc: 0.8668, loss_cls: 1.2797, loss: 1.2797, grad_norm: 3.4650 2021-06-14 09:32:01,668 - mmaction - INFO - Epoch [68][220/940] lr: 4.000e-03, eta: 14:25:21, time: 1.160, data_time: 0.004, memory: 7080, top1_acc: 0.6926, top5_acc: 0.8695, loss_cls: 1.2677, loss: 1.2677, grad_norm: 3.4612 2021-06-14 09:32:26,387 - mmaction - INFO - Epoch [68][240/940] lr: 4.000e-03, eta: 14:24:43, time: 1.234, data_time: 0.002, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8666, loss_cls: 1.2878, loss: 1.2878, grad_norm: 3.4804 2021-06-14 09:32:48,730 - mmaction - INFO - Epoch [68][260/940] lr: 4.000e-03, eta: 14:24:03, time: 1.119, data_time: 0.005, memory: 7080, top1_acc: 0.6848, top5_acc: 0.8602, loss_cls: 1.3026, loss: 1.3026, grad_norm: 3.4419 2021-06-14 09:33:13,462 - mmaction - INFO - Epoch [68][280/940] lr: 4.000e-03, eta: 14:23:25, time: 1.235, data_time: 0.002, memory: 7080, top1_acc: 0.6861, top5_acc: 0.8703, loss_cls: 1.2722, loss: 1.2722, grad_norm: 3.4630 2021-06-14 09:33:37,645 - mmaction - INFO - Epoch [68][300/940] lr: 4.000e-03, eta: 14:22:47, time: 1.209, data_time: 0.005, memory: 7080, top1_acc: 0.6709, top5_acc: 0.8578, loss_cls: 1.3478, loss: 1.3478, grad_norm: 3.5685 2021-06-14 09:34:01,278 - mmaction - INFO - Epoch [68][320/940] lr: 4.000e-03, eta: 14:22:08, time: 1.181, data_time: 0.003, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8695, loss_cls: 1.2969, loss: 1.2969, grad_norm: 3.4965 2021-06-14 09:34:25,285 - mmaction - INFO - Epoch [68][340/940] lr: 4.000e-03, eta: 14:21:30, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.6766, top5_acc: 0.8631, loss_cls: 1.3266, loss: 1.3266, grad_norm: 3.4977 2021-06-14 09:34:49,104 - mmaction - INFO - Epoch [68][360/940] lr: 4.000e-03, eta: 14:20:51, time: 1.188, data_time: 0.002, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8641, loss_cls: 1.3012, loss: 1.3012, grad_norm: 3.4920 2021-06-14 09:35:13,205 - mmaction - INFO - Epoch [68][380/940] lr: 4.000e-03, eta: 14:20:13, time: 1.203, data_time: 0.005, memory: 7080, top1_acc: 0.6916, top5_acc: 0.8707, loss_cls: 1.2724, loss: 1.2724, grad_norm: 3.4643 2021-06-14 09:35:36,980 - mmaction - INFO - Epoch [68][400/940] lr: 4.000e-03, eta: 14:19:35, time: 1.193, data_time: 0.008, memory: 7080, top1_acc: 0.6871, top5_acc: 0.8652, loss_cls: 1.3046, loss: 1.3046, grad_norm: 3.4650 2021-06-14 09:36:01,182 - mmaction - INFO - Epoch [68][420/940] lr: 4.000e-03, eta: 14:18:56, time: 1.211, data_time: 0.006, memory: 7080, top1_acc: 0.6764, top5_acc: 0.8576, loss_cls: 1.3319, loss: 1.3319, grad_norm: 3.5352 2021-06-14 09:36:26,114 - mmaction - INFO - Epoch [68][440/940] lr: 4.000e-03, eta: 14:18:18, time: 1.245, data_time: 0.002, memory: 7080, top1_acc: 0.6957, top5_acc: 0.8725, loss_cls: 1.2582, loss: 1.2582, grad_norm: 3.4384 2021-06-14 09:36:50,416 - mmaction - INFO - Epoch [68][460/940] lr: 4.000e-03, eta: 14:17:40, time: 1.216, data_time: 0.004, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8639, loss_cls: 1.3339, loss: 1.3339, grad_norm: 3.5676 2021-06-14 09:37:14,784 - mmaction - INFO - Epoch [68][480/940] lr: 4.000e-03, eta: 14:17:02, time: 1.216, data_time: 0.002, memory: 7080, top1_acc: 0.6889, top5_acc: 0.8623, loss_cls: 1.2875, loss: 1.2875, grad_norm: 3.4901 2021-06-14 09:37:39,111 - mmaction - INFO - Epoch [68][500/940] lr: 4.000e-03, eta: 14:16:24, time: 1.212, data_time: 0.004, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8652, loss_cls: 1.3094, loss: 1.3094, grad_norm: 3.5023 2021-06-14 09:38:03,227 - mmaction - INFO - Epoch [68][520/940] lr: 4.000e-03, eta: 14:15:46, time: 1.211, data_time: 0.009, memory: 7080, top1_acc: 0.6906, top5_acc: 0.8691, loss_cls: 1.3056, loss: 1.3056, grad_norm: 3.5266 2021-06-14 09:38:27,482 - mmaction - INFO - Epoch [68][540/940] lr: 4.000e-03, eta: 14:15:08, time: 1.214, data_time: 0.004, memory: 7080, top1_acc: 0.6826, top5_acc: 0.8672, loss_cls: 1.2919, loss: 1.2919, grad_norm: 3.4559 2021-06-14 09:38:51,037 - mmaction - INFO - Epoch [68][560/940] lr: 4.000e-03, eta: 14:14:29, time: 1.178, data_time: 0.003, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8639, loss_cls: 1.3087, loss: 1.3087, grad_norm: 3.5234 2021-06-14 09:39:13,560 - mmaction - INFO - Epoch [68][580/940] lr: 4.000e-03, eta: 14:13:50, time: 1.128, data_time: 0.003, memory: 7080, top1_acc: 0.6734, top5_acc: 0.8635, loss_cls: 1.3239, loss: 1.3239, grad_norm: 3.5661 2021-06-14 09:39:38,086 - mmaction - INFO - Epoch [68][600/940] lr: 4.000e-03, eta: 14:13:12, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.6744, top5_acc: 0.8568, loss_cls: 1.3451, loss: 1.3451, grad_norm: 3.5294 2021-06-14 09:40:01,887 - mmaction - INFO - Epoch [68][620/940] lr: 4.000e-03, eta: 14:12:34, time: 1.183, data_time: 0.004, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8697, loss_cls: 1.2822, loss: 1.2822, grad_norm: 3.5150 2021-06-14 09:40:26,273 - mmaction - INFO - Epoch [68][640/940] lr: 4.000e-03, eta: 14:11:56, time: 1.227, data_time: 0.010, memory: 7080, top1_acc: 0.6703, top5_acc: 0.8592, loss_cls: 1.3419, loss: 1.3419, grad_norm: 3.5527 2021-06-14 09:40:50,601 - mmaction - INFO - Epoch [68][660/940] lr: 4.000e-03, eta: 14:11:17, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.7002, top5_acc: 0.8652, loss_cls: 1.3017, loss: 1.3017, grad_norm: 3.4565 2021-06-14 09:41:13,673 - mmaction - INFO - Epoch [68][680/940] lr: 4.000e-03, eta: 14:10:39, time: 1.161, data_time: 0.009, memory: 7080, top1_acc: 0.6768, top5_acc: 0.8652, loss_cls: 1.3095, loss: 1.3095, grad_norm: 3.5240 2021-06-14 09:41:37,519 - mmaction - INFO - Epoch [68][700/940] lr: 4.000e-03, eta: 14:10:00, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.6695, top5_acc: 0.8582, loss_cls: 1.3315, loss: 1.3315, grad_norm: 3.5131 2021-06-14 09:42:01,544 - mmaction - INFO - Epoch [68][720/940] lr: 4.000e-03, eta: 14:09:22, time: 1.196, data_time: 0.005, memory: 7080, top1_acc: 0.6721, top5_acc: 0.8654, loss_cls: 1.3194, loss: 1.3194, grad_norm: 3.5138 2021-06-14 09:42:25,114 - mmaction - INFO - Epoch [68][740/940] lr: 4.000e-03, eta: 14:08:44, time: 1.181, data_time: 0.006, memory: 7080, top1_acc: 0.6879, top5_acc: 0.8666, loss_cls: 1.2931, loss: 1.2931, grad_norm: 3.4659 2021-06-14 09:42:48,838 - mmaction - INFO - Epoch [68][760/940] lr: 4.000e-03, eta: 14:08:05, time: 1.187, data_time: 0.004, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8688, loss_cls: 1.2907, loss: 1.2907, grad_norm: 3.4911 2021-06-14 09:43:12,281 - mmaction - INFO - Epoch [68][780/940] lr: 4.000e-03, eta: 14:07:27, time: 1.171, data_time: 0.003, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8676, loss_cls: 1.3255, loss: 1.3255, grad_norm: 3.5658 2021-06-14 09:43:36,011 - mmaction - INFO - Epoch [68][800/940] lr: 4.000e-03, eta: 14:06:49, time: 1.182, data_time: 0.004, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8672, loss_cls: 1.3181, loss: 1.3181, grad_norm: 3.5353 2021-06-14 09:44:01,948 - mmaction - INFO - Epoch [68][820/940] lr: 4.000e-03, eta: 14:06:11, time: 1.298, data_time: 0.008, memory: 7080, top1_acc: 0.6863, top5_acc: 0.8648, loss_cls: 1.3168, loss: 1.3168, grad_norm: 3.4939 2021-06-14 09:44:25,681 - mmaction - INFO - Epoch [68][840/940] lr: 4.000e-03, eta: 14:05:33, time: 1.192, data_time: 0.007, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8711, loss_cls: 1.2961, loss: 1.2961, grad_norm: 3.5396 2021-06-14 09:44:49,467 - mmaction - INFO - Epoch [68][860/940] lr: 4.000e-03, eta: 14:04:55, time: 1.190, data_time: 0.002, memory: 7080, top1_acc: 0.6807, top5_acc: 0.8701, loss_cls: 1.2942, loss: 1.2942, grad_norm: 3.5294 2021-06-14 09:45:13,096 - mmaction - INFO - Epoch [68][880/940] lr: 4.000e-03, eta: 14:04:16, time: 1.179, data_time: 0.001, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8654, loss_cls: 1.3035, loss: 1.3035, grad_norm: 3.5053 2021-06-14 09:45:36,703 - mmaction - INFO - Epoch [68][900/940] lr: 4.000e-03, eta: 14:03:38, time: 1.181, data_time: 0.003, memory: 7080, top1_acc: 0.6908, top5_acc: 0.8729, loss_cls: 1.2799, loss: 1.2799, grad_norm: 3.4856 2021-06-14 09:46:00,669 - mmaction - INFO - Epoch [68][920/940] lr: 4.000e-03, eta: 14:03:00, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8729, loss_cls: 1.3033, loss: 1.3033, grad_norm: 3.5428 2021-06-14 09:46:21,609 - mmaction - INFO - Epoch [68][940/940] lr: 4.000e-03, eta: 14:02:20, time: 1.049, data_time: 0.003, memory: 7080, top1_acc: 0.6794, top5_acc: 0.8584, loss_cls: 1.3297, loss: 1.3297, grad_norm: 3.5643 2021-06-14 09:46:26,419 - mmaction - INFO - Saving checkpoint at 68 epochs 2021-06-14 09:54:01,335 - mmaction - INFO - Epoch [69][20/940] lr: 4.000e-03, eta: 14:05:04, time: 22.698, data_time: 21.540, memory: 7080, top1_acc: 0.6908, top5_acc: 0.8695, loss_cls: 1.2782, loss: 1.2782, grad_norm: 3.4713 2021-06-14 09:54:25,378 - mmaction - INFO - Epoch [69][40/940] lr: 4.000e-03, eta: 14:04:26, time: 1.203, data_time: 0.005, memory: 7080, top1_acc: 0.6891, top5_acc: 0.8693, loss_cls: 1.2852, loss: 1.2852, grad_norm: 3.4504 2021-06-14 09:54:48,791 - mmaction - INFO - Epoch [69][60/940] lr: 4.000e-03, eta: 14:03:48, time: 1.167, data_time: 0.028, memory: 7080, top1_acc: 0.6852, top5_acc: 0.8635, loss_cls: 1.3047, loss: 1.3047, grad_norm: 3.4986 2021-06-14 09:55:12,973 - mmaction - INFO - Epoch [69][80/940] lr: 4.000e-03, eta: 14:03:09, time: 1.213, data_time: 0.010, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8645, loss_cls: 1.2787, loss: 1.2787, grad_norm: 3.4778 2021-06-14 09:55:36,188 - mmaction - INFO - Epoch [69][100/940] lr: 4.000e-03, eta: 14:02:31, time: 1.160, data_time: 0.084, memory: 7080, top1_acc: 0.6984, top5_acc: 0.8762, loss_cls: 1.2489, loss: 1.2489, grad_norm: 3.4526 2021-06-14 09:56:01,195 - mmaction - INFO - Epoch [69][120/940] lr: 4.000e-03, eta: 14:01:53, time: 1.250, data_time: 0.262, memory: 7080, top1_acc: 0.6848, top5_acc: 0.8762, loss_cls: 1.2723, loss: 1.2723, grad_norm: 3.5016 2021-06-14 09:56:24,123 - mmaction - INFO - Epoch [69][140/940] lr: 4.000e-03, eta: 14:01:14, time: 1.143, data_time: 0.036, memory: 7080, top1_acc: 0.6811, top5_acc: 0.8717, loss_cls: 1.2817, loss: 1.2817, grad_norm: 3.4969 2021-06-14 09:56:48,207 - mmaction - INFO - Epoch [69][160/940] lr: 4.000e-03, eta: 14:00:36, time: 1.206, data_time: 0.008, memory: 7080, top1_acc: 0.7002, top5_acc: 0.8791, loss_cls: 1.2121, loss: 1.2121, grad_norm: 3.4484 2021-06-14 09:57:11,337 - mmaction - INFO - Epoch [69][180/940] lr: 4.000e-03, eta: 13:59:57, time: 1.156, data_time: 0.006, memory: 7080, top1_acc: 0.6791, top5_acc: 0.8629, loss_cls: 1.3042, loss: 1.3042, grad_norm: 3.5529 2021-06-14 09:57:35,705 - mmaction - INFO - Epoch [69][200/940] lr: 4.000e-03, eta: 13:59:19, time: 1.223, data_time: 0.007, memory: 7080, top1_acc: 0.6941, top5_acc: 0.8699, loss_cls: 1.2579, loss: 1.2579, grad_norm: 3.4722 2021-06-14 09:58:00,032 - mmaction - INFO - Epoch [69][220/940] lr: 4.000e-03, eta: 13:58:41, time: 1.215, data_time: 0.001, memory: 7080, top1_acc: 0.6791, top5_acc: 0.8629, loss_cls: 1.3079, loss: 1.3079, grad_norm: 3.5200 2021-06-14 09:58:23,869 - mmaction - INFO - Epoch [69][240/940] lr: 4.000e-03, eta: 13:58:03, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.6775, top5_acc: 0.8684, loss_cls: 1.2996, loss: 1.2996, grad_norm: 3.5107 2021-06-14 09:58:47,047 - mmaction - INFO - Epoch [69][260/940] lr: 4.000e-03, eta: 13:57:24, time: 1.156, data_time: 0.003, memory: 7080, top1_acc: 0.6914, top5_acc: 0.8613, loss_cls: 1.3176, loss: 1.3176, grad_norm: 3.5194 2021-06-14 09:59:11,188 - mmaction - INFO - Epoch [69][280/940] lr: 4.000e-03, eta: 13:56:46, time: 1.208, data_time: 0.005, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8639, loss_cls: 1.2948, loss: 1.2948, grad_norm: 3.4819 2021-06-14 09:59:35,268 - mmaction - INFO - Epoch [69][300/940] lr: 4.000e-03, eta: 13:56:08, time: 1.206, data_time: 0.005, memory: 7080, top1_acc: 0.6971, top5_acc: 0.8672, loss_cls: 1.2989, loss: 1.2989, grad_norm: 3.4676 2021-06-14 09:59:59,031 - mmaction - INFO - Epoch [69][320/940] lr: 4.000e-03, eta: 13:55:30, time: 1.186, data_time: 0.003, memory: 7080, top1_acc: 0.6883, top5_acc: 0.8727, loss_cls: 1.2788, loss: 1.2788, grad_norm: 3.5286 2021-06-14 10:00:27,017 - mmaction - INFO - Epoch [69][340/940] lr: 4.000e-03, eta: 13:54:53, time: 1.395, data_time: 0.020, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8611, loss_cls: 1.3292, loss: 1.3292, grad_norm: 3.5937 2021-06-14 10:00:50,772 - mmaction - INFO - Epoch [69][360/940] lr: 4.000e-03, eta: 13:54:15, time: 1.190, data_time: 0.017, memory: 7080, top1_acc: 0.6908, top5_acc: 0.8668, loss_cls: 1.2835, loss: 1.2835, grad_norm: 3.4590 2021-06-14 10:01:15,544 - mmaction - INFO - Epoch [69][380/940] lr: 4.000e-03, eta: 13:53:37, time: 1.236, data_time: 0.032, memory: 7080, top1_acc: 0.6846, top5_acc: 0.8617, loss_cls: 1.3023, loss: 1.3023, grad_norm: 3.5679 2021-06-14 10:01:39,072 - mmaction - INFO - Epoch [69][400/940] lr: 4.000e-03, eta: 13:52:59, time: 1.182, data_time: 0.191, memory: 7080, top1_acc: 0.6875, top5_acc: 0.8660, loss_cls: 1.2878, loss: 1.2878, grad_norm: 3.5498 2021-06-14 10:02:03,257 - mmaction - INFO - Epoch [69][420/940] lr: 4.000e-03, eta: 13:52:21, time: 1.210, data_time: 0.022, memory: 7080, top1_acc: 0.6777, top5_acc: 0.8635, loss_cls: 1.3167, loss: 1.3167, grad_norm: 3.5505 2021-06-14 10:02:27,829 - mmaction - INFO - Epoch [69][440/940] lr: 4.000e-03, eta: 13:51:43, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8605, loss_cls: 1.3075, loss: 1.3075, grad_norm: 3.5781 2021-06-14 10:02:53,096 - mmaction - INFO - Epoch [69][460/940] lr: 4.000e-03, eta: 13:51:05, time: 1.264, data_time: 0.003, memory: 7080, top1_acc: 0.6826, top5_acc: 0.8760, loss_cls: 1.2570, loss: 1.2570, grad_norm: 3.5083 2021-06-14 10:03:16,673 - mmaction - INFO - Epoch [69][480/940] lr: 4.000e-03, eta: 13:50:27, time: 1.170, data_time: 0.002, memory: 7080, top1_acc: 0.6732, top5_acc: 0.8617, loss_cls: 1.3218, loss: 1.3218, grad_norm: 3.6336 2021-06-14 10:03:41,169 - mmaction - INFO - Epoch [69][500/940] lr: 4.000e-03, eta: 13:49:49, time: 1.232, data_time: 0.010, memory: 7080, top1_acc: 0.6910, top5_acc: 0.8750, loss_cls: 1.2505, loss: 1.2505, grad_norm: 3.5341 2021-06-14 10:04:05,248 - mmaction - INFO - Epoch [69][520/940] lr: 4.000e-03, eta: 13:49:11, time: 1.204, data_time: 0.003, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8586, loss_cls: 1.3372, loss: 1.3372, grad_norm: 3.5315 2021-06-14 10:04:28,906 - mmaction - INFO - Epoch [69][540/940] lr: 4.000e-03, eta: 13:48:33, time: 1.181, data_time: 0.003, memory: 7080, top1_acc: 0.6799, top5_acc: 0.8600, loss_cls: 1.3159, loss: 1.3159, grad_norm: 3.5569 2021-06-14 10:04:53,157 - mmaction - INFO - Epoch [69][560/940] lr: 4.000e-03, eta: 13:47:55, time: 1.215, data_time: 0.006, memory: 7080, top1_acc: 0.6854, top5_acc: 0.8711, loss_cls: 1.2918, loss: 1.2918, grad_norm: 3.5466 2021-06-14 10:05:16,358 - mmaction - INFO - Epoch [69][580/940] lr: 4.000e-03, eta: 13:47:17, time: 1.159, data_time: 0.004, memory: 7080, top1_acc: 0.6863, top5_acc: 0.8670, loss_cls: 1.2866, loss: 1.2866, grad_norm: 3.5327 2021-06-14 10:05:40,313 - mmaction - INFO - Epoch [69][600/940] lr: 4.000e-03, eta: 13:46:38, time: 1.201, data_time: 0.005, memory: 7080, top1_acc: 0.6852, top5_acc: 0.8680, loss_cls: 1.2865, loss: 1.2865, grad_norm: 3.5383 2021-06-14 10:06:04,860 - mmaction - INFO - Epoch [69][620/940] lr: 4.000e-03, eta: 13:46:01, time: 1.226, data_time: 0.001, memory: 7080, top1_acc: 0.6850, top5_acc: 0.8635, loss_cls: 1.2982, loss: 1.2982, grad_norm: 3.5146 2021-06-14 10:06:29,102 - mmaction - INFO - Epoch [69][640/940] lr: 4.000e-03, eta: 13:45:23, time: 1.214, data_time: 0.004, memory: 7080, top1_acc: 0.6822, top5_acc: 0.8639, loss_cls: 1.3234, loss: 1.3234, grad_norm: 3.5325 2021-06-14 10:06:53,047 - mmaction - INFO - Epoch [69][660/940] lr: 4.000e-03, eta: 13:44:45, time: 1.194, data_time: 0.002, memory: 7080, top1_acc: 0.6848, top5_acc: 0.8691, loss_cls: 1.2819, loss: 1.2819, grad_norm: 3.5259 2021-06-14 10:07:16,873 - mmaction - INFO - Epoch [69][680/940] lr: 4.000e-03, eta: 13:44:07, time: 1.192, data_time: 0.005, memory: 7080, top1_acc: 0.6750, top5_acc: 0.8602, loss_cls: 1.3316, loss: 1.3316, grad_norm: 3.5351 2021-06-14 10:07:39,911 - mmaction - INFO - Epoch [69][700/940] lr: 4.000e-03, eta: 13:43:28, time: 1.155, data_time: 0.004, memory: 7080, top1_acc: 0.6771, top5_acc: 0.8641, loss_cls: 1.3162, loss: 1.3162, grad_norm: 3.5962 2021-06-14 10:08:04,420 - mmaction - INFO - Epoch [69][720/940] lr: 4.000e-03, eta: 13:42:50, time: 1.224, data_time: 0.001, memory: 7080, top1_acc: 0.6830, top5_acc: 0.8727, loss_cls: 1.2871, loss: 1.2871, grad_norm: 3.5122 2021-06-14 10:08:28,441 - mmaction - INFO - Epoch [69][740/940] lr: 4.000e-03, eta: 13:42:12, time: 1.197, data_time: 0.004, memory: 7080, top1_acc: 0.6838, top5_acc: 0.8602, loss_cls: 1.3128, loss: 1.3128, grad_norm: 3.5255 2021-06-14 10:08:52,185 - mmaction - INFO - Epoch [69][760/940] lr: 4.000e-03, eta: 13:41:34, time: 1.190, data_time: 0.008, memory: 7080, top1_acc: 0.6760, top5_acc: 0.8625, loss_cls: 1.3104, loss: 1.3104, grad_norm: 3.5592 2021-06-14 10:09:16,496 - mmaction - INFO - Epoch [69][780/940] lr: 4.000e-03, eta: 13:40:56, time: 1.218, data_time: 0.005, memory: 7080, top1_acc: 0.6846, top5_acc: 0.8652, loss_cls: 1.2963, loss: 1.2963, grad_norm: 3.5817 2021-06-14 10:09:40,906 - mmaction - INFO - Epoch [69][800/940] lr: 4.000e-03, eta: 13:40:19, time: 1.218, data_time: 0.002, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8662, loss_cls: 1.3394, loss: 1.3394, grad_norm: 3.6479 2021-06-14 10:10:04,623 - mmaction - INFO - Epoch [69][820/940] lr: 4.000e-03, eta: 13:39:41, time: 1.187, data_time: 0.004, memory: 7080, top1_acc: 0.6912, top5_acc: 0.8660, loss_cls: 1.2688, loss: 1.2688, grad_norm: 3.4871 2021-06-14 10:10:29,211 - mmaction - INFO - Epoch [69][840/940] lr: 4.000e-03, eta: 13:39:03, time: 1.229, data_time: 0.003, memory: 7080, top1_acc: 0.6967, top5_acc: 0.8701, loss_cls: 1.2861, loss: 1.2861, grad_norm: 3.4849 2021-06-14 10:10:53,002 - mmaction - INFO - Epoch [69][860/940] lr: 4.000e-03, eta: 13:38:25, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.6811, top5_acc: 0.8641, loss_cls: 1.3170, loss: 1.3170, grad_norm: 3.6405 2021-06-14 10:11:15,785 - mmaction - INFO - Epoch [69][880/940] lr: 4.000e-03, eta: 13:37:46, time: 1.141, data_time: 0.004, memory: 7080, top1_acc: 0.6887, top5_acc: 0.8666, loss_cls: 1.2928, loss: 1.2928, grad_norm: 3.5289 2021-06-14 10:11:40,157 - mmaction - INFO - Epoch [69][900/940] lr: 4.000e-03, eta: 13:37:09, time: 1.218, data_time: 0.002, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8629, loss_cls: 1.3227, loss: 1.3227, grad_norm: 3.5961 2021-06-14 10:12:02,970 - mmaction - INFO - Epoch [69][920/940] lr: 4.000e-03, eta: 13:36:30, time: 1.141, data_time: 0.002, memory: 7080, top1_acc: 0.6889, top5_acc: 0.8734, loss_cls: 1.2737, loss: 1.2737, grad_norm: 3.5846 2021-06-14 10:12:23,879 - mmaction - INFO - Epoch [69][940/940] lr: 4.000e-03, eta: 13:35:51, time: 1.046, data_time: 0.002, memory: 7080, top1_acc: 0.6753, top5_acc: 0.8669, loss_cls: 1.3234, loss: 1.3234, grad_norm: 3.5630 2021-06-14 10:12:30,033 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-06-14 10:20:15,287 - mmaction - INFO - Epoch [70][20/940] lr: 4.000e-03, eta: 13:38:30, time: 23.211, data_time: 21.118, memory: 7080, top1_acc: 0.6813, top5_acc: 0.8648, loss_cls: 1.3069, loss: 1.3069, grad_norm: 3.5789 2021-06-14 10:20:38,491 - mmaction - INFO - Epoch [70][40/940] lr: 4.000e-03, eta: 13:37:52, time: 1.164, data_time: 0.008, memory: 7080, top1_acc: 0.6883, top5_acc: 0.8744, loss_cls: 1.2721, loss: 1.2721, grad_norm: 3.5126 2021-06-14 10:21:03,095 - mmaction - INFO - Epoch [70][60/940] lr: 4.000e-03, eta: 13:37:14, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8670, loss_cls: 1.3078, loss: 1.3078, grad_norm: 3.6027 2021-06-14 10:21:27,529 - mmaction - INFO - Epoch [70][80/940] lr: 4.000e-03, eta: 13:36:36, time: 1.222, data_time: 0.001, memory: 7080, top1_acc: 0.6863, top5_acc: 0.8621, loss_cls: 1.3006, loss: 1.3006, grad_norm: 3.5475 2021-06-14 10:21:50,884 - mmaction - INFO - Epoch [70][100/940] lr: 4.000e-03, eta: 13:35:58, time: 1.166, data_time: 0.001, memory: 7080, top1_acc: 0.6895, top5_acc: 0.8707, loss_cls: 1.2705, loss: 1.2705, grad_norm: 3.5624 2021-06-14 10:22:15,149 - mmaction - INFO - Epoch [70][120/940] lr: 4.000e-03, eta: 13:35:20, time: 1.210, data_time: 0.004, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8602, loss_cls: 1.3099, loss: 1.3099, grad_norm: 3.5619 2021-06-14 10:22:38,739 - mmaction - INFO - Epoch [70][140/940] lr: 4.000e-03, eta: 13:34:42, time: 1.185, data_time: 0.007, memory: 7080, top1_acc: 0.6676, top5_acc: 0.8516, loss_cls: 1.3505, loss: 1.3505, grad_norm: 3.5261 2021-06-14 10:23:02,432 - mmaction - INFO - Epoch [70][160/940] lr: 4.000e-03, eta: 13:34:04, time: 1.182, data_time: 0.003, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8635, loss_cls: 1.2864, loss: 1.2864, grad_norm: 3.5300 2021-06-14 10:23:25,934 - mmaction - INFO - Epoch [70][180/940] lr: 4.000e-03, eta: 13:33:25, time: 1.176, data_time: 0.003, memory: 7080, top1_acc: 0.6797, top5_acc: 0.8676, loss_cls: 1.2987, loss: 1.2987, grad_norm: 3.5342 2021-06-14 10:23:50,198 - mmaction - INFO - Epoch [70][200/940] lr: 4.000e-03, eta: 13:32:47, time: 1.213, data_time: 0.025, memory: 7080, top1_acc: 0.6881, top5_acc: 0.8672, loss_cls: 1.2723, loss: 1.2723, grad_norm: 3.5212 2021-06-14 10:24:15,001 - mmaction - INFO - Epoch [70][220/940] lr: 4.000e-03, eta: 13:32:10, time: 1.238, data_time: 0.003, memory: 7080, top1_acc: 0.6865, top5_acc: 0.8730, loss_cls: 1.2789, loss: 1.2789, grad_norm: 3.5242 2021-06-14 10:24:38,345 - mmaction - INFO - Epoch [70][240/940] lr: 4.000e-03, eta: 13:31:32, time: 1.168, data_time: 0.004, memory: 7080, top1_acc: 0.6963, top5_acc: 0.8715, loss_cls: 1.2499, loss: 1.2499, grad_norm: 3.4873 2021-06-14 10:25:02,286 - mmaction - INFO - Epoch [70][260/940] lr: 4.000e-03, eta: 13:30:54, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.6777, top5_acc: 0.8686, loss_cls: 1.3030, loss: 1.3030, grad_norm: 3.5716 2021-06-14 10:25:27,477 - mmaction - INFO - Epoch [70][280/940] lr: 4.000e-03, eta: 13:30:16, time: 1.259, data_time: 0.002, memory: 7080, top1_acc: 0.6787, top5_acc: 0.8648, loss_cls: 1.3001, loss: 1.3001, grad_norm: 3.5034 2021-06-14 10:25:50,533 - mmaction - INFO - Epoch [70][300/940] lr: 4.000e-03, eta: 13:29:38, time: 1.151, data_time: 0.003, memory: 7080, top1_acc: 0.6865, top5_acc: 0.8650, loss_cls: 1.3102, loss: 1.3102, grad_norm: 3.5497 2021-06-14 10:26:14,583 - mmaction - INFO - Epoch [70][320/940] lr: 4.000e-03, eta: 13:29:00, time: 1.204, data_time: 0.005, memory: 7080, top1_acc: 0.6967, top5_acc: 0.8730, loss_cls: 1.2590, loss: 1.2590, grad_norm: 3.4931 2021-06-14 10:26:38,849 - mmaction - INFO - Epoch [70][340/940] lr: 4.000e-03, eta: 13:28:22, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8617, loss_cls: 1.3193, loss: 1.3193, grad_norm: 3.5995 2021-06-14 10:27:02,700 - mmaction - INFO - Epoch [70][360/940] lr: 4.000e-03, eta: 13:27:44, time: 1.193, data_time: 0.004, memory: 7080, top1_acc: 0.6896, top5_acc: 0.8654, loss_cls: 1.2772, loss: 1.2772, grad_norm: 3.5399 2021-06-14 10:27:27,124 - mmaction - INFO - Epoch [70][380/940] lr: 4.000e-03, eta: 13:27:06, time: 1.219, data_time: 0.006, memory: 7080, top1_acc: 0.6912, top5_acc: 0.8693, loss_cls: 1.2708, loss: 1.2708, grad_norm: 3.5102 2021-06-14 10:27:50,881 - mmaction - INFO - Epoch [70][400/940] lr: 4.000e-03, eta: 13:26:28, time: 1.190, data_time: 0.005, memory: 7080, top1_acc: 0.6854, top5_acc: 0.8738, loss_cls: 1.2677, loss: 1.2677, grad_norm: 3.5234 2021-06-14 10:28:14,642 - mmaction - INFO - Epoch [70][420/940] lr: 4.000e-03, eta: 13:25:50, time: 1.185, data_time: 0.002, memory: 7080, top1_acc: 0.6830, top5_acc: 0.8654, loss_cls: 1.3003, loss: 1.3003, grad_norm: 3.5754 2021-06-14 10:28:38,408 - mmaction - INFO - Epoch [70][440/940] lr: 4.000e-03, eta: 13:25:12, time: 1.192, data_time: 0.005, memory: 7080, top1_acc: 0.6771, top5_acc: 0.8537, loss_cls: 1.3531, loss: 1.3531, grad_norm: 3.5899 2021-06-14 10:29:02,497 - mmaction - INFO - Epoch [70][460/940] lr: 4.000e-03, eta: 13:24:34, time: 1.201, data_time: 0.002, memory: 7080, top1_acc: 0.6756, top5_acc: 0.8637, loss_cls: 1.3212, loss: 1.3212, grad_norm: 3.5945 2021-06-14 10:29:26,809 - mmaction - INFO - Epoch [70][480/940] lr: 4.000e-03, eta: 13:23:56, time: 1.219, data_time: 0.006, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8645, loss_cls: 1.3104, loss: 1.3104, grad_norm: 3.5979 2021-06-14 10:29:50,485 - mmaction - INFO - Epoch [70][500/940] lr: 4.000e-03, eta: 13:23:18, time: 1.183, data_time: 0.002, memory: 7080, top1_acc: 0.6875, top5_acc: 0.8693, loss_cls: 1.2953, loss: 1.2953, grad_norm: 3.5785 2021-06-14 10:30:14,303 - mmaction - INFO - Epoch [70][520/940] lr: 4.000e-03, eta: 13:22:40, time: 1.191, data_time: 0.003, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8592, loss_cls: 1.3053, loss: 1.3053, grad_norm: 3.5772 2021-06-14 10:30:37,818 - mmaction - INFO - Epoch [70][540/940] lr: 4.000e-03, eta: 13:22:02, time: 1.172, data_time: 0.003, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8674, loss_cls: 1.2963, loss: 1.2963, grad_norm: 3.6185 2021-06-14 10:31:02,157 - mmaction - INFO - Epoch [70][560/940] lr: 4.000e-03, eta: 13:21:24, time: 1.220, data_time: 0.007, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8611, loss_cls: 1.3246, loss: 1.3246, grad_norm: 3.5825 2021-06-14 10:31:27,269 - mmaction - INFO - Epoch [70][580/940] lr: 4.000e-03, eta: 13:20:47, time: 1.258, data_time: 0.004, memory: 7080, top1_acc: 0.6934, top5_acc: 0.8762, loss_cls: 1.2465, loss: 1.2465, grad_norm: 3.4609 2021-06-14 10:31:49,582 - mmaction - INFO - Epoch [70][600/940] lr: 4.000e-03, eta: 13:20:09, time: 1.114, data_time: 0.002, memory: 7080, top1_acc: 0.6883, top5_acc: 0.8703, loss_cls: 1.2699, loss: 1.2699, grad_norm: 3.5340 2021-06-14 10:32:13,843 - mmaction - INFO - Epoch [70][620/940] lr: 4.000e-03, eta: 13:19:31, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.6730, top5_acc: 0.8645, loss_cls: 1.3250, loss: 1.3250, grad_norm: 3.6360 2021-06-14 10:32:38,147 - mmaction - INFO - Epoch [70][640/940] lr: 4.000e-03, eta: 13:18:53, time: 1.215, data_time: 0.006, memory: 7080, top1_acc: 0.6844, top5_acc: 0.8709, loss_cls: 1.2824, loss: 1.2824, grad_norm: 3.5444 2021-06-14 10:33:02,546 - mmaction - INFO - Epoch [70][660/940] lr: 4.000e-03, eta: 13:18:15, time: 1.219, data_time: 0.004, memory: 7080, top1_acc: 0.6930, top5_acc: 0.8766, loss_cls: 1.2664, loss: 1.2664, grad_norm: 3.5329 2021-06-14 10:33:25,528 - mmaction - INFO - Epoch [70][680/940] lr: 4.000e-03, eta: 13:17:37, time: 1.151, data_time: 0.013, memory: 7080, top1_acc: 0.6953, top5_acc: 0.8652, loss_cls: 1.2686, loss: 1.2686, grad_norm: 3.4691 2021-06-14 10:33:50,445 - mmaction - INFO - Epoch [70][700/940] lr: 4.000e-03, eta: 13:17:00, time: 1.246, data_time: 0.004, memory: 7080, top1_acc: 0.6887, top5_acc: 0.8752, loss_cls: 1.2772, loss: 1.2772, grad_norm: 3.5595 2021-06-14 10:34:14,379 - mmaction - INFO - Epoch [70][720/940] lr: 4.000e-03, eta: 13:16:22, time: 1.197, data_time: 0.004, memory: 7080, top1_acc: 0.6869, top5_acc: 0.8613, loss_cls: 1.3227, loss: 1.3227, grad_norm: 3.5597 2021-06-14 10:34:38,682 - mmaction - INFO - Epoch [70][740/940] lr: 4.000e-03, eta: 13:15:44, time: 1.207, data_time: 0.003, memory: 7080, top1_acc: 0.6787, top5_acc: 0.8650, loss_cls: 1.3012, loss: 1.3012, grad_norm: 3.6077 2021-06-14 10:35:01,564 - mmaction - INFO - Epoch [70][760/940] lr: 4.000e-03, eta: 13:15:06, time: 1.153, data_time: 0.011, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8725, loss_cls: 1.2808, loss: 1.2808, grad_norm: 3.6136 2021-06-14 10:35:26,418 - mmaction - INFO - Epoch [70][780/940] lr: 4.000e-03, eta: 13:14:29, time: 1.241, data_time: 0.001, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8660, loss_cls: 1.3165, loss: 1.3165, grad_norm: 3.6453 2021-06-14 10:35:50,217 - mmaction - INFO - Epoch [70][800/940] lr: 4.000e-03, eta: 13:13:51, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8592, loss_cls: 1.3249, loss: 1.3249, grad_norm: 3.5678 2021-06-14 10:36:12,803 - mmaction - INFO - Epoch [70][820/940] lr: 4.000e-03, eta: 13:13:12, time: 1.126, data_time: 0.004, memory: 7080, top1_acc: 0.6889, top5_acc: 0.8678, loss_cls: 1.2859, loss: 1.2859, grad_norm: 3.5435 2021-06-14 10:36:36,786 - mmaction - INFO - Epoch [70][840/940] lr: 4.000e-03, eta: 13:12:35, time: 1.202, data_time: 0.007, memory: 7080, top1_acc: 0.6830, top5_acc: 0.8664, loss_cls: 1.3007, loss: 1.3007, grad_norm: 3.5849 2021-06-14 10:37:01,149 - mmaction - INFO - Epoch [70][860/940] lr: 4.000e-03, eta: 13:11:57, time: 1.215, data_time: 0.004, memory: 7080, top1_acc: 0.6922, top5_acc: 0.8746, loss_cls: 1.2739, loss: 1.2739, grad_norm: 3.6472 2021-06-14 10:37:23,794 - mmaction - INFO - Epoch [70][880/940] lr: 4.000e-03, eta: 13:11:19, time: 1.134, data_time: 0.008, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8619, loss_cls: 1.3093, loss: 1.3093, grad_norm: 3.6035 2021-06-14 10:37:48,352 - mmaction - INFO - Epoch [70][900/940] lr: 4.000e-03, eta: 13:10:41, time: 1.228, data_time: 0.005, memory: 7080, top1_acc: 0.6865, top5_acc: 0.8686, loss_cls: 1.2860, loss: 1.2860, grad_norm: 3.5598 2021-06-14 10:38:13,501 - mmaction - INFO - Epoch [70][920/940] lr: 4.000e-03, eta: 13:10:04, time: 1.260, data_time: 0.004, memory: 7080, top1_acc: 0.6785, top5_acc: 0.8684, loss_cls: 1.3001, loss: 1.3001, grad_norm: 3.6129 2021-06-14 10:38:33,724 - mmaction - INFO - Epoch [70][940/940] lr: 4.000e-03, eta: 13:09:25, time: 1.012, data_time: 0.001, memory: 7080, top1_acc: 0.6790, top5_acc: 0.8657, loss_cls: 1.3122, loss: 1.3122, grad_norm: 3.6483 2021-06-14 10:38:36,750 - mmaction - INFO - Saving checkpoint at 70 epochs 2021-06-14 10:46:27,430 - mmaction - INFO - Epoch [71][20/940] lr: 4.000e-03, eta: 13:11:58, time: 23.486, data_time: 21.584, memory: 7080, top1_acc: 0.6914, top5_acc: 0.8680, loss_cls: 1.2836, loss: 1.2836, grad_norm: 3.5262 2021-06-14 10:46:51,214 - mmaction - INFO - Epoch [71][40/940] lr: 4.000e-03, eta: 13:11:20, time: 1.190, data_time: 0.005, memory: 7080, top1_acc: 0.6873, top5_acc: 0.8707, loss_cls: 1.2752, loss: 1.2752, grad_norm: 3.5659 2021-06-14 10:47:14,936 - mmaction - INFO - Epoch [71][60/940] lr: 4.000e-03, eta: 13:10:42, time: 1.184, data_time: 0.003, memory: 7080, top1_acc: 0.6834, top5_acc: 0.8660, loss_cls: 1.2760, loss: 1.2760, grad_norm: 3.5770 2021-06-14 10:47:38,703 - mmaction - INFO - Epoch [71][80/940] lr: 4.000e-03, eta: 13:10:04, time: 1.189, data_time: 0.005, memory: 7080, top1_acc: 0.6943, top5_acc: 0.8701, loss_cls: 1.2652, loss: 1.2652, grad_norm: 3.5291 2021-06-14 10:48:01,617 - mmaction - INFO - Epoch [71][100/940] lr: 4.000e-03, eta: 13:09:26, time: 1.146, data_time: 0.004, memory: 7080, top1_acc: 0.6871, top5_acc: 0.8787, loss_cls: 1.2530, loss: 1.2530, grad_norm: 3.5404 2021-06-14 10:48:25,107 - mmaction - INFO - Epoch [71][120/940] lr: 4.000e-03, eta: 13:08:48, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.6895, top5_acc: 0.8740, loss_cls: 1.2527, loss: 1.2527, grad_norm: 3.5747 2021-06-14 10:48:49,794 - mmaction - INFO - Epoch [71][140/940] lr: 4.000e-03, eta: 13:08:10, time: 1.235, data_time: 0.003, memory: 7080, top1_acc: 0.6865, top5_acc: 0.8744, loss_cls: 1.2600, loss: 1.2600, grad_norm: 3.6169 2021-06-14 10:49:13,409 - mmaction - INFO - Epoch [71][160/940] lr: 4.000e-03, eta: 13:07:32, time: 1.182, data_time: 0.002, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8602, loss_cls: 1.3193, loss: 1.3193, grad_norm: 3.6454 2021-06-14 10:49:37,583 - mmaction - INFO - Epoch [71][180/940] lr: 4.000e-03, eta: 13:06:54, time: 1.205, data_time: 0.003, memory: 7080, top1_acc: 0.6928, top5_acc: 0.8678, loss_cls: 1.2649, loss: 1.2649, grad_norm: 3.5361 2021-06-14 10:50:01,833 - mmaction - INFO - Epoch [71][200/940] lr: 4.000e-03, eta: 13:06:17, time: 1.214, data_time: 0.005, memory: 7080, top1_acc: 0.6795, top5_acc: 0.8584, loss_cls: 1.3264, loss: 1.3264, grad_norm: 3.6685 2021-06-14 10:50:25,188 - mmaction - INFO - Epoch [71][220/940] lr: 4.000e-03, eta: 13:05:38, time: 1.167, data_time: 0.003, memory: 7080, top1_acc: 0.6988, top5_acc: 0.8775, loss_cls: 1.2283, loss: 1.2283, grad_norm: 3.5401 2021-06-14 10:50:47,909 - mmaction - INFO - Epoch [71][240/940] lr: 4.000e-03, eta: 13:05:00, time: 1.138, data_time: 0.004, memory: 7080, top1_acc: 0.6807, top5_acc: 0.8645, loss_cls: 1.2984, loss: 1.2984, grad_norm: 3.6249 2021-06-14 10:51:12,739 - mmaction - INFO - Epoch [71][260/940] lr: 4.000e-03, eta: 13:04:23, time: 1.240, data_time: 0.001, memory: 7080, top1_acc: 0.6879, top5_acc: 0.8721, loss_cls: 1.2664, loss: 1.2664, grad_norm: 3.6167 2021-06-14 10:51:37,433 - mmaction - INFO - Epoch [71][280/940] lr: 4.000e-03, eta: 13:03:45, time: 1.235, data_time: 0.003, memory: 7080, top1_acc: 0.6760, top5_acc: 0.8604, loss_cls: 1.3294, loss: 1.3294, grad_norm: 3.5898 2021-06-14 10:52:02,029 - mmaction - INFO - Epoch [71][300/940] lr: 4.000e-03, eta: 13:03:08, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.6877, top5_acc: 0.8734, loss_cls: 1.2614, loss: 1.2614, grad_norm: 3.6000 2021-06-14 10:52:26,421 - mmaction - INFO - Epoch [71][320/940] lr: 4.000e-03, eta: 13:02:30, time: 1.218, data_time: 0.002, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8662, loss_cls: 1.3096, loss: 1.3096, grad_norm: 3.6195 2021-06-14 10:52:49,088 - mmaction - INFO - Epoch [71][340/940] lr: 4.000e-03, eta: 13:01:52, time: 1.134, data_time: 0.003, memory: 7080, top1_acc: 0.6777, top5_acc: 0.8672, loss_cls: 1.3214, loss: 1.3214, grad_norm: 3.6488 2021-06-14 10:53:13,658 - mmaction - INFO - Epoch [71][360/940] lr: 4.000e-03, eta: 13:01:14, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.6771, top5_acc: 0.8611, loss_cls: 1.3300, loss: 1.3300, grad_norm: 3.6347 2021-06-14 10:53:37,675 - mmaction - INFO - Epoch [71][380/940] lr: 4.000e-03, eta: 13:00:36, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.6824, top5_acc: 0.8699, loss_cls: 1.2802, loss: 1.2802, grad_norm: 3.6001 2021-06-14 10:54:01,523 - mmaction - INFO - Epoch [71][400/940] lr: 4.000e-03, eta: 12:59:59, time: 1.196, data_time: 0.007, memory: 7080, top1_acc: 0.6887, top5_acc: 0.8639, loss_cls: 1.3041, loss: 1.3041, grad_norm: 3.6017 2021-06-14 10:54:25,843 - mmaction - INFO - Epoch [71][420/940] lr: 4.000e-03, eta: 12:59:21, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.6951, top5_acc: 0.8795, loss_cls: 1.2293, loss: 1.2293, grad_norm: 3.5751 2021-06-14 10:54:48,953 - mmaction - INFO - Epoch [71][440/940] lr: 4.000e-03, eta: 12:58:43, time: 1.160, data_time: 0.007, memory: 7080, top1_acc: 0.6740, top5_acc: 0.8555, loss_cls: 1.3618, loss: 1.3618, grad_norm: 3.6899 2021-06-14 10:55:12,843 - mmaction - INFO - Epoch [71][460/940] lr: 4.000e-03, eta: 12:58:05, time: 1.190, data_time: 0.002, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8654, loss_cls: 1.3055, loss: 1.3055, grad_norm: 3.6289 2021-06-14 10:55:36,078 - mmaction - INFO - Epoch [71][480/940] lr: 4.000e-03, eta: 12:57:27, time: 1.164, data_time: 0.007, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8646, loss_cls: 1.2961, loss: 1.2961, grad_norm: 3.6004 2021-06-14 10:55:59,828 - mmaction - INFO - Epoch [71][500/940] lr: 4.000e-03, eta: 12:56:49, time: 1.190, data_time: 0.012, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8697, loss_cls: 1.2880, loss: 1.2880, grad_norm: 3.6410 2021-06-14 10:56:24,097 - mmaction - INFO - Epoch [71][520/940] lr: 4.000e-03, eta: 12:56:12, time: 1.210, data_time: 0.016, memory: 7080, top1_acc: 0.6844, top5_acc: 0.8695, loss_cls: 1.2651, loss: 1.2651, grad_norm: 3.5447 2021-06-14 10:56:48,399 - mmaction - INFO - Epoch [71][540/940] lr: 4.000e-03, eta: 12:55:34, time: 1.217, data_time: 0.006, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8684, loss_cls: 1.3045, loss: 1.3045, grad_norm: 3.6298 2021-06-14 10:57:12,619 - mmaction - INFO - Epoch [71][560/940] lr: 4.000e-03, eta: 12:54:57, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.6873, top5_acc: 0.8723, loss_cls: 1.2715, loss: 1.2715, grad_norm: 3.6533 2021-06-14 10:57:36,930 - mmaction - INFO - Epoch [71][580/940] lr: 4.000e-03, eta: 12:54:19, time: 1.216, data_time: 0.002, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8678, loss_cls: 1.2760, loss: 1.2760, grad_norm: 3.6212 2021-06-14 10:58:01,080 - mmaction - INFO - Epoch [71][600/940] lr: 4.000e-03, eta: 12:53:42, time: 1.207, data_time: 0.004, memory: 7080, top1_acc: 0.6795, top5_acc: 0.8725, loss_cls: 1.2998, loss: 1.2998, grad_norm: 3.6443 2021-06-14 10:58:24,171 - mmaction - INFO - Epoch [71][620/940] lr: 4.000e-03, eta: 12:53:04, time: 1.154, data_time: 0.003, memory: 7080, top1_acc: 0.6861, top5_acc: 0.8709, loss_cls: 1.2826, loss: 1.2826, grad_norm: 3.6080 2021-06-14 10:58:48,563 - mmaction - INFO - Epoch [71][640/940] lr: 4.000e-03, eta: 12:52:26, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8691, loss_cls: 1.2430, loss: 1.2430, grad_norm: 3.4819 2021-06-14 10:59:13,103 - mmaction - INFO - Epoch [71][660/940] lr: 4.000e-03, eta: 12:51:49, time: 1.228, data_time: 0.004, memory: 7080, top1_acc: 0.6777, top5_acc: 0.8639, loss_cls: 1.3085, loss: 1.3085, grad_norm: 3.6382 2021-06-14 10:59:37,392 - mmaction - INFO - Epoch [71][680/940] lr: 4.000e-03, eta: 12:51:11, time: 1.216, data_time: 0.004, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8682, loss_cls: 1.2918, loss: 1.2918, grad_norm: 3.5894 2021-06-14 11:00:01,001 - mmaction - INFO - Epoch [71][700/940] lr: 4.000e-03, eta: 12:50:33, time: 1.179, data_time: 0.001, memory: 7080, top1_acc: 0.6893, top5_acc: 0.8631, loss_cls: 1.3137, loss: 1.3137, grad_norm: 3.6035 2021-06-14 11:00:23,843 - mmaction - INFO - Epoch [71][720/940] lr: 4.000e-03, eta: 12:49:55, time: 1.140, data_time: 0.002, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8650, loss_cls: 1.3254, loss: 1.3254, grad_norm: 3.6096 2021-06-14 11:00:48,339 - mmaction - INFO - Epoch [71][740/940] lr: 4.000e-03, eta: 12:49:18, time: 1.226, data_time: 0.004, memory: 7080, top1_acc: 0.6822, top5_acc: 0.8693, loss_cls: 1.3005, loss: 1.3005, grad_norm: 3.5722 2021-06-14 11:01:11,558 - mmaction - INFO - Epoch [71][760/940] lr: 4.000e-03, eta: 12:48:40, time: 1.163, data_time: 0.024, memory: 7080, top1_acc: 0.6672, top5_acc: 0.8596, loss_cls: 1.3444, loss: 1.3444, grad_norm: 3.6829 2021-06-14 11:01:35,428 - mmaction - INFO - Epoch [71][780/940] lr: 4.000e-03, eta: 12:48:02, time: 1.192, data_time: 0.138, memory: 7080, top1_acc: 0.6719, top5_acc: 0.8615, loss_cls: 1.3296, loss: 1.3296, grad_norm: 3.6889 2021-06-14 11:01:59,179 - mmaction - INFO - Epoch [71][800/940] lr: 4.000e-03, eta: 12:47:25, time: 1.185, data_time: 0.025, memory: 7080, top1_acc: 0.6865, top5_acc: 0.8682, loss_cls: 1.2811, loss: 1.2811, grad_norm: 3.5562 2021-06-14 11:02:23,527 - mmaction - INFO - Epoch [71][820/940] lr: 4.000e-03, eta: 12:46:47, time: 1.216, data_time: 0.017, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8615, loss_cls: 1.3210, loss: 1.3210, grad_norm: 3.6139 2021-06-14 11:02:48,254 - mmaction - INFO - Epoch [71][840/940] lr: 4.000e-03, eta: 12:46:10, time: 1.242, data_time: 0.007, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8664, loss_cls: 1.3186, loss: 1.3186, grad_norm: 3.5914 2021-06-14 11:03:12,359 - mmaction - INFO - Epoch [71][860/940] lr: 4.000e-03, eta: 12:45:33, time: 1.203, data_time: 0.002, memory: 7080, top1_acc: 0.6811, top5_acc: 0.8617, loss_cls: 1.3190, loss: 1.3190, grad_norm: 3.6018 2021-06-14 11:03:35,581 - mmaction - INFO - Epoch [71][880/940] lr: 4.000e-03, eta: 12:44:55, time: 1.162, data_time: 0.004, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8684, loss_cls: 1.3027, loss: 1.3027, grad_norm: 3.6349 2021-06-14 11:03:59,838 - mmaction - INFO - Epoch [71][900/940] lr: 4.000e-03, eta: 12:44:17, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.6834, top5_acc: 0.8717, loss_cls: 1.2813, loss: 1.2813, grad_norm: 3.5967 2021-06-14 11:04:24,313 - mmaction - INFO - Epoch [71][920/940] lr: 4.000e-03, eta: 12:43:40, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8623, loss_cls: 1.2967, loss: 1.2967, grad_norm: 3.6116 2021-06-14 11:04:44,990 - mmaction - INFO - Epoch [71][940/940] lr: 4.000e-03, eta: 12:43:01, time: 1.038, data_time: 0.005, memory: 7080, top1_acc: 0.6806, top5_acc: 0.8634, loss_cls: 1.3175, loss: 1.3175, grad_norm: 3.6971 2021-06-14 11:04:48,007 - mmaction - INFO - Saving checkpoint at 71 epochs 2021-06-14 11:12:29,932 - mmaction - INFO - Epoch [72][20/940] lr: 4.000e-03, eta: 12:45:22, time: 23.047, data_time: 21.582, memory: 7080, top1_acc: 0.6986, top5_acc: 0.8719, loss_cls: 1.2433, loss: 1.2433, grad_norm: 3.4512 2021-06-14 11:12:54,743 - mmaction - INFO - Epoch [72][40/940] lr: 4.000e-03, eta: 12:44:45, time: 1.234, data_time: 0.006, memory: 7080, top1_acc: 0.6838, top5_acc: 0.8650, loss_cls: 1.2818, loss: 1.2818, grad_norm: 3.5913 2021-06-14 11:13:17,746 - mmaction - INFO - Epoch [72][60/940] lr: 4.000e-03, eta: 12:44:07, time: 1.155, data_time: 0.011, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8725, loss_cls: 1.2754, loss: 1.2754, grad_norm: 3.5421 2021-06-14 11:13:41,571 - mmaction - INFO - Epoch [72][80/940] lr: 4.000e-03, eta: 12:43:29, time: 1.194, data_time: 0.007, memory: 7080, top1_acc: 0.6887, top5_acc: 0.8713, loss_cls: 1.2807, loss: 1.2807, grad_norm: 3.6460 2021-06-14 11:14:05,330 - mmaction - INFO - Epoch [72][100/940] lr: 4.000e-03, eta: 12:42:51, time: 1.189, data_time: 0.004, memory: 7080, top1_acc: 0.6742, top5_acc: 0.8605, loss_cls: 1.3118, loss: 1.3118, grad_norm: 3.6512 2021-06-14 11:14:29,292 - mmaction - INFO - Epoch [72][120/940] lr: 4.000e-03, eta: 12:42:13, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.6887, top5_acc: 0.8660, loss_cls: 1.2992, loss: 1.2992, grad_norm: 3.6510 2021-06-14 11:14:52,351 - mmaction - INFO - Epoch [72][140/940] lr: 4.000e-03, eta: 12:41:35, time: 1.154, data_time: 0.002, memory: 7080, top1_acc: 0.6910, top5_acc: 0.8715, loss_cls: 1.2576, loss: 1.2576, grad_norm: 3.6070 2021-06-14 11:15:16,634 - mmaction - INFO - Epoch [72][160/940] lr: 4.000e-03, eta: 12:40:58, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.6914, top5_acc: 0.8707, loss_cls: 1.2763, loss: 1.2763, grad_norm: 3.5821 2021-06-14 11:15:40,447 - mmaction - INFO - Epoch [72][180/940] lr: 4.000e-03, eta: 12:40:20, time: 1.191, data_time: 0.002, memory: 7080, top1_acc: 0.6906, top5_acc: 0.8773, loss_cls: 1.2503, loss: 1.2503, grad_norm: 3.5541 2021-06-14 11:16:04,037 - mmaction - INFO - Epoch [72][200/940] lr: 4.000e-03, eta: 12:39:42, time: 1.180, data_time: 0.003, memory: 7080, top1_acc: 0.6908, top5_acc: 0.8715, loss_cls: 1.2640, loss: 1.2640, grad_norm: 3.5768 2021-06-14 11:16:29,056 - mmaction - INFO - Epoch [72][220/940] lr: 4.000e-03, eta: 12:39:05, time: 1.248, data_time: 0.002, memory: 7080, top1_acc: 0.6844, top5_acc: 0.8674, loss_cls: 1.2792, loss: 1.2792, grad_norm: 3.5793 2021-06-14 11:16:52,839 - mmaction - INFO - Epoch [72][240/940] lr: 4.000e-03, eta: 12:38:27, time: 1.189, data_time: 0.005, memory: 7080, top1_acc: 0.6887, top5_acc: 0.8721, loss_cls: 1.2650, loss: 1.2650, grad_norm: 3.5972 2021-06-14 11:17:17,055 - mmaction - INFO - Epoch [72][260/940] lr: 4.000e-03, eta: 12:37:50, time: 1.214, data_time: 0.005, memory: 7080, top1_acc: 0.6959, top5_acc: 0.8691, loss_cls: 1.2642, loss: 1.2642, grad_norm: 3.5906 2021-06-14 11:17:40,980 - mmaction - INFO - Epoch [72][280/940] lr: 4.000e-03, eta: 12:37:12, time: 1.195, data_time: 0.001, memory: 7080, top1_acc: 0.6887, top5_acc: 0.8658, loss_cls: 1.2722, loss: 1.2722, grad_norm: 3.5941 2021-06-14 11:18:04,738 - mmaction - INFO - Epoch [72][300/940] lr: 4.000e-03, eta: 12:36:35, time: 1.188, data_time: 0.002, memory: 7080, top1_acc: 0.6936, top5_acc: 0.8705, loss_cls: 1.2449, loss: 1.2449, grad_norm: 3.6124 2021-06-14 11:18:29,427 - mmaction - INFO - Epoch [72][320/940] lr: 4.000e-03, eta: 12:35:57, time: 1.235, data_time: 0.004, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8652, loss_cls: 1.3127, loss: 1.3127, grad_norm: 3.6903 2021-06-14 11:18:53,362 - mmaction - INFO - Epoch [72][340/940] lr: 4.000e-03, eta: 12:35:20, time: 1.198, data_time: 0.002, memory: 7080, top1_acc: 0.6838, top5_acc: 0.8658, loss_cls: 1.2953, loss: 1.2953, grad_norm: 3.6069 2021-06-14 11:19:17,247 - mmaction - INFO - Epoch [72][360/940] lr: 4.000e-03, eta: 12:34:42, time: 1.190, data_time: 0.002, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8721, loss_cls: 1.2720, loss: 1.2720, grad_norm: 3.6555 2021-06-14 11:19:38,211 - mmaction - INFO - Epoch [72][380/940] lr: 4.000e-03, eta: 12:34:04, time: 1.050, data_time: 0.006, memory: 7080, top1_acc: 0.6896, top5_acc: 0.8658, loss_cls: 1.2865, loss: 1.2865, grad_norm: 3.6015 2021-06-14 11:20:03,152 - mmaction - INFO - Epoch [72][400/940] lr: 4.000e-03, eta: 12:33:26, time: 1.247, data_time: 0.004, memory: 7080, top1_acc: 0.6908, top5_acc: 0.8734, loss_cls: 1.2558, loss: 1.2558, grad_norm: 3.5819 2021-06-14 11:20:28,060 - mmaction - INFO - Epoch [72][420/940] lr: 4.000e-03, eta: 12:32:49, time: 1.248, data_time: 0.004, memory: 7080, top1_acc: 0.6861, top5_acc: 0.8756, loss_cls: 1.2725, loss: 1.2725, grad_norm: 3.6746 2021-06-14 11:20:50,773 - mmaction - INFO - Epoch [72][440/940] lr: 4.000e-03, eta: 12:32:11, time: 1.135, data_time: 0.002, memory: 7080, top1_acc: 0.7023, top5_acc: 0.8799, loss_cls: 1.2122, loss: 1.2122, grad_norm: 3.5820 2021-06-14 11:21:15,349 - mmaction - INFO - Epoch [72][460/940] lr: 4.000e-03, eta: 12:31:34, time: 1.227, data_time: 0.127, memory: 7080, top1_acc: 0.6824, top5_acc: 0.8643, loss_cls: 1.3090, loss: 1.3090, grad_norm: 3.6565 2021-06-14 11:21:38,359 - mmaction - INFO - Epoch [72][480/940] lr: 4.000e-03, eta: 12:30:56, time: 1.153, data_time: 0.236, memory: 7080, top1_acc: 0.6961, top5_acc: 0.8654, loss_cls: 1.2824, loss: 1.2824, grad_norm: 3.6183 2021-06-14 11:22:04,017 - mmaction - INFO - Epoch [72][500/940] lr: 4.000e-03, eta: 12:30:19, time: 1.284, data_time: 0.029, memory: 7080, top1_acc: 0.6785, top5_acc: 0.8576, loss_cls: 1.3523, loss: 1.3523, grad_norm: 3.6986 2021-06-14 11:22:27,379 - mmaction - INFO - Epoch [72][520/940] lr: 4.000e-03, eta: 12:29:41, time: 1.166, data_time: 0.001, memory: 7080, top1_acc: 0.6928, top5_acc: 0.8777, loss_cls: 1.2571, loss: 1.2571, grad_norm: 3.6235 2021-06-14 11:22:51,391 - mmaction - INFO - Epoch [72][540/940] lr: 4.000e-03, eta: 12:29:04, time: 1.199, data_time: 0.004, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8672, loss_cls: 1.2978, loss: 1.2978, grad_norm: 3.6790 2021-06-14 11:23:15,850 - mmaction - INFO - Epoch [72][560/940] lr: 4.000e-03, eta: 12:28:27, time: 1.226, data_time: 0.005, memory: 7080, top1_acc: 0.6844, top5_acc: 0.8744, loss_cls: 1.2700, loss: 1.2700, grad_norm: 3.6784 2021-06-14 11:23:40,774 - mmaction - INFO - Epoch [72][580/940] lr: 4.000e-03, eta: 12:27:50, time: 1.245, data_time: 0.002, memory: 7080, top1_acc: 0.6902, top5_acc: 0.8650, loss_cls: 1.2882, loss: 1.2882, grad_norm: 3.6295 2021-06-14 11:24:04,276 - mmaction - INFO - Epoch [72][600/940] lr: 4.000e-03, eta: 12:27:12, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.6764, top5_acc: 0.8602, loss_cls: 1.3000, loss: 1.3000, grad_norm: 3.6568 2021-06-14 11:24:27,469 - mmaction - INFO - Epoch [72][620/940] lr: 4.000e-03, eta: 12:26:34, time: 1.159, data_time: 0.003, memory: 7080, top1_acc: 0.6854, top5_acc: 0.8623, loss_cls: 1.3034, loss: 1.3034, grad_norm: 3.6550 2021-06-14 11:24:51,010 - mmaction - INFO - Epoch [72][640/940] lr: 4.000e-03, eta: 12:25:57, time: 1.177, data_time: 0.007, memory: 7080, top1_acc: 0.6699, top5_acc: 0.8613, loss_cls: 1.3557, loss: 1.3557, grad_norm: 3.7399 2021-06-14 11:25:15,763 - mmaction - INFO - Epoch [72][660/940] lr: 4.000e-03, eta: 12:25:19, time: 1.239, data_time: 0.004, memory: 7080, top1_acc: 0.6838, top5_acc: 0.8645, loss_cls: 1.3098, loss: 1.3098, grad_norm: 3.6390 2021-06-14 11:25:39,565 - mmaction - INFO - Epoch [72][680/940] lr: 4.000e-03, eta: 12:24:42, time: 1.190, data_time: 0.003, memory: 7080, top1_acc: 0.6936, top5_acc: 0.8676, loss_cls: 1.2649, loss: 1.2649, grad_norm: 3.6104 2021-06-14 11:26:03,590 - mmaction - INFO - Epoch [72][700/940] lr: 4.000e-03, eta: 12:24:05, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.6951, top5_acc: 0.8682, loss_cls: 1.2620, loss: 1.2620, grad_norm: 3.6333 2021-06-14 11:26:27,602 - mmaction - INFO - Epoch [72][720/940] lr: 4.000e-03, eta: 12:23:27, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8582, loss_cls: 1.3393, loss: 1.3393, grad_norm: 3.6488 2021-06-14 11:26:51,920 - mmaction - INFO - Epoch [72][740/940] lr: 4.000e-03, eta: 12:22:50, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8721, loss_cls: 1.2872, loss: 1.2872, grad_norm: 3.6751 2021-06-14 11:27:15,065 - mmaction - INFO - Epoch [72][760/940] lr: 4.000e-03, eta: 12:22:12, time: 1.157, data_time: 0.001, memory: 7080, top1_acc: 0.6852, top5_acc: 0.8666, loss_cls: 1.3010, loss: 1.3010, grad_norm: 3.6291 2021-06-14 11:27:39,431 - mmaction - INFO - Epoch [72][780/940] lr: 4.000e-03, eta: 12:21:35, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.6857, top5_acc: 0.8727, loss_cls: 1.2783, loss: 1.2783, grad_norm: 3.6456 2021-06-14 11:28:03,286 - mmaction - INFO - Epoch [72][800/940] lr: 4.000e-03, eta: 12:20:57, time: 1.198, data_time: 0.010, memory: 7080, top1_acc: 0.6854, top5_acc: 0.8615, loss_cls: 1.2987, loss: 1.2987, grad_norm: 3.6337 2021-06-14 11:28:27,147 - mmaction - INFO - Epoch [72][820/940] lr: 4.000e-03, eta: 12:20:20, time: 1.196, data_time: 0.005, memory: 7080, top1_acc: 0.6859, top5_acc: 0.8631, loss_cls: 1.3203, loss: 1.3203, grad_norm: 3.6452 2021-06-14 11:28:51,612 - mmaction - INFO - Epoch [72][840/940] lr: 4.000e-03, eta: 12:19:43, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8693, loss_cls: 1.3020, loss: 1.3020, grad_norm: 3.6430 2021-06-14 11:29:13,979 - mmaction - INFO - Epoch [72][860/940] lr: 4.000e-03, eta: 12:19:05, time: 1.117, data_time: 0.002, memory: 7080, top1_acc: 0.7023, top5_acc: 0.8717, loss_cls: 1.2427, loss: 1.2427, grad_norm: 3.6050 2021-06-14 11:29:37,949 - mmaction - INFO - Epoch [72][880/940] lr: 4.000e-03, eta: 12:18:28, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.6834, top5_acc: 0.8662, loss_cls: 1.3108, loss: 1.3108, grad_norm: 3.7268 2021-06-14 11:30:02,173 - mmaction - INFO - Epoch [72][900/940] lr: 4.000e-03, eta: 12:17:50, time: 1.210, data_time: 0.001, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8660, loss_cls: 1.3095, loss: 1.3095, grad_norm: 3.6674 2021-06-14 11:30:25,634 - mmaction - INFO - Epoch [72][920/940] lr: 4.000e-03, eta: 12:17:13, time: 1.171, data_time: 0.002, memory: 7080, top1_acc: 0.6846, top5_acc: 0.8656, loss_cls: 1.3216, loss: 1.3216, grad_norm: 3.6188 2021-06-14 11:30:47,010 - mmaction - INFO - Epoch [72][940/940] lr: 4.000e-03, eta: 12:16:34, time: 1.072, data_time: 0.006, memory: 7080, top1_acc: 0.6879, top5_acc: 0.8730, loss_cls: 1.2830, loss: 1.2830, grad_norm: 3.7181 2021-06-14 11:30:51,868 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-06-14 11:38:25,963 - mmaction - INFO - Epoch [73][20/940] lr: 4.000e-03, eta: 12:18:44, time: 22.656, data_time: 21.109, memory: 7080, top1_acc: 0.6838, top5_acc: 0.8652, loss_cls: 1.2801, loss: 1.2801, grad_norm: 3.6494 2021-06-14 11:38:48,966 - mmaction - INFO - Epoch [73][40/940] lr: 4.000e-03, eta: 12:18:06, time: 1.152, data_time: 0.004, memory: 7080, top1_acc: 0.7006, top5_acc: 0.8719, loss_cls: 1.2413, loss: 1.2413, grad_norm: 3.6301 2021-06-14 11:39:13,314 - mmaction - INFO - Epoch [73][60/940] lr: 4.000e-03, eta: 12:17:29, time: 1.218, data_time: 0.002, memory: 7080, top1_acc: 0.6936, top5_acc: 0.8689, loss_cls: 1.2867, loss: 1.2867, grad_norm: 3.6487 2021-06-14 11:39:37,265 - mmaction - INFO - Epoch [73][80/940] lr: 4.000e-03, eta: 12:16:51, time: 1.196, data_time: 0.002, memory: 7080, top1_acc: 0.6859, top5_acc: 0.8711, loss_cls: 1.2809, loss: 1.2809, grad_norm: 3.6457 2021-06-14 11:40:00,127 - mmaction - INFO - Epoch [73][100/940] lr: 4.000e-03, eta: 12:16:13, time: 1.144, data_time: 0.003, memory: 7080, top1_acc: 0.6877, top5_acc: 0.8664, loss_cls: 1.2810, loss: 1.2810, grad_norm: 3.6683 2021-06-14 11:40:23,161 - mmaction - INFO - Epoch [73][120/940] lr: 4.000e-03, eta: 12:15:35, time: 1.149, data_time: 0.061, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8619, loss_cls: 1.3026, loss: 1.3026, grad_norm: 3.6789 2021-06-14 11:40:46,855 - mmaction - INFO - Epoch [73][140/940] lr: 4.000e-03, eta: 12:14:58, time: 1.187, data_time: 0.056, memory: 7080, top1_acc: 0.6982, top5_acc: 0.8777, loss_cls: 1.2260, loss: 1.2260, grad_norm: 3.5516 2021-06-14 11:41:10,718 - mmaction - INFO - Epoch [73][160/940] lr: 4.000e-03, eta: 12:14:20, time: 1.192, data_time: 0.014, memory: 7080, top1_acc: 0.6943, top5_acc: 0.8721, loss_cls: 1.2566, loss: 1.2566, grad_norm: 3.5994 2021-06-14 11:41:35,201 - mmaction - INFO - Epoch [73][180/940] lr: 4.000e-03, eta: 12:13:43, time: 1.224, data_time: 0.033, memory: 7080, top1_acc: 0.6912, top5_acc: 0.8654, loss_cls: 1.2757, loss: 1.2757, grad_norm: 3.5976 2021-06-14 11:41:59,419 - mmaction - INFO - Epoch [73][200/940] lr: 4.000e-03, eta: 12:13:06, time: 1.211, data_time: 0.005, memory: 7080, top1_acc: 0.6947, top5_acc: 0.8713, loss_cls: 1.2728, loss: 1.2728, grad_norm: 3.5881 2021-06-14 11:42:22,726 - mmaction - INFO - Epoch [73][220/940] lr: 4.000e-03, eta: 12:12:28, time: 1.167, data_time: 0.003, memory: 7080, top1_acc: 0.6885, top5_acc: 0.8654, loss_cls: 1.2683, loss: 1.2683, grad_norm: 3.5662 2021-06-14 11:42:47,743 - mmaction - INFO - Epoch [73][240/940] lr: 4.000e-03, eta: 12:11:51, time: 1.250, data_time: 0.001, memory: 7080, top1_acc: 0.6906, top5_acc: 0.8754, loss_cls: 1.2642, loss: 1.2642, grad_norm: 3.6614 2021-06-14 11:43:11,620 - mmaction - INFO - Epoch [73][260/940] lr: 4.000e-03, eta: 12:11:14, time: 1.194, data_time: 0.002, memory: 7080, top1_acc: 0.6980, top5_acc: 0.8744, loss_cls: 1.2460, loss: 1.2460, grad_norm: 3.6125 2021-06-14 11:43:35,924 - mmaction - INFO - Epoch [73][280/940] lr: 4.000e-03, eta: 12:10:37, time: 1.214, data_time: 0.004, memory: 7080, top1_acc: 0.6932, top5_acc: 0.8666, loss_cls: 1.2804, loss: 1.2804, grad_norm: 3.5961 2021-06-14 11:44:00,106 - mmaction - INFO - Epoch [73][300/940] lr: 4.000e-03, eta: 12:09:59, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.6783, top5_acc: 0.8664, loss_cls: 1.3056, loss: 1.3056, grad_norm: 3.6514 2021-06-14 11:44:23,161 - mmaction - INFO - Epoch [73][320/940] lr: 4.000e-03, eta: 12:09:21, time: 1.142, data_time: 0.002, memory: 7080, top1_acc: 0.6914, top5_acc: 0.8744, loss_cls: 1.2505, loss: 1.2505, grad_norm: 3.5544 2021-06-14 11:44:47,971 - mmaction - INFO - Epoch [73][340/940] lr: 4.000e-03, eta: 12:08:44, time: 1.250, data_time: 0.012, memory: 7080, top1_acc: 0.6986, top5_acc: 0.8635, loss_cls: 1.2766, loss: 1.2766, grad_norm: 3.5710 2021-06-14 11:45:12,080 - mmaction - INFO - Epoch [73][360/940] lr: 4.000e-03, eta: 12:08:07, time: 1.207, data_time: 0.003, memory: 7080, top1_acc: 0.6889, top5_acc: 0.8736, loss_cls: 1.2606, loss: 1.2606, grad_norm: 3.6316 2021-06-14 11:45:35,684 - mmaction - INFO - Epoch [73][380/940] lr: 4.000e-03, eta: 12:07:30, time: 1.176, data_time: 0.007, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8646, loss_cls: 1.3059, loss: 1.3059, grad_norm: 3.7134 2021-06-14 11:45:59,529 - mmaction - INFO - Epoch [73][400/940] lr: 4.000e-03, eta: 12:06:52, time: 1.196, data_time: 0.006, memory: 7080, top1_acc: 0.6809, top5_acc: 0.8680, loss_cls: 1.2987, loss: 1.2987, grad_norm: 3.6769 2021-06-14 11:46:22,354 - mmaction - INFO - Epoch [73][420/940] lr: 4.000e-03, eta: 12:06:15, time: 1.141, data_time: 0.001, memory: 7080, top1_acc: 0.6795, top5_acc: 0.8682, loss_cls: 1.2903, loss: 1.2903, grad_norm: 3.6840 2021-06-14 11:46:46,072 - mmaction - INFO - Epoch [73][440/940] lr: 4.000e-03, eta: 12:05:37, time: 1.185, data_time: 0.002, memory: 7080, top1_acc: 0.6910, top5_acc: 0.8734, loss_cls: 1.2728, loss: 1.2728, grad_norm: 3.6516 2021-06-14 11:47:10,189 - mmaction - INFO - Epoch [73][460/940] lr: 4.000e-03, eta: 12:05:00, time: 1.204, data_time: 0.003, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8674, loss_cls: 1.2893, loss: 1.2893, grad_norm: 3.6688 2021-06-14 11:47:34,645 - mmaction - INFO - Epoch [73][480/940] lr: 4.000e-03, eta: 12:04:23, time: 1.220, data_time: 0.005, memory: 7080, top1_acc: 0.6846, top5_acc: 0.8641, loss_cls: 1.2880, loss: 1.2880, grad_norm: 3.7459 2021-06-14 11:47:58,824 - mmaction - INFO - Epoch [73][500/940] lr: 4.000e-03, eta: 12:03:45, time: 1.214, data_time: 0.008, memory: 7080, top1_acc: 0.7016, top5_acc: 0.8754, loss_cls: 1.2165, loss: 1.2165, grad_norm: 3.5596 2021-06-14 11:48:22,987 - mmaction - INFO - Epoch [73][520/940] lr: 4.000e-03, eta: 12:03:08, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.6898, top5_acc: 0.8660, loss_cls: 1.2913, loss: 1.2913, grad_norm: 3.6214 2021-06-14 11:48:47,278 - mmaction - INFO - Epoch [73][540/940] lr: 4.000e-03, eta: 12:02:31, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.6918, top5_acc: 0.8670, loss_cls: 1.2803, loss: 1.2803, grad_norm: 3.6653 2021-06-14 11:49:10,939 - mmaction - INFO - Epoch [73][560/940] lr: 4.000e-03, eta: 12:01:54, time: 1.177, data_time: 0.003, memory: 7080, top1_acc: 0.6939, top5_acc: 0.8727, loss_cls: 1.2583, loss: 1.2583, grad_norm: 3.6629 2021-06-14 11:49:34,356 - mmaction - INFO - Epoch [73][580/940] lr: 4.000e-03, eta: 12:01:16, time: 1.179, data_time: 0.009, memory: 7080, top1_acc: 0.6904, top5_acc: 0.8637, loss_cls: 1.3032, loss: 1.3032, grad_norm: 3.6917 2021-06-14 11:49:57,593 - mmaction - INFO - Epoch [73][600/940] lr: 4.000e-03, eta: 12:00:39, time: 1.160, data_time: 0.002, memory: 7080, top1_acc: 0.6916, top5_acc: 0.8727, loss_cls: 1.2615, loss: 1.2615, grad_norm: 3.6616 2021-06-14 11:50:21,856 - mmaction - INFO - Epoch [73][620/940] lr: 4.000e-03, eta: 12:00:02, time: 1.211, data_time: 0.005, memory: 7080, top1_acc: 0.6951, top5_acc: 0.8719, loss_cls: 1.2566, loss: 1.2566, grad_norm: 3.6207 2021-06-14 11:50:45,429 - mmaction - INFO - Epoch [73][640/940] lr: 4.000e-03, eta: 11:59:24, time: 1.181, data_time: 0.008, memory: 7080, top1_acc: 0.6771, top5_acc: 0.8631, loss_cls: 1.3433, loss: 1.3433, grad_norm: 3.6999 2021-06-14 11:51:09,058 - mmaction - INFO - Epoch [73][660/940] lr: 4.000e-03, eta: 11:58:47, time: 1.182, data_time: 0.022, memory: 7080, top1_acc: 0.6795, top5_acc: 0.8723, loss_cls: 1.2726, loss: 1.2726, grad_norm: 3.6872 2021-06-14 11:51:34,391 - mmaction - INFO - Epoch [73][680/940] lr: 4.000e-03, eta: 11:58:10, time: 1.265, data_time: 0.002, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8740, loss_cls: 1.2613, loss: 1.2613, grad_norm: 3.6936 2021-06-14 11:51:57,453 - mmaction - INFO - Epoch [73][700/940] lr: 4.000e-03, eta: 11:57:32, time: 1.151, data_time: 0.004, memory: 7080, top1_acc: 0.6809, top5_acc: 0.8695, loss_cls: 1.2719, loss: 1.2719, grad_norm: 3.6851 2021-06-14 11:52:20,821 - mmaction - INFO - Epoch [73][720/940] lr: 4.000e-03, eta: 11:56:55, time: 1.169, data_time: 0.007, memory: 7080, top1_acc: 0.6914, top5_acc: 0.8656, loss_cls: 1.2754, loss: 1.2754, grad_norm: 3.6558 2021-06-14 11:52:45,427 - mmaction - INFO - Epoch [73][740/940] lr: 4.000e-03, eta: 11:56:18, time: 1.233, data_time: 0.008, memory: 7080, top1_acc: 0.6918, top5_acc: 0.8703, loss_cls: 1.2618, loss: 1.2618, grad_norm: 3.6311 2021-06-14 11:53:10,569 - mmaction - INFO - Epoch [73][760/940] lr: 4.000e-03, eta: 11:55:41, time: 1.256, data_time: 0.003, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8635, loss_cls: 1.3028, loss: 1.3028, grad_norm: 3.6755 2021-06-14 11:53:33,071 - mmaction - INFO - Epoch [73][780/940] lr: 4.000e-03, eta: 11:55:04, time: 1.126, data_time: 0.002, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8676, loss_cls: 1.2912, loss: 1.2912, grad_norm: 3.6747 2021-06-14 11:53:58,050 - mmaction - INFO - Epoch [73][800/940] lr: 4.000e-03, eta: 11:54:27, time: 1.248, data_time: 0.001, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8664, loss_cls: 1.3026, loss: 1.3026, grad_norm: 3.7091 2021-06-14 11:54:22,737 - mmaction - INFO - Epoch [73][820/940] lr: 4.000e-03, eta: 11:53:50, time: 1.235, data_time: 0.002, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8607, loss_cls: 1.3242, loss: 1.3242, grad_norm: 3.6855 2021-06-14 11:54:47,047 - mmaction - INFO - Epoch [73][840/940] lr: 4.000e-03, eta: 11:53:13, time: 1.204, data_time: 0.003, memory: 7080, top1_acc: 0.6793, top5_acc: 0.8641, loss_cls: 1.3118, loss: 1.3118, grad_norm: 3.7319 2021-06-14 11:55:09,730 - mmaction - INFO - Epoch [73][860/940] lr: 4.000e-03, eta: 11:52:35, time: 1.145, data_time: 0.014, memory: 7080, top1_acc: 0.6824, top5_acc: 0.8697, loss_cls: 1.2908, loss: 1.2908, grad_norm: 3.7180 2021-06-14 11:55:33,754 - mmaction - INFO - Epoch [73][880/940] lr: 4.000e-03, eta: 11:51:58, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.6930, top5_acc: 0.8748, loss_cls: 1.2618, loss: 1.2618, grad_norm: 3.6787 2021-06-14 11:55:58,079 - mmaction - INFO - Epoch [73][900/940] lr: 4.000e-03, eta: 11:51:21, time: 1.216, data_time: 0.001, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8646, loss_cls: 1.3201, loss: 1.3201, grad_norm: 3.6800 2021-06-14 11:56:21,215 - mmaction - INFO - Epoch [73][920/940] lr: 4.000e-03, eta: 11:50:44, time: 1.156, data_time: 0.002, memory: 7080, top1_acc: 0.6898, top5_acc: 0.8701, loss_cls: 1.2860, loss: 1.2860, grad_norm: 3.6616 2021-06-14 11:56:42,083 - mmaction - INFO - Epoch [73][940/940] lr: 4.000e-03, eta: 11:50:05, time: 1.045, data_time: 0.003, memory: 7080, top1_acc: 0.6849, top5_acc: 0.8604, loss_cls: 1.3412, loss: 1.3412, grad_norm: 3.7324 2021-06-14 11:56:46,856 - mmaction - INFO - Saving checkpoint at 73 epochs 2021-06-14 12:04:42,057 - mmaction - INFO - Epoch [74][20/940] lr: 4.000e-03, eta: 11:52:15, time: 23.712, data_time: 22.595, memory: 7080, top1_acc: 0.6881, top5_acc: 0.8715, loss_cls: 1.2632, loss: 1.2632, grad_norm: 3.6155 2021-06-14 12:05:06,747 - mmaction - INFO - Epoch [74][40/940] lr: 4.000e-03, eta: 11:51:38, time: 1.232, data_time: 0.091, memory: 7080, top1_acc: 0.6736, top5_acc: 0.8658, loss_cls: 1.3191, loss: 1.3191, grad_norm: 3.7584 2021-06-14 12:05:31,569 - mmaction - INFO - Epoch [74][60/940] lr: 4.000e-03, eta: 11:51:01, time: 1.243, data_time: 0.210, memory: 7080, top1_acc: 0.6896, top5_acc: 0.8695, loss_cls: 1.2779, loss: 1.2779, grad_norm: 3.6504 2021-06-14 12:05:53,938 - mmaction - INFO - Epoch [74][80/940] lr: 4.000e-03, eta: 11:50:23, time: 1.117, data_time: 0.120, memory: 7080, top1_acc: 0.7012, top5_acc: 0.8723, loss_cls: 1.2567, loss: 1.2567, grad_norm: 3.6051 2021-06-14 12:06:18,439 - mmaction - INFO - Epoch [74][100/940] lr: 4.000e-03, eta: 11:49:46, time: 1.225, data_time: 0.192, memory: 7080, top1_acc: 0.6920, top5_acc: 0.8695, loss_cls: 1.2639, loss: 1.2639, grad_norm: 3.6754 2021-06-14 12:06:41,876 - mmaction - INFO - Epoch [74][120/940] lr: 4.000e-03, eta: 11:49:08, time: 1.175, data_time: 0.240, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8682, loss_cls: 1.2572, loss: 1.2572, grad_norm: 3.6829 2021-06-14 12:07:05,328 - mmaction - INFO - Epoch [74][140/940] lr: 4.000e-03, eta: 11:48:31, time: 1.171, data_time: 0.176, memory: 7080, top1_acc: 0.6969, top5_acc: 0.8746, loss_cls: 1.2342, loss: 1.2342, grad_norm: 3.6446 2021-06-14 12:07:29,208 - mmaction - INFO - Epoch [74][160/940] lr: 4.000e-03, eta: 11:47:53, time: 1.194, data_time: 0.037, memory: 7080, top1_acc: 0.6902, top5_acc: 0.8689, loss_cls: 1.2738, loss: 1.2738, grad_norm: 3.6571 2021-06-14 12:07:52,449 - mmaction - INFO - Epoch [74][180/940] lr: 4.000e-03, eta: 11:47:16, time: 1.163, data_time: 0.004, memory: 7080, top1_acc: 0.6896, top5_acc: 0.8701, loss_cls: 1.2634, loss: 1.2634, grad_norm: 3.6964 2021-06-14 12:08:15,931 - mmaction - INFO - Epoch [74][200/940] lr: 4.000e-03, eta: 11:46:38, time: 1.171, data_time: 0.009, memory: 7080, top1_acc: 0.6949, top5_acc: 0.8748, loss_cls: 1.2324, loss: 1.2324, grad_norm: 3.6425 2021-06-14 12:08:40,666 - mmaction - INFO - Epoch [74][220/940] lr: 4.000e-03, eta: 11:46:02, time: 1.238, data_time: 0.035, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8746, loss_cls: 1.2457, loss: 1.2457, grad_norm: 3.6606 2021-06-14 12:09:04,095 - mmaction - INFO - Epoch [74][240/940] lr: 4.000e-03, eta: 11:45:24, time: 1.170, data_time: 0.003, memory: 7080, top1_acc: 0.6861, top5_acc: 0.8664, loss_cls: 1.2766, loss: 1.2766, grad_norm: 3.7379 2021-06-14 12:09:28,435 - mmaction - INFO - Epoch [74][260/940] lr: 4.000e-03, eta: 11:44:47, time: 1.213, data_time: 0.005, memory: 7080, top1_acc: 0.6945, top5_acc: 0.8658, loss_cls: 1.2644, loss: 1.2644, grad_norm: 3.6367 2021-06-14 12:09:52,008 - mmaction - INFO - Epoch [74][280/940] lr: 4.000e-03, eta: 11:44:10, time: 1.182, data_time: 0.009, memory: 7080, top1_acc: 0.7063, top5_acc: 0.8715, loss_cls: 1.2339, loss: 1.2339, grad_norm: 3.5645 2021-06-14 12:10:15,560 - mmaction - INFO - Epoch [74][300/940] lr: 4.000e-03, eta: 11:43:32, time: 1.181, data_time: 0.006, memory: 7080, top1_acc: 0.6738, top5_acc: 0.8654, loss_cls: 1.2986, loss: 1.2986, grad_norm: 3.7874 2021-06-14 12:10:40,861 - mmaction - INFO - Epoch [74][320/940] lr: 4.000e-03, eta: 11:42:56, time: 1.265, data_time: 0.003, memory: 7080, top1_acc: 0.6934, top5_acc: 0.8703, loss_cls: 1.2659, loss: 1.2659, grad_norm: 3.6835 2021-06-14 12:11:04,994 - mmaction - INFO - Epoch [74][340/940] lr: 4.000e-03, eta: 11:42:19, time: 1.206, data_time: 0.004, memory: 7080, top1_acc: 0.6996, top5_acc: 0.8705, loss_cls: 1.2482, loss: 1.2482, grad_norm: 3.6304 2021-06-14 12:11:29,345 - mmaction - INFO - Epoch [74][360/940] lr: 4.000e-03, eta: 11:41:42, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.6875, top5_acc: 0.8664, loss_cls: 1.2980, loss: 1.2980, grad_norm: 3.6468 2021-06-14 12:11:53,242 - mmaction - INFO - Epoch [74][380/940] lr: 4.000e-03, eta: 11:41:04, time: 1.194, data_time: 0.001, memory: 7080, top1_acc: 0.6963, top5_acc: 0.8744, loss_cls: 1.2590, loss: 1.2590, grad_norm: 3.6872 2021-06-14 12:12:16,307 - mmaction - INFO - Epoch [74][400/940] lr: 4.000e-03, eta: 11:40:27, time: 1.152, data_time: 0.006, memory: 7080, top1_acc: 0.7000, top5_acc: 0.8711, loss_cls: 1.2491, loss: 1.2491, grad_norm: 3.5931 2021-06-14 12:12:40,167 - mmaction - INFO - Epoch [74][420/940] lr: 4.000e-03, eta: 11:39:50, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.6787, top5_acc: 0.8646, loss_cls: 1.3204, loss: 1.3204, grad_norm: 3.7471 2021-06-14 12:13:04,168 - mmaction - INFO - Epoch [74][440/940] lr: 4.000e-03, eta: 11:39:13, time: 1.204, data_time: 0.008, memory: 7080, top1_acc: 0.6877, top5_acc: 0.8662, loss_cls: 1.2884, loss: 1.2884, grad_norm: 3.6979 2021-06-14 12:13:28,371 - mmaction - INFO - Epoch [74][460/940] lr: 4.000e-03, eta: 11:38:35, time: 1.208, data_time: 0.005, memory: 7080, top1_acc: 0.6846, top5_acc: 0.8715, loss_cls: 1.2936, loss: 1.2936, grad_norm: 3.7333 2021-06-14 12:13:52,419 - mmaction - INFO - Epoch [74][480/940] lr: 4.000e-03, eta: 11:37:58, time: 1.201, data_time: 0.006, memory: 7080, top1_acc: 0.6920, top5_acc: 0.8750, loss_cls: 1.2530, loss: 1.2530, grad_norm: 3.6961 2021-06-14 12:14:16,270 - mmaction - INFO - Epoch [74][500/940] lr: 4.000e-03, eta: 11:37:21, time: 1.198, data_time: 0.009, memory: 7080, top1_acc: 0.6770, top5_acc: 0.8631, loss_cls: 1.3084, loss: 1.3084, grad_norm: 3.7074 2021-06-14 12:14:38,537 - mmaction - INFO - Epoch [74][520/940] lr: 4.000e-03, eta: 11:36:43, time: 1.112, data_time: 0.002, memory: 7080, top1_acc: 0.6912, top5_acc: 0.8662, loss_cls: 1.2824, loss: 1.2824, grad_norm: 3.7392 2021-06-14 12:15:03,633 - mmaction - INFO - Epoch [74][540/940] lr: 4.000e-03, eta: 11:36:07, time: 1.254, data_time: 0.055, memory: 7080, top1_acc: 0.6875, top5_acc: 0.8682, loss_cls: 1.2751, loss: 1.2751, grad_norm: 3.7283 2021-06-14 12:15:27,871 - mmaction - INFO - Epoch [74][560/940] lr: 4.000e-03, eta: 11:35:30, time: 1.214, data_time: 0.005, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8709, loss_cls: 1.2855, loss: 1.2855, grad_norm: 3.7451 2021-06-14 12:15:51,273 - mmaction - INFO - Epoch [74][580/940] lr: 4.000e-03, eta: 11:34:52, time: 1.167, data_time: 0.002, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8719, loss_cls: 1.2918, loss: 1.2918, grad_norm: 3.7422 2021-06-14 12:16:14,576 - mmaction - INFO - Epoch [74][600/940] lr: 4.000e-03, eta: 11:34:15, time: 1.167, data_time: 0.007, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8717, loss_cls: 1.2657, loss: 1.2657, grad_norm: 3.6825 2021-06-14 12:16:39,109 - mmaction - INFO - Epoch [74][620/940] lr: 4.000e-03, eta: 11:33:38, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.6857, top5_acc: 0.8678, loss_cls: 1.2804, loss: 1.2804, grad_norm: 3.6911 2021-06-14 12:17:03,549 - mmaction - INFO - Epoch [74][640/940] lr: 4.000e-03, eta: 11:33:01, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.6988, top5_acc: 0.8725, loss_cls: 1.2388, loss: 1.2388, grad_norm: 3.6098 2021-06-14 12:17:26,496 - mmaction - INFO - Epoch [74][660/940] lr: 4.000e-03, eta: 11:32:24, time: 1.145, data_time: 0.001, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8711, loss_cls: 1.2730, loss: 1.2730, grad_norm: 3.6648 2021-06-14 12:17:50,905 - mmaction - INFO - Epoch [74][680/940] lr: 4.000e-03, eta: 11:31:47, time: 1.216, data_time: 0.005, memory: 7080, top1_acc: 0.6848, top5_acc: 0.8619, loss_cls: 1.3031, loss: 1.3031, grad_norm: 3.6904 2021-06-14 12:18:14,505 - mmaction - INFO - Epoch [74][700/940] lr: 4.000e-03, eta: 11:31:10, time: 1.185, data_time: 0.007, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8676, loss_cls: 1.2878, loss: 1.2878, grad_norm: 3.6781 2021-06-14 12:18:38,533 - mmaction - INFO - Epoch [74][720/940] lr: 4.000e-03, eta: 11:30:33, time: 1.201, data_time: 0.004, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8725, loss_cls: 1.2866, loss: 1.2866, grad_norm: 3.7383 2021-06-14 12:19:02,094 - mmaction - INFO - Epoch [74][740/940] lr: 4.000e-03, eta: 11:29:56, time: 1.180, data_time: 0.003, memory: 7080, top1_acc: 0.6961, top5_acc: 0.8754, loss_cls: 1.2389, loss: 1.2389, grad_norm: 3.6731 2021-06-14 12:19:26,328 - mmaction - INFO - Epoch [74][760/940] lr: 4.000e-03, eta: 11:29:19, time: 1.210, data_time: 0.001, memory: 7080, top1_acc: 0.6857, top5_acc: 0.8617, loss_cls: 1.2992, loss: 1.2992, grad_norm: 3.7461 2021-06-14 12:19:50,487 - mmaction - INFO - Epoch [74][780/940] lr: 4.000e-03, eta: 11:28:42, time: 1.206, data_time: 0.002, memory: 7080, top1_acc: 0.6912, top5_acc: 0.8729, loss_cls: 1.2484, loss: 1.2484, grad_norm: 3.6387 2021-06-14 12:20:14,358 - mmaction - INFO - Epoch [74][800/940] lr: 4.000e-03, eta: 11:28:05, time: 1.195, data_time: 0.005, memory: 7080, top1_acc: 0.6854, top5_acc: 0.8652, loss_cls: 1.2963, loss: 1.2963, grad_norm: 3.6958 2021-06-14 12:20:38,573 - mmaction - INFO - Epoch [74][820/940] lr: 4.000e-03, eta: 11:27:28, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.6801, top5_acc: 0.8654, loss_cls: 1.2974, loss: 1.2974, grad_norm: 3.7183 2021-06-14 12:21:02,554 - mmaction - INFO - Epoch [74][840/940] lr: 4.000e-03, eta: 11:26:51, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.6883, top5_acc: 0.8768, loss_cls: 1.2545, loss: 1.2545, grad_norm: 3.7237 2021-06-14 12:21:25,707 - mmaction - INFO - Epoch [74][860/940] lr: 4.000e-03, eta: 11:26:14, time: 1.164, data_time: 0.009, memory: 7080, top1_acc: 0.6789, top5_acc: 0.8578, loss_cls: 1.3294, loss: 1.3294, grad_norm: 3.7281 2021-06-14 12:21:50,345 - mmaction - INFO - Epoch [74][880/940] lr: 4.000e-03, eta: 11:25:37, time: 1.231, data_time: 0.005, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8701, loss_cls: 1.2825, loss: 1.2825, grad_norm: 3.7152 2021-06-14 12:22:13,372 - mmaction - INFO - Epoch [74][900/940] lr: 4.000e-03, eta: 11:25:00, time: 1.152, data_time: 0.005, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8691, loss_cls: 1.2862, loss: 1.2862, grad_norm: 3.7546 2021-06-14 12:22:38,180 - mmaction - INFO - Epoch [74][920/940] lr: 4.000e-03, eta: 11:24:23, time: 1.237, data_time: 0.005, memory: 7080, top1_acc: 0.6840, top5_acc: 0.8639, loss_cls: 1.3193, loss: 1.3193, grad_norm: 3.7430 2021-06-14 12:22:58,032 - mmaction - INFO - Epoch [74][940/940] lr: 4.000e-03, eta: 11:23:45, time: 0.997, data_time: 0.008, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8687, loss_cls: 1.2934, loss: 1.2934, grad_norm: 3.7231 2021-06-14 12:23:02,938 - mmaction - INFO - Saving checkpoint at 74 epochs 2021-06-14 12:30:39,910 - mmaction - INFO - Epoch [75][20/940] lr: 4.000e-03, eta: 11:25:39, time: 22.800, data_time: 21.640, memory: 7080, top1_acc: 0.6842, top5_acc: 0.8666, loss_cls: 1.2959, loss: 1.2959, grad_norm: 3.6771 2021-06-14 12:31:02,890 - mmaction - INFO - Epoch [75][40/940] lr: 4.000e-03, eta: 11:25:02, time: 1.145, data_time: 0.005, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8666, loss_cls: 1.2785, loss: 1.2785, grad_norm: 3.7028 2021-06-14 12:31:26,492 - mmaction - INFO - Epoch [75][60/940] lr: 4.000e-03, eta: 11:24:25, time: 1.183, data_time: 0.210, memory: 7080, top1_acc: 0.6912, top5_acc: 0.8734, loss_cls: 1.2463, loss: 1.2463, grad_norm: 3.6016 2021-06-14 12:31:50,123 - mmaction - INFO - Epoch [75][80/940] lr: 4.000e-03, eta: 11:23:47, time: 1.183, data_time: 0.233, memory: 7080, top1_acc: 0.6875, top5_acc: 0.8758, loss_cls: 1.2509, loss: 1.2509, grad_norm: 3.7297 2021-06-14 12:32:13,483 - mmaction - INFO - Epoch [75][100/940] lr: 4.000e-03, eta: 11:23:10, time: 1.170, data_time: 0.153, memory: 7080, top1_acc: 0.6906, top5_acc: 0.8691, loss_cls: 1.2692, loss: 1.2692, grad_norm: 3.7171 2021-06-14 12:32:37,497 - mmaction - INFO - Epoch [75][120/940] lr: 4.000e-03, eta: 11:22:33, time: 1.200, data_time: 0.153, memory: 7080, top1_acc: 0.6959, top5_acc: 0.8766, loss_cls: 1.2357, loss: 1.2357, grad_norm: 3.7039 2021-06-14 12:33:00,373 - mmaction - INFO - Epoch [75][140/940] lr: 4.000e-03, eta: 11:21:56, time: 1.136, data_time: 0.044, memory: 7080, top1_acc: 0.6967, top5_acc: 0.8756, loss_cls: 1.2571, loss: 1.2571, grad_norm: 3.6752 2021-06-14 12:33:24,718 - mmaction - INFO - Epoch [75][160/940] lr: 4.000e-03, eta: 11:21:19, time: 1.223, data_time: 0.115, memory: 7080, top1_acc: 0.6869, top5_acc: 0.8703, loss_cls: 1.2764, loss: 1.2764, grad_norm: 3.7339 2021-06-14 12:33:49,361 - mmaction - INFO - Epoch [75][180/940] lr: 4.000e-03, eta: 11:20:42, time: 1.235, data_time: 0.004, memory: 7080, top1_acc: 0.6846, top5_acc: 0.8668, loss_cls: 1.2894, loss: 1.2894, grad_norm: 3.7458 2021-06-14 12:34:13,700 - mmaction - INFO - Epoch [75][200/940] lr: 4.000e-03, eta: 11:20:05, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8588, loss_cls: 1.3098, loss: 1.3098, grad_norm: 3.7262 2021-06-14 12:34:37,324 - mmaction - INFO - Epoch [75][220/940] lr: 4.000e-03, eta: 11:19:28, time: 1.182, data_time: 0.006, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8697, loss_cls: 1.2767, loss: 1.2767, grad_norm: 3.6690 2021-06-14 12:35:01,310 - mmaction - INFO - Epoch [75][240/940] lr: 4.000e-03, eta: 11:18:51, time: 1.201, data_time: 0.004, memory: 7080, top1_acc: 0.6986, top5_acc: 0.8672, loss_cls: 1.2441, loss: 1.2441, grad_norm: 3.6470 2021-06-14 12:35:25,459 - mmaction - INFO - Epoch [75][260/940] lr: 4.000e-03, eta: 11:18:14, time: 1.208, data_time: 0.002, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8688, loss_cls: 1.2918, loss: 1.2918, grad_norm: 3.7473 2021-06-14 12:35:48,645 - mmaction - INFO - Epoch [75][280/940] lr: 4.000e-03, eta: 11:17:37, time: 1.156, data_time: 0.002, memory: 7080, top1_acc: 0.7043, top5_acc: 0.8682, loss_cls: 1.2458, loss: 1.2458, grad_norm: 3.5707 2021-06-14 12:36:13,241 - mmaction - INFO - Epoch [75][300/940] lr: 4.000e-03, eta: 11:17:00, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.6945, top5_acc: 0.8686, loss_cls: 1.2601, loss: 1.2601, grad_norm: 3.7054 2021-06-14 12:36:36,288 - mmaction - INFO - Epoch [75][320/940] lr: 4.000e-03, eta: 11:16:22, time: 1.155, data_time: 0.007, memory: 7080, top1_acc: 0.6879, top5_acc: 0.8691, loss_cls: 1.2600, loss: 1.2600, grad_norm: 3.6664 2021-06-14 12:37:00,303 - mmaction - INFO - Epoch [75][340/940] lr: 4.000e-03, eta: 11:15:45, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.6830, top5_acc: 0.8637, loss_cls: 1.3023, loss: 1.3023, grad_norm: 3.6907 2021-06-14 12:37:24,252 - mmaction - INFO - Epoch [75][360/940] lr: 4.000e-03, eta: 11:15:08, time: 1.194, data_time: 0.005, memory: 7080, top1_acc: 0.6895, top5_acc: 0.8715, loss_cls: 1.2653, loss: 1.2653, grad_norm: 3.7375 2021-06-14 12:37:47,812 - mmaction - INFO - Epoch [75][380/940] lr: 4.000e-03, eta: 11:14:31, time: 1.182, data_time: 0.008, memory: 7080, top1_acc: 0.6988, top5_acc: 0.8736, loss_cls: 1.2499, loss: 1.2499, grad_norm: 3.6824 2021-06-14 12:38:11,352 - mmaction - INFO - Epoch [75][400/940] lr: 4.000e-03, eta: 11:13:54, time: 1.178, data_time: 0.004, memory: 7080, top1_acc: 0.6963, top5_acc: 0.8764, loss_cls: 1.2241, loss: 1.2241, grad_norm: 3.6133 2021-06-14 12:38:36,129 - mmaction - INFO - Epoch [75][420/940] lr: 4.000e-03, eta: 11:13:18, time: 1.240, data_time: 0.003, memory: 7080, top1_acc: 0.6922, top5_acc: 0.8799, loss_cls: 1.2383, loss: 1.2383, grad_norm: 3.6792 2021-06-14 12:39:00,257 - mmaction - INFO - Epoch [75][440/940] lr: 4.000e-03, eta: 11:12:41, time: 1.206, data_time: 0.001, memory: 7080, top1_acc: 0.6998, top5_acc: 0.8787, loss_cls: 1.2333, loss: 1.2333, grad_norm: 3.6863 2021-06-14 12:39:24,756 - mmaction - INFO - Epoch [75][460/940] lr: 4.000e-03, eta: 11:12:04, time: 1.224, data_time: 0.001, memory: 7080, top1_acc: 0.7012, top5_acc: 0.8779, loss_cls: 1.2352, loss: 1.2352, grad_norm: 3.6890 2021-06-14 12:39:47,656 - mmaction - INFO - Epoch [75][480/940] lr: 4.000e-03, eta: 11:11:27, time: 1.143, data_time: 0.002, memory: 7080, top1_acc: 0.6852, top5_acc: 0.8646, loss_cls: 1.2887, loss: 1.2887, grad_norm: 3.8221 2021-06-14 12:40:10,540 - mmaction - INFO - Epoch [75][500/940] lr: 4.000e-03, eta: 11:10:49, time: 1.145, data_time: 0.003, memory: 7080, top1_acc: 0.6799, top5_acc: 0.8627, loss_cls: 1.3142, loss: 1.3142, grad_norm: 3.7567 2021-06-14 12:40:35,606 - mmaction - INFO - Epoch [75][520/940] lr: 4.000e-03, eta: 11:10:13, time: 1.251, data_time: 0.005, memory: 7080, top1_acc: 0.6885, top5_acc: 0.8662, loss_cls: 1.2888, loss: 1.2888, grad_norm: 3.6829 2021-06-14 12:40:59,601 - mmaction - INFO - Epoch [75][540/940] lr: 4.000e-03, eta: 11:09:36, time: 1.203, data_time: 0.006, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8643, loss_cls: 1.2908, loss: 1.2908, grad_norm: 3.7394 2021-06-14 12:41:22,148 - mmaction - INFO - Epoch [75][560/940] lr: 4.000e-03, eta: 11:08:58, time: 1.127, data_time: 0.002, memory: 7080, top1_acc: 0.6865, top5_acc: 0.8688, loss_cls: 1.2868, loss: 1.2868, grad_norm: 3.7306 2021-06-14 12:41:46,542 - mmaction - INFO - Epoch [75][580/940] lr: 4.000e-03, eta: 11:08:22, time: 1.218, data_time: 0.002, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8654, loss_cls: 1.3155, loss: 1.3155, grad_norm: 3.7990 2021-06-14 12:42:10,601 - mmaction - INFO - Epoch [75][600/940] lr: 4.000e-03, eta: 11:07:45, time: 1.204, data_time: 0.186, memory: 7080, top1_acc: 0.6805, top5_acc: 0.8666, loss_cls: 1.3025, loss: 1.3025, grad_norm: 3.7729 2021-06-14 12:42:34,020 - mmaction - INFO - Epoch [75][620/940] lr: 4.000e-03, eta: 11:07:08, time: 1.172, data_time: 0.048, memory: 7080, top1_acc: 0.6920, top5_acc: 0.8766, loss_cls: 1.2550, loss: 1.2550, grad_norm: 3.7572 2021-06-14 12:42:58,185 - mmaction - INFO - Epoch [75][640/940] lr: 4.000e-03, eta: 11:06:31, time: 1.206, data_time: 0.062, memory: 7080, top1_acc: 0.6963, top5_acc: 0.8734, loss_cls: 1.2413, loss: 1.2413, grad_norm: 3.6704 2021-06-14 12:43:21,732 - mmaction - INFO - Epoch [75][660/940] lr: 4.000e-03, eta: 11:05:54, time: 1.174, data_time: 0.104, memory: 7080, top1_acc: 0.6877, top5_acc: 0.8688, loss_cls: 1.2713, loss: 1.2713, grad_norm: 3.6889 2021-06-14 12:43:45,641 - mmaction - INFO - Epoch [75][680/940] lr: 4.000e-03, eta: 11:05:17, time: 1.199, data_time: 0.109, memory: 7080, top1_acc: 0.6908, top5_acc: 0.8734, loss_cls: 1.2630, loss: 1.2630, grad_norm: 3.7704 2021-06-14 12:44:09,121 - mmaction - INFO - Epoch [75][700/940] lr: 4.000e-03, eta: 11:04:40, time: 1.170, data_time: 0.027, memory: 7080, top1_acc: 0.6760, top5_acc: 0.8625, loss_cls: 1.3309, loss: 1.3309, grad_norm: 3.8202 2021-06-14 12:44:33,563 - mmaction - INFO - Epoch [75][720/940] lr: 4.000e-03, eta: 11:04:03, time: 1.228, data_time: 0.099, memory: 7080, top1_acc: 0.6838, top5_acc: 0.8615, loss_cls: 1.3166, loss: 1.3166, grad_norm: 3.7480 2021-06-14 12:44:57,658 - mmaction - INFO - Epoch [75][740/940] lr: 4.000e-03, eta: 11:03:27, time: 1.205, data_time: 0.073, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8697, loss_cls: 1.2827, loss: 1.2827, grad_norm: 3.7469 2021-06-14 12:45:20,579 - mmaction - INFO - Epoch [75][760/940] lr: 4.000e-03, eta: 11:02:49, time: 1.145, data_time: 0.054, memory: 7080, top1_acc: 0.6922, top5_acc: 0.8738, loss_cls: 1.2597, loss: 1.2597, grad_norm: 3.7197 2021-06-14 12:45:44,817 - mmaction - INFO - Epoch [75][780/940] lr: 4.000e-03, eta: 11:02:13, time: 1.213, data_time: 0.097, memory: 7080, top1_acc: 0.6773, top5_acc: 0.8613, loss_cls: 1.3315, loss: 1.3315, grad_norm: 3.7818 2021-06-14 12:46:09,148 - mmaction - INFO - Epoch [75][800/940] lr: 4.000e-03, eta: 11:01:36, time: 1.216, data_time: 0.016, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8641, loss_cls: 1.2926, loss: 1.2926, grad_norm: 3.7595 2021-06-14 12:46:32,865 - mmaction - INFO - Epoch [75][820/940] lr: 4.000e-03, eta: 11:00:59, time: 1.187, data_time: 0.032, memory: 7080, top1_acc: 0.6924, top5_acc: 0.8744, loss_cls: 1.2441, loss: 1.2441, grad_norm: 3.6830 2021-06-14 12:46:57,692 - mmaction - INFO - Epoch [75][840/940] lr: 4.000e-03, eta: 11:00:23, time: 1.238, data_time: 0.002, memory: 7080, top1_acc: 0.6936, top5_acc: 0.8771, loss_cls: 1.2462, loss: 1.2462, grad_norm: 3.7392 2021-06-14 12:47:22,454 - mmaction - INFO - Epoch [75][860/940] lr: 4.000e-03, eta: 10:59:46, time: 1.240, data_time: 0.005, memory: 7080, top1_acc: 0.6848, top5_acc: 0.8701, loss_cls: 1.2784, loss: 1.2784, grad_norm: 3.7099 2021-06-14 12:47:45,195 - mmaction - INFO - Epoch [75][880/940] lr: 4.000e-03, eta: 10:59:09, time: 1.136, data_time: 0.002, memory: 7080, top1_acc: 0.6918, top5_acc: 0.8713, loss_cls: 1.2832, loss: 1.2832, grad_norm: 3.7086 2021-06-14 12:48:08,805 - mmaction - INFO - Epoch [75][900/940] lr: 4.000e-03, eta: 10:58:32, time: 1.180, data_time: 0.003, memory: 7080, top1_acc: 0.6934, top5_acc: 0.8775, loss_cls: 1.2580, loss: 1.2580, grad_norm: 3.7416 2021-06-14 12:48:31,904 - mmaction - INFO - Epoch [75][920/940] lr: 4.000e-03, eta: 10:57:55, time: 1.154, data_time: 0.004, memory: 7080, top1_acc: 0.6828, top5_acc: 0.8717, loss_cls: 1.2782, loss: 1.2782, grad_norm: 3.7203 2021-06-14 12:48:53,088 - mmaction - INFO - Epoch [75][940/940] lr: 4.000e-03, eta: 10:57:17, time: 1.062, data_time: 0.005, memory: 7080, top1_acc: 0.6893, top5_acc: 0.8724, loss_cls: 1.2823, loss: 1.2823, grad_norm: 3.7663 2021-06-14 12:48:57,906 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-06-14 12:56:40,385 - mmaction - INFO - Epoch [76][20/940] lr: 4.000e-03, eta: 10:59:06, time: 23.070, data_time: 21.119, memory: 7080, top1_acc: 0.6994, top5_acc: 0.8748, loss_cls: 1.2434, loss: 1.2434, grad_norm: 3.6758 2021-06-14 12:57:04,753 - mmaction - INFO - Epoch [76][40/940] lr: 4.000e-03, eta: 10:58:29, time: 1.220, data_time: 0.014, memory: 7080, top1_acc: 0.6982, top5_acc: 0.8768, loss_cls: 1.2443, loss: 1.2443, grad_norm: 3.7187 2021-06-14 12:57:28,490 - mmaction - INFO - Epoch [76][60/940] lr: 4.000e-03, eta: 10:57:52, time: 1.192, data_time: 0.008, memory: 7080, top1_acc: 0.6955, top5_acc: 0.8691, loss_cls: 1.2610, loss: 1.2610, grad_norm: 3.7164 2021-06-14 12:57:50,850 - mmaction - INFO - Epoch [76][80/940] lr: 4.000e-03, eta: 10:57:15, time: 1.118, data_time: 0.003, memory: 7080, top1_acc: 0.6842, top5_acc: 0.8639, loss_cls: 1.2890, loss: 1.2890, grad_norm: 3.7146 2021-06-14 12:58:15,802 - mmaction - INFO - Epoch [76][100/940] lr: 4.000e-03, eta: 10:56:38, time: 1.248, data_time: 0.007, memory: 7080, top1_acc: 0.6916, top5_acc: 0.8723, loss_cls: 1.2666, loss: 1.2666, grad_norm: 3.7845 2021-06-14 12:58:39,253 - mmaction - INFO - Epoch [76][120/940] lr: 4.000e-03, eta: 10:56:01, time: 1.169, data_time: 0.003, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8699, loss_cls: 1.2717, loss: 1.2717, grad_norm: 3.7288 2021-06-14 12:59:02,707 - mmaction - INFO - Epoch [76][140/940] lr: 4.000e-03, eta: 10:55:24, time: 1.177, data_time: 0.006, memory: 7080, top1_acc: 0.6994, top5_acc: 0.8715, loss_cls: 1.2377, loss: 1.2377, grad_norm: 3.6881 2021-06-14 12:59:27,015 - mmaction - INFO - Epoch [76][160/940] lr: 4.000e-03, eta: 10:54:47, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.6916, top5_acc: 0.8660, loss_cls: 1.2849, loss: 1.2849, grad_norm: 3.7788 2021-06-14 12:59:51,392 - mmaction - INFO - Epoch [76][180/940] lr: 4.000e-03, eta: 10:54:11, time: 1.215, data_time: 0.001, memory: 7080, top1_acc: 0.6852, top5_acc: 0.8711, loss_cls: 1.2642, loss: 1.2642, grad_norm: 3.7829 2021-06-14 13:00:15,585 - mmaction - INFO - Epoch [76][200/940] lr: 4.000e-03, eta: 10:53:34, time: 1.210, data_time: 0.006, memory: 7080, top1_acc: 0.6945, top5_acc: 0.8773, loss_cls: 1.2296, loss: 1.2296, grad_norm: 3.7045 2021-06-14 13:00:39,618 - mmaction - INFO - Epoch [76][220/940] lr: 4.000e-03, eta: 10:52:57, time: 1.202, data_time: 0.005, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8715, loss_cls: 1.2765, loss: 1.2765, grad_norm: 3.7482 2021-06-14 13:01:02,564 - mmaction - INFO - Epoch [76][240/940] lr: 4.000e-03, eta: 10:52:20, time: 1.139, data_time: 0.005, memory: 7080, top1_acc: 0.6951, top5_acc: 0.8758, loss_cls: 1.2441, loss: 1.2441, grad_norm: 3.6823 2021-06-14 13:01:26,433 - mmaction - INFO - Epoch [76][260/940] lr: 4.000e-03, eta: 10:51:43, time: 1.205, data_time: 0.014, memory: 7080, top1_acc: 0.6998, top5_acc: 0.8748, loss_cls: 1.2404, loss: 1.2404, grad_norm: 3.6938 2021-06-14 13:01:51,909 - mmaction - INFO - Epoch [76][280/940] lr: 4.000e-03, eta: 10:51:07, time: 1.273, data_time: 0.002, memory: 7080, top1_acc: 0.6996, top5_acc: 0.8721, loss_cls: 1.2424, loss: 1.2424, grad_norm: 3.6830 2021-06-14 13:02:15,583 - mmaction - INFO - Epoch [76][300/940] lr: 4.000e-03, eta: 10:50:30, time: 1.185, data_time: 0.002, memory: 7080, top1_acc: 0.6992, top5_acc: 0.8803, loss_cls: 1.2089, loss: 1.2089, grad_norm: 3.6760 2021-06-14 13:02:39,097 - mmaction - INFO - Epoch [76][320/940] lr: 4.000e-03, eta: 10:49:53, time: 1.175, data_time: 0.002, memory: 7080, top1_acc: 0.6891, top5_acc: 0.8658, loss_cls: 1.2740, loss: 1.2740, grad_norm: 3.7954 2021-06-14 13:03:03,810 - mmaction - INFO - Epoch [76][340/940] lr: 4.000e-03, eta: 10:49:16, time: 1.236, data_time: 0.002, memory: 7080, top1_acc: 0.7039, top5_acc: 0.8770, loss_cls: 1.2289, loss: 1.2289, grad_norm: 3.7268 2021-06-14 13:03:29,047 - mmaction - INFO - Epoch [76][360/940] lr: 4.000e-03, eta: 10:48:40, time: 1.262, data_time: 0.001, memory: 7080, top1_acc: 0.6939, top5_acc: 0.8703, loss_cls: 1.2676, loss: 1.2676, grad_norm: 3.6984 2021-06-14 13:03:53,204 - mmaction - INFO - Epoch [76][380/940] lr: 4.000e-03, eta: 10:48:03, time: 1.207, data_time: 0.001, memory: 7080, top1_acc: 0.6967, top5_acc: 0.8756, loss_cls: 1.2636, loss: 1.2636, grad_norm: 3.7817 2021-06-14 13:04:15,874 - mmaction - INFO - Epoch [76][400/940] lr: 4.000e-03, eta: 10:47:26, time: 1.134, data_time: 0.004, memory: 7080, top1_acc: 0.6707, top5_acc: 0.8570, loss_cls: 1.3411, loss: 1.3411, grad_norm: 3.8571 2021-06-14 13:04:39,585 - mmaction - INFO - Epoch [76][420/940] lr: 4.000e-03, eta: 10:46:49, time: 1.186, data_time: 0.002, memory: 7080, top1_acc: 0.6904, top5_acc: 0.8629, loss_cls: 1.2973, loss: 1.2973, grad_norm: 3.7319 2021-06-14 13:05:02,863 - mmaction - INFO - Epoch [76][440/940] lr: 4.000e-03, eta: 10:46:12, time: 1.163, data_time: 0.001, memory: 7080, top1_acc: 0.6838, top5_acc: 0.8625, loss_cls: 1.3002, loss: 1.3002, grad_norm: 3.7403 2021-06-14 13:05:27,713 - mmaction - INFO - Epoch [76][460/940] lr: 4.000e-03, eta: 10:45:36, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.6990, top5_acc: 0.8730, loss_cls: 1.2322, loss: 1.2322, grad_norm: 3.6870 2021-06-14 13:05:51,390 - mmaction - INFO - Epoch [76][480/940] lr: 4.000e-03, eta: 10:44:59, time: 1.184, data_time: 0.004, memory: 7080, top1_acc: 0.6922, top5_acc: 0.8684, loss_cls: 1.2706, loss: 1.2706, grad_norm: 3.7381 2021-06-14 13:06:16,015 - mmaction - INFO - Epoch [76][500/940] lr: 4.000e-03, eta: 10:44:22, time: 1.231, data_time: 0.012, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8652, loss_cls: 1.2835, loss: 1.2835, grad_norm: 3.7218 2021-06-14 13:06:39,713 - mmaction - INFO - Epoch [76][520/940] lr: 4.000e-03, eta: 10:43:45, time: 1.186, data_time: 0.005, memory: 7080, top1_acc: 0.6990, top5_acc: 0.8766, loss_cls: 1.2261, loss: 1.2261, grad_norm: 3.6645 2021-06-14 13:07:03,373 - mmaction - INFO - Epoch [76][540/940] lr: 4.000e-03, eta: 10:43:09, time: 1.184, data_time: 0.004, memory: 7080, top1_acc: 0.6752, top5_acc: 0.8627, loss_cls: 1.3031, loss: 1.3031, grad_norm: 3.8347 2021-06-14 13:07:27,407 - mmaction - INFO - Epoch [76][560/940] lr: 4.000e-03, eta: 10:42:32, time: 1.203, data_time: 0.003, memory: 7080, top1_acc: 0.6920, top5_acc: 0.8693, loss_cls: 1.2734, loss: 1.2734, grad_norm: 3.8001 2021-06-14 13:07:50,760 - mmaction - INFO - Epoch [76][580/940] lr: 4.000e-03, eta: 10:41:55, time: 1.166, data_time: 0.001, memory: 7080, top1_acc: 0.6926, top5_acc: 0.8703, loss_cls: 1.2783, loss: 1.2783, grad_norm: 3.8045 2021-06-14 13:08:13,921 - mmaction - INFO - Epoch [76][600/940] lr: 4.000e-03, eta: 10:41:18, time: 1.154, data_time: 0.004, memory: 7080, top1_acc: 0.6795, top5_acc: 0.8711, loss_cls: 1.2756, loss: 1.2756, grad_norm: 3.7665 2021-06-14 13:08:38,794 - mmaction - INFO - Epoch [76][620/940] lr: 4.000e-03, eta: 10:40:42, time: 1.248, data_time: 0.007, memory: 7080, top1_acc: 0.6918, top5_acc: 0.8684, loss_cls: 1.2593, loss: 1.2593, grad_norm: 3.7887 2021-06-14 13:09:03,185 - mmaction - INFO - Epoch [76][640/940] lr: 4.000e-03, eta: 10:40:05, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.6984, top5_acc: 0.8773, loss_cls: 1.2332, loss: 1.2332, grad_norm: 3.6965 2021-06-14 13:09:27,276 - mmaction - INFO - Epoch [76][660/940] lr: 4.000e-03, eta: 10:39:28, time: 1.209, data_time: 0.005, memory: 7080, top1_acc: 0.6760, top5_acc: 0.8621, loss_cls: 1.3281, loss: 1.3281, grad_norm: 3.8665 2021-06-14 13:09:50,511 - mmaction - INFO - Epoch [76][680/940] lr: 4.000e-03, eta: 10:38:51, time: 1.160, data_time: 0.001, memory: 7080, top1_acc: 0.6924, top5_acc: 0.8730, loss_cls: 1.2480, loss: 1.2480, grad_norm: 3.7554 2021-06-14 13:10:15,268 - mmaction - INFO - Epoch [76][700/940] lr: 4.000e-03, eta: 10:38:15, time: 1.238, data_time: 0.003, memory: 7080, top1_acc: 0.6949, top5_acc: 0.8691, loss_cls: 1.2790, loss: 1.2790, grad_norm: 3.7489 2021-06-14 13:10:38,833 - mmaction - INFO - Epoch [76][720/940] lr: 4.000e-03, eta: 10:37:38, time: 1.177, data_time: 0.005, memory: 7080, top1_acc: 0.6881, top5_acc: 0.8660, loss_cls: 1.3084, loss: 1.3084, grad_norm: 3.8299 2021-06-14 13:11:02,930 - mmaction - INFO - Epoch [76][740/940] lr: 4.000e-03, eta: 10:37:02, time: 1.205, data_time: 0.003, memory: 7080, top1_acc: 0.6840, top5_acc: 0.8740, loss_cls: 1.2849, loss: 1.2849, grad_norm: 3.7972 2021-06-14 13:11:27,645 - mmaction - INFO - Epoch [76][760/940] lr: 4.000e-03, eta: 10:36:25, time: 1.237, data_time: 0.004, memory: 7080, top1_acc: 0.6949, top5_acc: 0.8734, loss_cls: 1.2367, loss: 1.2367, grad_norm: 3.7252 2021-06-14 13:11:50,515 - mmaction - INFO - Epoch [76][780/940] lr: 4.000e-03, eta: 10:35:48, time: 1.143, data_time: 0.002, memory: 7080, top1_acc: 0.6818, top5_acc: 0.8678, loss_cls: 1.2943, loss: 1.2943, grad_norm: 3.7314 2021-06-14 13:12:14,353 - mmaction - INFO - Epoch [76][800/940] lr: 4.000e-03, eta: 10:35:11, time: 1.191, data_time: 0.003, memory: 7080, top1_acc: 0.6771, top5_acc: 0.8658, loss_cls: 1.3130, loss: 1.3130, grad_norm: 3.7645 2021-06-14 13:12:39,079 - mmaction - INFO - Epoch [76][820/940] lr: 4.000e-03, eta: 10:34:35, time: 1.239, data_time: 0.003, memory: 7080, top1_acc: 0.6889, top5_acc: 0.8686, loss_cls: 1.2922, loss: 1.2922, grad_norm: 3.8118 2021-06-14 13:13:01,686 - mmaction - INFO - Epoch [76][840/940] lr: 4.000e-03, eta: 10:33:58, time: 1.129, data_time: 0.001, memory: 7080, top1_acc: 0.6844, top5_acc: 0.8621, loss_cls: 1.3086, loss: 1.3086, grad_norm: 3.8053 2021-06-14 13:13:25,556 - mmaction - INFO - Epoch [76][860/940] lr: 4.000e-03, eta: 10:33:21, time: 1.192, data_time: 0.063, memory: 7080, top1_acc: 0.6904, top5_acc: 0.8680, loss_cls: 1.2879, loss: 1.2879, grad_norm: 3.7773 2021-06-14 13:13:50,397 - mmaction - INFO - Epoch [76][880/940] lr: 4.000e-03, eta: 10:32:45, time: 1.241, data_time: 0.006, memory: 7080, top1_acc: 0.6908, top5_acc: 0.8701, loss_cls: 1.2707, loss: 1.2707, grad_norm: 3.8291 2021-06-14 13:14:14,012 - mmaction - INFO - Epoch [76][900/940] lr: 4.000e-03, eta: 10:32:08, time: 1.180, data_time: 0.004, memory: 7080, top1_acc: 0.6992, top5_acc: 0.8738, loss_cls: 1.2442, loss: 1.2442, grad_norm: 3.7091 2021-06-14 13:14:38,139 - mmaction - INFO - Epoch [76][920/940] lr: 4.000e-03, eta: 10:31:32, time: 1.204, data_time: 0.006, memory: 7080, top1_acc: 0.6924, top5_acc: 0.8682, loss_cls: 1.2752, loss: 1.2752, grad_norm: 3.7240 2021-06-14 13:14:58,264 - mmaction - INFO - Epoch [76][940/940] lr: 4.000e-03, eta: 10:30:54, time: 1.010, data_time: 0.007, memory: 7080, top1_acc: 0.6826, top5_acc: 0.8683, loss_cls: 1.2875, loss: 1.2875, grad_norm: 3.8012 2021-06-14 13:15:01,342 - mmaction - INFO - Saving checkpoint at 76 epochs 2021-06-14 13:22:43,883 - mmaction - INFO - Epoch [77][20/940] lr: 4.000e-03, eta: 10:32:35, time: 23.078, data_time: 21.571, memory: 7080, top1_acc: 0.6943, top5_acc: 0.8725, loss_cls: 1.2614, loss: 1.2614, grad_norm: 3.6854 2021-06-14 13:23:07,983 - mmaction - INFO - Epoch [77][40/940] lr: 4.000e-03, eta: 10:31:59, time: 1.206, data_time: 0.005, memory: 7080, top1_acc: 0.7020, top5_acc: 0.8787, loss_cls: 1.2319, loss: 1.2319, grad_norm: 3.6622 2021-06-14 13:23:32,766 - mmaction - INFO - Epoch [77][60/940] lr: 4.000e-03, eta: 10:31:22, time: 1.240, data_time: 0.003, memory: 7080, top1_acc: 0.6893, top5_acc: 0.8645, loss_cls: 1.2750, loss: 1.2750, grad_norm: 3.7428 2021-06-14 13:23:56,253 - mmaction - INFO - Epoch [77][80/940] lr: 4.000e-03, eta: 10:30:45, time: 1.168, data_time: 0.002, memory: 7080, top1_acc: 0.6996, top5_acc: 0.8758, loss_cls: 1.2214, loss: 1.2214, grad_norm: 3.7410 2021-06-14 13:24:20,123 - mmaction - INFO - Epoch [77][100/940] lr: 4.000e-03, eta: 10:30:09, time: 1.188, data_time: 0.008, memory: 7080, top1_acc: 0.6896, top5_acc: 0.8801, loss_cls: 1.2378, loss: 1.2378, grad_norm: 3.7992 2021-06-14 13:24:44,403 - mmaction - INFO - Epoch [77][120/940] lr: 4.000e-03, eta: 10:29:32, time: 1.224, data_time: 0.013, memory: 7080, top1_acc: 0.6998, top5_acc: 0.8770, loss_cls: 1.2193, loss: 1.2193, grad_norm: 3.7469 2021-06-14 13:25:08,452 - mmaction - INFO - Epoch [77][140/940] lr: 4.000e-03, eta: 10:28:55, time: 1.203, data_time: 0.003, memory: 7080, top1_acc: 0.6869, top5_acc: 0.8719, loss_cls: 1.2865, loss: 1.2865, grad_norm: 3.7625 2021-06-14 13:25:31,911 - mmaction - INFO - Epoch [77][160/940] lr: 4.000e-03, eta: 10:28:18, time: 1.172, data_time: 0.002, memory: 7080, top1_acc: 0.6877, top5_acc: 0.8682, loss_cls: 1.2713, loss: 1.2713, grad_norm: 3.7678 2021-06-14 13:25:56,305 - mmaction - INFO - Epoch [77][180/940] lr: 4.000e-03, eta: 10:27:42, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.6934, top5_acc: 0.8713, loss_cls: 1.2646, loss: 1.2646, grad_norm: 3.7440 2021-06-14 13:26:19,957 - mmaction - INFO - Epoch [77][200/940] lr: 4.000e-03, eta: 10:27:05, time: 1.186, data_time: 0.008, memory: 7080, top1_acc: 0.6883, top5_acc: 0.8707, loss_cls: 1.2511, loss: 1.2511, grad_norm: 3.7371 2021-06-14 13:26:44,079 - mmaction - INFO - Epoch [77][220/940] lr: 4.000e-03, eta: 10:26:28, time: 1.207, data_time: 0.005, memory: 7080, top1_acc: 0.6898, top5_acc: 0.8725, loss_cls: 1.2491, loss: 1.2491, grad_norm: 3.7259 2021-06-14 13:27:09,229 - mmaction - INFO - Epoch [77][240/940] lr: 4.000e-03, eta: 10:25:52, time: 1.259, data_time: 0.004, memory: 7080, top1_acc: 0.6910, top5_acc: 0.8756, loss_cls: 1.2501, loss: 1.2501, grad_norm: 3.7721 2021-06-14 13:27:33,139 - mmaction - INFO - Epoch [77][260/940] lr: 4.000e-03, eta: 10:25:15, time: 1.189, data_time: 0.002, memory: 7080, top1_acc: 0.6846, top5_acc: 0.8689, loss_cls: 1.2728, loss: 1.2728, grad_norm: 3.7958 2021-06-14 13:27:56,426 - mmaction - INFO - Epoch [77][280/940] lr: 4.000e-03, eta: 10:24:39, time: 1.169, data_time: 0.008, memory: 7080, top1_acc: 0.6957, top5_acc: 0.8709, loss_cls: 1.2278, loss: 1.2278, grad_norm: 3.6822 2021-06-14 13:28:18,911 - mmaction - INFO - Epoch [77][300/940] lr: 4.000e-03, eta: 10:24:02, time: 1.123, data_time: 0.003, memory: 7080, top1_acc: 0.7000, top5_acc: 0.8701, loss_cls: 1.2573, loss: 1.2573, grad_norm: 3.6426 2021-06-14 13:28:42,573 - mmaction - INFO - Epoch [77][320/940] lr: 4.000e-03, eta: 10:23:25, time: 1.185, data_time: 0.069, memory: 7080, top1_acc: 0.6859, top5_acc: 0.8641, loss_cls: 1.2741, loss: 1.2741, grad_norm: 3.7403 2021-06-14 13:29:06,303 - mmaction - INFO - Epoch [77][340/940] lr: 4.000e-03, eta: 10:22:48, time: 1.185, data_time: 0.009, memory: 7080, top1_acc: 0.6902, top5_acc: 0.8684, loss_cls: 1.2728, loss: 1.2728, grad_norm: 3.7779 2021-06-14 13:29:29,189 - mmaction - INFO - Epoch [77][360/940] lr: 4.000e-03, eta: 10:22:11, time: 1.148, data_time: 0.006, memory: 7080, top1_acc: 0.6879, top5_acc: 0.8693, loss_cls: 1.2768, loss: 1.2768, grad_norm: 3.7838 2021-06-14 13:29:54,148 - mmaction - INFO - Epoch [77][380/940] lr: 4.000e-03, eta: 10:21:35, time: 1.247, data_time: 0.003, memory: 7080, top1_acc: 0.7014, top5_acc: 0.8742, loss_cls: 1.2314, loss: 1.2314, grad_norm: 3.7634 2021-06-14 13:30:18,840 - mmaction - INFO - Epoch [77][400/940] lr: 4.000e-03, eta: 10:20:58, time: 1.235, data_time: 0.003, memory: 7080, top1_acc: 0.6949, top5_acc: 0.8701, loss_cls: 1.2498, loss: 1.2498, grad_norm: 3.7078 2021-06-14 13:30:43,187 - mmaction - INFO - Epoch [77][420/940] lr: 4.000e-03, eta: 10:20:22, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.6973, top5_acc: 0.8768, loss_cls: 1.2615, loss: 1.2615, grad_norm: 3.8359 2021-06-14 13:31:06,684 - mmaction - INFO - Epoch [77][440/940] lr: 4.000e-03, eta: 10:19:45, time: 1.173, data_time: 0.003, memory: 7080, top1_acc: 0.6934, top5_acc: 0.8719, loss_cls: 1.2687, loss: 1.2687, grad_norm: 3.7753 2021-06-14 13:31:29,854 - mmaction - INFO - Epoch [77][460/940] lr: 4.000e-03, eta: 10:19:08, time: 1.158, data_time: 0.005, memory: 7080, top1_acc: 0.6953, top5_acc: 0.8701, loss_cls: 1.2566, loss: 1.2566, grad_norm: 3.7420 2021-06-14 13:31:53,615 - mmaction - INFO - Epoch [77][480/940] lr: 4.000e-03, eta: 10:18:32, time: 1.190, data_time: 0.005, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8633, loss_cls: 1.2961, loss: 1.2961, grad_norm: 3.8223 2021-06-14 13:32:18,241 - mmaction - INFO - Epoch [77][500/940] lr: 4.000e-03, eta: 10:17:55, time: 1.232, data_time: 0.002, memory: 7080, top1_acc: 0.6916, top5_acc: 0.8723, loss_cls: 1.2522, loss: 1.2522, grad_norm: 3.7587 2021-06-14 13:32:42,551 - mmaction - INFO - Epoch [77][520/940] lr: 4.000e-03, eta: 10:17:19, time: 1.211, data_time: 0.002, memory: 7080, top1_acc: 0.7041, top5_acc: 0.8768, loss_cls: 1.2167, loss: 1.2167, grad_norm: 3.6923 2021-06-14 13:33:06,246 - mmaction - INFO - Epoch [77][540/940] lr: 4.000e-03, eta: 10:16:42, time: 1.187, data_time: 0.007, memory: 7080, top1_acc: 0.6986, top5_acc: 0.8730, loss_cls: 1.2350, loss: 1.2350, grad_norm: 3.7256 2021-06-14 13:33:30,394 - mmaction - INFO - Epoch [77][560/940] lr: 4.000e-03, eta: 10:16:06, time: 1.209, data_time: 0.005, memory: 7080, top1_acc: 0.6822, top5_acc: 0.8605, loss_cls: 1.3053, loss: 1.3053, grad_norm: 3.8725 2021-06-14 13:33:54,217 - mmaction - INFO - Epoch [77][580/940] lr: 4.000e-03, eta: 10:15:29, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.6982, top5_acc: 0.8760, loss_cls: 1.2368, loss: 1.2368, grad_norm: 3.7360 2021-06-14 13:34:18,933 - mmaction - INFO - Epoch [77][600/940] lr: 4.000e-03, eta: 10:14:53, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.6854, top5_acc: 0.8672, loss_cls: 1.2954, loss: 1.2954, grad_norm: 3.8670 2021-06-14 13:34:42,942 - mmaction - INFO - Epoch [77][620/940] lr: 4.000e-03, eta: 10:14:16, time: 1.202, data_time: 0.006, memory: 7080, top1_acc: 0.6910, top5_acc: 0.8689, loss_cls: 1.2743, loss: 1.2743, grad_norm: 3.7459 2021-06-14 13:35:06,148 - mmaction - INFO - Epoch [77][640/940] lr: 4.000e-03, eta: 10:13:40, time: 1.158, data_time: 0.006, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8697, loss_cls: 1.3064, loss: 1.3064, grad_norm: 3.8555 2021-06-14 13:35:29,222 - mmaction - INFO - Epoch [77][660/940] lr: 4.000e-03, eta: 10:13:03, time: 1.158, data_time: 0.007, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8635, loss_cls: 1.2888, loss: 1.2888, grad_norm: 3.7833 2021-06-14 13:35:52,413 - mmaction - INFO - Epoch [77][680/940] lr: 4.000e-03, eta: 10:12:26, time: 1.159, data_time: 0.004, memory: 7080, top1_acc: 0.6895, top5_acc: 0.8697, loss_cls: 1.2897, loss: 1.2897, grad_norm: 3.8122 2021-06-14 13:36:16,239 - mmaction - INFO - Epoch [77][700/940] lr: 4.000e-03, eta: 10:11:49, time: 1.192, data_time: 0.004, memory: 7080, top1_acc: 0.6902, top5_acc: 0.8670, loss_cls: 1.2957, loss: 1.2957, grad_norm: 3.7776 2021-06-14 13:36:41,603 - mmaction - INFO - Epoch [77][720/940] lr: 4.000e-03, eta: 10:11:13, time: 1.268, data_time: 0.005, memory: 7080, top1_acc: 0.6904, top5_acc: 0.8719, loss_cls: 1.2574, loss: 1.2574, grad_norm: 3.7804 2021-06-14 13:37:06,608 - mmaction - INFO - Epoch [77][740/940] lr: 4.000e-03, eta: 10:10:37, time: 1.253, data_time: 0.004, memory: 7080, top1_acc: 0.6975, top5_acc: 0.8730, loss_cls: 1.2444, loss: 1.2444, grad_norm: 3.7635 2021-06-14 13:37:31,719 - mmaction - INFO - Epoch [77][760/940] lr: 4.000e-03, eta: 10:10:01, time: 1.255, data_time: 0.005, memory: 7080, top1_acc: 0.6943, top5_acc: 0.8684, loss_cls: 1.2831, loss: 1.2831, grad_norm: 3.8474 2021-06-14 13:37:54,432 - mmaction - INFO - Epoch [77][780/940] lr: 4.000e-03, eta: 10:09:24, time: 1.135, data_time: 0.002, memory: 7080, top1_acc: 0.6951, top5_acc: 0.8703, loss_cls: 1.2612, loss: 1.2612, grad_norm: 3.7794 2021-06-14 13:38:18,174 - mmaction - INFO - Epoch [77][800/940] lr: 4.000e-03, eta: 10:08:48, time: 1.187, data_time: 0.002, memory: 7080, top1_acc: 0.6912, top5_acc: 0.8705, loss_cls: 1.2638, loss: 1.2638, grad_norm: 3.8411 2021-06-14 13:38:42,005 - mmaction - INFO - Epoch [77][820/940] lr: 4.000e-03, eta: 10:08:11, time: 1.190, data_time: 0.001, memory: 7080, top1_acc: 0.6797, top5_acc: 0.8623, loss_cls: 1.3234, loss: 1.3234, grad_norm: 3.8781 2021-06-14 13:39:06,486 - mmaction - INFO - Epoch [77][840/940] lr: 4.000e-03, eta: 10:07:35, time: 1.225, data_time: 0.004, memory: 7080, top1_acc: 0.6861, top5_acc: 0.8715, loss_cls: 1.2756, loss: 1.2756, grad_norm: 3.8359 2021-06-14 13:39:29,869 - mmaction - INFO - Epoch [77][860/940] lr: 4.000e-03, eta: 10:06:58, time: 1.167, data_time: 0.001, memory: 7080, top1_acc: 0.6883, top5_acc: 0.8629, loss_cls: 1.2981, loss: 1.2981, grad_norm: 3.8677 2021-06-14 13:39:53,081 - mmaction - INFO - Epoch [77][880/940] lr: 4.000e-03, eta: 10:06:22, time: 1.162, data_time: 0.005, memory: 7080, top1_acc: 0.6762, top5_acc: 0.8676, loss_cls: 1.3090, loss: 1.3090, grad_norm: 3.8783 2021-06-14 13:40:17,156 - mmaction - INFO - Epoch [77][900/940] lr: 4.000e-03, eta: 10:05:45, time: 1.205, data_time: 0.003, memory: 7080, top1_acc: 0.6873, top5_acc: 0.8639, loss_cls: 1.2914, loss: 1.2914, grad_norm: 3.7766 2021-06-14 13:40:40,894 - mmaction - INFO - Epoch [77][920/940] lr: 4.000e-03, eta: 10:05:09, time: 1.186, data_time: 0.023, memory: 7080, top1_acc: 0.6965, top5_acc: 0.8705, loss_cls: 1.2580, loss: 1.2580, grad_norm: 3.7807 2021-06-14 13:41:02,172 - mmaction - INFO - Epoch [77][940/940] lr: 4.000e-03, eta: 10:04:31, time: 1.065, data_time: 0.022, memory: 7080, top1_acc: 0.6930, top5_acc: 0.8716, loss_cls: 1.2806, loss: 1.2806, grad_norm: 3.8766 2021-06-14 13:41:07,035 - mmaction - INFO - Saving checkpoint at 77 epochs 2021-06-14 13:48:54,306 - mmaction - INFO - Epoch [78][20/940] lr: 4.000e-03, eta: 10:06:07, time: 23.313, data_time: 22.214, memory: 7080, top1_acc: 0.7018, top5_acc: 0.8756, loss_cls: 1.2120, loss: 1.2120, grad_norm: 3.7372 2021-06-14 13:49:18,032 - mmaction - INFO - Epoch [78][40/940] lr: 4.000e-03, eta: 10:05:30, time: 1.187, data_time: 0.110, memory: 7080, top1_acc: 0.6871, top5_acc: 0.8637, loss_cls: 1.3022, loss: 1.3022, grad_norm: 3.8153 2021-06-14 13:49:41,482 - mmaction - INFO - Epoch [78][60/940] lr: 4.000e-03, eta: 10:04:54, time: 1.173, data_time: 0.005, memory: 7080, top1_acc: 0.6912, top5_acc: 0.8684, loss_cls: 1.2699, loss: 1.2699, grad_norm: 3.8696 2021-06-14 13:50:05,245 - mmaction - INFO - Epoch [78][80/940] lr: 4.000e-03, eta: 10:04:17, time: 1.191, data_time: 0.007, memory: 7080, top1_acc: 0.6877, top5_acc: 0.8711, loss_cls: 1.2791, loss: 1.2791, grad_norm: 3.8064 2021-06-14 13:50:29,477 - mmaction - INFO - Epoch [78][100/940] lr: 4.000e-03, eta: 10:03:41, time: 1.211, data_time: 0.002, memory: 7080, top1_acc: 0.7037, top5_acc: 0.8840, loss_cls: 1.1898, loss: 1.1898, grad_norm: 3.6479 2021-06-14 13:50:54,151 - mmaction - INFO - Epoch [78][120/940] lr: 4.000e-03, eta: 10:03:04, time: 1.233, data_time: 0.003, memory: 7080, top1_acc: 0.6936, top5_acc: 0.8756, loss_cls: 1.2366, loss: 1.2366, grad_norm: 3.7982 2021-06-14 13:51:17,091 - mmaction - INFO - Epoch [78][140/940] lr: 4.000e-03, eta: 10:02:27, time: 1.145, data_time: 0.003, memory: 7080, top1_acc: 0.6832, top5_acc: 0.8717, loss_cls: 1.2815, loss: 1.2815, grad_norm: 3.8438 2021-06-14 13:51:42,149 - mmaction - INFO - Epoch [78][160/940] lr: 4.000e-03, eta: 10:01:51, time: 1.255, data_time: 0.006, memory: 7080, top1_acc: 0.6955, top5_acc: 0.8680, loss_cls: 1.2650, loss: 1.2650, grad_norm: 3.8286 2021-06-14 13:52:05,253 - mmaction - INFO - Epoch [78][180/940] lr: 4.000e-03, eta: 10:01:14, time: 1.155, data_time: 0.003, memory: 7080, top1_acc: 0.6973, top5_acc: 0.8812, loss_cls: 1.2504, loss: 1.2504, grad_norm: 3.8613 2021-06-14 13:52:29,226 - mmaction - INFO - Epoch [78][200/940] lr: 4.000e-03, eta: 10:00:38, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.6891, top5_acc: 0.8686, loss_cls: 1.2693, loss: 1.2693, grad_norm: 3.7491 2021-06-14 13:52:53,279 - mmaction - INFO - Epoch [78][220/940] lr: 4.000e-03, eta: 10:00:01, time: 1.201, data_time: 0.004, memory: 7080, top1_acc: 0.7021, top5_acc: 0.8723, loss_cls: 1.2427, loss: 1.2427, grad_norm: 3.8004 2021-06-14 13:53:17,167 - mmaction - INFO - Epoch [78][240/940] lr: 4.000e-03, eta: 9:59:25, time: 1.197, data_time: 0.006, memory: 7080, top1_acc: 0.6945, top5_acc: 0.8660, loss_cls: 1.2764, loss: 1.2764, grad_norm: 3.8441 2021-06-14 13:53:40,834 - mmaction - INFO - Epoch [78][260/940] lr: 4.000e-03, eta: 9:58:48, time: 1.182, data_time: 0.006, memory: 7080, top1_acc: 0.7016, top5_acc: 0.8689, loss_cls: 1.2628, loss: 1.2628, grad_norm: 3.7791 2021-06-14 13:54:05,434 - mmaction - INFO - Epoch [78][280/940] lr: 4.000e-03, eta: 9:58:12, time: 1.231, data_time: 0.004, memory: 7080, top1_acc: 0.6926, top5_acc: 0.8699, loss_cls: 1.2652, loss: 1.2652, grad_norm: 3.8183 2021-06-14 13:54:29,537 - mmaction - INFO - Epoch [78][300/940] lr: 4.000e-03, eta: 9:57:36, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.7059, top5_acc: 0.8740, loss_cls: 1.2356, loss: 1.2356, grad_norm: 3.7351 2021-06-14 13:54:52,115 - mmaction - INFO - Epoch [78][320/940] lr: 4.000e-03, eta: 9:56:59, time: 1.125, data_time: 0.003, memory: 7080, top1_acc: 0.6961, top5_acc: 0.8734, loss_cls: 1.2351, loss: 1.2351, grad_norm: 3.7480 2021-06-14 13:55:16,771 - mmaction - INFO - Epoch [78][340/940] lr: 4.000e-03, eta: 9:56:22, time: 1.233, data_time: 0.004, memory: 7080, top1_acc: 0.6975, top5_acc: 0.8734, loss_cls: 1.2539, loss: 1.2539, grad_norm: 3.7865 2021-06-14 13:55:40,385 - mmaction - INFO - Epoch [78][360/940] lr: 4.000e-03, eta: 9:55:46, time: 1.180, data_time: 0.004, memory: 7080, top1_acc: 0.6895, top5_acc: 0.8701, loss_cls: 1.2827, loss: 1.2827, grad_norm: 3.8278 2021-06-14 13:56:04,457 - mmaction - INFO - Epoch [78][380/940] lr: 4.000e-03, eta: 9:55:10, time: 1.206, data_time: 0.005, memory: 7080, top1_acc: 0.6916, top5_acc: 0.8742, loss_cls: 1.2573, loss: 1.2573, grad_norm: 3.8147 2021-06-14 13:56:28,658 - mmaction - INFO - Epoch [78][400/940] lr: 4.000e-03, eta: 9:54:33, time: 1.207, data_time: 0.004, memory: 7080, top1_acc: 0.6893, top5_acc: 0.8738, loss_cls: 1.2468, loss: 1.2468, grad_norm: 3.8259 2021-06-14 13:56:52,232 - mmaction - INFO - Epoch [78][420/940] lr: 4.000e-03, eta: 9:53:57, time: 1.180, data_time: 0.005, memory: 7080, top1_acc: 0.6988, top5_acc: 0.8760, loss_cls: 1.2254, loss: 1.2254, grad_norm: 3.7585 2021-06-14 13:57:16,443 - mmaction - INFO - Epoch [78][440/940] lr: 4.000e-03, eta: 9:53:20, time: 1.212, data_time: 0.004, memory: 7080, top1_acc: 0.6961, top5_acc: 0.8727, loss_cls: 1.2464, loss: 1.2464, grad_norm: 3.7580 2021-06-14 13:57:41,428 - mmaction - INFO - Epoch [78][460/940] lr: 4.000e-03, eta: 9:52:44, time: 1.248, data_time: 0.002, memory: 7080, top1_acc: 0.6945, top5_acc: 0.8662, loss_cls: 1.2687, loss: 1.2687, grad_norm: 3.7782 2021-06-14 13:58:05,271 - mmaction - INFO - Epoch [78][480/940] lr: 4.000e-03, eta: 9:52:08, time: 1.191, data_time: 0.005, memory: 7080, top1_acc: 0.6916, top5_acc: 0.8723, loss_cls: 1.2525, loss: 1.2525, grad_norm: 3.8039 2021-06-14 13:58:28,377 - mmaction - INFO - Epoch [78][500/940] lr: 4.000e-03, eta: 9:51:31, time: 1.156, data_time: 0.005, memory: 7080, top1_acc: 0.6967, top5_acc: 0.8789, loss_cls: 1.2207, loss: 1.2207, grad_norm: 3.7616 2021-06-14 13:58:52,779 - mmaction - INFO - Epoch [78][520/940] lr: 4.000e-03, eta: 9:50:55, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.6873, top5_acc: 0.8717, loss_cls: 1.2612, loss: 1.2612, grad_norm: 3.8634 2021-06-14 13:59:16,025 - mmaction - INFO - Epoch [78][540/940] lr: 4.000e-03, eta: 9:50:18, time: 1.159, data_time: 0.003, memory: 7080, top1_acc: 0.6779, top5_acc: 0.8693, loss_cls: 1.3057, loss: 1.3057, grad_norm: 3.8796 2021-06-14 13:59:41,535 - mmaction - INFO - Epoch [78][560/940] lr: 4.000e-03, eta: 9:49:42, time: 1.279, data_time: 0.006, memory: 7080, top1_acc: 0.6959, top5_acc: 0.8715, loss_cls: 1.2499, loss: 1.2499, grad_norm: 3.7491 2021-06-14 14:00:05,270 - mmaction - INFO - Epoch [78][580/940] lr: 4.000e-03, eta: 9:49:06, time: 1.186, data_time: 0.001, memory: 7080, top1_acc: 0.6879, top5_acc: 0.8738, loss_cls: 1.2534, loss: 1.2534, grad_norm: 3.8243 2021-06-14 14:00:29,804 - mmaction - INFO - Epoch [78][600/940] lr: 4.000e-03, eta: 9:48:30, time: 1.227, data_time: 0.003, memory: 7080, top1_acc: 0.6990, top5_acc: 0.8736, loss_cls: 1.2540, loss: 1.2540, grad_norm: 3.7661 2021-06-14 14:00:53,263 - mmaction - INFO - Epoch [78][620/940] lr: 4.000e-03, eta: 9:47:53, time: 1.166, data_time: 0.002, memory: 7080, top1_acc: 0.6896, top5_acc: 0.8713, loss_cls: 1.2499, loss: 1.2499, grad_norm: 3.8622 2021-06-14 14:01:16,727 - mmaction - INFO - Epoch [78][640/940] lr: 4.000e-03, eta: 9:47:17, time: 1.176, data_time: 0.009, memory: 7080, top1_acc: 0.6881, top5_acc: 0.8621, loss_cls: 1.2793, loss: 1.2793, grad_norm: 3.8048 2021-06-14 14:01:40,531 - mmaction - INFO - Epoch [78][660/940] lr: 4.000e-03, eta: 9:46:40, time: 1.194, data_time: 0.007, memory: 7080, top1_acc: 0.6891, top5_acc: 0.8652, loss_cls: 1.3013, loss: 1.3013, grad_norm: 3.8712 2021-06-14 14:02:04,233 - mmaction - INFO - Epoch [78][680/940] lr: 4.000e-03, eta: 9:46:04, time: 1.185, data_time: 0.003, memory: 7080, top1_acc: 0.7037, top5_acc: 0.8824, loss_cls: 1.1905, loss: 1.1905, grad_norm: 3.7311 2021-06-14 14:02:27,433 - mmaction - INFO - Epoch [78][700/940] lr: 4.000e-03, eta: 9:45:27, time: 1.161, data_time: 0.003, memory: 7080, top1_acc: 0.6926, top5_acc: 0.8689, loss_cls: 1.2727, loss: 1.2727, grad_norm: 3.8228 2021-06-14 14:02:51,795 - mmaction - INFO - Epoch [78][720/940] lr: 4.000e-03, eta: 9:44:51, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.6877, top5_acc: 0.8678, loss_cls: 1.2777, loss: 1.2777, grad_norm: 3.8335 2021-06-14 14:03:15,301 - mmaction - INFO - Epoch [78][740/940] lr: 4.000e-03, eta: 9:44:14, time: 1.172, data_time: 0.009, memory: 7080, top1_acc: 0.6873, top5_acc: 0.8707, loss_cls: 1.2533, loss: 1.2533, grad_norm: 3.8017 2021-06-14 14:03:39,879 - mmaction - INFO - Epoch [78][760/940] lr: 4.000e-03, eta: 9:43:38, time: 1.230, data_time: 0.012, memory: 7080, top1_acc: 0.6875, top5_acc: 0.8752, loss_cls: 1.2505, loss: 1.2505, grad_norm: 3.8195 2021-06-14 14:04:03,084 - mmaction - INFO - Epoch [78][780/940] lr: 4.000e-03, eta: 9:43:02, time: 1.168, data_time: 0.038, memory: 7080, top1_acc: 0.6957, top5_acc: 0.8768, loss_cls: 1.2213, loss: 1.2213, grad_norm: 3.7566 2021-06-14 14:04:27,391 - mmaction - INFO - Epoch [78][800/940] lr: 4.000e-03, eta: 9:42:26, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.6914, top5_acc: 0.8805, loss_cls: 1.2278, loss: 1.2278, grad_norm: 3.7912 2021-06-14 14:04:52,500 - mmaction - INFO - Epoch [78][820/940] lr: 4.000e-03, eta: 9:41:50, time: 1.255, data_time: 0.002, memory: 7080, top1_acc: 0.6875, top5_acc: 0.8709, loss_cls: 1.2624, loss: 1.2624, grad_norm: 3.8433 2021-06-14 14:05:16,090 - mmaction - INFO - Epoch [78][840/940] lr: 4.000e-03, eta: 9:41:13, time: 1.172, data_time: 0.003, memory: 7080, top1_acc: 0.6898, top5_acc: 0.8727, loss_cls: 1.2538, loss: 1.2538, grad_norm: 3.8342 2021-06-14 14:05:39,728 - mmaction - INFO - Epoch [78][860/940] lr: 4.000e-03, eta: 9:40:37, time: 1.190, data_time: 0.011, memory: 7080, top1_acc: 0.6936, top5_acc: 0.8785, loss_cls: 1.2432, loss: 1.2432, grad_norm: 3.8619 2021-06-14 14:06:03,910 - mmaction - INFO - Epoch [78][880/940] lr: 4.000e-03, eta: 9:40:01, time: 1.210, data_time: 0.005, memory: 7080, top1_acc: 0.6932, top5_acc: 0.8746, loss_cls: 1.2618, loss: 1.2618, grad_norm: 3.8571 2021-06-14 14:06:27,756 - mmaction - INFO - Epoch [78][900/940] lr: 4.000e-03, eta: 9:39:24, time: 1.192, data_time: 0.001, memory: 7080, top1_acc: 0.6904, top5_acc: 0.8727, loss_cls: 1.2585, loss: 1.2585, grad_norm: 3.8730 2021-06-14 14:06:51,730 - mmaction - INFO - Epoch [78][920/940] lr: 4.000e-03, eta: 9:38:48, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.6896, top5_acc: 0.8639, loss_cls: 1.3006, loss: 1.3006, grad_norm: 3.8585 2021-06-14 14:07:10,584 - mmaction - INFO - Epoch [78][940/940] lr: 4.000e-03, eta: 9:38:10, time: 0.943, data_time: 0.001, memory: 7080, top1_acc: 0.6824, top5_acc: 0.8659, loss_cls: 1.2771, loss: 1.2771, grad_norm: 3.8846 2021-06-14 14:07:15,430 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-06-14 14:15:03,760 - mmaction - INFO - Epoch [79][20/940] lr: 4.000e-03, eta: 9:39:39, time: 23.367, data_time: 21.482, memory: 7080, top1_acc: 0.7094, top5_acc: 0.8768, loss_cls: 1.2005, loss: 1.2005, grad_norm: 3.7271 2021-06-14 14:15:27,515 - mmaction - INFO - Epoch [79][40/940] lr: 4.000e-03, eta: 9:39:03, time: 1.190, data_time: 0.010, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8727, loss_cls: 1.2721, loss: 1.2721, grad_norm: 3.7842 2021-06-14 14:15:51,092 - mmaction - INFO - Epoch [79][60/940] lr: 4.000e-03, eta: 9:38:26, time: 1.178, data_time: 0.002, memory: 7080, top1_acc: 0.6852, top5_acc: 0.8623, loss_cls: 1.3028, loss: 1.3028, grad_norm: 3.8619 2021-06-14 14:16:14,571 - mmaction - INFO - Epoch [79][80/940] lr: 4.000e-03, eta: 9:37:50, time: 1.173, data_time: 0.003, memory: 7080, top1_acc: 0.6861, top5_acc: 0.8777, loss_cls: 1.2309, loss: 1.2309, grad_norm: 3.7551 2021-06-14 14:16:38,524 - mmaction - INFO - Epoch [79][100/940] lr: 4.000e-03, eta: 9:37:13, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.6883, top5_acc: 0.8648, loss_cls: 1.2838, loss: 1.2838, grad_norm: 3.7965 2021-06-14 14:17:01,582 - mmaction - INFO - Epoch [79][120/940] lr: 4.000e-03, eta: 9:36:37, time: 1.154, data_time: 0.004, memory: 7080, top1_acc: 0.7047, top5_acc: 0.8748, loss_cls: 1.2522, loss: 1.2522, grad_norm: 3.7441 2021-06-14 14:17:25,244 - mmaction - INFO - Epoch [79][140/940] lr: 4.000e-03, eta: 9:36:00, time: 1.184, data_time: 0.003, memory: 7080, top1_acc: 0.6965, top5_acc: 0.8701, loss_cls: 1.2542, loss: 1.2542, grad_norm: 3.7853 2021-06-14 14:17:49,690 - mmaction - INFO - Epoch [79][160/940] lr: 4.000e-03, eta: 9:35:24, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.7037, top5_acc: 0.8773, loss_cls: 1.1936, loss: 1.1936, grad_norm: 3.7149 2021-06-14 14:18:13,704 - mmaction - INFO - Epoch [79][180/940] lr: 4.000e-03, eta: 9:34:48, time: 1.203, data_time: 0.004, memory: 7080, top1_acc: 0.6945, top5_acc: 0.8752, loss_cls: 1.2297, loss: 1.2297, grad_norm: 3.7951 2021-06-14 14:18:37,678 - mmaction - INFO - Epoch [79][200/940] lr: 4.000e-03, eta: 9:34:11, time: 1.198, data_time: 0.002, memory: 7080, top1_acc: 0.6965, top5_acc: 0.8691, loss_cls: 1.2569, loss: 1.2569, grad_norm: 3.7925 2021-06-14 14:19:01,978 - mmaction - INFO - Epoch [79][220/940] lr: 4.000e-03, eta: 9:33:35, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.6979, top5_acc: 0.8723, loss_cls: 1.2547, loss: 1.2547, grad_norm: 3.8258 2021-06-14 14:19:26,226 - mmaction - INFO - Epoch [79][240/940] lr: 4.000e-03, eta: 9:32:59, time: 1.214, data_time: 0.006, memory: 7080, top1_acc: 0.6902, top5_acc: 0.8695, loss_cls: 1.2604, loss: 1.2604, grad_norm: 3.8078 2021-06-14 14:19:50,005 - mmaction - INFO - Epoch [79][260/940] lr: 4.000e-03, eta: 9:32:22, time: 1.189, data_time: 0.004, memory: 7080, top1_acc: 0.6914, top5_acc: 0.8721, loss_cls: 1.2457, loss: 1.2457, grad_norm: 3.8263 2021-06-14 14:20:14,155 - mmaction - INFO - Epoch [79][280/940] lr: 4.000e-03, eta: 9:31:46, time: 1.200, data_time: 0.006, memory: 7080, top1_acc: 0.6836, top5_acc: 0.8682, loss_cls: 1.2808, loss: 1.2808, grad_norm: 3.8580 2021-06-14 14:20:38,130 - mmaction - INFO - Epoch [79][300/940] lr: 4.000e-03, eta: 9:31:10, time: 1.207, data_time: 0.011, memory: 7080, top1_acc: 0.6961, top5_acc: 0.8762, loss_cls: 1.2342, loss: 1.2342, grad_norm: 3.7697 2021-06-14 14:21:02,412 - mmaction - INFO - Epoch [79][320/940] lr: 4.000e-03, eta: 9:30:34, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.6977, top5_acc: 0.8658, loss_cls: 1.2674, loss: 1.2674, grad_norm: 3.7979 2021-06-14 14:21:26,475 - mmaction - INFO - Epoch [79][340/940] lr: 4.000e-03, eta: 9:29:57, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.6811, top5_acc: 0.8701, loss_cls: 1.2863, loss: 1.2863, grad_norm: 3.9631 2021-06-14 14:21:49,859 - mmaction - INFO - Epoch [79][360/940] lr: 4.000e-03, eta: 9:29:21, time: 1.173, data_time: 0.005, memory: 7080, top1_acc: 0.7006, top5_acc: 0.8738, loss_cls: 1.2320, loss: 1.2320, grad_norm: 3.8212 2021-06-14 14:22:13,667 - mmaction - INFO - Epoch [79][380/940] lr: 4.000e-03, eta: 9:28:44, time: 1.189, data_time: 0.001, memory: 7080, top1_acc: 0.6994, top5_acc: 0.8764, loss_cls: 1.2278, loss: 1.2278, grad_norm: 3.8202 2021-06-14 14:22:37,730 - mmaction - INFO - Epoch [79][400/940] lr: 4.000e-03, eta: 9:28:08, time: 1.203, data_time: 0.005, memory: 7080, top1_acc: 0.7035, top5_acc: 0.8770, loss_cls: 1.2276, loss: 1.2276, grad_norm: 3.7784 2021-06-14 14:23:02,366 - mmaction - INFO - Epoch [79][420/940] lr: 4.000e-03, eta: 9:27:32, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.6875, top5_acc: 0.8637, loss_cls: 1.2755, loss: 1.2755, grad_norm: 3.8295 2021-06-14 14:23:26,028 - mmaction - INFO - Epoch [79][440/940] lr: 4.000e-03, eta: 9:26:56, time: 1.182, data_time: 0.003, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8682, loss_cls: 1.2886, loss: 1.2886, grad_norm: 3.9096 2021-06-14 14:23:50,957 - mmaction - INFO - Epoch [79][460/940] lr: 4.000e-03, eta: 9:26:20, time: 1.248, data_time: 0.004, memory: 7080, top1_acc: 0.6885, top5_acc: 0.8625, loss_cls: 1.2720, loss: 1.2720, grad_norm: 3.8643 2021-06-14 14:24:14,369 - mmaction - INFO - Epoch [79][480/940] lr: 4.000e-03, eta: 9:25:43, time: 1.168, data_time: 0.002, memory: 7080, top1_acc: 0.6898, top5_acc: 0.8670, loss_cls: 1.2711, loss: 1.2711, grad_norm: 3.8477 2021-06-14 14:24:38,193 - mmaction - INFO - Epoch [79][500/940] lr: 4.000e-03, eta: 9:25:07, time: 1.192, data_time: 0.005, memory: 7080, top1_acc: 0.6963, top5_acc: 0.8738, loss_cls: 1.2451, loss: 1.2451, grad_norm: 3.8736 2021-06-14 14:25:03,146 - mmaction - INFO - Epoch [79][520/940] lr: 4.000e-03, eta: 9:24:31, time: 1.250, data_time: 0.005, memory: 7080, top1_acc: 0.7010, top5_acc: 0.8799, loss_cls: 1.2144, loss: 1.2144, grad_norm: 3.7687 2021-06-14 14:25:27,236 - mmaction - INFO - Epoch [79][540/940] lr: 4.000e-03, eta: 9:23:55, time: 1.205, data_time: 0.003, memory: 7080, top1_acc: 0.7008, top5_acc: 0.8725, loss_cls: 1.2344, loss: 1.2344, grad_norm: 3.8032 2021-06-14 14:25:51,612 - mmaction - INFO - Epoch [79][560/940] lr: 4.000e-03, eta: 9:23:19, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8691, loss_cls: 1.2646, loss: 1.2646, grad_norm: 3.8535 2021-06-14 14:26:15,137 - mmaction - INFO - Epoch [79][580/940] lr: 4.000e-03, eta: 9:22:43, time: 1.175, data_time: 0.001, memory: 7080, top1_acc: 0.6893, top5_acc: 0.8750, loss_cls: 1.2393, loss: 1.2393, grad_norm: 3.8026 2021-06-14 14:26:38,818 - mmaction - INFO - Epoch [79][600/940] lr: 4.000e-03, eta: 9:22:06, time: 1.181, data_time: 0.002, memory: 7080, top1_acc: 0.7020, top5_acc: 0.8785, loss_cls: 1.2198, loss: 1.2198, grad_norm: 3.7527 2021-06-14 14:27:02,866 - mmaction - INFO - Epoch [79][620/940] lr: 4.000e-03, eta: 9:21:30, time: 1.202, data_time: 0.005, memory: 7080, top1_acc: 0.6953, top5_acc: 0.8762, loss_cls: 1.2491, loss: 1.2491, grad_norm: 3.8832 2021-06-14 14:27:25,720 - mmaction - INFO - Epoch [79][640/940] lr: 4.000e-03, eta: 9:20:54, time: 1.144, data_time: 0.007, memory: 7080, top1_acc: 0.6816, top5_acc: 0.8719, loss_cls: 1.2815, loss: 1.2815, grad_norm: 3.9024 2021-06-14 14:27:50,885 - mmaction - INFO - Epoch [79][660/940] lr: 4.000e-03, eta: 9:20:18, time: 1.261, data_time: 0.005, memory: 7080, top1_acc: 0.6928, top5_acc: 0.8740, loss_cls: 1.2370, loss: 1.2370, grad_norm: 3.8369 2021-06-14 14:28:14,491 - mmaction - INFO - Epoch [79][680/940] lr: 4.000e-03, eta: 9:19:41, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.6947, top5_acc: 0.8719, loss_cls: 1.2619, loss: 1.2619, grad_norm: 3.8519 2021-06-14 14:28:39,499 - mmaction - INFO - Epoch [79][700/940] lr: 4.000e-03, eta: 9:19:05, time: 1.252, data_time: 0.008, memory: 7080, top1_acc: 0.6961, top5_acc: 0.8740, loss_cls: 1.2475, loss: 1.2475, grad_norm: 3.8518 2021-06-14 14:29:03,585 - mmaction - INFO - Epoch [79][720/940] lr: 4.000e-03, eta: 9:18:29, time: 1.200, data_time: 0.002, memory: 7080, top1_acc: 0.6994, top5_acc: 0.8758, loss_cls: 1.2314, loss: 1.2314, grad_norm: 3.7857 2021-06-14 14:29:26,424 - mmaction - INFO - Epoch [79][740/940] lr: 4.000e-03, eta: 9:17:53, time: 1.142, data_time: 0.006, memory: 7080, top1_acc: 0.6908, top5_acc: 0.8695, loss_cls: 1.2501, loss: 1.2501, grad_norm: 3.8505 2021-06-14 14:29:50,827 - mmaction - INFO - Epoch [79][760/940] lr: 4.000e-03, eta: 9:17:17, time: 1.220, data_time: 0.005, memory: 7080, top1_acc: 0.6898, top5_acc: 0.8709, loss_cls: 1.2568, loss: 1.2568, grad_norm: 3.8653 2021-06-14 14:30:16,212 - mmaction - INFO - Epoch [79][780/940] lr: 4.000e-03, eta: 9:16:41, time: 1.272, data_time: 0.005, memory: 7080, top1_acc: 0.6947, top5_acc: 0.8641, loss_cls: 1.2786, loss: 1.2786, grad_norm: 3.8770 2021-06-14 14:30:40,380 - mmaction - INFO - Epoch [79][800/940] lr: 4.000e-03, eta: 9:16:05, time: 1.208, data_time: 0.002, memory: 7080, top1_acc: 0.7088, top5_acc: 0.8791, loss_cls: 1.2087, loss: 1.2087, grad_norm: 3.7992 2021-06-14 14:31:04,281 - mmaction - INFO - Epoch [79][820/940] lr: 4.000e-03, eta: 9:15:29, time: 1.195, data_time: 0.002, memory: 7080, top1_acc: 0.6936, top5_acc: 0.8740, loss_cls: 1.2614, loss: 1.2614, grad_norm: 3.9421 2021-06-14 14:31:28,340 - mmaction - INFO - Epoch [79][840/940] lr: 4.000e-03, eta: 9:14:53, time: 1.204, data_time: 0.003, memory: 7080, top1_acc: 0.6850, top5_acc: 0.8654, loss_cls: 1.2976, loss: 1.2976, grad_norm: 3.9555 2021-06-14 14:31:51,467 - mmaction - INFO - Epoch [79][860/940] lr: 4.000e-03, eta: 9:14:16, time: 1.155, data_time: 0.001, memory: 7080, top1_acc: 0.6822, top5_acc: 0.8656, loss_cls: 1.2983, loss: 1.2983, grad_norm: 3.8982 2021-06-14 14:32:14,596 - mmaction - INFO - Epoch [79][880/940] lr: 4.000e-03, eta: 9:13:40, time: 1.152, data_time: 0.003, memory: 7080, top1_acc: 0.7049, top5_acc: 0.8764, loss_cls: 1.2255, loss: 1.2255, grad_norm: 3.8067 2021-06-14 14:32:38,860 - mmaction - INFO - Epoch [79][900/940] lr: 4.000e-03, eta: 9:13:04, time: 1.218, data_time: 0.007, memory: 7080, top1_acc: 0.6902, top5_acc: 0.8688, loss_cls: 1.2816, loss: 1.2816, grad_norm: 3.8578 2021-06-14 14:33:02,564 - mmaction - INFO - Epoch [79][920/940] lr: 4.000e-03, eta: 9:12:28, time: 1.184, data_time: 0.002, memory: 7080, top1_acc: 0.6986, top5_acc: 0.8758, loss_cls: 1.2483, loss: 1.2483, grad_norm: 3.8871 2021-06-14 14:33:23,078 - mmaction - INFO - Epoch [79][940/940] lr: 4.000e-03, eta: 9:11:51, time: 1.028, data_time: 0.023, memory: 7080, top1_acc: 0.6899, top5_acc: 0.8772, loss_cls: 1.2475, loss: 1.2475, grad_norm: 3.8424 2021-06-14 14:33:27,870 - mmaction - INFO - Saving checkpoint at 79 epochs 2021-06-14 14:40:56,046 - mmaction - INFO - Epoch [80][20/940] lr: 4.000e-03, eta: 9:13:07, time: 22.360, data_time: 20.817, memory: 7080, top1_acc: 0.6979, top5_acc: 0.8775, loss_cls: 1.2056, loss: 1.2056, grad_norm: 3.7652 2021-06-14 14:41:18,926 - mmaction - INFO - Epoch [80][40/940] lr: 4.000e-03, eta: 9:12:31, time: 1.146, data_time: 0.073, memory: 7080, top1_acc: 0.6930, top5_acc: 0.8684, loss_cls: 1.2453, loss: 1.2453, grad_norm: 3.8403 2021-06-14 14:41:43,755 - mmaction - INFO - Epoch [80][60/940] lr: 4.000e-03, eta: 9:11:55, time: 1.240, data_time: 0.001, memory: 7080, top1_acc: 0.7031, top5_acc: 0.8717, loss_cls: 1.2406, loss: 1.2406, grad_norm: 3.8131 2021-06-14 14:42:07,359 - mmaction - INFO - Epoch [80][80/940] lr: 4.000e-03, eta: 9:11:18, time: 1.181, data_time: 0.046, memory: 7080, top1_acc: 0.6889, top5_acc: 0.8814, loss_cls: 1.2349, loss: 1.2349, grad_norm: 3.8478 2021-06-14 14:42:31,610 - mmaction - INFO - Epoch [80][100/940] lr: 4.000e-03, eta: 9:10:42, time: 1.213, data_time: 0.114, memory: 7080, top1_acc: 0.6951, top5_acc: 0.8709, loss_cls: 1.2495, loss: 1.2495, grad_norm: 3.8378 2021-06-14 14:42:55,309 - mmaction - INFO - Epoch [80][120/940] lr: 4.000e-03, eta: 9:10:06, time: 1.184, data_time: 0.114, memory: 7080, top1_acc: 0.7031, top5_acc: 0.8814, loss_cls: 1.1930, loss: 1.1930, grad_norm: 3.7478 2021-06-14 14:43:19,006 - mmaction - INFO - Epoch [80][140/940] lr: 4.000e-03, eta: 9:09:30, time: 1.185, data_time: 0.017, memory: 7080, top1_acc: 0.6893, top5_acc: 0.8734, loss_cls: 1.2638, loss: 1.2638, grad_norm: 3.9198 2021-06-14 14:43:43,190 - mmaction - INFO - Epoch [80][160/940] lr: 4.000e-03, eta: 9:08:53, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.6965, top5_acc: 0.8748, loss_cls: 1.2480, loss: 1.2480, grad_norm: 3.8829 2021-06-14 14:44:06,450 - mmaction - INFO - Epoch [80][180/940] lr: 4.000e-03, eta: 9:08:17, time: 1.159, data_time: 0.107, memory: 7080, top1_acc: 0.6930, top5_acc: 0.8727, loss_cls: 1.2526, loss: 1.2526, grad_norm: 3.8443 2021-06-14 14:44:31,391 - mmaction - INFO - Epoch [80][200/940] lr: 4.000e-03, eta: 9:07:41, time: 1.247, data_time: 0.246, memory: 7080, top1_acc: 0.6947, top5_acc: 0.8699, loss_cls: 1.2556, loss: 1.2556, grad_norm: 3.8714 2021-06-14 14:44:55,542 - mmaction - INFO - Epoch [80][220/940] lr: 4.000e-03, eta: 9:07:05, time: 1.213, data_time: 0.007, memory: 7080, top1_acc: 0.6879, top5_acc: 0.8678, loss_cls: 1.2906, loss: 1.2906, grad_norm: 3.8970 2021-06-14 14:45:18,942 - mmaction - INFO - Epoch [80][240/940] lr: 4.000e-03, eta: 9:06:29, time: 1.161, data_time: 0.002, memory: 7080, top1_acc: 0.6803, top5_acc: 0.8713, loss_cls: 1.2809, loss: 1.2809, grad_norm: 3.9010 2021-06-14 14:45:42,601 - mmaction - INFO - Epoch [80][260/940] lr: 4.000e-03, eta: 9:05:52, time: 1.189, data_time: 0.068, memory: 7080, top1_acc: 0.7031, top5_acc: 0.8779, loss_cls: 1.2190, loss: 1.2190, grad_norm: 3.8033 2021-06-14 14:46:06,611 - mmaction - INFO - Epoch [80][280/940] lr: 4.000e-03, eta: 9:05:16, time: 1.199, data_time: 0.046, memory: 7080, top1_acc: 0.6957, top5_acc: 0.8762, loss_cls: 1.2443, loss: 1.2443, grad_norm: 3.8865 2021-06-14 14:46:30,003 - mmaction - INFO - Epoch [80][300/940] lr: 4.000e-03, eta: 9:04:40, time: 1.172, data_time: 0.027, memory: 7080, top1_acc: 0.6906, top5_acc: 0.8680, loss_cls: 1.2831, loss: 1.2831, grad_norm: 3.8793 2021-06-14 14:46:55,253 - mmaction - INFO - Epoch [80][320/940] lr: 4.000e-03, eta: 9:04:04, time: 1.263, data_time: 0.022, memory: 7080, top1_acc: 0.6881, top5_acc: 0.8752, loss_cls: 1.2433, loss: 1.2433, grad_norm: 3.8497 2021-06-14 14:47:19,644 - mmaction - INFO - Epoch [80][340/940] lr: 4.000e-03, eta: 9:03:28, time: 1.219, data_time: 0.003, memory: 7080, top1_acc: 0.6973, top5_acc: 0.8762, loss_cls: 1.2277, loss: 1.2277, grad_norm: 3.8750 2021-06-14 14:47:43,471 - mmaction - INFO - Epoch [80][360/940] lr: 4.000e-03, eta: 9:02:52, time: 1.194, data_time: 0.004, memory: 7080, top1_acc: 0.6994, top5_acc: 0.8730, loss_cls: 1.2353, loss: 1.2353, grad_norm: 3.8185 2021-06-14 14:48:07,695 - mmaction - INFO - Epoch [80][380/940] lr: 4.000e-03, eta: 9:02:16, time: 1.209, data_time: 0.002, memory: 7080, top1_acc: 0.6896, top5_acc: 0.8719, loss_cls: 1.2656, loss: 1.2656, grad_norm: 3.8731 2021-06-14 14:48:31,637 - mmaction - INFO - Epoch [80][400/940] lr: 4.000e-03, eta: 9:01:40, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.6760, top5_acc: 0.8691, loss_cls: 1.2833, loss: 1.2833, grad_norm: 3.9478 2021-06-14 14:48:55,710 - mmaction - INFO - Epoch [80][420/940] lr: 4.000e-03, eta: 9:01:04, time: 1.204, data_time: 0.002, memory: 7080, top1_acc: 0.6857, top5_acc: 0.8754, loss_cls: 1.2634, loss: 1.2634, grad_norm: 3.9311 2021-06-14 14:49:19,748 - mmaction - INFO - Epoch [80][440/940] lr: 4.000e-03, eta: 9:00:28, time: 1.200, data_time: 0.002, memory: 7080, top1_acc: 0.6955, top5_acc: 0.8760, loss_cls: 1.2493, loss: 1.2493, grad_norm: 3.8195 2021-06-14 14:49:43,654 - mmaction - INFO - Epoch [80][460/940] lr: 4.000e-03, eta: 8:59:52, time: 1.193, data_time: 0.004, memory: 7080, top1_acc: 0.6934, top5_acc: 0.8676, loss_cls: 1.2727, loss: 1.2727, grad_norm: 3.8424 2021-06-14 14:50:08,397 - mmaction - INFO - Epoch [80][480/940] lr: 4.000e-03, eta: 8:59:16, time: 1.240, data_time: 0.008, memory: 7080, top1_acc: 0.6918, top5_acc: 0.8717, loss_cls: 1.2370, loss: 1.2370, grad_norm: 3.8975 2021-06-14 14:50:32,004 - mmaction - INFO - Epoch [80][500/940] lr: 4.000e-03, eta: 8:58:40, time: 1.179, data_time: 0.002, memory: 7080, top1_acc: 0.6867, top5_acc: 0.8621, loss_cls: 1.2948, loss: 1.2948, grad_norm: 3.9694 2021-06-14 14:50:55,901 - mmaction - INFO - Epoch [80][520/940] lr: 4.000e-03, eta: 8:58:04, time: 1.197, data_time: 0.004, memory: 7080, top1_acc: 0.6900, top5_acc: 0.8701, loss_cls: 1.2854, loss: 1.2854, grad_norm: 3.9418 2021-06-14 14:51:19,472 - mmaction - INFO - Epoch [80][540/940] lr: 4.000e-03, eta: 8:57:27, time: 1.179, data_time: 0.002, memory: 7080, top1_acc: 0.6863, top5_acc: 0.8660, loss_cls: 1.2814, loss: 1.2814, grad_norm: 3.9302 2021-06-14 14:51:42,504 - mmaction - INFO - Epoch [80][560/940] lr: 4.000e-03, eta: 8:56:51, time: 1.150, data_time: 0.002, memory: 7080, top1_acc: 0.6994, top5_acc: 0.8725, loss_cls: 1.2466, loss: 1.2466, grad_norm: 3.8527 2021-06-14 14:52:06,491 - mmaction - INFO - Epoch [80][580/940] lr: 4.000e-03, eta: 8:56:15, time: 1.200, data_time: 0.004, memory: 7080, top1_acc: 0.7012, top5_acc: 0.8709, loss_cls: 1.2194, loss: 1.2194, grad_norm: 3.8916 2021-06-14 14:52:31,215 - mmaction - INFO - Epoch [80][600/940] lr: 4.000e-03, eta: 8:55:39, time: 1.237, data_time: 0.006, memory: 7080, top1_acc: 0.6865, top5_acc: 0.8732, loss_cls: 1.2636, loss: 1.2636, grad_norm: 3.9189 2021-06-14 14:52:55,709 - mmaction - INFO - Epoch [80][620/940] lr: 4.000e-03, eta: 8:55:03, time: 1.223, data_time: 0.003, memory: 7080, top1_acc: 0.6959, top5_acc: 0.8637, loss_cls: 1.2812, loss: 1.2812, grad_norm: 3.8674 2021-06-14 14:53:19,934 - mmaction - INFO - Epoch [80][640/940] lr: 4.000e-03, eta: 8:54:27, time: 1.212, data_time: 0.005, memory: 7080, top1_acc: 0.6986, top5_acc: 0.8750, loss_cls: 1.2404, loss: 1.2404, grad_norm: 3.8187 2021-06-14 14:53:43,469 - mmaction - INFO - Epoch [80][660/940] lr: 4.000e-03, eta: 8:53:51, time: 1.177, data_time: 0.003, memory: 7080, top1_acc: 0.6889, top5_acc: 0.8678, loss_cls: 1.2703, loss: 1.2703, grad_norm: 3.9170 2021-06-14 14:54:06,813 - mmaction - INFO - Epoch [80][680/940] lr: 4.000e-03, eta: 8:53:15, time: 1.168, data_time: 0.003, memory: 7080, top1_acc: 0.6951, top5_acc: 0.8752, loss_cls: 1.2517, loss: 1.2517, grad_norm: 3.8780 2021-06-14 14:54:31,250 - mmaction - INFO - Epoch [80][700/940] lr: 4.000e-03, eta: 8:52:39, time: 1.221, data_time: 0.002, memory: 7080, top1_acc: 0.6975, top5_acc: 0.8719, loss_cls: 1.2490, loss: 1.2490, grad_norm: 3.8121 2021-06-14 14:54:55,703 - mmaction - INFO - Epoch [80][720/940] lr: 4.000e-03, eta: 8:52:03, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.6918, top5_acc: 0.8746, loss_cls: 1.2306, loss: 1.2306, grad_norm: 3.8176 2021-06-14 14:55:20,473 - mmaction - INFO - Epoch [80][740/940] lr: 4.000e-03, eta: 8:51:27, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.6949, top5_acc: 0.8707, loss_cls: 1.2611, loss: 1.2611, grad_norm: 3.8441 2021-06-14 14:55:43,985 - mmaction - INFO - Epoch [80][760/940] lr: 4.000e-03, eta: 8:50:51, time: 1.172, data_time: 0.003, memory: 7080, top1_acc: 0.6820, top5_acc: 0.8637, loss_cls: 1.3209, loss: 1.3209, grad_norm: 3.8571 2021-06-14 14:56:07,048 - mmaction - INFO - Epoch [80][780/940] lr: 4.000e-03, eta: 8:50:15, time: 1.157, data_time: 0.006, memory: 7080, top1_acc: 0.6992, top5_acc: 0.8777, loss_cls: 1.2350, loss: 1.2350, grad_norm: 3.8356 2021-06-14 14:56:31,056 - mmaction - INFO - Epoch [80][800/940] lr: 4.000e-03, eta: 8:49:39, time: 1.200, data_time: 0.002, memory: 7080, top1_acc: 0.6908, top5_acc: 0.8652, loss_cls: 1.3043, loss: 1.3043, grad_norm: 3.8745 2021-06-14 14:56:55,423 - mmaction - INFO - Epoch [80][820/940] lr: 4.000e-03, eta: 8:49:03, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.6814, top5_acc: 0.8727, loss_cls: 1.2902, loss: 1.2902, grad_norm: 3.9404 2021-06-14 14:57:19,069 - mmaction - INFO - Epoch [80][840/940] lr: 4.000e-03, eta: 8:48:27, time: 1.182, data_time: 0.003, memory: 7080, top1_acc: 0.6855, top5_acc: 0.8732, loss_cls: 1.2743, loss: 1.2743, grad_norm: 3.8493 2021-06-14 14:57:43,560 - mmaction - INFO - Epoch [80][860/940] lr: 4.000e-03, eta: 8:47:51, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.6953, top5_acc: 0.8744, loss_cls: 1.2568, loss: 1.2568, grad_norm: 3.8425 2021-06-14 14:58:07,193 - mmaction - INFO - Epoch [80][880/940] lr: 4.000e-03, eta: 8:47:15, time: 1.181, data_time: 0.002, memory: 7080, top1_acc: 0.6885, top5_acc: 0.8760, loss_cls: 1.2702, loss: 1.2702, grad_norm: 3.8459 2021-06-14 14:58:30,854 - mmaction - INFO - Epoch [80][900/940] lr: 4.000e-03, eta: 8:46:39, time: 1.180, data_time: 0.003, memory: 7080, top1_acc: 0.6877, top5_acc: 0.8729, loss_cls: 1.2536, loss: 1.2536, grad_norm: 3.9030 2021-06-14 14:58:55,721 - mmaction - INFO - Epoch [80][920/940] lr: 4.000e-03, eta: 8:46:04, time: 1.243, data_time: 0.007, memory: 7080, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2465, loss: 1.2465, grad_norm: 3.8642 2021-06-14 14:59:14,788 - mmaction - INFO - Epoch [80][940/940] lr: 4.000e-03, eta: 8:45:26, time: 0.959, data_time: 0.007, memory: 7080, top1_acc: 0.6885, top5_acc: 0.8750, loss_cls: 1.2527, loss: 1.2527, grad_norm: 3.9399 2021-06-14 14:59:17,842 - mmaction - INFO - Saving checkpoint at 80 epochs 2021-06-14 15:07:00,123 - mmaction - INFO - Epoch [81][20/940] lr: 4.000e-04, eta: 8:46:40, time: 23.067, data_time: 21.237, memory: 7080, top1_acc: 0.7006, top5_acc: 0.8822, loss_cls: 1.1894, loss: 1.1894, grad_norm: 3.8263 2021-06-14 15:07:24,585 - mmaction - INFO - Epoch [81][40/940] lr: 4.000e-04, eta: 8:46:04, time: 1.224, data_time: 0.004, memory: 7080, top1_acc: 0.7049, top5_acc: 0.8770, loss_cls: 1.2059, loss: 1.2059, grad_norm: 3.8664 2021-06-14 15:07:49,003 - mmaction - INFO - Epoch [81][60/940] lr: 4.000e-04, eta: 8:45:28, time: 1.218, data_time: 0.001, memory: 7080, top1_acc: 0.7063, top5_acc: 0.8811, loss_cls: 1.2039, loss: 1.2039, grad_norm: 3.7455 2021-06-14 15:08:12,764 - mmaction - INFO - Epoch [81][80/940] lr: 4.000e-04, eta: 8:44:52, time: 1.189, data_time: 0.004, memory: 7080, top1_acc: 0.7105, top5_acc: 0.8834, loss_cls: 1.1957, loss: 1.1957, grad_norm: 3.7523 2021-06-14 15:08:36,993 - mmaction - INFO - Epoch [81][100/940] lr: 4.000e-04, eta: 8:44:16, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.6947, top5_acc: 0.8748, loss_cls: 1.2475, loss: 1.2475, grad_norm: 3.8537 2021-06-14 15:09:01,188 - mmaction - INFO - Epoch [81][120/940] lr: 4.000e-04, eta: 8:43:40, time: 1.211, data_time: 0.005, memory: 7080, top1_acc: 0.7061, top5_acc: 0.8811, loss_cls: 1.2049, loss: 1.2049, grad_norm: 3.8004 2021-06-14 15:09:25,532 - mmaction - INFO - Epoch [81][140/940] lr: 4.000e-04, eta: 8:43:04, time: 1.216, data_time: 0.002, memory: 7080, top1_acc: 0.7068, top5_acc: 0.8812, loss_cls: 1.1948, loss: 1.1948, grad_norm: 3.7637 2021-06-14 15:09:49,152 - mmaction - INFO - Epoch [81][160/940] lr: 4.000e-04, eta: 8:42:28, time: 1.180, data_time: 0.004, memory: 7080, top1_acc: 0.7059, top5_acc: 0.8770, loss_cls: 1.1915, loss: 1.1915, grad_norm: 3.8195 2021-06-14 15:10:11,917 - mmaction - INFO - Epoch [81][180/940] lr: 4.000e-04, eta: 8:41:51, time: 1.137, data_time: 0.004, memory: 7080, top1_acc: 0.6934, top5_acc: 0.8754, loss_cls: 1.2429, loss: 1.2429, grad_norm: 3.8772 2021-06-14 15:10:35,327 - mmaction - INFO - Epoch [81][200/940] lr: 4.000e-04, eta: 8:41:15, time: 1.173, data_time: 0.006, memory: 7080, top1_acc: 0.7057, top5_acc: 0.8898, loss_cls: 1.1747, loss: 1.1747, grad_norm: 3.7955 2021-06-14 15:10:59,063 - mmaction - INFO - Epoch [81][220/940] lr: 4.000e-04, eta: 8:40:39, time: 1.187, data_time: 0.004, memory: 7080, top1_acc: 0.7006, top5_acc: 0.8713, loss_cls: 1.2336, loss: 1.2336, grad_norm: 3.8156 2021-06-14 15:11:24,189 - mmaction - INFO - Epoch [81][240/940] lr: 4.000e-04, eta: 8:40:03, time: 1.257, data_time: 0.005, memory: 7080, top1_acc: 0.7063, top5_acc: 0.8775, loss_cls: 1.2165, loss: 1.2165, grad_norm: 3.7876 2021-06-14 15:11:47,948 - mmaction - INFO - Epoch [81][260/940] lr: 4.000e-04, eta: 8:39:27, time: 1.187, data_time: 0.002, memory: 7080, top1_acc: 0.7115, top5_acc: 0.8854, loss_cls: 1.1638, loss: 1.1638, grad_norm: 3.8163 2021-06-14 15:12:12,081 - mmaction - INFO - Epoch [81][280/940] lr: 4.000e-04, eta: 8:38:51, time: 1.206, data_time: 0.002, memory: 7080, top1_acc: 0.7051, top5_acc: 0.8748, loss_cls: 1.2044, loss: 1.2044, grad_norm: 3.8532 2021-06-14 15:12:37,150 - mmaction - INFO - Epoch [81][300/940] lr: 4.000e-04, eta: 8:38:16, time: 1.255, data_time: 0.003, memory: 7080, top1_acc: 0.7027, top5_acc: 0.8771, loss_cls: 1.2168, loss: 1.2168, grad_norm: 3.8149 2021-06-14 15:12:59,819 - mmaction - INFO - Epoch [81][320/940] lr: 4.000e-04, eta: 8:37:39, time: 1.133, data_time: 0.001, memory: 7080, top1_acc: 0.7006, top5_acc: 0.8754, loss_cls: 1.2333, loss: 1.2333, grad_norm: 3.8555 2021-06-14 15:13:24,056 - mmaction - INFO - Epoch [81][340/940] lr: 4.000e-04, eta: 8:37:03, time: 1.209, data_time: 0.001, memory: 7080, top1_acc: 0.7010, top5_acc: 0.8809, loss_cls: 1.1996, loss: 1.1996, grad_norm: 3.8013 2021-06-14 15:13:47,973 - mmaction - INFO - Epoch [81][360/940] lr: 4.000e-04, eta: 8:36:27, time: 1.196, data_time: 0.005, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8846, loss_cls: 1.1757, loss: 1.1757, grad_norm: 3.8190 2021-06-14 15:14:10,175 - mmaction - INFO - Epoch [81][380/940] lr: 4.000e-04, eta: 8:35:51, time: 1.109, data_time: 0.005, memory: 7080, top1_acc: 0.6994, top5_acc: 0.8752, loss_cls: 1.2165, loss: 1.2165, grad_norm: 3.8230 2021-06-14 15:14:34,406 - mmaction - INFO - Epoch [81][400/940] lr: 4.000e-04, eta: 8:35:15, time: 1.212, data_time: 0.007, memory: 7080, top1_acc: 0.7008, top5_acc: 0.8721, loss_cls: 1.2251, loss: 1.2251, grad_norm: 3.8443 2021-06-14 15:14:59,192 - mmaction - INFO - Epoch [81][420/940] lr: 4.000e-04, eta: 8:34:39, time: 1.242, data_time: 0.005, memory: 7080, top1_acc: 0.7045, top5_acc: 0.8750, loss_cls: 1.2106, loss: 1.2106, grad_norm: 3.8163 2021-06-14 15:15:23,514 - mmaction - INFO - Epoch [81][440/940] lr: 4.000e-04, eta: 8:34:04, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.7041, top5_acc: 0.8748, loss_cls: 1.2086, loss: 1.2086, grad_norm: 3.8207 2021-06-14 15:15:47,772 - mmaction - INFO - Epoch [81][460/940] lr: 4.000e-04, eta: 8:33:28, time: 1.206, data_time: 0.003, memory: 7080, top1_acc: 0.7109, top5_acc: 0.8764, loss_cls: 1.2024, loss: 1.2024, grad_norm: 3.8032 2021-06-14 15:16:12,770 - mmaction - INFO - Epoch [81][480/940] lr: 4.000e-04, eta: 8:32:52, time: 1.258, data_time: 0.011, memory: 7080, top1_acc: 0.7141, top5_acc: 0.8852, loss_cls: 1.1676, loss: 1.1676, grad_norm: 3.7882 2021-06-14 15:16:35,494 - mmaction - INFO - Epoch [81][500/940] lr: 4.000e-04, eta: 8:32:16, time: 1.133, data_time: 0.002, memory: 7080, top1_acc: 0.7070, top5_acc: 0.8781, loss_cls: 1.1959, loss: 1.1959, grad_norm: 3.7935 2021-06-14 15:16:59,143 - mmaction - INFO - Epoch [81][520/940] lr: 4.000e-04, eta: 8:31:40, time: 1.182, data_time: 0.005, memory: 7080, top1_acc: 0.7059, top5_acc: 0.8807, loss_cls: 1.1923, loss: 1.1923, grad_norm: 3.8074 2021-06-14 15:17:22,692 - mmaction - INFO - Epoch [81][540/940] lr: 4.000e-04, eta: 8:31:04, time: 1.180, data_time: 0.005, memory: 7080, top1_acc: 0.7123, top5_acc: 0.8803, loss_cls: 1.1871, loss: 1.1871, grad_norm: 3.7748 2021-06-14 15:17:46,087 - mmaction - INFO - Epoch [81][560/940] lr: 4.000e-04, eta: 8:30:28, time: 1.166, data_time: 0.005, memory: 7080, top1_acc: 0.7107, top5_acc: 0.8779, loss_cls: 1.1729, loss: 1.1729, grad_norm: 3.7632 2021-06-14 15:18:10,017 - mmaction - INFO - Epoch [81][580/940] lr: 4.000e-04, eta: 8:29:52, time: 1.198, data_time: 0.009, memory: 7080, top1_acc: 0.7016, top5_acc: 0.8729, loss_cls: 1.2262, loss: 1.2262, grad_norm: 3.8609 2021-06-14 15:18:34,332 - mmaction - INFO - Epoch [81][600/940] lr: 4.000e-04, eta: 8:29:16, time: 1.219, data_time: 0.007, memory: 7080, top1_acc: 0.7072, top5_acc: 0.8811, loss_cls: 1.2095, loss: 1.2095, grad_norm: 3.8367 2021-06-14 15:18:58,724 - mmaction - INFO - Epoch [81][620/940] lr: 4.000e-04, eta: 8:28:40, time: 1.219, data_time: 0.001, memory: 7080, top1_acc: 0.7092, top5_acc: 0.8812, loss_cls: 1.2108, loss: 1.2108, grad_norm: 3.8044 2021-06-14 15:19:22,067 - mmaction - INFO - Epoch [81][640/940] lr: 4.000e-04, eta: 8:28:04, time: 1.163, data_time: 0.002, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8809, loss_cls: 1.1803, loss: 1.1803, grad_norm: 3.8656 2021-06-14 15:19:46,505 - mmaction - INFO - Epoch [81][660/940] lr: 4.000e-04, eta: 8:27:29, time: 1.224, data_time: 0.005, memory: 7080, top1_acc: 0.7068, top5_acc: 0.8734, loss_cls: 1.2145, loss: 1.2145, grad_norm: 3.8623 2021-06-14 15:20:09,613 - mmaction - INFO - Epoch [81][680/940] lr: 4.000e-04, eta: 8:26:52, time: 1.155, data_time: 0.003, memory: 7080, top1_acc: 0.7004, top5_acc: 0.8754, loss_cls: 1.2124, loss: 1.2124, grad_norm: 3.7964 2021-06-14 15:20:33,578 - mmaction - INFO - Epoch [81][700/940] lr: 4.000e-04, eta: 8:26:17, time: 1.199, data_time: 0.004, memory: 7080, top1_acc: 0.7104, top5_acc: 0.8742, loss_cls: 1.2200, loss: 1.2200, grad_norm: 3.8037 2021-06-14 15:20:57,418 - mmaction - INFO - Epoch [81][720/940] lr: 4.000e-04, eta: 8:25:41, time: 1.192, data_time: 0.002, memory: 7080, top1_acc: 0.7141, top5_acc: 0.8807, loss_cls: 1.1762, loss: 1.1762, grad_norm: 3.8094 2021-06-14 15:21:22,045 - mmaction - INFO - Epoch [81][740/940] lr: 4.000e-04, eta: 8:25:05, time: 1.230, data_time: 0.002, memory: 7080, top1_acc: 0.7025, top5_acc: 0.8795, loss_cls: 1.1971, loss: 1.1971, grad_norm: 3.8763 2021-06-14 15:21:46,968 - mmaction - INFO - Epoch [81][760/940] lr: 4.000e-04, eta: 8:24:29, time: 1.247, data_time: 0.004, memory: 7080, top1_acc: 0.7160, top5_acc: 0.8873, loss_cls: 1.1506, loss: 1.1506, grad_norm: 3.7769 2021-06-14 15:22:10,814 - mmaction - INFO - Epoch [81][780/940] lr: 4.000e-04, eta: 8:23:54, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.7051, top5_acc: 0.8770, loss_cls: 1.2116, loss: 1.2116, grad_norm: 3.8049 2021-06-14 15:22:33,641 - mmaction - INFO - Epoch [81][800/940] lr: 4.000e-04, eta: 8:23:17, time: 1.142, data_time: 0.003, memory: 7080, top1_acc: 0.7107, top5_acc: 0.8773, loss_cls: 1.2151, loss: 1.2151, grad_norm: 3.8530 2021-06-14 15:22:58,247 - mmaction - INFO - Epoch [81][820/940] lr: 4.000e-04, eta: 8:22:42, time: 1.230, data_time: 0.002, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8828, loss_cls: 1.1533, loss: 1.1533, grad_norm: 3.7190 2021-06-14 15:23:23,285 - mmaction - INFO - Epoch [81][840/940] lr: 4.000e-04, eta: 8:22:06, time: 1.249, data_time: 0.003, memory: 7080, top1_acc: 0.7109, top5_acc: 0.8816, loss_cls: 1.1820, loss: 1.1820, grad_norm: 3.7722 2021-06-14 15:23:47,739 - mmaction - INFO - Epoch [81][860/940] lr: 4.000e-04, eta: 8:21:31, time: 1.223, data_time: 0.007, memory: 7080, top1_acc: 0.7082, top5_acc: 0.8766, loss_cls: 1.2132, loss: 1.2132, grad_norm: 3.8571 2021-06-14 15:24:11,365 - mmaction - INFO - Epoch [81][880/940] lr: 4.000e-04, eta: 8:20:55, time: 1.182, data_time: 0.005, memory: 7080, top1_acc: 0.7104, top5_acc: 0.8881, loss_cls: 1.1604, loss: 1.1604, grad_norm: 3.8243 2021-06-14 15:24:35,598 - mmaction - INFO - Epoch [81][900/940] lr: 4.000e-04, eta: 8:20:19, time: 1.213, data_time: 0.005, memory: 7080, top1_acc: 0.7010, top5_acc: 0.8738, loss_cls: 1.2268, loss: 1.2268, grad_norm: 3.8319 2021-06-14 15:24:58,119 - mmaction - INFO - Epoch [81][920/940] lr: 4.000e-04, eta: 8:19:43, time: 1.126, data_time: 0.003, memory: 7080, top1_acc: 0.7088, top5_acc: 0.8818, loss_cls: 1.1734, loss: 1.1734, grad_norm: 3.7719 2021-06-14 15:25:18,911 - mmaction - INFO - Epoch [81][940/940] lr: 4.000e-04, eta: 8:19:06, time: 1.041, data_time: 0.003, memory: 7080, top1_acc: 0.7052, top5_acc: 0.8730, loss_cls: 1.2407, loss: 1.2407, grad_norm: 3.8753 2021-06-14 15:25:23,885 - mmaction - INFO - Saving checkpoint at 81 epochs 2021-06-14 15:33:03,987 - mmaction - INFO - Epoch [82][20/940] lr: 4.000e-04, eta: 8:20:12, time: 22.957, data_time: 20.932, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8871, loss_cls: 1.1448, loss: 1.1448, grad_norm: 3.7783 2021-06-14 15:33:27,939 - mmaction - INFO - Epoch [82][40/940] lr: 4.000e-04, eta: 8:19:37, time: 1.199, data_time: 0.005, memory: 7080, top1_acc: 0.7068, top5_acc: 0.8779, loss_cls: 1.1983, loss: 1.1983, grad_norm: 3.8075 2021-06-14 15:33:52,340 - mmaction - INFO - Epoch [82][60/940] lr: 4.000e-04, eta: 8:19:01, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.7076, top5_acc: 0.8723, loss_cls: 1.2131, loss: 1.2131, grad_norm: 3.7902 2021-06-14 15:34:16,027 - mmaction - INFO - Epoch [82][80/940] lr: 4.000e-04, eta: 8:18:25, time: 1.185, data_time: 0.003, memory: 7080, top1_acc: 0.7035, top5_acc: 0.8779, loss_cls: 1.1982, loss: 1.1982, grad_norm: 3.8573 2021-06-14 15:34:40,229 - mmaction - INFO - Epoch [82][100/940] lr: 4.000e-04, eta: 8:17:49, time: 1.209, data_time: 0.002, memory: 7080, top1_acc: 0.6975, top5_acc: 0.8795, loss_cls: 1.2350, loss: 1.2350, grad_norm: 3.9070 2021-06-14 15:35:03,572 - mmaction - INFO - Epoch [82][120/940] lr: 4.000e-04, eta: 8:17:13, time: 1.165, data_time: 0.004, memory: 7080, top1_acc: 0.7045, top5_acc: 0.8779, loss_cls: 1.1762, loss: 1.1762, grad_norm: 3.7670 2021-06-14 15:35:27,341 - mmaction - INFO - Epoch [82][140/940] lr: 4.000e-04, eta: 8:16:37, time: 1.189, data_time: 0.007, memory: 7080, top1_acc: 0.7070, top5_acc: 0.8814, loss_cls: 1.1851, loss: 1.1851, grad_norm: 3.8198 2021-06-14 15:35:50,787 - mmaction - INFO - Epoch [82][160/940] lr: 4.000e-04, eta: 8:16:01, time: 1.175, data_time: 0.009, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8857, loss_cls: 1.1721, loss: 1.1721, grad_norm: 3.8321 2021-06-14 15:36:15,025 - mmaction - INFO - Epoch [82][180/940] lr: 4.000e-04, eta: 8:15:25, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.7080, top5_acc: 0.8820, loss_cls: 1.1831, loss: 1.1831, grad_norm: 3.8326 2021-06-14 15:36:39,335 - mmaction - INFO - Epoch [82][200/940] lr: 4.000e-04, eta: 8:14:49, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.7117, top5_acc: 0.8744, loss_cls: 1.1873, loss: 1.1873, grad_norm: 3.8473 2021-06-14 15:37:03,089 - mmaction - INFO - Epoch [82][220/940] lr: 4.000e-04, eta: 8:14:13, time: 1.185, data_time: 0.003, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8781, loss_cls: 1.1925, loss: 1.1925, grad_norm: 3.8328 2021-06-14 15:37:27,517 - mmaction - INFO - Epoch [82][240/940] lr: 4.000e-04, eta: 8:13:38, time: 1.223, data_time: 0.006, memory: 7080, top1_acc: 0.7094, top5_acc: 0.8824, loss_cls: 1.1798, loss: 1.1798, grad_norm: 3.7873 2021-06-14 15:37:51,425 - mmaction - INFO - Epoch [82][260/940] lr: 4.000e-04, eta: 8:13:02, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.7004, top5_acc: 0.8820, loss_cls: 1.1785, loss: 1.1785, grad_norm: 3.8530 2021-06-14 15:38:16,191 - mmaction - INFO - Epoch [82][280/940] lr: 4.000e-04, eta: 8:12:26, time: 1.237, data_time: 0.004, memory: 7080, top1_acc: 0.7027, top5_acc: 0.8789, loss_cls: 1.2018, loss: 1.2018, grad_norm: 3.8714 2021-06-14 15:38:40,568 - mmaction - INFO - Epoch [82][300/940] lr: 4.000e-04, eta: 8:11:50, time: 1.219, data_time: 0.004, memory: 7080, top1_acc: 0.7137, top5_acc: 0.8826, loss_cls: 1.1720, loss: 1.1720, grad_norm: 3.7534 2021-06-14 15:39:05,127 - mmaction - INFO - Epoch [82][320/940] lr: 4.000e-04, eta: 8:11:15, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.7107, top5_acc: 0.8859, loss_cls: 1.1723, loss: 1.1723, grad_norm: 3.8248 2021-06-14 15:39:28,520 - mmaction - INFO - Epoch [82][340/940] lr: 4.000e-04, eta: 8:10:39, time: 1.168, data_time: 0.002, memory: 7080, top1_acc: 0.7104, top5_acc: 0.8811, loss_cls: 1.1805, loss: 1.1805, grad_norm: 3.8392 2021-06-14 15:39:51,294 - mmaction - INFO - Epoch [82][360/940] lr: 4.000e-04, eta: 8:10:03, time: 1.141, data_time: 0.005, memory: 7080, top1_acc: 0.7184, top5_acc: 0.8809, loss_cls: 1.1749, loss: 1.1749, grad_norm: 3.8169 2021-06-14 15:40:14,865 - mmaction - INFO - Epoch [82][380/940] lr: 4.000e-04, eta: 8:09:27, time: 1.177, data_time: 0.002, memory: 7080, top1_acc: 0.7135, top5_acc: 0.8852, loss_cls: 1.1654, loss: 1.1654, grad_norm: 3.7712 2021-06-14 15:40:39,718 - mmaction - INFO - Epoch [82][400/940] lr: 4.000e-04, eta: 8:08:51, time: 1.241, data_time: 0.003, memory: 7080, top1_acc: 0.7059, top5_acc: 0.8746, loss_cls: 1.2137, loss: 1.2137, grad_norm: 3.8141 2021-06-14 15:41:04,564 - mmaction - INFO - Epoch [82][420/940] lr: 4.000e-04, eta: 8:08:16, time: 1.243, data_time: 0.004, memory: 7080, top1_acc: 0.7115, top5_acc: 0.8842, loss_cls: 1.1966, loss: 1.1966, grad_norm: 3.8172 2021-06-14 15:41:28,338 - mmaction - INFO - Epoch [82][440/940] lr: 4.000e-04, eta: 8:07:40, time: 1.190, data_time: 0.003, memory: 7080, top1_acc: 0.7135, top5_acc: 0.8834, loss_cls: 1.1743, loss: 1.1743, grad_norm: 3.8036 2021-06-14 15:41:51,850 - mmaction - INFO - Epoch [82][460/940] lr: 4.000e-04, eta: 8:07:04, time: 1.175, data_time: 0.002, memory: 7080, top1_acc: 0.7008, top5_acc: 0.8752, loss_cls: 1.2156, loss: 1.2156, grad_norm: 3.8726 2021-06-14 15:42:16,327 - mmaction - INFO - Epoch [82][480/940] lr: 4.000e-04, eta: 8:06:28, time: 1.225, data_time: 0.003, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8820, loss_cls: 1.1576, loss: 1.1576, grad_norm: 3.8478 2021-06-14 15:42:41,514 - mmaction - INFO - Epoch [82][500/940] lr: 4.000e-04, eta: 8:05:53, time: 1.259, data_time: 0.002, memory: 7080, top1_acc: 0.7107, top5_acc: 0.8834, loss_cls: 1.1916, loss: 1.1916, grad_norm: 3.8424 2021-06-14 15:43:05,814 - mmaction - INFO - Epoch [82][520/940] lr: 4.000e-04, eta: 8:05:17, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.7004, top5_acc: 0.8797, loss_cls: 1.2088, loss: 1.2088, grad_norm: 3.8679 2021-06-14 15:43:29,034 - mmaction - INFO - Epoch [82][540/940] lr: 4.000e-04, eta: 8:04:41, time: 1.147, data_time: 0.002, memory: 7080, top1_acc: 0.7098, top5_acc: 0.8850, loss_cls: 1.1677, loss: 1.1677, grad_norm: 3.8420 2021-06-14 15:43:52,386 - mmaction - INFO - Epoch [82][560/940] lr: 4.000e-04, eta: 8:04:05, time: 1.181, data_time: 0.053, memory: 7080, top1_acc: 0.7027, top5_acc: 0.8734, loss_cls: 1.2112, loss: 1.2112, grad_norm: 3.8406 2021-06-14 15:44:18,058 - mmaction - INFO - Epoch [82][580/940] lr: 4.000e-04, eta: 8:03:30, time: 1.275, data_time: 0.093, memory: 7080, top1_acc: 0.7139, top5_acc: 0.8801, loss_cls: 1.1506, loss: 1.1506, grad_norm: 3.8085 2021-06-14 15:44:40,607 - mmaction - INFO - Epoch [82][600/940] lr: 4.000e-04, eta: 8:02:54, time: 1.136, data_time: 0.011, memory: 7080, top1_acc: 0.7006, top5_acc: 0.8777, loss_cls: 1.2130, loss: 1.2130, grad_norm: 3.8991 2021-06-14 15:45:04,801 - mmaction - INFO - Epoch [82][620/940] lr: 4.000e-04, eta: 8:02:18, time: 1.209, data_time: 0.002, memory: 7080, top1_acc: 0.7002, top5_acc: 0.8746, loss_cls: 1.2151, loss: 1.2151, grad_norm: 3.8676 2021-06-14 15:45:28,053 - mmaction - INFO - Epoch [82][640/940] lr: 4.000e-04, eta: 8:01:42, time: 1.162, data_time: 0.003, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8832, loss_cls: 1.1740, loss: 1.1740, grad_norm: 3.8063 2021-06-14 15:45:51,461 - mmaction - INFO - Epoch [82][660/940] lr: 4.000e-04, eta: 8:01:06, time: 1.169, data_time: 0.003, memory: 7080, top1_acc: 0.7129, top5_acc: 0.8820, loss_cls: 1.1694, loss: 1.1694, grad_norm: 3.8103 2021-06-14 15:46:15,188 - mmaction - INFO - Epoch [82][680/940] lr: 4.000e-04, eta: 8:00:31, time: 1.189, data_time: 0.006, memory: 7080, top1_acc: 0.7121, top5_acc: 0.8816, loss_cls: 1.1828, loss: 1.1828, grad_norm: 3.8302 2021-06-14 15:46:40,211 - mmaction - INFO - Epoch [82][700/940] lr: 4.000e-04, eta: 7:59:55, time: 1.251, data_time: 0.006, memory: 7080, top1_acc: 0.7094, top5_acc: 0.8791, loss_cls: 1.2015, loss: 1.2015, grad_norm: 3.8171 2021-06-14 15:47:03,640 - mmaction - INFO - Epoch [82][720/940] lr: 4.000e-04, eta: 7:59:19, time: 1.170, data_time: 0.003, memory: 7080, top1_acc: 0.7121, top5_acc: 0.8850, loss_cls: 1.1766, loss: 1.1766, grad_norm: 3.7508 2021-06-14 15:47:28,306 - mmaction - INFO - Epoch [82][740/940] lr: 4.000e-04, eta: 7:58:44, time: 1.233, data_time: 0.004, memory: 7080, top1_acc: 0.7123, top5_acc: 0.8836, loss_cls: 1.1652, loss: 1.1652, grad_norm: 3.8417 2021-06-14 15:47:52,625 - mmaction - INFO - Epoch [82][760/940] lr: 4.000e-04, eta: 7:58:08, time: 1.219, data_time: 0.005, memory: 7080, top1_acc: 0.7117, top5_acc: 0.8777, loss_cls: 1.1913, loss: 1.1913, grad_norm: 3.8255 2021-06-14 15:48:15,296 - mmaction - INFO - Epoch [82][780/940] lr: 4.000e-04, eta: 7:57:32, time: 1.131, data_time: 0.001, memory: 7080, top1_acc: 0.7053, top5_acc: 0.8777, loss_cls: 1.2067, loss: 1.2067, grad_norm: 3.8566 2021-06-14 15:48:39,576 - mmaction - INFO - Epoch [82][800/940] lr: 4.000e-04, eta: 7:56:57, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8824, loss_cls: 1.1617, loss: 1.1617, grad_norm: 3.7705 2021-06-14 15:49:02,895 - mmaction - INFO - Epoch [82][820/940] lr: 4.000e-04, eta: 7:56:21, time: 1.169, data_time: 0.004, memory: 7080, top1_acc: 0.7008, top5_acc: 0.8756, loss_cls: 1.2322, loss: 1.2322, grad_norm: 3.9225 2021-06-14 15:49:26,188 - mmaction - INFO - Epoch [82][840/940] lr: 4.000e-04, eta: 7:55:45, time: 1.164, data_time: 0.002, memory: 7080, top1_acc: 0.7076, top5_acc: 0.8719, loss_cls: 1.2199, loss: 1.2199, grad_norm: 3.8485 2021-06-14 15:49:49,946 - mmaction - INFO - Epoch [82][860/940] lr: 4.000e-04, eta: 7:55:09, time: 1.186, data_time: 0.002, memory: 7080, top1_acc: 0.7176, top5_acc: 0.8869, loss_cls: 1.1517, loss: 1.1517, grad_norm: 3.8170 2021-06-14 15:50:13,805 - mmaction - INFO - Epoch [82][880/940] lr: 4.000e-04, eta: 7:54:34, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.7053, top5_acc: 0.8805, loss_cls: 1.1902, loss: 1.1902, grad_norm: 3.8755 2021-06-14 15:50:38,652 - mmaction - INFO - Epoch [82][900/940] lr: 4.000e-04, eta: 7:53:58, time: 1.241, data_time: 0.001, memory: 7080, top1_acc: 0.7113, top5_acc: 0.8848, loss_cls: 1.1659, loss: 1.1659, grad_norm: 3.8316 2021-06-14 15:51:02,644 - mmaction - INFO - Epoch [82][920/940] lr: 4.000e-04, eta: 7:53:23, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.7090, top5_acc: 0.8832, loss_cls: 1.1759, loss: 1.1759, grad_norm: 3.8389 2021-06-14 15:51:22,933 - mmaction - INFO - Epoch [82][940/940] lr: 4.000e-04, eta: 7:52:46, time: 1.015, data_time: 0.001, memory: 7080, top1_acc: 0.7104, top5_acc: 0.8843, loss_cls: 1.1797, loss: 1.1797, grad_norm: 3.8729 2021-06-14 15:51:25,864 - mmaction - INFO - Saving checkpoint at 82 epochs 2021-06-14 15:59:17,076 - mmaction - INFO - Epoch [83][20/940] lr: 4.000e-04, eta: 7:53:48, time: 23.514, data_time: 21.509, memory: 7080, top1_acc: 0.7168, top5_acc: 0.8850, loss_cls: 1.1566, loss: 1.1566, grad_norm: 3.8162 2021-06-14 15:59:41,661 - mmaction - INFO - Epoch [83][40/940] lr: 4.000e-04, eta: 7:53:13, time: 1.225, data_time: 0.004, memory: 7080, top1_acc: 0.7043, top5_acc: 0.8787, loss_cls: 1.1947, loss: 1.1947, grad_norm: 3.8154 2021-06-14 16:00:04,736 - mmaction - INFO - Epoch [83][60/940] lr: 4.000e-04, eta: 7:52:37, time: 1.155, data_time: 0.007, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8891, loss_cls: 1.1564, loss: 1.1564, grad_norm: 3.7770 2021-06-14 16:00:28,916 - mmaction - INFO - Epoch [83][80/940] lr: 4.000e-04, eta: 7:52:01, time: 1.212, data_time: 0.007, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8875, loss_cls: 1.1640, loss: 1.1640, grad_norm: 3.7961 2021-06-14 16:00:52,016 - mmaction - INFO - Epoch [83][100/940] lr: 4.000e-04, eta: 7:51:25, time: 1.154, data_time: 0.004, memory: 7080, top1_acc: 0.7215, top5_acc: 0.8891, loss_cls: 1.1043, loss: 1.1043, grad_norm: 3.7309 2021-06-14 16:01:16,623 - mmaction - INFO - Epoch [83][120/940] lr: 4.000e-04, eta: 7:50:50, time: 1.230, data_time: 0.005, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8908, loss_cls: 1.1427, loss: 1.1427, grad_norm: 3.7779 2021-06-14 16:01:40,341 - mmaction - INFO - Epoch [83][140/940] lr: 4.000e-04, eta: 7:50:14, time: 1.183, data_time: 0.003, memory: 7080, top1_acc: 0.7139, top5_acc: 0.8830, loss_cls: 1.1632, loss: 1.1632, grad_norm: 3.8141 2021-06-14 16:02:03,428 - mmaction - INFO - Epoch [83][160/940] lr: 4.000e-04, eta: 7:49:38, time: 1.159, data_time: 0.006, memory: 7080, top1_acc: 0.6969, top5_acc: 0.8826, loss_cls: 1.2032, loss: 1.2032, grad_norm: 3.9283 2021-06-14 16:02:28,040 - mmaction - INFO - Epoch [83][180/940] lr: 4.000e-04, eta: 7:49:02, time: 1.231, data_time: 0.002, memory: 7080, top1_acc: 0.7047, top5_acc: 0.8752, loss_cls: 1.2033, loss: 1.2033, grad_norm: 3.9082 2021-06-14 16:02:52,053 - mmaction - INFO - Epoch [83][200/940] lr: 4.000e-04, eta: 7:48:27, time: 1.199, data_time: 0.004, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8797, loss_cls: 1.1896, loss: 1.1896, grad_norm: 3.8409 2021-06-14 16:03:15,535 - mmaction - INFO - Epoch [83][220/940] lr: 4.000e-04, eta: 7:47:51, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.7111, top5_acc: 0.8787, loss_cls: 1.1982, loss: 1.1982, grad_norm: 3.8836 2021-06-14 16:03:40,441 - mmaction - INFO - Epoch [83][240/940] lr: 4.000e-04, eta: 7:47:15, time: 1.245, data_time: 0.002, memory: 7080, top1_acc: 0.7043, top5_acc: 0.8889, loss_cls: 1.1797, loss: 1.1797, grad_norm: 3.8837 2021-06-14 16:04:04,634 - mmaction - INFO - Epoch [83][260/940] lr: 4.000e-04, eta: 7:46:40, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8875, loss_cls: 1.1406, loss: 1.1406, grad_norm: 3.8779 2021-06-14 16:04:29,171 - mmaction - INFO - Epoch [83][280/940] lr: 4.000e-04, eta: 7:46:04, time: 1.226, data_time: 0.002, memory: 7080, top1_acc: 0.7018, top5_acc: 0.8744, loss_cls: 1.2177, loss: 1.2177, grad_norm: 3.8500 2021-06-14 16:04:52,673 - mmaction - INFO - Epoch [83][300/940] lr: 4.000e-04, eta: 7:45:28, time: 1.175, data_time: 0.002, memory: 7080, top1_acc: 0.7119, top5_acc: 0.8822, loss_cls: 1.1722, loss: 1.1722, grad_norm: 3.8368 2021-06-14 16:05:16,584 - mmaction - INFO - Epoch [83][320/940] lr: 4.000e-04, eta: 7:44:53, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8812, loss_cls: 1.1941, loss: 1.1941, grad_norm: 3.8385 2021-06-14 16:05:39,978 - mmaction - INFO - Epoch [83][340/940] lr: 4.000e-04, eta: 7:44:17, time: 1.170, data_time: 0.003, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8838, loss_cls: 1.1816, loss: 1.1816, grad_norm: 3.8060 2021-06-14 16:06:04,345 - mmaction - INFO - Epoch [83][360/940] lr: 4.000e-04, eta: 7:43:41, time: 1.213, data_time: 0.003, memory: 7080, top1_acc: 0.7195, top5_acc: 0.8826, loss_cls: 1.1686, loss: 1.1686, grad_norm: 3.8450 2021-06-14 16:06:28,060 - mmaction - INFO - Epoch [83][380/940] lr: 4.000e-04, eta: 7:43:05, time: 1.192, data_time: 0.010, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8818, loss_cls: 1.1671, loss: 1.1671, grad_norm: 3.8445 2021-06-14 16:06:51,515 - mmaction - INFO - Epoch [83][400/940] lr: 4.000e-04, eta: 7:42:30, time: 1.173, data_time: 0.002, memory: 7080, top1_acc: 0.6996, top5_acc: 0.8781, loss_cls: 1.2153, loss: 1.2153, grad_norm: 3.8799 2021-06-14 16:07:16,230 - mmaction - INFO - Epoch [83][420/940] lr: 4.000e-04, eta: 7:41:54, time: 1.236, data_time: 0.001, memory: 7080, top1_acc: 0.7086, top5_acc: 0.8803, loss_cls: 1.1847, loss: 1.1847, grad_norm: 3.8571 2021-06-14 16:07:40,440 - mmaction - INFO - Epoch [83][440/940] lr: 4.000e-04, eta: 7:41:19, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.7092, top5_acc: 0.8850, loss_cls: 1.1681, loss: 1.1681, grad_norm: 3.8454 2021-06-14 16:08:04,299 - mmaction - INFO - Epoch [83][460/940] lr: 4.000e-04, eta: 7:40:43, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.7176, top5_acc: 0.8916, loss_cls: 1.1426, loss: 1.1426, grad_norm: 3.8435 2021-06-14 16:08:26,918 - mmaction - INFO - Epoch [83][480/940] lr: 4.000e-04, eta: 7:40:07, time: 1.133, data_time: 0.007, memory: 7080, top1_acc: 0.7184, top5_acc: 0.8881, loss_cls: 1.1258, loss: 1.1258, grad_norm: 3.7690 2021-06-14 16:08:52,093 - mmaction - INFO - Epoch [83][500/940] lr: 4.000e-04, eta: 7:39:32, time: 1.261, data_time: 0.004, memory: 7080, top1_acc: 0.7025, top5_acc: 0.8801, loss_cls: 1.1941, loss: 1.1941, grad_norm: 3.8600 2021-06-14 16:09:16,239 - mmaction - INFO - Epoch [83][520/940] lr: 4.000e-04, eta: 7:38:56, time: 1.203, data_time: 0.002, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8785, loss_cls: 1.1770, loss: 1.1770, grad_norm: 3.7489 2021-06-14 16:09:40,258 - mmaction - INFO - Epoch [83][540/940] lr: 4.000e-04, eta: 7:38:21, time: 1.204, data_time: 0.006, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8883, loss_cls: 1.1585, loss: 1.1585, grad_norm: 3.8122 2021-06-14 16:10:04,441 - mmaction - INFO - Epoch [83][560/940] lr: 4.000e-04, eta: 7:37:45, time: 1.210, data_time: 0.004, memory: 7080, top1_acc: 0.6906, top5_acc: 0.8693, loss_cls: 1.2667, loss: 1.2667, grad_norm: 3.9822 2021-06-14 16:10:27,458 - mmaction - INFO - Epoch [83][580/940] lr: 4.000e-04, eta: 7:37:09, time: 1.145, data_time: 0.003, memory: 7080, top1_acc: 0.7174, top5_acc: 0.8805, loss_cls: 1.1706, loss: 1.1706, grad_norm: 3.7806 2021-06-14 16:10:51,801 - mmaction - INFO - Epoch [83][600/940] lr: 4.000e-04, eta: 7:36:34, time: 1.222, data_time: 0.009, memory: 7080, top1_acc: 0.7131, top5_acc: 0.8852, loss_cls: 1.1452, loss: 1.1452, grad_norm: 3.8128 2021-06-14 16:11:16,719 - mmaction - INFO - Epoch [83][620/940] lr: 4.000e-04, eta: 7:35:58, time: 1.240, data_time: 0.003, memory: 7080, top1_acc: 0.7176, top5_acc: 0.8875, loss_cls: 1.1565, loss: 1.1565, grad_norm: 3.7743 2021-06-14 16:11:40,507 - mmaction - INFO - Epoch [83][640/940] lr: 4.000e-04, eta: 7:35:23, time: 1.193, data_time: 0.009, memory: 7080, top1_acc: 0.7023, top5_acc: 0.8748, loss_cls: 1.2204, loss: 1.2204, grad_norm: 3.8972 2021-06-14 16:12:03,893 - mmaction - INFO - Epoch [83][660/940] lr: 4.000e-04, eta: 7:34:47, time: 1.172, data_time: 0.008, memory: 7080, top1_acc: 0.7070, top5_acc: 0.8844, loss_cls: 1.1845, loss: 1.1845, grad_norm: 3.8812 2021-06-14 16:12:28,036 - mmaction - INFO - Epoch [83][680/940] lr: 4.000e-04, eta: 7:34:11, time: 1.206, data_time: 0.004, memory: 7080, top1_acc: 0.7191, top5_acc: 0.8834, loss_cls: 1.1719, loss: 1.1719, grad_norm: 3.8046 2021-06-14 16:12:52,458 - mmaction - INFO - Epoch [83][700/940] lr: 4.000e-04, eta: 7:33:36, time: 1.219, data_time: 0.006, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8822, loss_cls: 1.1620, loss: 1.1620, grad_norm: 3.8579 2021-06-14 16:13:16,629 - mmaction - INFO - Epoch [83][720/940] lr: 4.000e-04, eta: 7:33:00, time: 1.207, data_time: 0.007, memory: 7080, top1_acc: 0.7139, top5_acc: 0.8799, loss_cls: 1.1758, loss: 1.1758, grad_norm: 3.8222 2021-06-14 16:13:41,251 - mmaction - INFO - Epoch [83][740/940] lr: 4.000e-04, eta: 7:32:25, time: 1.236, data_time: 0.008, memory: 7080, top1_acc: 0.6975, top5_acc: 0.8773, loss_cls: 1.2190, loss: 1.2190, grad_norm: 3.9411 2021-06-14 16:14:05,104 - mmaction - INFO - Epoch [83][760/940] lr: 4.000e-04, eta: 7:31:49, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.7152, top5_acc: 0.8814, loss_cls: 1.1826, loss: 1.1826, grad_norm: 3.8457 2021-06-14 16:14:28,651 - mmaction - INFO - Epoch [83][780/940] lr: 4.000e-04, eta: 7:31:14, time: 1.177, data_time: 0.003, memory: 7080, top1_acc: 0.7184, top5_acc: 0.8826, loss_cls: 1.1635, loss: 1.1635, grad_norm: 3.8300 2021-06-14 16:14:53,086 - mmaction - INFO - Epoch [83][800/940] lr: 4.000e-04, eta: 7:30:38, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.7055, top5_acc: 0.8736, loss_cls: 1.2082, loss: 1.2082, grad_norm: 3.8748 2021-06-14 16:15:17,768 - mmaction - INFO - Epoch [83][820/940] lr: 4.000e-04, eta: 7:30:03, time: 1.235, data_time: 0.003, memory: 7080, top1_acc: 0.7195, top5_acc: 0.8898, loss_cls: 1.1266, loss: 1.1266, grad_norm: 3.7684 2021-06-14 16:15:41,682 - mmaction - INFO - Epoch [83][840/940] lr: 4.000e-04, eta: 7:29:27, time: 1.195, data_time: 0.003, memory: 7080, top1_acc: 0.7148, top5_acc: 0.8846, loss_cls: 1.1664, loss: 1.1664, grad_norm: 3.8339 2021-06-14 16:16:05,695 - mmaction - INFO - Epoch [83][860/940] lr: 4.000e-04, eta: 7:28:52, time: 1.200, data_time: 0.004, memory: 7080, top1_acc: 0.7178, top5_acc: 0.8830, loss_cls: 1.1460, loss: 1.1460, grad_norm: 3.8269 2021-06-14 16:16:29,614 - mmaction - INFO - Epoch [83][880/940] lr: 4.000e-04, eta: 7:28:16, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.7236, top5_acc: 0.8850, loss_cls: 1.1439, loss: 1.1439, grad_norm: 3.8553 2021-06-14 16:16:52,680 - mmaction - INFO - Epoch [83][900/940] lr: 4.000e-04, eta: 7:27:41, time: 1.151, data_time: 0.002, memory: 7080, top1_acc: 0.7055, top5_acc: 0.8785, loss_cls: 1.1906, loss: 1.1906, grad_norm: 3.8609 2021-06-14 16:17:17,220 - mmaction - INFO - Epoch [83][920/940] lr: 4.000e-04, eta: 7:27:05, time: 1.226, data_time: 0.006, memory: 7080, top1_acc: 0.7258, top5_acc: 0.8875, loss_cls: 1.1354, loss: 1.1354, grad_norm: 3.8001 2021-06-14 16:17:37,619 - mmaction - INFO - Epoch [83][940/940] lr: 4.000e-04, eta: 7:26:29, time: 1.024, data_time: 0.005, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8860, loss_cls: 1.1827, loss: 1.1827, grad_norm: 3.8831 2021-06-14 16:17:42,439 - mmaction - INFO - Saving checkpoint at 83 epochs 2021-06-14 16:25:35,811 - mmaction - INFO - Epoch [84][20/940] lr: 4.000e-04, eta: 7:27:25, time: 23.621, data_time: 22.456, memory: 7080, top1_acc: 0.7105, top5_acc: 0.8803, loss_cls: 1.2013, loss: 1.2013, grad_norm: 3.9333 2021-06-14 16:25:58,954 - mmaction - INFO - Epoch [84][40/940] lr: 4.000e-04, eta: 7:26:50, time: 1.158, data_time: 0.005, memory: 7080, top1_acc: 0.7188, top5_acc: 0.8879, loss_cls: 1.1466, loss: 1.1466, grad_norm: 3.8660 2021-06-14 16:26:22,296 - mmaction - INFO - Epoch [84][60/940] lr: 4.000e-04, eta: 7:26:14, time: 1.167, data_time: 0.114, memory: 7080, top1_acc: 0.7227, top5_acc: 0.8867, loss_cls: 1.1397, loss: 1.1397, grad_norm: 3.8004 2021-06-14 16:26:47,477 - mmaction - INFO - Epoch [84][80/940] lr: 4.000e-04, eta: 7:25:39, time: 1.256, data_time: 0.017, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8873, loss_cls: 1.1597, loss: 1.1597, grad_norm: 3.8134 2021-06-14 16:27:09,693 - mmaction - INFO - Epoch [84][100/940] lr: 4.000e-04, eta: 7:25:03, time: 1.112, data_time: 0.005, memory: 7080, top1_acc: 0.7088, top5_acc: 0.8832, loss_cls: 1.1966, loss: 1.1966, grad_norm: 3.9393 2021-06-14 16:27:33,935 - mmaction - INFO - Epoch [84][120/940] lr: 4.000e-04, eta: 7:24:27, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.7002, top5_acc: 0.8729, loss_cls: 1.2145, loss: 1.2145, grad_norm: 3.9011 2021-06-14 16:27:58,368 - mmaction - INFO - Epoch [84][140/940] lr: 4.000e-04, eta: 7:23:52, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.7248, top5_acc: 0.8848, loss_cls: 1.1376, loss: 1.1376, grad_norm: 3.7566 2021-06-14 16:28:22,693 - mmaction - INFO - Epoch [84][160/940] lr: 4.000e-04, eta: 7:23:16, time: 1.216, data_time: 0.004, memory: 7080, top1_acc: 0.7092, top5_acc: 0.8775, loss_cls: 1.1820, loss: 1.1820, grad_norm: 3.8187 2021-06-14 16:28:45,185 - mmaction - INFO - Epoch [84][180/940] lr: 4.000e-04, eta: 7:22:40, time: 1.124, data_time: 0.004, memory: 7080, top1_acc: 0.7076, top5_acc: 0.8771, loss_cls: 1.2037, loss: 1.2037, grad_norm: 3.8778 2021-06-14 16:29:10,394 - mmaction - INFO - Epoch [84][200/940] lr: 4.000e-04, eta: 7:22:05, time: 1.263, data_time: 0.005, memory: 7080, top1_acc: 0.7086, top5_acc: 0.8846, loss_cls: 1.1630, loss: 1.1630, grad_norm: 3.8355 2021-06-14 16:29:34,183 - mmaction - INFO - Epoch [84][220/940] lr: 4.000e-04, eta: 7:21:29, time: 1.190, data_time: 0.001, memory: 7080, top1_acc: 0.7031, top5_acc: 0.8818, loss_cls: 1.2072, loss: 1.2072, grad_norm: 3.8775 2021-06-14 16:29:57,787 - mmaction - INFO - Epoch [84][240/940] lr: 4.000e-04, eta: 7:20:54, time: 1.172, data_time: 0.003, memory: 7080, top1_acc: 0.7051, top5_acc: 0.8863, loss_cls: 1.1527, loss: 1.1527, grad_norm: 3.8310 2021-06-14 16:30:22,732 - mmaction - INFO - Epoch [84][260/940] lr: 4.000e-04, eta: 7:20:18, time: 1.256, data_time: 0.010, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8840, loss_cls: 1.1655, loss: 1.1655, grad_norm: 3.8729 2021-06-14 16:30:45,627 - mmaction - INFO - Epoch [84][280/940] lr: 4.000e-04, eta: 7:19:43, time: 1.143, data_time: 0.001, memory: 7080, top1_acc: 0.7049, top5_acc: 0.8764, loss_cls: 1.2021, loss: 1.2021, grad_norm: 3.8676 2021-06-14 16:31:09,979 - mmaction - INFO - Epoch [84][300/940] lr: 4.000e-04, eta: 7:19:07, time: 1.216, data_time: 0.003, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8859, loss_cls: 1.1648, loss: 1.1648, grad_norm: 3.8585 2021-06-14 16:31:33,836 - mmaction - INFO - Epoch [84][320/940] lr: 4.000e-04, eta: 7:18:31, time: 1.195, data_time: 0.005, memory: 7080, top1_acc: 0.7082, top5_acc: 0.8859, loss_cls: 1.1744, loss: 1.1744, grad_norm: 3.8590 2021-06-14 16:31:57,905 - mmaction - INFO - Epoch [84][340/940] lr: 4.000e-04, eta: 7:17:56, time: 1.204, data_time: 0.002, memory: 7080, top1_acc: 0.7066, top5_acc: 0.8756, loss_cls: 1.2069, loss: 1.2069, grad_norm: 3.9059 2021-06-14 16:32:21,499 - mmaction - INFO - Epoch [84][360/940] lr: 4.000e-04, eta: 7:17:20, time: 1.179, data_time: 0.009, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8832, loss_cls: 1.1787, loss: 1.1787, grad_norm: 3.8742 2021-06-14 16:32:45,533 - mmaction - INFO - Epoch [84][380/940] lr: 4.000e-04, eta: 7:16:45, time: 1.201, data_time: 0.117, memory: 7080, top1_acc: 0.7223, top5_acc: 0.8854, loss_cls: 1.1379, loss: 1.1379, grad_norm: 3.8230 2021-06-14 16:33:08,910 - mmaction - INFO - Epoch [84][400/940] lr: 4.000e-04, eta: 7:16:09, time: 1.170, data_time: 0.003, memory: 7080, top1_acc: 0.7168, top5_acc: 0.8740, loss_cls: 1.1835, loss: 1.1835, grad_norm: 3.8292 2021-06-14 16:33:32,649 - mmaction - INFO - Epoch [84][420/940] lr: 4.000e-04, eta: 7:15:34, time: 1.184, data_time: 0.002, memory: 7080, top1_acc: 0.7137, top5_acc: 0.8787, loss_cls: 1.1788, loss: 1.1788, grad_norm: 3.8386 2021-06-14 16:33:57,949 - mmaction - INFO - Epoch [84][440/940] lr: 4.000e-04, eta: 7:14:58, time: 1.268, data_time: 0.006, memory: 7080, top1_acc: 0.7072, top5_acc: 0.8766, loss_cls: 1.1777, loss: 1.1777, grad_norm: 3.8713 2021-06-14 16:34:22,946 - mmaction - INFO - Epoch [84][460/940] lr: 4.000e-04, eta: 7:14:23, time: 1.248, data_time: 0.002, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8830, loss_cls: 1.1609, loss: 1.1609, grad_norm: 3.8122 2021-06-14 16:34:46,980 - mmaction - INFO - Epoch [84][480/940] lr: 4.000e-04, eta: 7:13:48, time: 1.200, data_time: 0.005, memory: 7080, top1_acc: 0.7232, top5_acc: 0.8904, loss_cls: 1.1216, loss: 1.1216, grad_norm: 3.7833 2021-06-14 16:35:10,634 - mmaction - INFO - Epoch [84][500/940] lr: 4.000e-04, eta: 7:13:12, time: 1.186, data_time: 0.005, memory: 7080, top1_acc: 0.7088, top5_acc: 0.8818, loss_cls: 1.1778, loss: 1.1778, grad_norm: 3.9109 2021-06-14 16:35:34,287 - mmaction - INFO - Epoch [84][520/940] lr: 4.000e-04, eta: 7:12:37, time: 1.182, data_time: 0.003, memory: 7080, top1_acc: 0.7176, top5_acc: 0.8834, loss_cls: 1.1504, loss: 1.1504, grad_norm: 3.7800 2021-06-14 16:35:58,273 - mmaction - INFO - Epoch [84][540/940] lr: 4.000e-04, eta: 7:12:01, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.7225, top5_acc: 0.8822, loss_cls: 1.1630, loss: 1.1630, grad_norm: 3.8410 2021-06-14 16:36:21,829 - mmaction - INFO - Epoch [84][560/940] lr: 4.000e-04, eta: 7:11:26, time: 1.177, data_time: 0.004, memory: 7080, top1_acc: 0.7123, top5_acc: 0.8844, loss_cls: 1.1631, loss: 1.1631, grad_norm: 3.8903 2021-06-14 16:36:45,468 - mmaction - INFO - Epoch [84][580/940] lr: 4.000e-04, eta: 7:10:50, time: 1.182, data_time: 0.003, memory: 7080, top1_acc: 0.7092, top5_acc: 0.8754, loss_cls: 1.2184, loss: 1.2184, grad_norm: 3.9030 2021-06-14 16:37:09,823 - mmaction - INFO - Epoch [84][600/940] lr: 4.000e-04, eta: 7:10:15, time: 1.218, data_time: 0.008, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8889, loss_cls: 1.1484, loss: 1.1484, grad_norm: 3.8307 2021-06-14 16:37:34,422 - mmaction - INFO - Epoch [84][620/940] lr: 4.000e-04, eta: 7:09:39, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8797, loss_cls: 1.1940, loss: 1.1940, grad_norm: 3.9291 2021-06-14 16:37:58,472 - mmaction - INFO - Epoch [84][640/940] lr: 4.000e-04, eta: 7:09:04, time: 1.201, data_time: 0.012, memory: 7080, top1_acc: 0.7031, top5_acc: 0.8812, loss_cls: 1.2273, loss: 1.2273, grad_norm: 3.9369 2021-06-14 16:38:21,505 - mmaction - INFO - Epoch [84][660/940] lr: 4.000e-04, eta: 7:08:28, time: 1.152, data_time: 0.003, memory: 7080, top1_acc: 0.7236, top5_acc: 0.8922, loss_cls: 1.1243, loss: 1.1243, grad_norm: 3.8059 2021-06-14 16:38:44,708 - mmaction - INFO - Epoch [84][680/940] lr: 4.000e-04, eta: 7:07:53, time: 1.159, data_time: 0.002, memory: 7080, top1_acc: 0.7150, top5_acc: 0.8812, loss_cls: 1.1620, loss: 1.1620, grad_norm: 3.8249 2021-06-14 16:39:08,550 - mmaction - INFO - Epoch [84][700/940] lr: 4.000e-04, eta: 7:07:17, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.7020, top5_acc: 0.8814, loss_cls: 1.1846, loss: 1.1846, grad_norm: 3.9042 2021-06-14 16:39:32,765 - mmaction - INFO - Epoch [84][720/940] lr: 4.000e-04, eta: 7:06:42, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.7211, top5_acc: 0.8826, loss_cls: 1.1733, loss: 1.1733, grad_norm: 3.8347 2021-06-14 16:39:56,369 - mmaction - INFO - Epoch [84][740/940] lr: 4.000e-04, eta: 7:06:06, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.7137, top5_acc: 0.8836, loss_cls: 1.1718, loss: 1.1718, grad_norm: 3.8299 2021-06-14 16:40:21,355 - mmaction - INFO - Epoch [84][760/940] lr: 4.000e-04, eta: 7:05:31, time: 1.252, data_time: 0.006, memory: 7080, top1_acc: 0.7055, top5_acc: 0.8814, loss_cls: 1.1891, loss: 1.1891, grad_norm: 3.9113 2021-06-14 16:40:45,676 - mmaction - INFO - Epoch [84][780/940] lr: 4.000e-04, eta: 7:04:56, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8875, loss_cls: 1.1560, loss: 1.1560, grad_norm: 3.8937 2021-06-14 16:41:08,528 - mmaction - INFO - Epoch [84][800/940] lr: 4.000e-04, eta: 7:04:20, time: 1.144, data_time: 0.004, memory: 7080, top1_acc: 0.7154, top5_acc: 0.8812, loss_cls: 1.1726, loss: 1.1726, grad_norm: 3.8359 2021-06-14 16:41:32,930 - mmaction - INFO - Epoch [84][820/940] lr: 4.000e-04, eta: 7:03:45, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.7166, top5_acc: 0.8799, loss_cls: 1.1652, loss: 1.1652, grad_norm: 3.8402 2021-06-14 16:41:57,788 - mmaction - INFO - Epoch [84][840/940] lr: 4.000e-04, eta: 7:03:10, time: 1.240, data_time: 0.002, memory: 7080, top1_acc: 0.7201, top5_acc: 0.8898, loss_cls: 1.1285, loss: 1.1285, grad_norm: 3.8350 2021-06-14 16:42:21,346 - mmaction - INFO - Epoch [84][860/940] lr: 4.000e-04, eta: 7:02:34, time: 1.178, data_time: 0.004, memory: 7080, top1_acc: 0.7070, top5_acc: 0.8771, loss_cls: 1.2082, loss: 1.2082, grad_norm: 3.9114 2021-06-14 16:42:44,636 - mmaction - INFO - Epoch [84][880/940] lr: 4.000e-04, eta: 7:01:59, time: 1.165, data_time: 0.005, memory: 7080, top1_acc: 0.7191, top5_acc: 0.8812, loss_cls: 1.1681, loss: 1.1681, grad_norm: 3.8159 2021-06-14 16:43:08,577 - mmaction - INFO - Epoch [84][900/940] lr: 4.000e-04, eta: 7:01:24, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.7047, top5_acc: 0.8803, loss_cls: 1.2005, loss: 1.2005, grad_norm: 3.9151 2021-06-14 16:43:32,373 - mmaction - INFO - Epoch [84][920/940] lr: 4.000e-04, eta: 7:00:48, time: 1.189, data_time: 0.004, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8793, loss_cls: 1.1894, loss: 1.1894, grad_norm: 3.8501 2021-06-14 16:43:52,796 - mmaction - INFO - Epoch [84][940/940] lr: 4.000e-04, eta: 7:00:12, time: 1.024, data_time: 0.004, memory: 7080, top1_acc: 0.7212, top5_acc: 0.8748, loss_cls: 1.1775, loss: 1.1775, grad_norm: 3.8785 2021-06-14 16:43:57,671 - mmaction - INFO - Saving checkpoint at 84 epochs 2021-06-14 16:51:26,237 - mmaction - INFO - Epoch [85][20/940] lr: 4.000e-04, eta: 7:00:57, time: 22.373, data_time: 20.633, memory: 7080, top1_acc: 0.7197, top5_acc: 0.8832, loss_cls: 1.1259, loss: 1.1259, grad_norm: 3.7955 2021-06-14 16:51:49,325 - mmaction - INFO - Epoch [85][40/940] lr: 4.000e-04, eta: 7:00:22, time: 1.162, data_time: 0.012, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8828, loss_cls: 1.1607, loss: 1.1607, grad_norm: 3.8207 2021-06-14 16:52:12,443 - mmaction - INFO - Epoch [85][60/940] lr: 4.000e-04, eta: 6:59:46, time: 1.155, data_time: 0.003, memory: 7080, top1_acc: 0.7111, top5_acc: 0.8760, loss_cls: 1.1974, loss: 1.1974, grad_norm: 3.8518 2021-06-14 16:52:36,999 - mmaction - INFO - Epoch [85][80/940] lr: 4.000e-04, eta: 6:59:11, time: 1.227, data_time: 0.011, memory: 7080, top1_acc: 0.7102, top5_acc: 0.8877, loss_cls: 1.1747, loss: 1.1747, grad_norm: 3.8665 2021-06-14 16:53:00,773 - mmaction - INFO - Epoch [85][100/940] lr: 4.000e-04, eta: 6:58:35, time: 1.190, data_time: 0.004, memory: 7080, top1_acc: 0.7059, top5_acc: 0.8773, loss_cls: 1.2157, loss: 1.2157, grad_norm: 3.9140 2021-06-14 16:53:23,798 - mmaction - INFO - Epoch [85][120/940] lr: 4.000e-04, eta: 6:58:00, time: 1.150, data_time: 0.002, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8779, loss_cls: 1.1976, loss: 1.1976, grad_norm: 3.9117 2021-06-14 16:53:47,866 - mmaction - INFO - Epoch [85][140/940] lr: 4.000e-04, eta: 6:57:24, time: 1.204, data_time: 0.004, memory: 7080, top1_acc: 0.7004, top5_acc: 0.8777, loss_cls: 1.2138, loss: 1.2138, grad_norm: 3.9537 2021-06-14 16:54:11,156 - mmaction - INFO - Epoch [85][160/940] lr: 4.000e-04, eta: 6:56:49, time: 1.166, data_time: 0.006, memory: 7080, top1_acc: 0.7076, top5_acc: 0.8842, loss_cls: 1.1795, loss: 1.1795, grad_norm: 3.8872 2021-06-14 16:54:36,629 - mmaction - INFO - Epoch [85][180/940] lr: 4.000e-04, eta: 6:56:13, time: 1.271, data_time: 0.002, memory: 7080, top1_acc: 0.7086, top5_acc: 0.8904, loss_cls: 1.1585, loss: 1.1585, grad_norm: 3.8537 2021-06-14 16:55:00,948 - mmaction - INFO - Epoch [85][200/940] lr: 4.000e-04, eta: 6:55:38, time: 1.217, data_time: 0.005, memory: 7080, top1_acc: 0.7121, top5_acc: 0.8840, loss_cls: 1.1514, loss: 1.1514, grad_norm: 3.8420 2021-06-14 16:55:23,965 - mmaction - INFO - Epoch [85][220/940] lr: 4.000e-04, eta: 6:55:03, time: 1.150, data_time: 0.003, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8854, loss_cls: 1.1584, loss: 1.1584, grad_norm: 3.7904 2021-06-14 16:55:47,669 - mmaction - INFO - Epoch [85][240/940] lr: 4.000e-04, eta: 6:54:27, time: 1.184, data_time: 0.004, memory: 7080, top1_acc: 0.7119, top5_acc: 0.8789, loss_cls: 1.1877, loss: 1.1877, grad_norm: 3.9026 2021-06-14 16:56:11,683 - mmaction - INFO - Epoch [85][260/940] lr: 4.000e-04, eta: 6:53:52, time: 1.202, data_time: 0.007, memory: 7080, top1_acc: 0.7131, top5_acc: 0.8877, loss_cls: 1.1457, loss: 1.1457, grad_norm: 3.8406 2021-06-14 16:56:35,533 - mmaction - INFO - Epoch [85][280/940] lr: 4.000e-04, eta: 6:53:16, time: 1.193, data_time: 0.005, memory: 7080, top1_acc: 0.7105, top5_acc: 0.8807, loss_cls: 1.1970, loss: 1.1970, grad_norm: 3.9394 2021-06-14 16:56:59,544 - mmaction - INFO - Epoch [85][300/940] lr: 4.000e-04, eta: 6:52:41, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.7195, top5_acc: 0.8818, loss_cls: 1.1606, loss: 1.1606, grad_norm: 3.8501 2021-06-14 16:57:23,783 - mmaction - INFO - Epoch [85][320/940] lr: 4.000e-04, eta: 6:52:06, time: 1.209, data_time: 0.005, memory: 7080, top1_acc: 0.7066, top5_acc: 0.8830, loss_cls: 1.1655, loss: 1.1655, grad_norm: 3.8739 2021-06-14 16:57:47,495 - mmaction - INFO - Epoch [85][340/940] lr: 4.000e-04, eta: 6:51:30, time: 1.189, data_time: 0.007, memory: 7080, top1_acc: 0.7109, top5_acc: 0.8801, loss_cls: 1.1674, loss: 1.1674, grad_norm: 3.8496 2021-06-14 16:58:11,836 - mmaction - INFO - Epoch [85][360/940] lr: 4.000e-04, eta: 6:50:55, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8852, loss_cls: 1.1617, loss: 1.1617, grad_norm: 3.8956 2021-06-14 16:58:35,641 - mmaction - INFO - Epoch [85][380/940] lr: 4.000e-04, eta: 6:50:19, time: 1.190, data_time: 0.004, memory: 7080, top1_acc: 0.7104, top5_acc: 0.8818, loss_cls: 1.1731, loss: 1.1731, grad_norm: 3.8591 2021-06-14 16:58:58,045 - mmaction - INFO - Epoch [85][400/940] lr: 4.000e-04, eta: 6:49:44, time: 1.120, data_time: 0.005, memory: 7080, top1_acc: 0.7197, top5_acc: 0.8844, loss_cls: 1.1523, loss: 1.1523, grad_norm: 3.8213 2021-06-14 16:59:22,931 - mmaction - INFO - Epoch [85][420/940] lr: 4.000e-04, eta: 6:49:09, time: 1.245, data_time: 0.008, memory: 7080, top1_acc: 0.7117, top5_acc: 0.8855, loss_cls: 1.1862, loss: 1.1862, grad_norm: 3.9258 2021-06-14 16:59:46,962 - mmaction - INFO - Epoch [85][440/940] lr: 4.000e-04, eta: 6:48:33, time: 1.202, data_time: 0.004, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8846, loss_cls: 1.1727, loss: 1.1727, grad_norm: 3.8940 2021-06-14 17:00:11,283 - mmaction - INFO - Epoch [85][460/940] lr: 4.000e-04, eta: 6:47:58, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.7168, top5_acc: 0.8840, loss_cls: 1.1668, loss: 1.1668, grad_norm: 3.8655 2021-06-14 17:00:33,767 - mmaction - INFO - Epoch [85][480/940] lr: 4.000e-04, eta: 6:47:22, time: 1.125, data_time: 0.003, memory: 7080, top1_acc: 0.7166, top5_acc: 0.8842, loss_cls: 1.1427, loss: 1.1427, grad_norm: 3.8468 2021-06-14 17:00:57,827 - mmaction - INFO - Epoch [85][500/940] lr: 4.000e-04, eta: 6:46:47, time: 1.203, data_time: 0.001, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8873, loss_cls: 1.1612, loss: 1.1612, grad_norm: 3.8502 2021-06-14 17:01:22,040 - mmaction - INFO - Epoch [85][520/940] lr: 4.000e-04, eta: 6:46:12, time: 1.206, data_time: 0.002, memory: 7080, top1_acc: 0.7080, top5_acc: 0.8801, loss_cls: 1.1987, loss: 1.1987, grad_norm: 3.8687 2021-06-14 17:01:46,063 - mmaction - INFO - Epoch [85][540/940] lr: 4.000e-04, eta: 6:45:36, time: 1.206, data_time: 0.007, memory: 7080, top1_acc: 0.7152, top5_acc: 0.8828, loss_cls: 1.1511, loss: 1.1511, grad_norm: 3.9055 2021-06-14 17:02:10,387 - mmaction - INFO - Epoch [85][560/940] lr: 4.000e-04, eta: 6:45:01, time: 1.214, data_time: 0.002, memory: 7080, top1_acc: 0.7168, top5_acc: 0.8861, loss_cls: 1.1420, loss: 1.1420, grad_norm: 3.8199 2021-06-14 17:02:34,503 - mmaction - INFO - Epoch [85][580/940] lr: 4.000e-04, eta: 6:44:26, time: 1.207, data_time: 0.005, memory: 7080, top1_acc: 0.7080, top5_acc: 0.8760, loss_cls: 1.2015, loss: 1.2015, grad_norm: 3.8654 2021-06-14 17:02:58,779 - mmaction - INFO - Epoch [85][600/940] lr: 4.000e-04, eta: 6:43:51, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.7193, top5_acc: 0.8832, loss_cls: 1.1388, loss: 1.1388, grad_norm: 3.8263 2021-06-14 17:03:23,975 - mmaction - INFO - Epoch [85][620/940] lr: 4.000e-04, eta: 6:43:16, time: 1.258, data_time: 0.001, memory: 7080, top1_acc: 0.7027, top5_acc: 0.8789, loss_cls: 1.2033, loss: 1.2033, grad_norm: 3.9473 2021-06-14 17:03:46,641 - mmaction - INFO - Epoch [85][640/940] lr: 4.000e-04, eta: 6:42:40, time: 1.133, data_time: 0.005, memory: 7080, top1_acc: 0.7125, top5_acc: 0.8830, loss_cls: 1.1743, loss: 1.1743, grad_norm: 3.9054 2021-06-14 17:04:12,044 - mmaction - INFO - Epoch [85][660/940] lr: 4.000e-04, eta: 6:42:05, time: 1.270, data_time: 0.004, memory: 7080, top1_acc: 0.7113, top5_acc: 0.8826, loss_cls: 1.1802, loss: 1.1802, grad_norm: 3.8730 2021-06-14 17:04:36,214 - mmaction - INFO - Epoch [85][680/940] lr: 4.000e-04, eta: 6:41:30, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.7141, top5_acc: 0.8871, loss_cls: 1.1511, loss: 1.1511, grad_norm: 3.8618 2021-06-14 17:05:00,465 - mmaction - INFO - Epoch [85][700/940] lr: 4.000e-04, eta: 6:40:55, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.7115, top5_acc: 0.8836, loss_cls: 1.1773, loss: 1.1773, grad_norm: 3.8730 2021-06-14 17:05:24,747 - mmaction - INFO - Epoch [85][720/940] lr: 4.000e-04, eta: 6:40:19, time: 1.216, data_time: 0.005, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8811, loss_cls: 1.1688, loss: 1.1688, grad_norm: 3.8474 2021-06-14 17:05:48,676 - mmaction - INFO - Epoch [85][740/940] lr: 4.000e-04, eta: 6:39:44, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.7227, top5_acc: 0.8881, loss_cls: 1.1241, loss: 1.1241, grad_norm: 3.8118 2021-06-14 17:06:12,312 - mmaction - INFO - Epoch [85][760/940] lr: 4.000e-04, eta: 6:39:09, time: 1.180, data_time: 0.004, memory: 7080, top1_acc: 0.7129, top5_acc: 0.8820, loss_cls: 1.1516, loss: 1.1516, grad_norm: 3.8402 2021-06-14 17:06:36,079 - mmaction - INFO - Epoch [85][780/940] lr: 4.000e-04, eta: 6:38:33, time: 1.190, data_time: 0.003, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8818, loss_cls: 1.1659, loss: 1.1659, grad_norm: 3.8626 2021-06-14 17:07:00,996 - mmaction - INFO - Epoch [85][800/940] lr: 4.000e-04, eta: 6:37:58, time: 1.246, data_time: 0.005, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8867, loss_cls: 1.1639, loss: 1.1639, grad_norm: 3.9353 2021-06-14 17:07:24,469 - mmaction - INFO - Epoch [85][820/940] lr: 4.000e-04, eta: 6:37:23, time: 1.173, data_time: 0.002, memory: 7080, top1_acc: 0.6990, top5_acc: 0.8762, loss_cls: 1.2204, loss: 1.2204, grad_norm: 3.9449 2021-06-14 17:07:48,273 - mmaction - INFO - Epoch [85][840/940] lr: 4.000e-04, eta: 6:36:48, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.7066, top5_acc: 0.8791, loss_cls: 1.1894, loss: 1.1894, grad_norm: 3.8747 2021-06-14 17:08:13,127 - mmaction - INFO - Epoch [85][860/940] lr: 4.000e-04, eta: 6:36:13, time: 1.246, data_time: 0.005, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8840, loss_cls: 1.1578, loss: 1.1578, grad_norm: 3.8217 2021-06-14 17:08:37,348 - mmaction - INFO - Epoch [85][880/940] lr: 4.000e-04, eta: 6:35:38, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.7191, top5_acc: 0.8840, loss_cls: 1.1522, loss: 1.1522, grad_norm: 3.8324 2021-06-14 17:09:01,012 - mmaction - INFO - Epoch [85][900/940] lr: 4.000e-04, eta: 6:35:02, time: 1.182, data_time: 0.002, memory: 7080, top1_acc: 0.7176, top5_acc: 0.8799, loss_cls: 1.1469, loss: 1.1469, grad_norm: 3.7965 2021-06-14 17:09:24,432 - mmaction - INFO - Epoch [85][920/940] lr: 4.000e-04, eta: 6:34:27, time: 1.172, data_time: 0.004, memory: 7080, top1_acc: 0.7152, top5_acc: 0.8832, loss_cls: 1.1744, loss: 1.1744, grad_norm: 3.9070 2021-06-14 17:09:43,420 - mmaction - INFO - Epoch [85][940/940] lr: 4.000e-04, eta: 6:33:51, time: 0.951, data_time: 0.002, memory: 7080, top1_acc: 0.7021, top5_acc: 0.8711, loss_cls: 1.2346, loss: 1.2346, grad_norm: 3.9528 2021-06-14 17:09:46,565 - mmaction - INFO - Saving checkpoint at 85 epochs 2021-06-14 17:29:11,983 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-14 17:29:12,997 - mmaction - INFO - top1_acc 0.7334 top5_acc 0.9081 2021-06-14 17:29:12,997 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-14 17:29:13,069 - mmaction - INFO - mean_acc 0.7334 2021-06-14 17:29:13,934 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_85.pth. 2021-06-14 17:29:13,934 - mmaction - INFO - Best top1_acc is 0.7334 at 85 epoch. 2021-06-14 17:29:13,953 - mmaction - INFO - Epoch(val) [85][940] top1_acc: 0.7334, top5_acc: 0.9081, mean_class_accuracy: 0.7334 2021-06-14 17:37:02,366 - mmaction - INFO - Epoch [86][20/940] lr: 4.000e-04, eta: 6:34:34, time: 23.418, data_time: 22.169, memory: 7080, top1_acc: 0.7160, top5_acc: 0.8842, loss_cls: 1.1709, loss: 1.1709, grad_norm: 3.8913 2021-06-14 17:37:23,936 - mmaction - INFO - Epoch [86][40/940] lr: 4.000e-04, eta: 6:33:58, time: 1.077, data_time: 0.004, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8842, loss_cls: 1.1430, loss: 1.1430, grad_norm: 3.7898 2021-06-14 17:37:48,331 - mmaction - INFO - Epoch [86][60/940] lr: 4.000e-04, eta: 6:33:23, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8861, loss_cls: 1.1474, loss: 1.1474, grad_norm: 3.9083 2021-06-14 17:38:13,306 - mmaction - INFO - Epoch [86][80/940] lr: 4.000e-04, eta: 6:32:48, time: 1.248, data_time: 0.004, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8832, loss_cls: 1.1664, loss: 1.1664, grad_norm: 3.8973 2021-06-14 17:38:36,514 - mmaction - INFO - Epoch [86][100/940] lr: 4.000e-04, eta: 6:32:12, time: 1.162, data_time: 0.006, memory: 7080, top1_acc: 0.7066, top5_acc: 0.8787, loss_cls: 1.2073, loss: 1.2073, grad_norm: 3.8972 2021-06-14 17:39:00,159 - mmaction - INFO - Epoch [86][120/940] lr: 4.000e-04, eta: 6:31:37, time: 1.183, data_time: 0.003, memory: 7080, top1_acc: 0.7045, top5_acc: 0.8729, loss_cls: 1.1790, loss: 1.1790, grad_norm: 3.9197 2021-06-14 17:39:23,592 - mmaction - INFO - Epoch [86][140/940] lr: 4.000e-04, eta: 6:31:02, time: 1.169, data_time: 0.017, memory: 7080, top1_acc: 0.7139, top5_acc: 0.8764, loss_cls: 1.2032, loss: 1.2032, grad_norm: 3.9014 2021-06-14 17:39:46,685 - mmaction - INFO - Epoch [86][160/940] lr: 4.000e-04, eta: 6:30:26, time: 1.157, data_time: 0.005, memory: 7080, top1_acc: 0.7180, top5_acc: 0.8871, loss_cls: 1.1367, loss: 1.1367, grad_norm: 3.8363 2021-06-14 17:40:09,376 - mmaction - INFO - Epoch [86][180/940] lr: 4.000e-04, eta: 6:29:51, time: 1.132, data_time: 0.004, memory: 7080, top1_acc: 0.7184, top5_acc: 0.8840, loss_cls: 1.1619, loss: 1.1619, grad_norm: 3.8901 2021-06-14 17:40:34,670 - mmaction - INFO - Epoch [86][200/940] lr: 4.000e-04, eta: 6:29:16, time: 1.267, data_time: 0.005, memory: 7080, top1_acc: 0.7012, top5_acc: 0.8766, loss_cls: 1.1960, loss: 1.1960, grad_norm: 3.9450 2021-06-14 17:40:56,686 - mmaction - INFO - Epoch [86][220/940] lr: 4.000e-04, eta: 6:28:40, time: 1.101, data_time: 0.002, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8846, loss_cls: 1.1689, loss: 1.1689, grad_norm: 3.9101 2021-06-14 17:41:21,166 - mmaction - INFO - Epoch [86][240/940] lr: 4.000e-04, eta: 6:28:05, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.7039, top5_acc: 0.8812, loss_cls: 1.1994, loss: 1.1994, grad_norm: 3.9226 2021-06-14 17:41:45,494 - mmaction - INFO - Epoch [86][260/940] lr: 4.000e-04, eta: 6:27:30, time: 1.218, data_time: 0.005, memory: 7080, top1_acc: 0.7234, top5_acc: 0.8846, loss_cls: 1.1389, loss: 1.1389, grad_norm: 3.7858 2021-06-14 17:42:09,676 - mmaction - INFO - Epoch [86][280/940] lr: 4.000e-04, eta: 6:26:54, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.7023, top5_acc: 0.8838, loss_cls: 1.1795, loss: 1.1795, grad_norm: 3.9505 2021-06-14 17:42:34,063 - mmaction - INFO - Epoch [86][300/940] lr: 4.000e-04, eta: 6:26:19, time: 1.216, data_time: 0.001, memory: 7080, top1_acc: 0.7123, top5_acc: 0.8854, loss_cls: 1.1580, loss: 1.1580, grad_norm: 3.8558 2021-06-14 17:42:57,811 - mmaction - INFO - Epoch [86][320/940] lr: 4.000e-04, eta: 6:25:44, time: 1.190, data_time: 0.004, memory: 7080, top1_acc: 0.7199, top5_acc: 0.8895, loss_cls: 1.1278, loss: 1.1278, grad_norm: 3.8312 2021-06-14 17:43:21,978 - mmaction - INFO - Epoch [86][340/940] lr: 4.000e-04, eta: 6:25:09, time: 1.209, data_time: 0.002, memory: 7080, top1_acc: 0.7229, top5_acc: 0.8797, loss_cls: 1.1640, loss: 1.1640, grad_norm: 3.8393 2021-06-14 17:43:45,403 - mmaction - INFO - Epoch [86][360/940] lr: 4.000e-04, eta: 6:24:33, time: 1.168, data_time: 0.002, memory: 7080, top1_acc: 0.7152, top5_acc: 0.8867, loss_cls: 1.1601, loss: 1.1601, grad_norm: 3.8848 2021-06-14 17:44:08,941 - mmaction - INFO - Epoch [86][380/940] lr: 4.000e-04, eta: 6:23:58, time: 1.178, data_time: 0.007, memory: 7080, top1_acc: 0.7154, top5_acc: 0.8883, loss_cls: 1.1490, loss: 1.1490, grad_norm: 3.8405 2021-06-14 17:44:32,625 - mmaction - INFO - Epoch [86][400/940] lr: 4.000e-04, eta: 6:23:23, time: 1.186, data_time: 0.004, memory: 7080, top1_acc: 0.7059, top5_acc: 0.8840, loss_cls: 1.1712, loss: 1.1712, grad_norm: 3.8969 2021-06-14 17:44:56,607 - mmaction - INFO - Epoch [86][420/940] lr: 4.000e-04, eta: 6:22:48, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8861, loss_cls: 1.1538, loss: 1.1538, grad_norm: 3.8648 2021-06-14 17:45:20,089 - mmaction - INFO - Epoch [86][440/940] lr: 4.000e-04, eta: 6:22:12, time: 1.174, data_time: 0.003, memory: 7080, top1_acc: 0.7182, top5_acc: 0.8807, loss_cls: 1.1505, loss: 1.1505, grad_norm: 3.8320 2021-06-14 17:45:45,184 - mmaction - INFO - Epoch [86][460/940] lr: 4.000e-04, eta: 6:21:37, time: 1.253, data_time: 0.003, memory: 7080, top1_acc: 0.7211, top5_acc: 0.8859, loss_cls: 1.1344, loss: 1.1344, grad_norm: 3.7851 2021-06-14 17:46:09,946 - mmaction - INFO - Epoch [86][480/940] lr: 4.000e-04, eta: 6:21:02, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.7213, top5_acc: 0.8881, loss_cls: 1.1434, loss: 1.1434, grad_norm: 3.9018 2021-06-14 17:46:32,312 - mmaction - INFO - Epoch [86][500/940] lr: 4.000e-04, eta: 6:20:27, time: 1.111, data_time: 0.003, memory: 7080, top1_acc: 0.7088, top5_acc: 0.8838, loss_cls: 1.1871, loss: 1.1871, grad_norm: 3.8934 2021-06-14 17:46:55,483 - mmaction - INFO - Epoch [86][520/940] lr: 4.000e-04, eta: 6:19:51, time: 1.165, data_time: 0.009, memory: 7080, top1_acc: 0.7080, top5_acc: 0.8875, loss_cls: 1.1693, loss: 1.1693, grad_norm: 3.9138 2021-06-14 17:47:19,897 - mmaction - INFO - Epoch [86][540/940] lr: 4.000e-04, eta: 6:19:16, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.7168, top5_acc: 0.8803, loss_cls: 1.1734, loss: 1.1734, grad_norm: 3.8551 2021-06-14 17:47:44,552 - mmaction - INFO - Epoch [86][560/940] lr: 4.000e-04, eta: 6:18:41, time: 1.236, data_time: 0.006, memory: 7080, top1_acc: 0.7223, top5_acc: 0.8811, loss_cls: 1.1519, loss: 1.1519, grad_norm: 3.8556 2021-06-14 17:48:07,728 - mmaction - INFO - Epoch [86][580/940] lr: 4.000e-04, eta: 6:18:06, time: 1.159, data_time: 0.003, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8748, loss_cls: 1.1944, loss: 1.1944, grad_norm: 3.9093 2021-06-14 17:48:31,882 - mmaction - INFO - Epoch [86][600/940] lr: 4.000e-04, eta: 6:17:31, time: 1.207, data_time: 0.003, memory: 7080, top1_acc: 0.7277, top5_acc: 0.8873, loss_cls: 1.1430, loss: 1.1430, grad_norm: 3.8672 2021-06-14 17:48:56,647 - mmaction - INFO - Epoch [86][620/940] lr: 4.000e-04, eta: 6:16:56, time: 1.240, data_time: 0.004, memory: 7080, top1_acc: 0.7086, top5_acc: 0.8824, loss_cls: 1.1986, loss: 1.1986, grad_norm: 4.0131 2021-06-14 17:49:19,472 - mmaction - INFO - Epoch [86][640/940] lr: 4.000e-04, eta: 6:16:20, time: 1.141, data_time: 0.004, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8803, loss_cls: 1.1722, loss: 1.1722, grad_norm: 3.8855 2021-06-14 17:49:44,041 - mmaction - INFO - Epoch [86][660/940] lr: 4.000e-04, eta: 6:15:45, time: 1.225, data_time: 0.003, memory: 7080, top1_acc: 0.7160, top5_acc: 0.8861, loss_cls: 1.1519, loss: 1.1519, grad_norm: 3.9245 2021-06-14 17:50:08,561 - mmaction - INFO - Epoch [86][680/940] lr: 4.000e-04, eta: 6:15:10, time: 1.227, data_time: 0.006, memory: 7080, top1_acc: 0.7092, top5_acc: 0.8852, loss_cls: 1.1767, loss: 1.1767, grad_norm: 3.9497 2021-06-14 17:50:31,366 - mmaction - INFO - Epoch [86][700/940] lr: 4.000e-04, eta: 6:14:35, time: 1.143, data_time: 0.005, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8812, loss_cls: 1.1643, loss: 1.1643, grad_norm: 3.9063 2021-06-14 17:50:56,849 - mmaction - INFO - Epoch [86][720/940] lr: 4.000e-04, eta: 6:14:00, time: 1.271, data_time: 0.001, memory: 7080, top1_acc: 0.7141, top5_acc: 0.8783, loss_cls: 1.1873, loss: 1.1873, grad_norm: 3.8583 2021-06-14 17:51:19,809 - mmaction - INFO - Epoch [86][740/940] lr: 4.000e-04, eta: 6:13:25, time: 1.151, data_time: 0.005, memory: 7080, top1_acc: 0.6984, top5_acc: 0.8807, loss_cls: 1.1972, loss: 1.1972, grad_norm: 3.9000 2021-06-14 17:51:43,068 - mmaction - INFO - Epoch [86][760/940] lr: 4.000e-04, eta: 6:12:50, time: 1.159, data_time: 0.003, memory: 7080, top1_acc: 0.7178, top5_acc: 0.8785, loss_cls: 1.1756, loss: 1.1756, grad_norm: 3.8681 2021-06-14 17:52:06,850 - mmaction - INFO - Epoch [86][780/940] lr: 4.000e-04, eta: 6:12:14, time: 1.191, data_time: 0.006, memory: 7080, top1_acc: 0.7113, top5_acc: 0.8906, loss_cls: 1.1454, loss: 1.1454, grad_norm: 3.9101 2021-06-14 17:52:31,225 - mmaction - INFO - Epoch [86][800/940] lr: 4.000e-04, eta: 6:11:39, time: 1.219, data_time: 0.007, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8807, loss_cls: 1.1932, loss: 1.1932, grad_norm: 3.9339 2021-06-14 17:52:56,112 - mmaction - INFO - Epoch [86][820/940] lr: 4.000e-04, eta: 6:11:04, time: 1.245, data_time: 0.005, memory: 7080, top1_acc: 0.7115, top5_acc: 0.8805, loss_cls: 1.1794, loss: 1.1794, grad_norm: 3.8975 2021-06-14 17:53:18,972 - mmaction - INFO - Epoch [86][840/940] lr: 4.000e-04, eta: 6:10:29, time: 1.137, data_time: 0.002, memory: 7080, top1_acc: 0.7135, top5_acc: 0.8787, loss_cls: 1.1737, loss: 1.1737, grad_norm: 3.8803 2021-06-14 17:53:43,563 - mmaction - INFO - Epoch [86][860/940] lr: 4.000e-04, eta: 6:09:54, time: 1.234, data_time: 0.009, memory: 7080, top1_acc: 0.7105, top5_acc: 0.8852, loss_cls: 1.1655, loss: 1.1655, grad_norm: 3.8892 2021-06-14 17:54:06,831 - mmaction - INFO - Epoch [86][880/940] lr: 4.000e-04, eta: 6:09:19, time: 1.163, data_time: 0.006, memory: 7080, top1_acc: 0.7006, top5_acc: 0.8844, loss_cls: 1.1855, loss: 1.1855, grad_norm: 3.9526 2021-06-14 17:54:31,249 - mmaction - INFO - Epoch [86][900/940] lr: 4.000e-04, eta: 6:08:44, time: 1.219, data_time: 0.006, memory: 7080, top1_acc: 0.7016, top5_acc: 0.8764, loss_cls: 1.1949, loss: 1.1949, grad_norm: 3.9261 2021-06-14 17:54:55,944 - mmaction - INFO - Epoch [86][920/940] lr: 4.000e-04, eta: 6:08:09, time: 1.235, data_time: 0.008, memory: 7080, top1_acc: 0.7238, top5_acc: 0.8867, loss_cls: 1.1201, loss: 1.1201, grad_norm: 3.8385 2021-06-14 17:55:15,211 - mmaction - INFO - Epoch [86][940/940] lr: 4.000e-04, eta: 6:07:33, time: 0.969, data_time: 0.007, memory: 7080, top1_acc: 0.7285, top5_acc: 0.8874, loss_cls: 1.1430, loss: 1.1430, grad_norm: 3.8347 2021-06-14 17:55:20,199 - mmaction - INFO - Saving checkpoint at 86 epochs 2021-06-14 18:13:19,507 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-14 18:13:20,505 - mmaction - INFO - top1_acc 0.7352 top5_acc 0.9092 2021-06-14 18:13:20,506 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-14 18:13:20,563 - mmaction - INFO - mean_acc 0.7352 2021-06-14 18:13:21,463 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. 2021-06-14 18:13:21,463 - mmaction - INFO - Best top1_acc is 0.7352 at 86 epoch. 2021-06-14 18:13:21,472 - mmaction - INFO - Epoch(val) [86][940] top1_acc: 0.7352, top5_acc: 0.9092, mean_class_accuracy: 0.7352 2021-06-14 18:21:00,034 - mmaction - INFO - Epoch [87][20/940] lr: 4.000e-04, eta: 6:08:09, time: 22.922, data_time: 21.790, memory: 7080, top1_acc: 0.7225, top5_acc: 0.8879, loss_cls: 1.1577, loss: 1.1577, grad_norm: 3.8360 2021-06-14 18:21:23,385 - mmaction - INFO - Epoch [87][40/940] lr: 4.000e-04, eta: 6:07:33, time: 1.170, data_time: 0.009, memory: 7080, top1_acc: 0.7203, top5_acc: 0.8857, loss_cls: 1.1394, loss: 1.1394, grad_norm: 3.8494 2021-06-14 18:21:47,763 - mmaction - INFO - Epoch [87][60/940] lr: 4.000e-04, eta: 6:06:58, time: 1.220, data_time: 0.131, memory: 7080, top1_acc: 0.7092, top5_acc: 0.8832, loss_cls: 1.1876, loss: 1.1876, grad_norm: 3.9331 2021-06-14 18:22:12,316 - mmaction - INFO - Epoch [87][80/940] lr: 4.000e-04, eta: 6:06:23, time: 1.225, data_time: 0.171, memory: 7080, top1_acc: 0.7102, top5_acc: 0.8803, loss_cls: 1.1852, loss: 1.1852, grad_norm: 3.8793 2021-06-14 18:22:36,252 - mmaction - INFO - Epoch [87][100/940] lr: 4.000e-04, eta: 6:05:48, time: 1.201, data_time: 0.118, memory: 7080, top1_acc: 0.7301, top5_acc: 0.8906, loss_cls: 1.1050, loss: 1.1050, grad_norm: 3.7838 2021-06-14 18:22:59,995 - mmaction - INFO - Epoch [87][120/940] lr: 4.000e-04, eta: 6:05:13, time: 1.186, data_time: 0.058, memory: 7080, top1_acc: 0.7012, top5_acc: 0.8811, loss_cls: 1.1930, loss: 1.1930, grad_norm: 3.9346 2021-06-14 18:23:23,754 - mmaction - INFO - Epoch [87][140/940] lr: 4.000e-04, eta: 6:04:38, time: 1.188, data_time: 0.002, memory: 7080, top1_acc: 0.7207, top5_acc: 0.8891, loss_cls: 1.1482, loss: 1.1482, grad_norm: 3.8513 2021-06-14 18:23:46,917 - mmaction - INFO - Epoch [87][160/940] lr: 4.000e-04, eta: 6:04:02, time: 1.155, data_time: 0.002, memory: 7080, top1_acc: 0.7023, top5_acc: 0.8801, loss_cls: 1.1888, loss: 1.1888, grad_norm: 3.9608 2021-06-14 18:24:11,184 - mmaction - INFO - Epoch [87][180/940] lr: 4.000e-04, eta: 6:03:27, time: 1.216, data_time: 0.006, memory: 7080, top1_acc: 0.7084, top5_acc: 0.8811, loss_cls: 1.1939, loss: 1.1939, grad_norm: 3.9072 2021-06-14 18:24:35,394 - mmaction - INFO - Epoch [87][200/940] lr: 4.000e-04, eta: 6:02:52, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.7209, top5_acc: 0.8869, loss_cls: 1.1404, loss: 1.1404, grad_norm: 3.8117 2021-06-14 18:24:59,215 - mmaction - INFO - Epoch [87][220/940] lr: 4.000e-04, eta: 6:02:17, time: 1.190, data_time: 0.001, memory: 7080, top1_acc: 0.7109, top5_acc: 0.8838, loss_cls: 1.1561, loss: 1.1561, grad_norm: 3.8936 2021-06-14 18:25:23,478 - mmaction - INFO - Epoch [87][240/940] lr: 4.000e-04, eta: 6:01:42, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.7105, top5_acc: 0.8869, loss_cls: 1.1453, loss: 1.1453, grad_norm: 3.8763 2021-06-14 18:25:47,515 - mmaction - INFO - Epoch [87][260/940] lr: 4.000e-04, eta: 6:01:07, time: 1.205, data_time: 0.008, memory: 7080, top1_acc: 0.7135, top5_acc: 0.8848, loss_cls: 1.1689, loss: 1.1689, grad_norm: 3.8701 2021-06-14 18:26:11,437 - mmaction - INFO - Epoch [87][280/940] lr: 4.000e-04, eta: 6:00:32, time: 1.195, data_time: 0.002, memory: 7080, top1_acc: 0.7078, top5_acc: 0.8844, loss_cls: 1.1812, loss: 1.1812, grad_norm: 3.9201 2021-06-14 18:26:35,421 - mmaction - INFO - Epoch [87][300/940] lr: 4.000e-04, eta: 5:59:57, time: 1.199, data_time: 0.004, memory: 7080, top1_acc: 0.7195, top5_acc: 0.8836, loss_cls: 1.1483, loss: 1.1483, grad_norm: 3.8167 2021-06-14 18:26:58,035 - mmaction - INFO - Epoch [87][320/940] lr: 4.000e-04, eta: 5:59:21, time: 1.132, data_time: 0.004, memory: 7080, top1_acc: 0.7203, top5_acc: 0.8904, loss_cls: 1.1406, loss: 1.1406, grad_norm: 3.8806 2021-06-14 18:27:21,660 - mmaction - INFO - Epoch [87][340/940] lr: 4.000e-04, eta: 5:58:46, time: 1.181, data_time: 0.002, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8812, loss_cls: 1.1842, loss: 1.1842, grad_norm: 3.8757 2021-06-14 18:27:46,701 - mmaction - INFO - Epoch [87][360/940] lr: 4.000e-04, eta: 5:58:11, time: 1.248, data_time: 0.003, memory: 7080, top1_acc: 0.7113, top5_acc: 0.8818, loss_cls: 1.1669, loss: 1.1669, grad_norm: 3.8798 2021-06-14 18:28:11,286 - mmaction - INFO - Epoch [87][380/940] lr: 4.000e-04, eta: 5:57:36, time: 1.233, data_time: 0.005, memory: 7080, top1_acc: 0.7115, top5_acc: 0.8842, loss_cls: 1.1722, loss: 1.1722, grad_norm: 3.8735 2021-06-14 18:28:34,830 - mmaction - INFO - Epoch [87][400/940] lr: 4.000e-04, eta: 5:57:01, time: 1.177, data_time: 0.002, memory: 7080, top1_acc: 0.7227, top5_acc: 0.8883, loss_cls: 1.1219, loss: 1.1219, grad_norm: 3.8845 2021-06-14 18:28:58,237 - mmaction - INFO - Epoch [87][420/940] lr: 4.000e-04, eta: 5:56:26, time: 1.165, data_time: 0.002, memory: 7080, top1_acc: 0.7303, top5_acc: 0.8900, loss_cls: 1.1156, loss: 1.1156, grad_norm: 3.7842 2021-06-14 18:29:22,269 - mmaction - INFO - Epoch [87][440/940] lr: 4.000e-04, eta: 5:55:51, time: 1.204, data_time: 0.011, memory: 7080, top1_acc: 0.7234, top5_acc: 0.8898, loss_cls: 1.1384, loss: 1.1384, grad_norm: 3.8359 2021-06-14 18:29:47,114 - mmaction - INFO - Epoch [87][460/940] lr: 4.000e-04, eta: 5:55:16, time: 1.245, data_time: 0.005, memory: 7080, top1_acc: 0.7139, top5_acc: 0.8826, loss_cls: 1.1433, loss: 1.1433, grad_norm: 3.8809 2021-06-14 18:30:11,369 - mmaction - INFO - Epoch [87][480/940] lr: 4.000e-04, eta: 5:54:41, time: 1.212, data_time: 0.002, memory: 7080, top1_acc: 0.7234, top5_acc: 0.8869, loss_cls: 1.1410, loss: 1.1410, grad_norm: 3.8363 2021-06-14 18:30:35,147 - mmaction - INFO - Epoch [87][500/940] lr: 4.000e-04, eta: 5:54:06, time: 1.186, data_time: 0.003, memory: 7080, top1_acc: 0.7117, top5_acc: 0.8906, loss_cls: 1.1333, loss: 1.1333, grad_norm: 3.8878 2021-06-14 18:31:00,312 - mmaction - INFO - Epoch [87][520/940] lr: 4.000e-04, eta: 5:53:31, time: 1.258, data_time: 0.006, memory: 7080, top1_acc: 0.7123, top5_acc: 0.8783, loss_cls: 1.1959, loss: 1.1959, grad_norm: 3.9375 2021-06-14 18:31:23,871 - mmaction - INFO - Epoch [87][540/940] lr: 4.000e-04, eta: 5:52:56, time: 1.183, data_time: 0.007, memory: 7080, top1_acc: 0.7076, top5_acc: 0.8783, loss_cls: 1.1968, loss: 1.1968, grad_norm: 3.9496 2021-06-14 18:31:47,011 - mmaction - INFO - Epoch [87][560/940] lr: 4.000e-04, eta: 5:52:21, time: 1.156, data_time: 0.001, memory: 7080, top1_acc: 0.7109, top5_acc: 0.8779, loss_cls: 1.1932, loss: 1.1932, grad_norm: 3.9068 2021-06-14 18:32:11,546 - mmaction - INFO - Epoch [87][580/940] lr: 4.000e-04, eta: 5:51:46, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.7035, top5_acc: 0.8709, loss_cls: 1.2157, loss: 1.2157, grad_norm: 3.9392 2021-06-14 18:32:35,500 - mmaction - INFO - Epoch [87][600/940] lr: 4.000e-04, eta: 5:51:11, time: 1.197, data_time: 0.005, memory: 7080, top1_acc: 0.7207, top5_acc: 0.8824, loss_cls: 1.1644, loss: 1.1644, grad_norm: 3.7990 2021-06-14 18:33:00,073 - mmaction - INFO - Epoch [87][620/940] lr: 4.000e-04, eta: 5:50:36, time: 1.225, data_time: 0.004, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8830, loss_cls: 1.1537, loss: 1.1537, grad_norm: 3.8292 2021-06-14 18:33:23,651 - mmaction - INFO - Epoch [87][640/940] lr: 4.000e-04, eta: 5:50:01, time: 1.183, data_time: 0.008, memory: 7080, top1_acc: 0.7180, top5_acc: 0.8822, loss_cls: 1.1774, loss: 1.1774, grad_norm: 3.8835 2021-06-14 18:33:47,996 - mmaction - INFO - Epoch [87][660/940] lr: 4.000e-04, eta: 5:49:26, time: 1.215, data_time: 0.004, memory: 7080, top1_acc: 0.7139, top5_acc: 0.8816, loss_cls: 1.1816, loss: 1.1816, grad_norm: 3.8972 2021-06-14 18:34:12,388 - mmaction - INFO - Epoch [87][680/940] lr: 4.000e-04, eta: 5:48:51, time: 1.218, data_time: 0.006, memory: 7080, top1_acc: 0.7195, top5_acc: 0.8865, loss_cls: 1.1425, loss: 1.1425, grad_norm: 3.8429 2021-06-14 18:34:36,355 - mmaction - INFO - Epoch [87][700/940] lr: 4.000e-04, eta: 5:48:16, time: 1.203, data_time: 0.006, memory: 7080, top1_acc: 0.7131, top5_acc: 0.8783, loss_cls: 1.1874, loss: 1.1874, grad_norm: 3.8793 2021-06-14 18:34:59,805 - mmaction - INFO - Epoch [87][720/940] lr: 4.000e-04, eta: 5:47:41, time: 1.171, data_time: 0.003, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8797, loss_cls: 1.1739, loss: 1.1739, grad_norm: 3.8486 2021-06-14 18:35:24,593 - mmaction - INFO - Epoch [87][740/940] lr: 4.000e-04, eta: 5:47:06, time: 1.231, data_time: 0.005, memory: 7080, top1_acc: 0.7229, top5_acc: 0.8863, loss_cls: 1.1390, loss: 1.1390, grad_norm: 3.8489 2021-06-14 18:35:48,124 - mmaction - INFO - Epoch [87][760/940] lr: 4.000e-04, eta: 5:46:31, time: 1.185, data_time: 0.013, memory: 7080, top1_acc: 0.7051, top5_acc: 0.8758, loss_cls: 1.2068, loss: 1.2068, grad_norm: 3.9191 2021-06-14 18:36:11,848 - mmaction - INFO - Epoch [87][780/940] lr: 4.000e-04, eta: 5:45:56, time: 1.188, data_time: 0.004, memory: 7080, top1_acc: 0.7264, top5_acc: 0.8877, loss_cls: 1.1284, loss: 1.1284, grad_norm: 3.8155 2021-06-14 18:36:36,300 - mmaction - INFO - Epoch [87][800/940] lr: 4.000e-04, eta: 5:45:21, time: 1.216, data_time: 0.003, memory: 7080, top1_acc: 0.7217, top5_acc: 0.8848, loss_cls: 1.1362, loss: 1.1362, grad_norm: 3.8584 2021-06-14 18:36:59,449 - mmaction - INFO - Epoch [87][820/940] lr: 4.000e-04, eta: 5:44:46, time: 1.158, data_time: 0.009, memory: 7080, top1_acc: 0.7229, top5_acc: 0.8881, loss_cls: 1.1322, loss: 1.1322, grad_norm: 3.8801 2021-06-14 18:37:23,709 - mmaction - INFO - Epoch [87][840/940] lr: 4.000e-04, eta: 5:44:11, time: 1.220, data_time: 0.009, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8896, loss_cls: 1.1612, loss: 1.1612, grad_norm: 3.9270 2021-06-14 18:37:46,427 - mmaction - INFO - Epoch [87][860/940] lr: 4.000e-04, eta: 5:43:35, time: 1.134, data_time: 0.002, memory: 7080, top1_acc: 0.7129, top5_acc: 0.8840, loss_cls: 1.1633, loss: 1.1633, grad_norm: 3.8764 2021-06-14 18:38:10,313 - mmaction - INFO - Epoch [87][880/940] lr: 4.000e-04, eta: 5:43:01, time: 1.193, data_time: 0.004, memory: 7080, top1_acc: 0.7092, top5_acc: 0.8867, loss_cls: 1.1554, loss: 1.1554, grad_norm: 3.9160 2021-06-14 18:38:34,644 - mmaction - INFO - Epoch [87][900/940] lr: 4.000e-04, eta: 5:42:26, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.7092, top5_acc: 0.8799, loss_cls: 1.1784, loss: 1.1784, grad_norm: 3.8892 2021-06-14 18:38:58,568 - mmaction - INFO - Epoch [87][920/940] lr: 4.000e-04, eta: 5:41:51, time: 1.189, data_time: 0.004, memory: 7080, top1_acc: 0.7252, top5_acc: 0.8914, loss_cls: 1.1234, loss: 1.1234, grad_norm: 3.8455 2021-06-14 18:39:18,319 - mmaction - INFO - Epoch [87][940/940] lr: 4.000e-04, eta: 5:41:15, time: 0.996, data_time: 0.009, memory: 7080, top1_acc: 0.7064, top5_acc: 0.8722, loss_cls: 1.2387, loss: 1.2387, grad_norm: 4.0514 2021-06-14 18:39:23,531 - mmaction - INFO - Saving checkpoint at 87 epochs 2021-06-14 18:57:26,956 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-14 18:57:27,965 - mmaction - INFO - top1_acc 0.7347 top5_acc 0.9095 2021-06-14 18:57:27,966 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-14 18:57:28,038 - mmaction - INFO - mean_acc 0.7346 2021-06-14 18:57:28,046 - mmaction - INFO - Epoch(val) [87][940] top1_acc: 0.7347, top5_acc: 0.9095, mean_class_accuracy: 0.7346 2021-06-14 19:05:01,857 - mmaction - INFO - Epoch [88][20/940] lr: 4.000e-04, eta: 5:41:44, time: 22.681, data_time: 19.817, memory: 7080, top1_acc: 0.7123, top5_acc: 0.8799, loss_cls: 1.1735, loss: 1.1735, grad_norm: 3.8801 2021-06-14 19:05:25,755 - mmaction - INFO - Epoch [88][40/940] lr: 4.000e-04, eta: 5:41:09, time: 1.201, data_time: 0.011, memory: 7080, top1_acc: 0.7051, top5_acc: 0.8822, loss_cls: 1.1818, loss: 1.1818, grad_norm: 3.9188 2021-06-14 19:05:47,990 - mmaction - INFO - Epoch [88][60/940] lr: 4.000e-04, eta: 5:40:34, time: 1.113, data_time: 0.004, memory: 7080, top1_acc: 0.7211, top5_acc: 0.8814, loss_cls: 1.1621, loss: 1.1621, grad_norm: 3.8849 2021-06-14 19:06:11,927 - mmaction - INFO - Epoch [88][80/940] lr: 4.000e-04, eta: 5:39:59, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.7145, top5_acc: 0.8807, loss_cls: 1.1549, loss: 1.1549, grad_norm: 3.8444 2021-06-14 19:06:35,311 - mmaction - INFO - Epoch [88][100/940] lr: 4.000e-04, eta: 5:39:24, time: 1.172, data_time: 0.008, memory: 7080, top1_acc: 0.7236, top5_acc: 0.8900, loss_cls: 1.1286, loss: 1.1286, grad_norm: 3.8755 2021-06-14 19:07:00,121 - mmaction - INFO - Epoch [88][120/940] lr: 4.000e-04, eta: 5:38:49, time: 1.238, data_time: 0.004, memory: 7080, top1_acc: 0.7191, top5_acc: 0.8852, loss_cls: 1.1500, loss: 1.1500, grad_norm: 3.9009 2021-06-14 19:07:24,394 - mmaction - INFO - Epoch [88][140/940] lr: 4.000e-04, eta: 5:38:14, time: 1.212, data_time: 0.004, memory: 7080, top1_acc: 0.7092, top5_acc: 0.8822, loss_cls: 1.1863, loss: 1.1863, grad_norm: 3.9197 2021-06-14 19:07:48,050 - mmaction - INFO - Epoch [88][160/940] lr: 4.000e-04, eta: 5:37:39, time: 1.184, data_time: 0.006, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8752, loss_cls: 1.1798, loss: 1.1798, grad_norm: 3.8986 2021-06-14 19:08:12,426 - mmaction - INFO - Epoch [88][180/940] lr: 4.000e-04, eta: 5:37:04, time: 1.220, data_time: 0.006, memory: 7080, top1_acc: 0.7248, top5_acc: 0.8820, loss_cls: 1.1368, loss: 1.1368, grad_norm: 3.8451 2021-06-14 19:08:35,866 - mmaction - INFO - Epoch [88][200/940] lr: 4.000e-04, eta: 5:36:29, time: 1.166, data_time: 0.011, memory: 7080, top1_acc: 0.7107, top5_acc: 0.8793, loss_cls: 1.1771, loss: 1.1771, grad_norm: 3.9201 2021-06-14 19:08:59,917 - mmaction - INFO - Epoch [88][220/940] lr: 4.000e-04, eta: 5:35:54, time: 1.208, data_time: 0.069, memory: 7080, top1_acc: 0.7188, top5_acc: 0.8830, loss_cls: 1.1558, loss: 1.1558, grad_norm: 3.8756 2021-06-14 19:09:23,658 - mmaction - INFO - Epoch [88][240/940] lr: 4.000e-04, eta: 5:35:19, time: 1.188, data_time: 0.128, memory: 7080, top1_acc: 0.7207, top5_acc: 0.8830, loss_cls: 1.1597, loss: 1.1597, grad_norm: 3.8698 2021-06-14 19:09:46,962 - mmaction - INFO - Epoch [88][260/940] lr: 4.000e-04, eta: 5:34:44, time: 1.165, data_time: 0.004, memory: 7080, top1_acc: 0.7139, top5_acc: 0.8934, loss_cls: 1.1247, loss: 1.1247, grad_norm: 3.8960 2021-06-14 19:10:11,088 - mmaction - INFO - Epoch [88][280/940] lr: 4.000e-04, eta: 5:34:09, time: 1.208, data_time: 0.005, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8816, loss_cls: 1.1657, loss: 1.1657, grad_norm: 3.8677 2021-06-14 19:10:35,632 - mmaction - INFO - Epoch [88][300/940] lr: 4.000e-04, eta: 5:33:34, time: 1.226, data_time: 0.004, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8777, loss_cls: 1.1734, loss: 1.1734, grad_norm: 3.9322 2021-06-14 19:10:59,593 - mmaction - INFO - Epoch [88][320/940] lr: 4.000e-04, eta: 5:32:59, time: 1.201, data_time: 0.005, memory: 7080, top1_acc: 0.7055, top5_acc: 0.8807, loss_cls: 1.1862, loss: 1.1862, grad_norm: 3.9164 2021-06-14 19:11:24,317 - mmaction - INFO - Epoch [88][340/940] lr: 4.000e-04, eta: 5:32:24, time: 1.232, data_time: 0.001, memory: 7080, top1_acc: 0.7148, top5_acc: 0.8898, loss_cls: 1.1418, loss: 1.1418, grad_norm: 3.8948 2021-06-14 19:11:48,769 - mmaction - INFO - Epoch [88][360/940] lr: 4.000e-04, eta: 5:31:49, time: 1.225, data_time: 0.006, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8893, loss_cls: 1.1561, loss: 1.1561, grad_norm: 3.9131 2021-06-14 19:12:13,346 - mmaction - INFO - Epoch [88][380/940] lr: 4.000e-04, eta: 5:31:14, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8826, loss_cls: 1.1684, loss: 1.1684, grad_norm: 3.8595 2021-06-14 19:12:36,451 - mmaction - INFO - Epoch [88][400/940] lr: 4.000e-04, eta: 5:30:39, time: 1.156, data_time: 0.004, memory: 7080, top1_acc: 0.7168, top5_acc: 0.8797, loss_cls: 1.1566, loss: 1.1566, grad_norm: 3.9163 2021-06-14 19:13:00,115 - mmaction - INFO - Epoch [88][420/940] lr: 4.000e-04, eta: 5:30:04, time: 1.182, data_time: 0.003, memory: 7080, top1_acc: 0.7102, top5_acc: 0.8881, loss_cls: 1.1730, loss: 1.1730, grad_norm: 3.9804 2021-06-14 19:13:24,286 - mmaction - INFO - Epoch [88][440/940] lr: 4.000e-04, eta: 5:29:29, time: 1.206, data_time: 0.005, memory: 7080, top1_acc: 0.7131, top5_acc: 0.8832, loss_cls: 1.1509, loss: 1.1509, grad_norm: 3.8861 2021-06-14 19:13:47,748 - mmaction - INFO - Epoch [88][460/940] lr: 4.000e-04, eta: 5:28:54, time: 1.178, data_time: 0.007, memory: 7080, top1_acc: 0.7035, top5_acc: 0.8816, loss_cls: 1.1842, loss: 1.1842, grad_norm: 3.8935 2021-06-14 19:14:11,926 - mmaction - INFO - Epoch [88][480/940] lr: 4.000e-04, eta: 5:28:19, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8820, loss_cls: 1.1757, loss: 1.1757, grad_norm: 3.8997 2021-06-14 19:14:36,131 - mmaction - INFO - Epoch [88][500/940] lr: 4.000e-04, eta: 5:27:44, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.7072, top5_acc: 0.8791, loss_cls: 1.1739, loss: 1.1739, grad_norm: 3.8747 2021-06-14 19:14:59,951 - mmaction - INFO - Epoch [88][520/940] lr: 4.000e-04, eta: 5:27:09, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.7098, top5_acc: 0.8797, loss_cls: 1.1745, loss: 1.1745, grad_norm: 3.9279 2021-06-14 19:15:23,397 - mmaction - INFO - Epoch [88][540/940] lr: 4.000e-04, eta: 5:26:34, time: 1.170, data_time: 0.005, memory: 7080, top1_acc: 0.7238, top5_acc: 0.8902, loss_cls: 1.1099, loss: 1.1099, grad_norm: 3.8184 2021-06-14 19:15:48,252 - mmaction - INFO - Epoch [88][560/940] lr: 4.000e-04, eta: 5:26:00, time: 1.247, data_time: 0.007, memory: 7080, top1_acc: 0.7121, top5_acc: 0.8828, loss_cls: 1.1846, loss: 1.1846, grad_norm: 3.9741 2021-06-14 19:16:11,468 - mmaction - INFO - Epoch [88][580/940] lr: 4.000e-04, eta: 5:25:25, time: 1.160, data_time: 0.002, memory: 7080, top1_acc: 0.7137, top5_acc: 0.8795, loss_cls: 1.1907, loss: 1.1907, grad_norm: 3.9746 2021-06-14 19:16:35,216 - mmaction - INFO - Epoch [88][600/940] lr: 4.000e-04, eta: 5:24:50, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8889, loss_cls: 1.1331, loss: 1.1331, grad_norm: 3.9073 2021-06-14 19:16:59,251 - mmaction - INFO - Epoch [88][620/940] lr: 4.000e-04, eta: 5:24:15, time: 1.201, data_time: 0.002, memory: 7080, top1_acc: 0.7111, top5_acc: 0.8873, loss_cls: 1.1563, loss: 1.1563, grad_norm: 3.9481 2021-06-14 19:17:22,870 - mmaction - INFO - Epoch [88][640/940] lr: 4.000e-04, eta: 5:23:40, time: 1.181, data_time: 0.005, memory: 7080, top1_acc: 0.7086, top5_acc: 0.8805, loss_cls: 1.2124, loss: 1.2124, grad_norm: 3.9704 2021-06-14 19:17:45,415 - mmaction - INFO - Epoch [88][660/940] lr: 4.000e-04, eta: 5:23:05, time: 1.127, data_time: 0.002, memory: 7080, top1_acc: 0.7066, top5_acc: 0.8770, loss_cls: 1.1946, loss: 1.1946, grad_norm: 3.9126 2021-06-14 19:18:10,738 - mmaction - INFO - Epoch [88][680/940] lr: 4.000e-04, eta: 5:22:30, time: 1.264, data_time: 0.002, memory: 7080, top1_acc: 0.7121, top5_acc: 0.8854, loss_cls: 1.1715, loss: 1.1715, grad_norm: 3.9266 2021-06-14 19:18:33,663 - mmaction - INFO - Epoch [88][700/940] lr: 4.000e-04, eta: 5:21:55, time: 1.149, data_time: 0.004, memory: 7080, top1_acc: 0.7084, top5_acc: 0.8781, loss_cls: 1.1894, loss: 1.1894, grad_norm: 3.9417 2021-06-14 19:18:58,941 - mmaction - INFO - Epoch [88][720/940] lr: 4.000e-04, eta: 5:21:20, time: 1.263, data_time: 0.003, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8879, loss_cls: 1.1644, loss: 1.1644, grad_norm: 3.9516 2021-06-14 19:19:21,626 - mmaction - INFO - Epoch [88][740/940] lr: 4.000e-04, eta: 5:20:45, time: 1.135, data_time: 0.004, memory: 7080, top1_acc: 0.7213, top5_acc: 0.8811, loss_cls: 1.1542, loss: 1.1542, grad_norm: 3.8859 2021-06-14 19:19:45,973 - mmaction - INFO - Epoch [88][760/940] lr: 4.000e-04, eta: 5:20:11, time: 1.217, data_time: 0.002, memory: 7080, top1_acc: 0.7063, top5_acc: 0.8910, loss_cls: 1.1694, loss: 1.1694, grad_norm: 3.9073 2021-06-14 19:20:09,841 - mmaction - INFO - Epoch [88][780/940] lr: 4.000e-04, eta: 5:19:36, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.7180, top5_acc: 0.8842, loss_cls: 1.1603, loss: 1.1603, grad_norm: 3.9363 2021-06-14 19:20:33,934 - mmaction - INFO - Epoch [88][800/940] lr: 4.000e-04, eta: 5:19:01, time: 1.206, data_time: 0.004, memory: 7080, top1_acc: 0.7160, top5_acc: 0.8883, loss_cls: 1.1439, loss: 1.1439, grad_norm: 3.9257 2021-06-14 19:20:57,783 - mmaction - INFO - Epoch [88][820/940] lr: 4.000e-04, eta: 5:18:26, time: 1.188, data_time: 0.002, memory: 7080, top1_acc: 0.7227, top5_acc: 0.8873, loss_cls: 1.1530, loss: 1.1530, grad_norm: 3.8503 2021-06-14 19:21:21,542 - mmaction - INFO - Epoch [88][840/940] lr: 4.000e-04, eta: 5:17:51, time: 1.193, data_time: 0.008, memory: 7080, top1_acc: 0.7100, top5_acc: 0.8789, loss_cls: 1.1665, loss: 1.1665, grad_norm: 3.9497 2021-06-14 19:21:44,681 - mmaction - INFO - Epoch [88][860/940] lr: 4.000e-04, eta: 5:17:16, time: 1.153, data_time: 0.002, memory: 7080, top1_acc: 0.7234, top5_acc: 0.8857, loss_cls: 1.1408, loss: 1.1408, grad_norm: 3.8676 2021-06-14 19:22:08,847 - mmaction - INFO - Epoch [88][880/940] lr: 4.000e-04, eta: 5:16:41, time: 1.209, data_time: 0.006, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8855, loss_cls: 1.1793, loss: 1.1793, grad_norm: 3.9463 2021-06-14 19:22:32,467 - mmaction - INFO - Epoch [88][900/940] lr: 4.000e-04, eta: 5:16:07, time: 1.184, data_time: 0.006, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8787, loss_cls: 1.1855, loss: 1.1855, grad_norm: 3.9210 2021-06-14 19:22:56,133 - mmaction - INFO - Epoch [88][920/940] lr: 4.000e-04, eta: 5:15:32, time: 1.183, data_time: 0.002, memory: 7080, top1_acc: 0.7020, top5_acc: 0.8760, loss_cls: 1.2083, loss: 1.2083, grad_norm: 3.9368 2021-06-14 19:23:16,490 - mmaction - INFO - Epoch [88][940/940] lr: 4.000e-04, eta: 5:14:56, time: 1.018, data_time: 0.003, memory: 7080, top1_acc: 0.7139, top5_acc: 0.8821, loss_cls: 1.1588, loss: 1.1588, grad_norm: 3.9479 2021-06-14 19:23:19,732 - mmaction - INFO - Saving checkpoint at 88 epochs 2021-06-14 19:41:24,124 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-14 19:41:25,144 - mmaction - INFO - top1_acc 0.7355 top5_acc 0.9112 2021-06-14 19:41:25,144 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-14 19:41:25,221 - mmaction - INFO - mean_acc 0.7354 2021-06-14 19:41:26,102 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. 2021-06-14 19:41:26,102 - mmaction - INFO - Best top1_acc is 0.7355 at 88 epoch. 2021-06-14 19:41:26,111 - mmaction - INFO - Epoch(val) [88][940] top1_acc: 0.7355, top5_acc: 0.9112, mean_class_accuracy: 0.7354 2021-06-14 19:48:59,372 - mmaction - INFO - Epoch [89][20/940] lr: 4.000e-04, eta: 5:15:20, time: 22.655, data_time: 20.790, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8887, loss_cls: 1.1291, loss: 1.1291, grad_norm: 3.8597 2021-06-14 19:49:22,598 - mmaction - INFO - Epoch [89][40/940] lr: 4.000e-04, eta: 5:14:45, time: 1.166, data_time: 0.008, memory: 7080, top1_acc: 0.7094, top5_acc: 0.8830, loss_cls: 1.1813, loss: 1.1813, grad_norm: 3.9315 2021-06-14 19:49:45,936 - mmaction - INFO - Epoch [89][60/940] lr: 4.000e-04, eta: 5:14:10, time: 1.167, data_time: 0.004, memory: 7080, top1_acc: 0.7109, top5_acc: 0.8809, loss_cls: 1.1737, loss: 1.1737, grad_norm: 3.9497 2021-06-14 19:50:10,110 - mmaction - INFO - Epoch [89][80/940] lr: 4.000e-04, eta: 5:13:35, time: 1.207, data_time: 0.002, memory: 7080, top1_acc: 0.7174, top5_acc: 0.8908, loss_cls: 1.1320, loss: 1.1320, grad_norm: 3.8658 2021-06-14 19:50:33,281 - mmaction - INFO - Epoch [89][100/940] lr: 4.000e-04, eta: 5:13:00, time: 1.156, data_time: 0.005, memory: 7080, top1_acc: 0.7080, top5_acc: 0.8842, loss_cls: 1.1853, loss: 1.1853, grad_norm: 3.9076 2021-06-14 19:50:58,027 - mmaction - INFO - Epoch [89][120/940] lr: 4.000e-04, eta: 5:12:25, time: 1.239, data_time: 0.007, memory: 7080, top1_acc: 0.7211, top5_acc: 0.8893, loss_cls: 1.1245, loss: 1.1245, grad_norm: 3.8901 2021-06-14 19:51:20,571 - mmaction - INFO - Epoch [89][140/940] lr: 4.000e-04, eta: 5:11:50, time: 1.128, data_time: 0.004, memory: 7080, top1_acc: 0.7086, top5_acc: 0.8775, loss_cls: 1.1935, loss: 1.1935, grad_norm: 3.9473 2021-06-14 19:51:44,922 - mmaction - INFO - Epoch [89][160/940] lr: 4.000e-04, eta: 5:11:15, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.7182, top5_acc: 0.8822, loss_cls: 1.1544, loss: 1.1544, grad_norm: 3.8977 2021-06-14 19:52:08,453 - mmaction - INFO - Epoch [89][180/940] lr: 4.000e-04, eta: 5:10:40, time: 1.177, data_time: 0.004, memory: 7080, top1_acc: 0.7076, top5_acc: 0.8814, loss_cls: 1.1670, loss: 1.1670, grad_norm: 3.8813 2021-06-14 19:52:31,871 - mmaction - INFO - Epoch [89][200/940] lr: 4.000e-04, eta: 5:10:06, time: 1.171, data_time: 0.004, memory: 7080, top1_acc: 0.7229, top5_acc: 0.8926, loss_cls: 1.1166, loss: 1.1166, grad_norm: 3.8526 2021-06-14 19:52:56,340 - mmaction - INFO - Epoch [89][220/940] lr: 4.000e-04, eta: 5:09:31, time: 1.226, data_time: 0.003, memory: 7080, top1_acc: 0.7021, top5_acc: 0.8744, loss_cls: 1.2110, loss: 1.2110, grad_norm: 3.9762 2021-06-14 19:53:19,663 - mmaction - INFO - Epoch [89][240/940] lr: 4.000e-04, eta: 5:08:56, time: 1.161, data_time: 0.003, memory: 7080, top1_acc: 0.7234, top5_acc: 0.8834, loss_cls: 1.1607, loss: 1.1607, grad_norm: 3.8673 2021-06-14 19:53:44,615 - mmaction - INFO - Epoch [89][260/940] lr: 4.000e-04, eta: 5:08:21, time: 1.251, data_time: 0.006, memory: 7080, top1_acc: 0.7072, top5_acc: 0.8791, loss_cls: 1.1793, loss: 1.1793, grad_norm: 3.8824 2021-06-14 19:54:08,665 - mmaction - INFO - Epoch [89][280/940] lr: 4.000e-04, eta: 5:07:46, time: 1.201, data_time: 0.003, memory: 7080, top1_acc: 0.7240, top5_acc: 0.8793, loss_cls: 1.1645, loss: 1.1645, grad_norm: 3.8913 2021-06-14 19:54:32,504 - mmaction - INFO - Epoch [89][300/940] lr: 4.000e-04, eta: 5:07:11, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8822, loss_cls: 1.1725, loss: 1.1725, grad_norm: 3.9021 2021-06-14 19:54:57,293 - mmaction - INFO - Epoch [89][320/940] lr: 4.000e-04, eta: 5:06:37, time: 1.237, data_time: 0.002, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8777, loss_cls: 1.1824, loss: 1.1824, grad_norm: 3.8890 2021-06-14 19:55:19,605 - mmaction - INFO - Epoch [89][340/940] lr: 4.000e-04, eta: 5:06:02, time: 1.118, data_time: 0.005, memory: 7080, top1_acc: 0.7121, top5_acc: 0.8797, loss_cls: 1.1860, loss: 1.1860, grad_norm: 3.9296 2021-06-14 19:55:44,150 - mmaction - INFO - Epoch [89][360/940] lr: 4.000e-04, eta: 5:05:27, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.7189, top5_acc: 0.8873, loss_cls: 1.1504, loss: 1.1504, grad_norm: 3.9135 2021-06-14 19:56:08,578 - mmaction - INFO - Epoch [89][380/940] lr: 4.000e-04, eta: 5:04:52, time: 1.225, data_time: 0.005, memory: 7080, top1_acc: 0.7078, top5_acc: 0.8881, loss_cls: 1.1737, loss: 1.1737, grad_norm: 3.9492 2021-06-14 19:56:32,811 - mmaction - INFO - Epoch [89][400/940] lr: 4.000e-04, eta: 5:04:17, time: 1.211, data_time: 0.002, memory: 7080, top1_acc: 0.7006, top5_acc: 0.8779, loss_cls: 1.2047, loss: 1.2047, grad_norm: 3.9346 2021-06-14 19:56:56,855 - mmaction - INFO - Epoch [89][420/940] lr: 4.000e-04, eta: 5:03:42, time: 1.203, data_time: 0.003, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8848, loss_cls: 1.1750, loss: 1.1750, grad_norm: 3.9287 2021-06-14 19:57:20,915 - mmaction - INFO - Epoch [89][440/940] lr: 4.000e-04, eta: 5:03:08, time: 1.201, data_time: 0.001, memory: 7080, top1_acc: 0.7111, top5_acc: 0.8814, loss_cls: 1.1811, loss: 1.1811, grad_norm: 3.9757 2021-06-14 19:57:45,211 - mmaction - INFO - Epoch [89][460/940] lr: 4.000e-04, eta: 5:02:33, time: 1.214, data_time: 0.003, memory: 7080, top1_acc: 0.7066, top5_acc: 0.8844, loss_cls: 1.1623, loss: 1.1623, grad_norm: 3.9529 2021-06-14 19:58:08,710 - mmaction - INFO - Epoch [89][480/940] lr: 4.000e-04, eta: 5:01:58, time: 1.173, data_time: 0.004, memory: 7080, top1_acc: 0.7082, top5_acc: 0.8822, loss_cls: 1.1696, loss: 1.1696, grad_norm: 3.9071 2021-06-14 19:58:31,922 - mmaction - INFO - Epoch [89][500/940] lr: 4.000e-04, eta: 5:01:23, time: 1.162, data_time: 0.006, memory: 7080, top1_acc: 0.7217, top5_acc: 0.8834, loss_cls: 1.1419, loss: 1.1419, grad_norm: 3.8954 2021-06-14 19:58:56,107 - mmaction - INFO - Epoch [89][520/940] lr: 4.000e-04, eta: 5:00:48, time: 1.210, data_time: 0.006, memory: 7080, top1_acc: 0.7094, top5_acc: 0.8889, loss_cls: 1.1450, loss: 1.1450, grad_norm: 3.8810 2021-06-14 19:59:19,651 - mmaction - INFO - Epoch [89][540/940] lr: 4.000e-04, eta: 5:00:14, time: 1.178, data_time: 0.003, memory: 7080, top1_acc: 0.7188, top5_acc: 0.8873, loss_cls: 1.1593, loss: 1.1593, grad_norm: 3.8982 2021-06-14 19:59:43,633 - mmaction - INFO - Epoch [89][560/940] lr: 4.000e-04, eta: 4:59:39, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8846, loss_cls: 1.1489, loss: 1.1489, grad_norm: 3.8568 2021-06-14 20:00:07,369 - mmaction - INFO - Epoch [89][580/940] lr: 4.000e-04, eta: 4:59:04, time: 1.183, data_time: 0.003, memory: 7080, top1_acc: 0.7189, top5_acc: 0.8793, loss_cls: 1.1741, loss: 1.1741, grad_norm: 3.9253 2021-06-14 20:00:31,678 - mmaction - INFO - Epoch [89][600/940] lr: 4.000e-04, eta: 4:58:29, time: 1.218, data_time: 0.006, memory: 7080, top1_acc: 0.7123, top5_acc: 0.8766, loss_cls: 1.1806, loss: 1.1806, grad_norm: 3.9026 2021-06-14 20:00:56,401 - mmaction - INFO - Epoch [89][620/940] lr: 4.000e-04, eta: 4:57:55, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.7104, top5_acc: 0.8818, loss_cls: 1.1795, loss: 1.1795, grad_norm: 3.9633 2021-06-14 20:01:21,110 - mmaction - INFO - Epoch [89][640/940] lr: 4.000e-04, eta: 4:57:20, time: 1.248, data_time: 0.016, memory: 7080, top1_acc: 0.7193, top5_acc: 0.8818, loss_cls: 1.1698, loss: 1.1698, grad_norm: 3.8539 2021-06-14 20:01:42,855 - mmaction - INFO - Epoch [89][660/940] lr: 4.000e-04, eta: 4:56:45, time: 1.078, data_time: 0.002, memory: 7080, top1_acc: 0.7199, top5_acc: 0.8830, loss_cls: 1.1638, loss: 1.1638, grad_norm: 3.8772 2021-06-14 20:02:07,710 - mmaction - INFO - Epoch [89][680/940] lr: 4.000e-04, eta: 4:56:10, time: 1.254, data_time: 0.012, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8787, loss_cls: 1.1687, loss: 1.1687, grad_norm: 3.8826 2021-06-14 20:02:31,464 - mmaction - INFO - Epoch [89][700/940] lr: 4.000e-04, eta: 4:55:35, time: 1.188, data_time: 0.001, memory: 7080, top1_acc: 0.7088, top5_acc: 0.8854, loss_cls: 1.1695, loss: 1.1695, grad_norm: 3.9528 2021-06-14 20:02:55,263 - mmaction - INFO - Epoch [89][720/940] lr: 4.000e-04, eta: 4:55:01, time: 1.183, data_time: 0.004, memory: 7080, top1_acc: 0.7031, top5_acc: 0.8807, loss_cls: 1.1931, loss: 1.1931, grad_norm: 3.9459 2021-06-14 20:03:19,264 - mmaction - INFO - Epoch [89][740/940] lr: 4.000e-04, eta: 4:54:26, time: 1.206, data_time: 0.008, memory: 7080, top1_acc: 0.7203, top5_acc: 0.8818, loss_cls: 1.1634, loss: 1.1634, grad_norm: 3.9276 2021-06-14 20:03:42,910 - mmaction - INFO - Epoch [89][760/940] lr: 4.000e-04, eta: 4:53:51, time: 1.180, data_time: 0.008, memory: 7080, top1_acc: 0.7180, top5_acc: 0.8887, loss_cls: 1.1459, loss: 1.1459, grad_norm: 3.8716 2021-06-14 20:04:06,899 - mmaction - INFO - Epoch [89][780/940] lr: 4.000e-04, eta: 4:53:17, time: 1.201, data_time: 0.006, memory: 7080, top1_acc: 0.7152, top5_acc: 0.8828, loss_cls: 1.1572, loss: 1.1572, grad_norm: 3.8849 2021-06-14 20:04:29,949 - mmaction - INFO - Epoch [89][800/940] lr: 4.000e-04, eta: 4:52:42, time: 1.149, data_time: 0.003, memory: 7080, top1_acc: 0.7184, top5_acc: 0.8850, loss_cls: 1.1410, loss: 1.1410, grad_norm: 3.8527 2021-06-14 20:04:53,749 - mmaction - INFO - Epoch [89][820/940] lr: 4.000e-04, eta: 4:52:07, time: 1.193, data_time: 0.010, memory: 7080, top1_acc: 0.7176, top5_acc: 0.8836, loss_cls: 1.1417, loss: 1.1417, grad_norm: 3.8989 2021-06-14 20:05:18,741 - mmaction - INFO - Epoch [89][840/940] lr: 4.000e-04, eta: 4:51:32, time: 1.252, data_time: 0.004, memory: 7080, top1_acc: 0.7117, top5_acc: 0.8762, loss_cls: 1.1909, loss: 1.1909, grad_norm: 3.8865 2021-06-14 20:05:42,336 - mmaction - INFO - Epoch [89][860/940] lr: 4.000e-04, eta: 4:50:58, time: 1.180, data_time: 0.002, memory: 7080, top1_acc: 0.7182, top5_acc: 0.8871, loss_cls: 1.1379, loss: 1.1379, grad_norm: 3.8658 2021-06-14 20:06:06,375 - mmaction - INFO - Epoch [89][880/940] lr: 4.000e-04, eta: 4:50:23, time: 1.201, data_time: 0.002, memory: 7080, top1_acc: 0.7113, top5_acc: 0.8801, loss_cls: 1.1851, loss: 1.1851, grad_norm: 3.9366 2021-06-14 20:06:30,863 - mmaction - INFO - Epoch [89][900/940] lr: 4.000e-04, eta: 4:49:48, time: 1.225, data_time: 0.002, memory: 7080, top1_acc: 0.7203, top5_acc: 0.8941, loss_cls: 1.1214, loss: 1.1214, grad_norm: 3.8807 2021-06-14 20:06:54,783 - mmaction - INFO - Epoch [89][920/940] lr: 4.000e-04, eta: 4:49:14, time: 1.195, data_time: 0.002, memory: 7080, top1_acc: 0.7262, top5_acc: 0.8916, loss_cls: 1.1278, loss: 1.1278, grad_norm: 3.9014 2021-06-14 20:07:14,376 - mmaction - INFO - Epoch [89][940/940] lr: 4.000e-04, eta: 4:48:38, time: 0.982, data_time: 0.003, memory: 7080, top1_acc: 0.7141, top5_acc: 0.8892, loss_cls: 1.1547, loss: 1.1547, grad_norm: 4.0095 2021-06-14 20:07:19,541 - mmaction - INFO - Saving checkpoint at 89 epochs 2021-06-14 20:25:28,506 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-14 20:25:29,517 - mmaction - INFO - top1_acc 0.7330 top5_acc 0.9095 2021-06-14 20:25:29,517 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-14 20:25:29,590 - mmaction - INFO - mean_acc 0.7329 2021-06-14 20:25:29,598 - mmaction - INFO - Epoch(val) [89][940] top1_acc: 0.7330, top5_acc: 0.9095, mean_class_accuracy: 0.7329 2021-06-14 20:33:17,408 - mmaction - INFO - Epoch [90][20/940] lr: 4.000e-04, eta: 4:48:58, time: 23.384, data_time: 22.253, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8895, loss_cls: 1.1272, loss: 1.1272, grad_norm: 3.8925 2021-06-14 20:33:40,593 - mmaction - INFO - Epoch [90][40/940] lr: 4.000e-04, eta: 4:48:24, time: 1.164, data_time: 0.112, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8873, loss_cls: 1.1700, loss: 1.1700, grad_norm: 3.9365 2021-06-14 20:34:05,636 - mmaction - INFO - Epoch [90][60/940] lr: 4.000e-04, eta: 4:47:49, time: 1.249, data_time: 0.051, memory: 7080, top1_acc: 0.7111, top5_acc: 0.8896, loss_cls: 1.1426, loss: 1.1426, grad_norm: 3.9170 2021-06-14 20:34:29,596 - mmaction - INFO - Epoch [90][80/940] lr: 4.000e-04, eta: 4:47:14, time: 1.198, data_time: 0.092, memory: 7080, top1_acc: 0.7139, top5_acc: 0.8900, loss_cls: 1.1462, loss: 1.1462, grad_norm: 3.9072 2021-06-14 20:34:53,190 - mmaction - INFO - Epoch [90][100/940] lr: 4.000e-04, eta: 4:46:39, time: 1.182, data_time: 0.012, memory: 7080, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1479, loss: 1.1479, grad_norm: 3.9334 2021-06-14 20:35:17,617 - mmaction - INFO - Epoch [90][120/940] lr: 4.000e-04, eta: 4:46:05, time: 1.216, data_time: 0.004, memory: 7080, top1_acc: 0.7193, top5_acc: 0.8883, loss_cls: 1.1568, loss: 1.1568, grad_norm: 3.9292 2021-06-14 20:35:39,915 - mmaction - INFO - Epoch [90][140/940] lr: 4.000e-04, eta: 4:45:30, time: 1.119, data_time: 0.007, memory: 7080, top1_acc: 0.7166, top5_acc: 0.8848, loss_cls: 1.1583, loss: 1.1583, grad_norm: 3.9431 2021-06-14 20:36:04,733 - mmaction - INFO - Epoch [90][160/940] lr: 4.000e-04, eta: 4:44:55, time: 1.241, data_time: 0.016, memory: 7080, top1_acc: 0.7107, top5_acc: 0.8811, loss_cls: 1.1820, loss: 1.1820, grad_norm: 3.9269 2021-06-14 20:36:28,669 - mmaction - INFO - Epoch [90][180/940] lr: 4.000e-04, eta: 4:44:20, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.7178, top5_acc: 0.8857, loss_cls: 1.1432, loss: 1.1432, grad_norm: 3.9293 2021-06-14 20:36:52,347 - mmaction - INFO - Epoch [90][200/940] lr: 4.000e-04, eta: 4:43:45, time: 1.182, data_time: 0.003, memory: 7080, top1_acc: 0.7180, top5_acc: 0.8902, loss_cls: 1.1316, loss: 1.1316, grad_norm: 3.8814 2021-06-14 20:37:16,798 - mmaction - INFO - Epoch [90][220/940] lr: 4.000e-04, eta: 4:43:11, time: 1.225, data_time: 0.003, memory: 7080, top1_acc: 0.7197, top5_acc: 0.8943, loss_cls: 1.1200, loss: 1.1200, grad_norm: 3.8744 2021-06-14 20:37:39,274 - mmaction - INFO - Epoch [90][240/940] lr: 4.000e-04, eta: 4:42:36, time: 1.122, data_time: 0.010, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8902, loss_cls: 1.1310, loss: 1.1310, grad_norm: 3.8823 2021-06-14 20:38:03,647 - mmaction - INFO - Epoch [90][260/940] lr: 4.000e-04, eta: 4:42:01, time: 1.216, data_time: 0.002, memory: 7080, top1_acc: 0.7041, top5_acc: 0.8711, loss_cls: 1.2186, loss: 1.2186, grad_norm: 3.9991 2021-06-14 20:38:27,283 - mmaction - INFO - Epoch [90][280/940] lr: 4.000e-04, eta: 4:41:26, time: 1.181, data_time: 0.006, memory: 7080, top1_acc: 0.7223, top5_acc: 0.8867, loss_cls: 1.1466, loss: 1.1466, grad_norm: 3.9439 2021-06-14 20:38:50,370 - mmaction - INFO - Epoch [90][300/940] lr: 4.000e-04, eta: 4:40:52, time: 1.156, data_time: 0.006, memory: 7080, top1_acc: 0.7113, top5_acc: 0.8834, loss_cls: 1.1824, loss: 1.1824, grad_norm: 3.9688 2021-06-14 20:39:14,790 - mmaction - INFO - Epoch [90][320/940] lr: 4.000e-04, eta: 4:40:17, time: 1.223, data_time: 0.017, memory: 7080, top1_acc: 0.7246, top5_acc: 0.8867, loss_cls: 1.1466, loss: 1.1466, grad_norm: 3.8973 2021-06-14 20:39:38,945 - mmaction - INFO - Epoch [90][340/940] lr: 4.000e-04, eta: 4:39:42, time: 1.208, data_time: 0.005, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8852, loss_cls: 1.1660, loss: 1.1660, grad_norm: 3.9593 2021-06-14 20:40:01,944 - mmaction - INFO - Epoch [90][360/940] lr: 4.000e-04, eta: 4:39:07, time: 1.150, data_time: 0.003, memory: 7080, top1_acc: 0.7275, top5_acc: 0.8912, loss_cls: 1.1228, loss: 1.1228, grad_norm: 3.8551 2021-06-14 20:40:26,175 - mmaction - INFO - Epoch [90][380/940] lr: 4.000e-04, eta: 4:38:33, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8816, loss_cls: 1.1708, loss: 1.1708, grad_norm: 3.9850 2021-06-14 20:40:50,045 - mmaction - INFO - Epoch [90][400/940] lr: 4.000e-04, eta: 4:37:58, time: 1.196, data_time: 0.006, memory: 7080, top1_acc: 0.7102, top5_acc: 0.8848, loss_cls: 1.1727, loss: 1.1727, grad_norm: 3.9578 2021-06-14 20:41:14,665 - mmaction - INFO - Epoch [90][420/940] lr: 4.000e-04, eta: 4:37:23, time: 1.229, data_time: 0.002, memory: 7080, top1_acc: 0.7205, top5_acc: 0.8918, loss_cls: 1.1229, loss: 1.1229, grad_norm: 3.8908 2021-06-14 20:41:38,227 - mmaction - INFO - Epoch [90][440/940] lr: 4.000e-04, eta: 4:36:49, time: 1.179, data_time: 0.004, memory: 7080, top1_acc: 0.7119, top5_acc: 0.8812, loss_cls: 1.1676, loss: 1.1676, grad_norm: 3.9593 2021-06-14 20:42:02,830 - mmaction - INFO - Epoch [90][460/940] lr: 4.000e-04, eta: 4:36:14, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.7197, top5_acc: 0.8836, loss_cls: 1.1461, loss: 1.1461, grad_norm: 3.8929 2021-06-14 20:42:26,302 - mmaction - INFO - Epoch [90][480/940] lr: 4.000e-04, eta: 4:35:39, time: 1.173, data_time: 0.003, memory: 7080, top1_acc: 0.7234, top5_acc: 0.8779, loss_cls: 1.1473, loss: 1.1473, grad_norm: 3.8837 2021-06-14 20:42:50,448 - mmaction - INFO - Epoch [90][500/940] lr: 4.000e-04, eta: 4:35:05, time: 1.207, data_time: 0.003, memory: 7080, top1_acc: 0.7109, top5_acc: 0.8867, loss_cls: 1.1519, loss: 1.1519, grad_norm: 3.8852 2021-06-14 20:43:14,946 - mmaction - INFO - Epoch [90][520/940] lr: 4.000e-04, eta: 4:34:30, time: 1.227, data_time: 0.004, memory: 7080, top1_acc: 0.7031, top5_acc: 0.8717, loss_cls: 1.2351, loss: 1.2351, grad_norm: 3.9716 2021-06-14 20:43:38,574 - mmaction - INFO - Epoch [90][540/940] lr: 4.000e-04, eta: 4:33:55, time: 1.177, data_time: 0.001, memory: 7080, top1_acc: 0.7055, top5_acc: 0.8787, loss_cls: 1.1753, loss: 1.1753, grad_norm: 3.9730 2021-06-14 20:44:01,743 - mmaction - INFO - Epoch [90][560/940] lr: 4.000e-04, eta: 4:33:21, time: 1.163, data_time: 0.008, memory: 7080, top1_acc: 0.7209, top5_acc: 0.8891, loss_cls: 1.1417, loss: 1.1417, grad_norm: 3.9431 2021-06-14 20:44:25,256 - mmaction - INFO - Epoch [90][580/940] lr: 4.000e-04, eta: 4:32:46, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.7195, top5_acc: 0.8908, loss_cls: 1.1197, loss: 1.1197, grad_norm: 3.8569 2021-06-14 20:44:49,577 - mmaction - INFO - Epoch [90][600/940] lr: 4.000e-04, eta: 4:32:11, time: 1.213, data_time: 0.003, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8850, loss_cls: 1.1606, loss: 1.1606, grad_norm: 3.9599 2021-06-14 20:45:12,542 - mmaction - INFO - Epoch [90][620/940] lr: 4.000e-04, eta: 4:31:37, time: 1.150, data_time: 0.085, memory: 7080, top1_acc: 0.7088, top5_acc: 0.8850, loss_cls: 1.1539, loss: 1.1539, grad_norm: 3.9518 2021-06-14 20:45:36,085 - mmaction - INFO - Epoch [90][640/940] lr: 4.000e-04, eta: 4:31:02, time: 1.177, data_time: 0.008, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8832, loss_cls: 1.1653, loss: 1.1653, grad_norm: 3.8977 2021-06-14 20:46:01,445 - mmaction - INFO - Epoch [90][660/940] lr: 4.000e-04, eta: 4:30:27, time: 1.270, data_time: 0.004, memory: 7080, top1_acc: 0.7205, top5_acc: 0.8863, loss_cls: 1.1464, loss: 1.1464, grad_norm: 3.8684 2021-06-14 20:46:25,465 - mmaction - INFO - Epoch [90][680/940] lr: 4.000e-04, eta: 4:29:53, time: 1.200, data_time: 0.003, memory: 7080, top1_acc: 0.7078, top5_acc: 0.8869, loss_cls: 1.1785, loss: 1.1785, grad_norm: 3.9860 2021-06-14 20:46:50,382 - mmaction - INFO - Epoch [90][700/940] lr: 4.000e-04, eta: 4:29:18, time: 1.246, data_time: 0.003, memory: 7080, top1_acc: 0.7031, top5_acc: 0.8797, loss_cls: 1.2019, loss: 1.2019, grad_norm: 4.0058 2021-06-14 20:47:14,257 - mmaction - INFO - Epoch [90][720/940] lr: 4.000e-04, eta: 4:28:44, time: 1.195, data_time: 0.003, memory: 7080, top1_acc: 0.7201, top5_acc: 0.8934, loss_cls: 1.1305, loss: 1.1305, grad_norm: 3.9286 2021-06-14 20:47:37,393 - mmaction - INFO - Epoch [90][740/940] lr: 4.000e-04, eta: 4:28:09, time: 1.155, data_time: 0.001, memory: 7080, top1_acc: 0.7135, top5_acc: 0.8855, loss_cls: 1.1707, loss: 1.1707, grad_norm: 3.9619 2021-06-14 20:48:01,618 - mmaction - INFO - Epoch [90][760/940] lr: 4.000e-04, eta: 4:27:34, time: 1.212, data_time: 0.004, memory: 7080, top1_acc: 0.7219, top5_acc: 0.8898, loss_cls: 1.1244, loss: 1.1244, grad_norm: 3.9008 2021-06-14 20:48:24,039 - mmaction - INFO - Epoch [90][780/940] lr: 4.000e-04, eta: 4:27:00, time: 1.119, data_time: 0.001, memory: 7080, top1_acc: 0.7119, top5_acc: 0.8816, loss_cls: 1.1637, loss: 1.1637, grad_norm: 3.9143 2021-06-14 20:48:47,690 - mmaction - INFO - Epoch [90][800/940] lr: 4.000e-04, eta: 4:26:25, time: 1.176, data_time: 0.004, memory: 7080, top1_acc: 0.7166, top5_acc: 0.8836, loss_cls: 1.1464, loss: 1.1464, grad_norm: 3.9132 2021-06-14 20:49:12,923 - mmaction - INFO - Epoch [90][820/940] lr: 4.000e-04, eta: 4:25:51, time: 1.267, data_time: 0.010, memory: 7080, top1_acc: 0.7209, top5_acc: 0.8885, loss_cls: 1.1243, loss: 1.1243, grad_norm: 3.8997 2021-06-14 20:49:37,105 - mmaction - INFO - Epoch [90][840/940] lr: 4.000e-04, eta: 4:25:16, time: 1.211, data_time: 0.005, memory: 7080, top1_acc: 0.7230, top5_acc: 0.8820, loss_cls: 1.1285, loss: 1.1285, grad_norm: 3.8614 2021-06-14 20:50:00,226 - mmaction - INFO - Epoch [90][860/940] lr: 4.000e-04, eta: 4:24:41, time: 1.155, data_time: 0.003, memory: 7080, top1_acc: 0.7055, top5_acc: 0.8750, loss_cls: 1.2106, loss: 1.2106, grad_norm: 3.9913 2021-06-14 20:50:24,657 - mmaction - INFO - Epoch [90][880/940] lr: 4.000e-04, eta: 4:24:07, time: 1.220, data_time: 0.004, memory: 7080, top1_acc: 0.7182, top5_acc: 0.8857, loss_cls: 1.1326, loss: 1.1326, grad_norm: 3.9039 2021-06-14 20:50:48,315 - mmaction - INFO - Epoch [90][900/940] lr: 4.000e-04, eta: 4:23:32, time: 1.185, data_time: 0.005, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8830, loss_cls: 1.1844, loss: 1.1844, grad_norm: 3.9614 2021-06-14 20:51:12,781 - mmaction - INFO - Epoch [90][920/940] lr: 4.000e-04, eta: 4:22:58, time: 1.222, data_time: 0.005, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8857, loss_cls: 1.1466, loss: 1.1466, grad_norm: 3.8929 2021-06-14 20:51:32,597 - mmaction - INFO - Epoch [90][940/940] lr: 4.000e-04, eta: 4:22:23, time: 0.993, data_time: 0.004, memory: 7080, top1_acc: 0.7206, top5_acc: 0.8892, loss_cls: 1.1494, loss: 1.1494, grad_norm: 3.9914 2021-06-14 20:51:37,796 - mmaction - INFO - Saving checkpoint at 90 epochs 2021-06-14 21:09:43,762 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-14 21:09:44,762 - mmaction - INFO - top1_acc 0.7310 top5_acc 0.9096 2021-06-14 21:09:44,763 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-14 21:09:44,820 - mmaction - INFO - mean_acc 0.7309 2021-06-14 21:09:44,828 - mmaction - INFO - Epoch(val) [90][940] top1_acc: 0.7310, top5_acc: 0.9096, mean_class_accuracy: 0.7309 2021-06-14 21:17:26,292 - mmaction - INFO - Epoch [91][20/940] lr: 4.000e-04, eta: 4:22:37, time: 23.070, data_time: 21.601, memory: 7080, top1_acc: 0.7221, top5_acc: 0.8855, loss_cls: 1.1363, loss: 1.1363, grad_norm: 3.8680 2021-06-14 21:17:50,394 - mmaction - INFO - Epoch [91][40/940] lr: 4.000e-04, eta: 4:22:02, time: 1.206, data_time: 0.005, memory: 7080, top1_acc: 0.7178, top5_acc: 0.8879, loss_cls: 1.1436, loss: 1.1436, grad_norm: 3.9535 2021-06-14 21:18:13,579 - mmaction - INFO - Epoch [91][60/940] lr: 4.000e-04, eta: 4:21:27, time: 1.153, data_time: 0.066, memory: 7080, top1_acc: 0.7355, top5_acc: 0.8938, loss_cls: 1.0812, loss: 1.0812, grad_norm: 3.7426 2021-06-14 21:18:37,824 - mmaction - INFO - Epoch [91][80/940] lr: 4.000e-04, eta: 4:20:53, time: 1.219, data_time: 0.010, memory: 7080, top1_acc: 0.7260, top5_acc: 0.8793, loss_cls: 1.1512, loss: 1.1512, grad_norm: 3.8516 2021-06-14 21:19:01,789 - mmaction - INFO - Epoch [91][100/940] lr: 4.000e-04, eta: 4:20:18, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.7250, top5_acc: 0.8961, loss_cls: 1.1083, loss: 1.1083, grad_norm: 3.8462 2021-06-14 21:19:25,239 - mmaction - INFO - Epoch [91][120/940] lr: 4.000e-04, eta: 4:19:43, time: 1.170, data_time: 0.004, memory: 7080, top1_acc: 0.7191, top5_acc: 0.8836, loss_cls: 1.1507, loss: 1.1507, grad_norm: 3.9165 2021-06-14 21:19:49,252 - mmaction - INFO - Epoch [91][140/940] lr: 4.000e-04, eta: 4:19:09, time: 1.202, data_time: 0.006, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8822, loss_cls: 1.1523, loss: 1.1523, grad_norm: 3.8946 2021-06-14 21:20:14,211 - mmaction - INFO - Epoch [91][160/940] lr: 4.000e-04, eta: 4:18:34, time: 1.247, data_time: 0.005, memory: 7080, top1_acc: 0.7203, top5_acc: 0.8865, loss_cls: 1.1255, loss: 1.1255, grad_norm: 3.9086 2021-06-14 21:20:37,662 - mmaction - INFO - Epoch [91][180/940] lr: 4.000e-04, eta: 4:17:59, time: 1.176, data_time: 0.006, memory: 7080, top1_acc: 0.7063, top5_acc: 0.8789, loss_cls: 1.1989, loss: 1.1989, grad_norm: 4.0048 2021-06-14 21:21:01,392 - mmaction - INFO - Epoch [91][200/940] lr: 4.000e-04, eta: 4:17:25, time: 1.186, data_time: 0.005, memory: 7080, top1_acc: 0.7102, top5_acc: 0.8848, loss_cls: 1.1738, loss: 1.1738, grad_norm: 3.9313 2021-06-14 21:21:25,281 - mmaction - INFO - Epoch [91][220/940] lr: 4.000e-04, eta: 4:16:50, time: 1.195, data_time: 0.002, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8830, loss_cls: 1.1678, loss: 1.1678, grad_norm: 3.9525 2021-06-14 21:21:49,166 - mmaction - INFO - Epoch [91][240/940] lr: 4.000e-04, eta: 4:16:16, time: 1.194, data_time: 0.003, memory: 7080, top1_acc: 0.7291, top5_acc: 0.8955, loss_cls: 1.1018, loss: 1.1018, grad_norm: 3.8732 2021-06-14 21:22:12,297 - mmaction - INFO - Epoch [91][260/940] lr: 4.000e-04, eta: 4:15:41, time: 1.156, data_time: 0.003, memory: 7080, top1_acc: 0.7088, top5_acc: 0.8828, loss_cls: 1.1791, loss: 1.1791, grad_norm: 3.9353 2021-06-14 21:22:36,160 - mmaction - INFO - Epoch [91][280/940] lr: 4.000e-04, eta: 4:15:06, time: 1.195, data_time: 0.004, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8854, loss_cls: 1.1531, loss: 1.1531, grad_norm: 3.9124 2021-06-14 21:23:00,539 - mmaction - INFO - Epoch [91][300/940] lr: 4.000e-04, eta: 4:14:32, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.7191, top5_acc: 0.8857, loss_cls: 1.1431, loss: 1.1431, grad_norm: 3.8678 2021-06-14 21:23:24,319 - mmaction - INFO - Epoch [91][320/940] lr: 4.000e-04, eta: 4:13:57, time: 1.189, data_time: 0.006, memory: 7080, top1_acc: 0.7121, top5_acc: 0.8875, loss_cls: 1.1736, loss: 1.1736, grad_norm: 3.9802 2021-06-14 21:23:48,181 - mmaction - INFO - Epoch [91][340/940] lr: 4.000e-04, eta: 4:13:22, time: 1.196, data_time: 0.006, memory: 7080, top1_acc: 0.7098, top5_acc: 0.8830, loss_cls: 1.1685, loss: 1.1685, grad_norm: 3.9585 2021-06-14 21:24:11,818 - mmaction - INFO - Epoch [91][360/940] lr: 4.000e-04, eta: 4:12:48, time: 1.182, data_time: 0.004, memory: 7080, top1_acc: 0.7229, top5_acc: 0.8814, loss_cls: 1.1541, loss: 1.1541, grad_norm: 3.8588 2021-06-14 21:24:36,172 - mmaction - INFO - Epoch [91][380/940] lr: 4.000e-04, eta: 4:12:13, time: 1.218, data_time: 0.002, memory: 7080, top1_acc: 0.7080, top5_acc: 0.8865, loss_cls: 1.1810, loss: 1.1810, grad_norm: 4.0076 2021-06-14 21:25:01,422 - mmaction - INFO - Epoch [91][400/940] lr: 4.000e-04, eta: 4:11:39, time: 1.262, data_time: 0.002, memory: 7080, top1_acc: 0.7230, top5_acc: 0.8863, loss_cls: 1.1483, loss: 1.1483, grad_norm: 3.9056 2021-06-14 21:25:24,801 - mmaction - INFO - Epoch [91][420/940] lr: 4.000e-04, eta: 4:11:04, time: 1.167, data_time: 0.002, memory: 7080, top1_acc: 0.7154, top5_acc: 0.8836, loss_cls: 1.1793, loss: 1.1793, grad_norm: 3.9594 2021-06-14 21:25:48,864 - mmaction - INFO - Epoch [91][440/940] lr: 4.000e-04, eta: 4:10:30, time: 1.204, data_time: 0.005, memory: 7080, top1_acc: 0.7215, top5_acc: 0.8820, loss_cls: 1.1384, loss: 1.1384, grad_norm: 3.8592 2021-06-14 21:26:13,420 - mmaction - INFO - Epoch [91][460/940] lr: 4.000e-04, eta: 4:09:55, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.7230, top5_acc: 0.8863, loss_cls: 1.1246, loss: 1.1246, grad_norm: 3.8847 2021-06-14 21:26:36,489 - mmaction - INFO - Epoch [91][480/940] lr: 4.000e-04, eta: 4:09:21, time: 1.154, data_time: 0.003, memory: 7080, top1_acc: 0.7248, top5_acc: 0.8902, loss_cls: 1.1140, loss: 1.1140, grad_norm: 3.8356 2021-06-14 21:27:01,330 - mmaction - INFO - Epoch [91][500/940] lr: 4.000e-04, eta: 4:08:46, time: 1.242, data_time: 0.002, memory: 7080, top1_acc: 0.7148, top5_acc: 0.8812, loss_cls: 1.1692, loss: 1.1692, grad_norm: 3.9189 2021-06-14 21:27:24,926 - mmaction - INFO - Epoch [91][520/940] lr: 4.000e-04, eta: 4:08:12, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8816, loss_cls: 1.1722, loss: 1.1722, grad_norm: 3.9135 2021-06-14 21:27:48,731 - mmaction - INFO - Epoch [91][540/940] lr: 4.000e-04, eta: 4:07:37, time: 1.190, data_time: 0.003, memory: 7080, top1_acc: 0.7088, top5_acc: 0.8773, loss_cls: 1.1911, loss: 1.1911, grad_norm: 3.9679 2021-06-14 21:28:12,783 - mmaction - INFO - Epoch [91][560/940] lr: 4.000e-04, eta: 4:07:02, time: 1.203, data_time: 0.004, memory: 7080, top1_acc: 0.7189, top5_acc: 0.8908, loss_cls: 1.1235, loss: 1.1235, grad_norm: 3.9474 2021-06-14 21:28:36,066 - mmaction - INFO - Epoch [91][580/940] lr: 4.000e-04, eta: 4:06:28, time: 1.167, data_time: 0.004, memory: 7080, top1_acc: 0.7188, top5_acc: 0.8846, loss_cls: 1.1521, loss: 1.1521, grad_norm: 3.8839 2021-06-14 21:29:00,449 - mmaction - INFO - Epoch [91][600/940] lr: 4.000e-04, eta: 4:05:53, time: 1.211, data_time: 0.002, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8797, loss_cls: 1.1702, loss: 1.1702, grad_norm: 3.8931 2021-06-14 21:29:24,738 - mmaction - INFO - Epoch [91][620/940] lr: 4.000e-04, eta: 4:05:19, time: 1.219, data_time: 0.010, memory: 7080, top1_acc: 0.7145, top5_acc: 0.8812, loss_cls: 1.1677, loss: 1.1677, grad_norm: 3.9477 2021-06-14 21:29:48,646 - mmaction - INFO - Epoch [91][640/940] lr: 4.000e-04, eta: 4:04:44, time: 1.197, data_time: 0.005, memory: 7080, top1_acc: 0.7045, top5_acc: 0.8832, loss_cls: 1.1810, loss: 1.1810, grad_norm: 3.9962 2021-06-14 21:30:11,465 - mmaction - INFO - Epoch [91][660/940] lr: 4.000e-04, eta: 4:04:10, time: 1.140, data_time: 0.003, memory: 7080, top1_acc: 0.7115, top5_acc: 0.8852, loss_cls: 1.1612, loss: 1.1612, grad_norm: 3.8818 2021-06-14 21:30:35,242 - mmaction - INFO - Epoch [91][680/940] lr: 4.000e-04, eta: 4:03:35, time: 1.189, data_time: 0.005, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8889, loss_cls: 1.1468, loss: 1.1468, grad_norm: 3.8883 2021-06-14 21:30:59,357 - mmaction - INFO - Epoch [91][700/940] lr: 4.000e-04, eta: 4:03:01, time: 1.206, data_time: 0.004, memory: 7080, top1_acc: 0.7232, top5_acc: 0.8863, loss_cls: 1.1374, loss: 1.1374, grad_norm: 3.9268 2021-06-14 21:31:23,371 - mmaction - INFO - Epoch [91][720/940] lr: 4.000e-04, eta: 4:02:26, time: 1.202, data_time: 0.004, memory: 7080, top1_acc: 0.7123, top5_acc: 0.8854, loss_cls: 1.1642, loss: 1.1642, grad_norm: 3.8559 2021-06-14 21:31:46,570 - mmaction - INFO - Epoch [91][740/940] lr: 4.000e-04, eta: 4:01:52, time: 1.159, data_time: 0.002, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8832, loss_cls: 1.1590, loss: 1.1590, grad_norm: 3.9688 2021-06-14 21:32:10,980 - mmaction - INFO - Epoch [91][760/940] lr: 4.000e-04, eta: 4:01:17, time: 1.222, data_time: 0.005, memory: 7080, top1_acc: 0.7193, top5_acc: 0.8793, loss_cls: 1.1458, loss: 1.1458, grad_norm: 3.9018 2021-06-14 21:32:33,525 - mmaction - INFO - Epoch [91][780/940] lr: 4.000e-04, eta: 4:00:43, time: 1.126, data_time: 0.001, memory: 7080, top1_acc: 0.7150, top5_acc: 0.8807, loss_cls: 1.1662, loss: 1.1662, grad_norm: 3.9159 2021-06-14 21:32:58,117 - mmaction - INFO - Epoch [91][800/940] lr: 4.000e-04, eta: 4:00:08, time: 1.230, data_time: 0.004, memory: 7080, top1_acc: 0.7098, top5_acc: 0.8812, loss_cls: 1.1726, loss: 1.1726, grad_norm: 3.9733 2021-06-14 21:33:22,271 - mmaction - INFO - Epoch [91][820/940] lr: 4.000e-04, eta: 3:59:34, time: 1.208, data_time: 0.004, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8781, loss_cls: 1.1693, loss: 1.1693, grad_norm: 3.9419 2021-06-14 21:33:46,523 - mmaction - INFO - Epoch [91][840/940] lr: 4.000e-04, eta: 3:58:59, time: 1.213, data_time: 0.003, memory: 7080, top1_acc: 0.7150, top5_acc: 0.8906, loss_cls: 1.1312, loss: 1.1312, grad_norm: 3.8890 2021-06-14 21:34:09,827 - mmaction - INFO - Epoch [91][860/940] lr: 4.000e-04, eta: 3:58:25, time: 1.165, data_time: 0.002, memory: 7080, top1_acc: 0.7199, top5_acc: 0.8889, loss_cls: 1.1484, loss: 1.1484, grad_norm: 3.9779 2021-06-14 21:34:33,279 - mmaction - INFO - Epoch [91][880/940] lr: 4.000e-04, eta: 3:57:50, time: 1.171, data_time: 0.002, memory: 7080, top1_acc: 0.7059, top5_acc: 0.8820, loss_cls: 1.1983, loss: 1.1983, grad_norm: 4.0217 2021-06-14 21:34:56,550 - mmaction - INFO - Epoch [91][900/940] lr: 4.000e-04, eta: 3:57:16, time: 1.163, data_time: 0.003, memory: 7080, top1_acc: 0.7207, top5_acc: 0.8895, loss_cls: 1.1600, loss: 1.1600, grad_norm: 3.9438 2021-06-14 21:35:20,828 - mmaction - INFO - Epoch [91][920/940] lr: 4.000e-04, eta: 3:56:41, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.7195, top5_acc: 0.8893, loss_cls: 1.1304, loss: 1.1304, grad_norm: 3.9519 2021-06-14 21:35:41,082 - mmaction - INFO - Epoch [91][940/940] lr: 4.000e-04, eta: 3:56:07, time: 1.013, data_time: 0.003, memory: 7080, top1_acc: 0.7135, top5_acc: 0.8815, loss_cls: 1.1758, loss: 1.1758, grad_norm: 4.0318 2021-06-14 21:35:46,263 - mmaction - INFO - Saving checkpoint at 91 epochs 2021-06-14 21:53:41,509 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-14 21:53:42,531 - mmaction - INFO - top1_acc 0.7329 top5_acc 0.9103 2021-06-14 21:53:42,531 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-14 21:53:42,608 - mmaction - INFO - mean_acc 0.7328 2021-06-14 21:53:42,615 - mmaction - INFO - Epoch(val) [91][940] top1_acc: 0.7329, top5_acc: 0.9103, mean_class_accuracy: 0.7328 2021-06-14 22:01:26,646 - mmaction - INFO - Epoch [92][20/940] lr: 4.000e-04, eta: 3:56:16, time: 23.199, data_time: 20.925, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8828, loss_cls: 1.1572, loss: 1.1572, grad_norm: 3.9443 2021-06-14 22:01:50,158 - mmaction - INFO - Epoch [92][40/940] lr: 4.000e-04, eta: 3:55:41, time: 1.176, data_time: 0.004, memory: 7080, top1_acc: 0.7219, top5_acc: 0.8891, loss_cls: 1.1368, loss: 1.1368, grad_norm: 3.9031 2021-06-14 22:02:14,432 - mmaction - INFO - Epoch [92][60/940] lr: 4.000e-04, eta: 3:55:06, time: 1.211, data_time: 0.003, memory: 7080, top1_acc: 0.7023, top5_acc: 0.8775, loss_cls: 1.1920, loss: 1.1920, grad_norm: 3.9862 2021-06-14 22:02:37,409 - mmaction - INFO - Epoch [92][80/940] lr: 4.000e-04, eta: 3:54:32, time: 1.151, data_time: 0.005, memory: 7080, top1_acc: 0.7207, top5_acc: 0.8920, loss_cls: 1.1278, loss: 1.1278, grad_norm: 3.9165 2021-06-14 22:03:00,908 - mmaction - INFO - Epoch [92][100/940] lr: 4.000e-04, eta: 3:53:57, time: 1.174, data_time: 0.005, memory: 7080, top1_acc: 0.7258, top5_acc: 0.8832, loss_cls: 1.1429, loss: 1.1429, grad_norm: 3.8828 2021-06-14 22:03:24,876 - mmaction - INFO - Epoch [92][120/940] lr: 4.000e-04, eta: 3:53:23, time: 1.201, data_time: 0.008, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8879, loss_cls: 1.1428, loss: 1.1428, grad_norm: 3.9502 2021-06-14 22:03:48,370 - mmaction - INFO - Epoch [92][140/940] lr: 4.000e-04, eta: 3:52:48, time: 1.169, data_time: 0.002, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8830, loss_cls: 1.1278, loss: 1.1278, grad_norm: 3.8687 2021-06-14 22:04:11,524 - mmaction - INFO - Epoch [92][160/940] lr: 4.000e-04, eta: 3:52:14, time: 1.162, data_time: 0.008, memory: 7080, top1_acc: 0.7189, top5_acc: 0.8816, loss_cls: 1.1538, loss: 1.1538, grad_norm: 3.8845 2021-06-14 22:04:36,856 - mmaction - INFO - Epoch [92][180/940] lr: 4.000e-04, eta: 3:51:39, time: 1.262, data_time: 0.004, memory: 7080, top1_acc: 0.7277, top5_acc: 0.8900, loss_cls: 1.1305, loss: 1.1305, grad_norm: 3.9444 2021-06-14 22:05:00,994 - mmaction - INFO - Epoch [92][200/940] lr: 4.000e-04, eta: 3:51:05, time: 1.208, data_time: 0.008, memory: 7080, top1_acc: 0.7195, top5_acc: 0.8824, loss_cls: 1.1305, loss: 1.1305, grad_norm: 3.8590 2021-06-14 22:05:25,105 - mmaction - INFO - Epoch [92][220/940] lr: 4.000e-04, eta: 3:50:30, time: 1.210, data_time: 0.007, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8760, loss_cls: 1.1853, loss: 1.1853, grad_norm: 3.9402 2021-06-14 22:05:48,447 - mmaction - INFO - Epoch [92][240/940] lr: 4.000e-04, eta: 3:49:56, time: 1.166, data_time: 0.004, memory: 7080, top1_acc: 0.7160, top5_acc: 0.8875, loss_cls: 1.1507, loss: 1.1507, grad_norm: 3.9600 2021-06-14 22:06:12,646 - mmaction - INFO - Epoch [92][260/940] lr: 4.000e-04, eta: 3:49:21, time: 1.212, data_time: 0.005, memory: 7080, top1_acc: 0.7176, top5_acc: 0.8811, loss_cls: 1.1553, loss: 1.1553, grad_norm: 3.9760 2021-06-14 22:06:35,926 - mmaction - INFO - Epoch [92][280/940] lr: 4.000e-04, eta: 3:48:47, time: 1.166, data_time: 0.003, memory: 7080, top1_acc: 0.7043, top5_acc: 0.8805, loss_cls: 1.1947, loss: 1.1947, grad_norm: 4.0715 2021-06-14 22:06:59,551 - mmaction - INFO - Epoch [92][300/940] lr: 4.000e-04, eta: 3:48:12, time: 1.177, data_time: 0.000, memory: 7080, top1_acc: 0.7152, top5_acc: 0.8818, loss_cls: 1.1727, loss: 1.1727, grad_norm: 3.9386 2021-06-14 22:07:23,174 - mmaction - INFO - Epoch [92][320/940] lr: 4.000e-04, eta: 3:47:38, time: 1.184, data_time: 0.021, memory: 7080, top1_acc: 0.7166, top5_acc: 0.8768, loss_cls: 1.1827, loss: 1.1827, grad_norm: 3.9575 2021-06-14 22:07:47,372 - mmaction - INFO - Epoch [92][340/940] lr: 4.000e-04, eta: 3:47:03, time: 1.208, data_time: 0.002, memory: 7080, top1_acc: 0.7223, top5_acc: 0.8873, loss_cls: 1.1370, loss: 1.1370, grad_norm: 3.9211 2021-06-14 22:08:11,869 - mmaction - INFO - Epoch [92][360/940] lr: 4.000e-04, eta: 3:46:29, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.7166, top5_acc: 0.8838, loss_cls: 1.1481, loss: 1.1481, grad_norm: 3.9141 2021-06-14 22:08:35,115 - mmaction - INFO - Epoch [92][380/940] lr: 4.000e-04, eta: 3:45:54, time: 1.167, data_time: 0.007, memory: 7080, top1_acc: 0.7180, top5_acc: 0.8875, loss_cls: 1.1381, loss: 1.1381, grad_norm: 3.9082 2021-06-14 22:08:58,976 - mmaction - INFO - Epoch [92][400/940] lr: 4.000e-04, eta: 3:45:20, time: 1.194, data_time: 0.003, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8893, loss_cls: 1.1585, loss: 1.1585, grad_norm: 3.9671 2021-06-14 22:09:23,379 - mmaction - INFO - Epoch [92][420/940] lr: 4.000e-04, eta: 3:44:45, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.7057, top5_acc: 0.8789, loss_cls: 1.1998, loss: 1.1998, grad_norm: 3.9826 2021-06-14 22:09:47,299 - mmaction - INFO - Epoch [92][440/940] lr: 4.000e-04, eta: 3:44:11, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.7193, top5_acc: 0.8861, loss_cls: 1.1312, loss: 1.1312, grad_norm: 3.9904 2021-06-14 22:10:11,444 - mmaction - INFO - Epoch [92][460/940] lr: 4.000e-04, eta: 3:43:37, time: 1.206, data_time: 0.003, memory: 7080, top1_acc: 0.7012, top5_acc: 0.8787, loss_cls: 1.2002, loss: 1.2002, grad_norm: 3.9733 2021-06-14 22:10:36,124 - mmaction - INFO - Epoch [92][480/940] lr: 4.000e-04, eta: 3:43:02, time: 1.235, data_time: 0.004, memory: 7080, top1_acc: 0.7209, top5_acc: 0.8854, loss_cls: 1.1456, loss: 1.1456, grad_norm: 3.9398 2021-06-14 22:10:59,769 - mmaction - INFO - Epoch [92][500/940] lr: 4.000e-04, eta: 3:42:28, time: 1.180, data_time: 0.002, memory: 7080, top1_acc: 0.7121, top5_acc: 0.8791, loss_cls: 1.1743, loss: 1.1743, grad_norm: 3.9195 2021-06-14 22:11:23,456 - mmaction - INFO - Epoch [92][520/940] lr: 4.000e-04, eta: 3:41:53, time: 1.178, data_time: 0.005, memory: 7080, top1_acc: 0.7080, top5_acc: 0.8879, loss_cls: 1.1554, loss: 1.1554, grad_norm: 3.9443 2021-06-14 22:11:46,456 - mmaction - INFO - Epoch [92][540/940] lr: 4.000e-04, eta: 3:41:19, time: 1.152, data_time: 0.015, memory: 7080, top1_acc: 0.7238, top5_acc: 0.8842, loss_cls: 1.1221, loss: 1.1221, grad_norm: 3.8786 2021-06-14 22:12:10,624 - mmaction - INFO - Epoch [92][560/940] lr: 4.000e-04, eta: 3:40:44, time: 1.215, data_time: 0.010, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8803, loss_cls: 1.1754, loss: 1.1754, grad_norm: 3.9747 2021-06-14 22:12:34,524 - mmaction - INFO - Epoch [92][580/940] lr: 4.000e-04, eta: 3:40:10, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.7129, top5_acc: 0.8754, loss_cls: 1.1888, loss: 1.1888, grad_norm: 3.9602 2021-06-14 22:12:59,314 - mmaction - INFO - Epoch [92][600/940] lr: 4.000e-04, eta: 3:39:36, time: 1.239, data_time: 0.003, memory: 7080, top1_acc: 0.7207, top5_acc: 0.8865, loss_cls: 1.1570, loss: 1.1570, grad_norm: 3.9472 2021-06-14 22:13:22,745 - mmaction - INFO - Epoch [92][620/940] lr: 4.000e-04, eta: 3:39:01, time: 1.170, data_time: 0.002, memory: 7080, top1_acc: 0.7189, top5_acc: 0.8902, loss_cls: 1.1337, loss: 1.1337, grad_norm: 3.9705 2021-06-14 22:13:46,394 - mmaction - INFO - Epoch [92][640/940] lr: 4.000e-04, eta: 3:38:27, time: 1.175, data_time: 0.004, memory: 7080, top1_acc: 0.7201, top5_acc: 0.8855, loss_cls: 1.1527, loss: 1.1527, grad_norm: 3.9357 2021-06-14 22:14:09,949 - mmaction - INFO - Epoch [92][660/940] lr: 4.000e-04, eta: 3:37:52, time: 1.180, data_time: 0.012, memory: 7080, top1_acc: 0.7090, top5_acc: 0.8791, loss_cls: 1.1814, loss: 1.1814, grad_norm: 3.9658 2021-06-14 22:14:34,019 - mmaction - INFO - Epoch [92][680/940] lr: 4.000e-04, eta: 3:37:18, time: 1.212, data_time: 0.010, memory: 7080, top1_acc: 0.7213, top5_acc: 0.8877, loss_cls: 1.1486, loss: 1.1486, grad_norm: 3.9587 2021-06-14 22:14:57,483 - mmaction - INFO - Epoch [92][700/940] lr: 4.000e-04, eta: 3:36:44, time: 1.174, data_time: 0.043, memory: 7080, top1_acc: 0.7154, top5_acc: 0.8801, loss_cls: 1.1819, loss: 1.1819, grad_norm: 3.9727 2021-06-14 22:15:21,284 - mmaction - INFO - Epoch [92][720/940] lr: 4.000e-04, eta: 3:36:09, time: 1.188, data_time: 0.001, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8842, loss_cls: 1.1484, loss: 1.1484, grad_norm: 3.8862 2021-06-14 22:15:45,879 - mmaction - INFO - Epoch [92][740/940] lr: 4.000e-04, eta: 3:35:35, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.7291, top5_acc: 0.8834, loss_cls: 1.1362, loss: 1.1362, grad_norm: 3.8723 2021-06-14 22:16:09,686 - mmaction - INFO - Epoch [92][760/940] lr: 4.000e-04, eta: 3:35:01, time: 1.193, data_time: 0.005, memory: 7080, top1_acc: 0.7111, top5_acc: 0.8807, loss_cls: 1.1677, loss: 1.1677, grad_norm: 3.9946 2021-06-14 22:16:33,923 - mmaction - INFO - Epoch [92][780/940] lr: 4.000e-04, eta: 3:34:26, time: 1.211, data_time: 0.002, memory: 7080, top1_acc: 0.7211, top5_acc: 0.8879, loss_cls: 1.1498, loss: 1.1498, grad_norm: 3.8933 2021-06-14 22:16:57,673 - mmaction - INFO - Epoch [92][800/940] lr: 4.000e-04, eta: 3:33:52, time: 1.187, data_time: 0.004, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8768, loss_cls: 1.1752, loss: 1.1752, grad_norm: 3.9993 2021-06-14 22:17:21,821 - mmaction - INFO - Epoch [92][820/940] lr: 4.000e-04, eta: 3:33:17, time: 1.209, data_time: 0.005, memory: 7080, top1_acc: 0.7160, top5_acc: 0.8818, loss_cls: 1.1737, loss: 1.1737, grad_norm: 3.9931 2021-06-14 22:17:45,267 - mmaction - INFO - Epoch [92][840/940] lr: 4.000e-04, eta: 3:32:43, time: 1.171, data_time: 0.003, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8881, loss_cls: 1.1406, loss: 1.1406, grad_norm: 3.8892 2021-06-14 22:18:09,202 - mmaction - INFO - Epoch [92][860/940] lr: 4.000e-04, eta: 3:32:09, time: 1.198, data_time: 0.003, memory: 7080, top1_acc: 0.7107, top5_acc: 0.8777, loss_cls: 1.1993, loss: 1.1993, grad_norm: 3.9580 2021-06-14 22:18:32,701 - mmaction - INFO - Epoch [92][880/940] lr: 4.000e-04, eta: 3:31:34, time: 1.170, data_time: 0.003, memory: 7080, top1_acc: 0.7215, top5_acc: 0.8896, loss_cls: 1.1208, loss: 1.1208, grad_norm: 3.9264 2021-06-14 22:18:56,016 - mmaction - INFO - Epoch [92][900/940] lr: 4.000e-04, eta: 3:31:00, time: 1.169, data_time: 0.008, memory: 7080, top1_acc: 0.7273, top5_acc: 0.8891, loss_cls: 1.1266, loss: 1.1266, grad_norm: 3.8905 2021-06-14 22:19:20,877 - mmaction - INFO - Epoch [92][920/940] lr: 4.000e-04, eta: 3:30:26, time: 1.245, data_time: 0.005, memory: 7080, top1_acc: 0.7197, top5_acc: 0.8881, loss_cls: 1.1287, loss: 1.1287, grad_norm: 3.9450 2021-06-14 22:19:41,749 - mmaction - INFO - Epoch [92][940/940] lr: 4.000e-04, eta: 3:29:51, time: 1.043, data_time: 0.002, memory: 7080, top1_acc: 0.7123, top5_acc: 0.8770, loss_cls: 1.2111, loss: 1.2111, grad_norm: 4.0999 2021-06-14 22:19:45,171 - mmaction - INFO - Saving checkpoint at 92 epochs 2021-06-14 22:38:03,877 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-14 22:38:04,870 - mmaction - INFO - top1_acc 0.7349 top5_acc 0.9106 2021-06-14 22:38:04,870 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-14 22:38:04,926 - mmaction - INFO - mean_acc 0.7348 2021-06-14 22:38:04,933 - mmaction - INFO - Epoch(val) [92][940] top1_acc: 0.7349, top5_acc: 0.9106, mean_class_accuracy: 0.7348 2021-06-14 22:45:57,317 - mmaction - INFO - Epoch [93][20/940] lr: 4.000e-04, eta: 3:29:56, time: 23.613, data_time: 22.465, memory: 7080, top1_acc: 0.7078, top5_acc: 0.8789, loss_cls: 1.1947, loss: 1.1947, grad_norm: 3.9935 2021-06-14 22:46:21,407 - mmaction - INFO - Epoch [93][40/940] lr: 4.000e-04, eta: 3:29:21, time: 1.208, data_time: 0.063, memory: 7080, top1_acc: 0.7018, top5_acc: 0.8818, loss_cls: 1.1827, loss: 1.1827, grad_norm: 3.9662 2021-06-14 22:46:44,916 - mmaction - INFO - Epoch [93][60/940] lr: 4.000e-04, eta: 3:28:47, time: 1.175, data_time: 0.075, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8840, loss_cls: 1.1612, loss: 1.1612, grad_norm: 3.9540 2021-06-14 22:47:08,845 - mmaction - INFO - Epoch [93][80/940] lr: 4.000e-04, eta: 3:28:12, time: 1.196, data_time: 0.123, memory: 7080, top1_acc: 0.7262, top5_acc: 0.8947, loss_cls: 1.1048, loss: 1.1048, grad_norm: 3.8481 2021-06-14 22:47:31,793 - mmaction - INFO - Epoch [93][100/940] lr: 4.000e-04, eta: 3:27:38, time: 1.141, data_time: 0.171, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8785, loss_cls: 1.1949, loss: 1.1949, grad_norm: 3.9926 2021-06-14 22:47:56,260 - mmaction - INFO - Epoch [93][120/940] lr: 4.000e-04, eta: 3:27:04, time: 1.231, data_time: 0.011, memory: 7080, top1_acc: 0.7141, top5_acc: 0.8914, loss_cls: 1.1519, loss: 1.1519, grad_norm: 3.9321 2021-06-14 22:48:20,517 - mmaction - INFO - Epoch [93][140/940] lr: 4.000e-04, eta: 3:26:29, time: 1.213, data_time: 0.004, memory: 7080, top1_acc: 0.7152, top5_acc: 0.8834, loss_cls: 1.1707, loss: 1.1707, grad_norm: 4.0157 2021-06-14 22:48:43,546 - mmaction - INFO - Epoch [93][160/940] lr: 4.000e-04, eta: 3:25:55, time: 1.152, data_time: 0.004, memory: 7080, top1_acc: 0.7055, top5_acc: 0.8867, loss_cls: 1.1702, loss: 1.1702, grad_norm: 3.9726 2021-06-14 22:49:08,286 - mmaction - INFO - Epoch [93][180/940] lr: 4.000e-04, eta: 3:25:20, time: 1.234, data_time: 0.003, memory: 7080, top1_acc: 0.7213, top5_acc: 0.8871, loss_cls: 1.1569, loss: 1.1569, grad_norm: 4.0122 2021-06-14 22:49:30,142 - mmaction - INFO - Epoch [93][200/940] lr: 4.000e-04, eta: 3:24:46, time: 1.096, data_time: 0.006, memory: 7080, top1_acc: 0.7188, top5_acc: 0.8830, loss_cls: 1.1613, loss: 1.1613, grad_norm: 3.9539 2021-06-14 22:49:54,434 - mmaction - INFO - Epoch [93][220/940] lr: 4.000e-04, eta: 3:24:11, time: 1.211, data_time: 0.050, memory: 7080, top1_acc: 0.7143, top5_acc: 0.8896, loss_cls: 1.1364, loss: 1.1364, grad_norm: 3.9640 2021-06-14 22:50:18,835 - mmaction - INFO - Epoch [93][240/940] lr: 4.000e-04, eta: 3:23:37, time: 1.220, data_time: 0.093, memory: 7080, top1_acc: 0.7053, top5_acc: 0.8811, loss_cls: 1.1880, loss: 1.1880, grad_norm: 3.9993 2021-06-14 22:50:43,590 - mmaction - INFO - Epoch [93][260/940] lr: 4.000e-04, eta: 3:23:03, time: 1.241, data_time: 0.158, memory: 7080, top1_acc: 0.7285, top5_acc: 0.8898, loss_cls: 1.1330, loss: 1.1330, grad_norm: 3.9364 2021-06-14 22:51:06,931 - mmaction - INFO - Epoch [93][280/940] lr: 4.000e-04, eta: 3:22:28, time: 1.167, data_time: 0.200, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8846, loss_cls: 1.1583, loss: 1.1583, grad_norm: 3.9461 2021-06-14 22:51:30,634 - mmaction - INFO - Epoch [93][300/940] lr: 4.000e-04, eta: 3:21:54, time: 1.184, data_time: 0.019, memory: 7080, top1_acc: 0.7188, top5_acc: 0.8910, loss_cls: 1.1269, loss: 1.1269, grad_norm: 3.9188 2021-06-14 22:51:54,040 - mmaction - INFO - Epoch [93][320/940] lr: 4.000e-04, eta: 3:21:20, time: 1.168, data_time: 0.004, memory: 7080, top1_acc: 0.7180, top5_acc: 0.8799, loss_cls: 1.1770, loss: 1.1770, grad_norm: 3.9198 2021-06-14 22:52:18,455 - mmaction - INFO - Epoch [93][340/940] lr: 4.000e-04, eta: 3:20:45, time: 1.224, data_time: 0.006, memory: 7080, top1_acc: 0.7143, top5_acc: 0.8838, loss_cls: 1.1534, loss: 1.1534, grad_norm: 3.9168 2021-06-14 22:52:41,813 - mmaction - INFO - Epoch [93][360/940] lr: 4.000e-04, eta: 3:20:11, time: 1.169, data_time: 0.002, memory: 7080, top1_acc: 0.7291, top5_acc: 0.8852, loss_cls: 1.1296, loss: 1.1296, grad_norm: 3.9549 2021-06-14 22:53:05,943 - mmaction - INFO - Epoch [93][380/940] lr: 4.000e-04, eta: 3:19:37, time: 1.205, data_time: 0.002, memory: 7080, top1_acc: 0.7266, top5_acc: 0.8861, loss_cls: 1.1522, loss: 1.1522, grad_norm: 3.9346 2021-06-14 22:53:29,304 - mmaction - INFO - Epoch [93][400/940] lr: 4.000e-04, eta: 3:19:02, time: 1.169, data_time: 0.004, memory: 7080, top1_acc: 0.7223, top5_acc: 0.8830, loss_cls: 1.1389, loss: 1.1389, grad_norm: 3.9154 2021-06-14 22:53:53,491 - mmaction - INFO - Epoch [93][420/940] lr: 4.000e-04, eta: 3:18:28, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.7223, top5_acc: 0.8863, loss_cls: 1.1443, loss: 1.1443, grad_norm: 3.9071 2021-06-14 22:54:17,351 - mmaction - INFO - Epoch [93][440/940] lr: 4.000e-04, eta: 3:17:54, time: 1.192, data_time: 0.002, memory: 7080, top1_acc: 0.7219, top5_acc: 0.8926, loss_cls: 1.1125, loss: 1.1125, grad_norm: 3.8754 2021-06-14 22:54:41,970 - mmaction - INFO - Epoch [93][460/940] lr: 4.000e-04, eta: 3:17:19, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8828, loss_cls: 1.1627, loss: 1.1627, grad_norm: 3.8896 2021-06-14 22:55:06,446 - mmaction - INFO - Epoch [93][480/940] lr: 4.000e-04, eta: 3:16:45, time: 1.224, data_time: 0.001, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8850, loss_cls: 1.1374, loss: 1.1374, grad_norm: 3.8996 2021-06-14 22:55:29,441 - mmaction - INFO - Epoch [93][500/940] lr: 4.000e-04, eta: 3:16:11, time: 1.147, data_time: 0.001, memory: 7080, top1_acc: 0.7291, top5_acc: 0.8900, loss_cls: 1.1235, loss: 1.1235, grad_norm: 3.9579 2021-06-14 22:55:53,017 - mmaction - INFO - Epoch [93][520/940] lr: 4.000e-04, eta: 3:15:36, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.7076, top5_acc: 0.8777, loss_cls: 1.1961, loss: 1.1961, grad_norm: 3.9744 2021-06-14 22:56:16,302 - mmaction - INFO - Epoch [93][540/940] lr: 4.000e-04, eta: 3:15:02, time: 1.165, data_time: 0.003, memory: 7080, top1_acc: 0.7100, top5_acc: 0.8812, loss_cls: 1.1799, loss: 1.1799, grad_norm: 3.9898 2021-06-14 22:56:40,240 - mmaction - INFO - Epoch [93][560/940] lr: 4.000e-04, eta: 3:14:28, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.7143, top5_acc: 0.8877, loss_cls: 1.1627, loss: 1.1627, grad_norm: 3.9317 2021-06-14 22:57:04,833 - mmaction - INFO - Epoch [93][580/940] lr: 4.000e-04, eta: 3:13:53, time: 1.230, data_time: 0.034, memory: 7080, top1_acc: 0.7197, top5_acc: 0.8838, loss_cls: 1.1613, loss: 1.1613, grad_norm: 3.9999 2021-06-14 22:57:29,655 - mmaction - INFO - Epoch [93][600/940] lr: 4.000e-04, eta: 3:13:19, time: 1.241, data_time: 0.001, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8820, loss_cls: 1.1750, loss: 1.1750, grad_norm: 4.0092 2021-06-14 22:57:53,084 - mmaction - INFO - Epoch [93][620/940] lr: 4.000e-04, eta: 3:12:45, time: 1.170, data_time: 0.002, memory: 7080, top1_acc: 0.7035, top5_acc: 0.8809, loss_cls: 1.2020, loss: 1.2020, grad_norm: 4.0577 2021-06-14 22:58:16,070 - mmaction - INFO - Epoch [93][640/940] lr: 4.000e-04, eta: 3:12:11, time: 1.149, data_time: 0.004, memory: 7080, top1_acc: 0.7268, top5_acc: 0.8879, loss_cls: 1.1283, loss: 1.1283, grad_norm: 3.9156 2021-06-14 22:58:40,960 - mmaction - INFO - Epoch [93][660/940] lr: 4.000e-04, eta: 3:11:36, time: 1.244, data_time: 0.004, memory: 7080, top1_acc: 0.7168, top5_acc: 0.8941, loss_cls: 1.1129, loss: 1.1129, grad_norm: 3.9199 2021-06-14 22:59:04,291 - mmaction - INFO - Epoch [93][680/940] lr: 4.000e-04, eta: 3:11:02, time: 1.165, data_time: 0.003, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8922, loss_cls: 1.1286, loss: 1.1286, grad_norm: 3.9556 2021-06-14 22:59:28,227 - mmaction - INFO - Epoch [93][700/940] lr: 4.000e-04, eta: 3:10:28, time: 1.196, data_time: 0.005, memory: 7080, top1_acc: 0.7135, top5_acc: 0.8828, loss_cls: 1.1700, loss: 1.1700, grad_norm: 3.9872 2021-06-14 22:59:51,593 - mmaction - INFO - Epoch [93][720/940] lr: 4.000e-04, eta: 3:09:53, time: 1.171, data_time: 0.006, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8818, loss_cls: 1.1596, loss: 1.1596, grad_norm: 3.9367 2021-06-14 23:00:16,250 - mmaction - INFO - Epoch [93][740/940] lr: 4.000e-04, eta: 3:09:19, time: 1.235, data_time: 0.004, memory: 7080, top1_acc: 0.7137, top5_acc: 0.8846, loss_cls: 1.1601, loss: 1.1601, grad_norm: 3.9802 2021-06-14 23:00:39,641 - mmaction - INFO - Epoch [93][760/940] lr: 4.000e-04, eta: 3:08:45, time: 1.165, data_time: 0.005, memory: 7080, top1_acc: 0.7166, top5_acc: 0.8838, loss_cls: 1.1615, loss: 1.1615, grad_norm: 3.9536 2021-06-14 23:01:03,549 - mmaction - INFO - Epoch [93][780/940] lr: 4.000e-04, eta: 3:08:11, time: 1.198, data_time: 0.007, memory: 7080, top1_acc: 0.7221, top5_acc: 0.8873, loss_cls: 1.1367, loss: 1.1367, grad_norm: 3.9234 2021-06-14 23:01:28,499 - mmaction - INFO - Epoch [93][800/940] lr: 4.000e-04, eta: 3:07:37, time: 1.249, data_time: 0.004, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8891, loss_cls: 1.1578, loss: 1.1578, grad_norm: 3.9590 2021-06-14 23:01:51,469 - mmaction - INFO - Epoch [93][820/940] lr: 4.000e-04, eta: 3:07:02, time: 1.148, data_time: 0.008, memory: 7080, top1_acc: 0.7113, top5_acc: 0.8855, loss_cls: 1.1632, loss: 1.1632, grad_norm: 3.9835 2021-06-14 23:02:14,847 - mmaction - INFO - Epoch [93][840/940] lr: 4.000e-04, eta: 3:06:28, time: 1.168, data_time: 0.003, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8838, loss_cls: 1.1619, loss: 1.1619, grad_norm: 3.9569 2021-06-14 23:02:38,445 - mmaction - INFO - Epoch [93][860/940] lr: 4.000e-04, eta: 3:05:54, time: 1.182, data_time: 0.009, memory: 7080, top1_acc: 0.7129, top5_acc: 0.8846, loss_cls: 1.1734, loss: 1.1734, grad_norm: 3.9956 2021-06-14 23:03:03,012 - mmaction - INFO - Epoch [93][880/940] lr: 4.000e-04, eta: 3:05:20, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.7209, top5_acc: 0.8867, loss_cls: 1.1513, loss: 1.1513, grad_norm: 3.9525 2021-06-14 23:03:25,798 - mmaction - INFO - Epoch [93][900/940] lr: 4.000e-04, eta: 3:04:45, time: 1.140, data_time: 0.004, memory: 7080, top1_acc: 0.7230, top5_acc: 0.8873, loss_cls: 1.1307, loss: 1.1307, grad_norm: 3.9384 2021-06-14 23:03:49,633 - mmaction - INFO - Epoch [93][920/940] lr: 4.000e-04, eta: 3:04:11, time: 1.194, data_time: 0.003, memory: 7080, top1_acc: 0.7080, top5_acc: 0.8877, loss_cls: 1.1657, loss: 1.1657, grad_norm: 3.9984 2021-06-14 23:04:10,395 - mmaction - INFO - Epoch [93][940/940] lr: 4.000e-04, eta: 3:03:37, time: 1.038, data_time: 0.002, memory: 7080, top1_acc: 0.7204, top5_acc: 0.8870, loss_cls: 1.1514, loss: 1.1514, grad_norm: 3.9650 2021-06-14 23:04:15,570 - mmaction - INFO - Saving checkpoint at 93 epochs 2021-06-14 23:22:20,219 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-14 23:22:21,230 - mmaction - INFO - top1_acc 0.7334 top5_acc 0.9101 2021-06-14 23:22:21,230 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-14 23:22:21,302 - mmaction - INFO - mean_acc 0.7333 2021-06-14 23:22:21,310 - mmaction - INFO - Epoch(val) [93][940] top1_acc: 0.7334, top5_acc: 0.9101, mean_class_accuracy: 0.7333 2021-06-14 23:30:04,443 - mmaction - INFO - Epoch [94][20/940] lr: 4.000e-04, eta: 3:03:35, time: 23.152, data_time: 21.660, memory: 7080, top1_acc: 0.7238, top5_acc: 0.8857, loss_cls: 1.1339, loss: 1.1339, grad_norm: 3.9454 2021-06-14 23:30:27,669 - mmaction - INFO - Epoch [94][40/940] lr: 4.000e-04, eta: 3:03:01, time: 1.163, data_time: 0.006, memory: 7080, top1_acc: 0.7199, top5_acc: 0.8830, loss_cls: 1.1553, loss: 1.1553, grad_norm: 3.9729 2021-06-14 23:30:51,732 - mmaction - INFO - Epoch [94][60/940] lr: 4.000e-04, eta: 3:02:27, time: 1.200, data_time: 0.004, memory: 7080, top1_acc: 0.7256, top5_acc: 0.8924, loss_cls: 1.1125, loss: 1.1125, grad_norm: 3.9446 2021-06-14 23:31:14,965 - mmaction - INFO - Epoch [94][80/940] lr: 4.000e-04, eta: 3:01:52, time: 1.166, data_time: 0.006, memory: 7080, top1_acc: 0.7148, top5_acc: 0.8828, loss_cls: 1.1508, loss: 1.1508, grad_norm: 3.9548 2021-06-14 23:31:38,961 - mmaction - INFO - Epoch [94][100/940] lr: 4.000e-04, eta: 3:01:18, time: 1.196, data_time: 0.002, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8883, loss_cls: 1.1332, loss: 1.1332, grad_norm: 4.0128 2021-06-14 23:32:02,155 - mmaction - INFO - Epoch [94][120/940] lr: 4.000e-04, eta: 3:00:44, time: 1.161, data_time: 0.006, memory: 7080, top1_acc: 0.7176, top5_acc: 0.8844, loss_cls: 1.1518, loss: 1.1518, grad_norm: 3.8992 2021-06-14 23:32:26,345 - mmaction - INFO - Epoch [94][140/940] lr: 4.000e-04, eta: 3:00:09, time: 1.211, data_time: 0.006, memory: 7080, top1_acc: 0.7131, top5_acc: 0.8889, loss_cls: 1.1618, loss: 1.1618, grad_norm: 3.9621 2021-06-14 23:32:50,121 - mmaction - INFO - Epoch [94][160/940] lr: 4.000e-04, eta: 2:59:35, time: 1.189, data_time: 0.004, memory: 7080, top1_acc: 0.7189, top5_acc: 0.8879, loss_cls: 1.1510, loss: 1.1510, grad_norm: 3.9534 2021-06-14 23:33:14,361 - mmaction - INFO - Epoch [94][180/940] lr: 4.000e-04, eta: 2:59:01, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.7229, top5_acc: 0.8885, loss_cls: 1.1433, loss: 1.1433, grad_norm: 3.9893 2021-06-14 23:33:37,527 - mmaction - INFO - Epoch [94][200/940] lr: 4.000e-04, eta: 2:58:27, time: 1.161, data_time: 0.007, memory: 7080, top1_acc: 0.7068, top5_acc: 0.8877, loss_cls: 1.1659, loss: 1.1659, grad_norm: 3.9326 2021-06-14 23:34:00,499 - mmaction - INFO - Epoch [94][220/940] lr: 4.000e-04, eta: 2:57:52, time: 1.147, data_time: 0.004, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8914, loss_cls: 1.1470, loss: 1.1470, grad_norm: 3.9298 2021-06-14 23:34:24,606 - mmaction - INFO - Epoch [94][240/940] lr: 4.000e-04, eta: 2:57:18, time: 1.203, data_time: 0.005, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8865, loss_cls: 1.1711, loss: 1.1711, grad_norm: 3.9855 2021-06-14 23:34:48,480 - mmaction - INFO - Epoch [94][260/940] lr: 4.000e-04, eta: 2:56:44, time: 1.194, data_time: 0.006, memory: 7080, top1_acc: 0.7084, top5_acc: 0.8863, loss_cls: 1.1537, loss: 1.1537, grad_norm: 3.9715 2021-06-14 23:35:13,462 - mmaction - INFO - Epoch [94][280/940] lr: 4.000e-04, eta: 2:56:10, time: 1.253, data_time: 0.006, memory: 7080, top1_acc: 0.7117, top5_acc: 0.8781, loss_cls: 1.1889, loss: 1.1889, grad_norm: 3.9907 2021-06-14 23:35:37,428 - mmaction - INFO - Epoch [94][300/940] lr: 4.000e-04, eta: 2:55:35, time: 1.198, data_time: 0.002, memory: 7080, top1_acc: 0.7238, top5_acc: 0.8879, loss_cls: 1.1121, loss: 1.1121, grad_norm: 3.9223 2021-06-14 23:36:00,975 - mmaction - INFO - Epoch [94][320/940] lr: 4.000e-04, eta: 2:55:01, time: 1.175, data_time: 0.002, memory: 7080, top1_acc: 0.7205, top5_acc: 0.8789, loss_cls: 1.1786, loss: 1.1786, grad_norm: 3.9649 2021-06-14 23:36:24,320 - mmaction - INFO - Epoch [94][340/940] lr: 4.000e-04, eta: 2:54:27, time: 1.167, data_time: 0.005, memory: 7080, top1_acc: 0.7105, top5_acc: 0.8906, loss_cls: 1.1642, loss: 1.1642, grad_norm: 4.0141 2021-06-14 23:36:48,728 - mmaction - INFO - Epoch [94][360/940] lr: 4.000e-04, eta: 2:53:53, time: 1.222, data_time: 0.005, memory: 7080, top1_acc: 0.7221, top5_acc: 0.8865, loss_cls: 1.1366, loss: 1.1366, grad_norm: 3.9658 2021-06-14 23:37:12,300 - mmaction - INFO - Epoch [94][380/940] lr: 4.000e-04, eta: 2:53:18, time: 1.178, data_time: 0.003, memory: 7080, top1_acc: 0.7080, top5_acc: 0.8820, loss_cls: 1.1928, loss: 1.1928, grad_norm: 4.0739 2021-06-14 23:37:37,038 - mmaction - INFO - Epoch [94][400/940] lr: 4.000e-04, eta: 2:52:44, time: 1.234, data_time: 0.003, memory: 7080, top1_acc: 0.7125, top5_acc: 0.8791, loss_cls: 1.1941, loss: 1.1941, grad_norm: 3.9739 2021-06-14 23:38:00,716 - mmaction - INFO - Epoch [94][420/940] lr: 4.000e-04, eta: 2:52:10, time: 1.187, data_time: 0.007, memory: 7080, top1_acc: 0.7053, top5_acc: 0.8791, loss_cls: 1.1814, loss: 1.1814, grad_norm: 3.9838 2021-06-14 23:38:23,870 - mmaction - INFO - Epoch [94][440/940] lr: 4.000e-04, eta: 2:51:36, time: 1.158, data_time: 0.003, memory: 7080, top1_acc: 0.7051, top5_acc: 0.8803, loss_cls: 1.1737, loss: 1.1737, grad_norm: 3.9568 2021-06-14 23:38:47,643 - mmaction - INFO - Epoch [94][460/940] lr: 4.000e-04, eta: 2:51:01, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.6988, top5_acc: 0.8766, loss_cls: 1.2001, loss: 1.2001, grad_norm: 4.0703 2021-06-14 23:39:12,288 - mmaction - INFO - Epoch [94][480/940] lr: 4.000e-04, eta: 2:50:27, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.7180, top5_acc: 0.8828, loss_cls: 1.1657, loss: 1.1657, grad_norm: 4.0327 2021-06-14 23:39:34,963 - mmaction - INFO - Epoch [94][500/940] lr: 4.000e-04, eta: 2:49:53, time: 1.133, data_time: 0.003, memory: 7080, top1_acc: 0.7297, top5_acc: 0.8889, loss_cls: 1.1258, loss: 1.1258, grad_norm: 3.8894 2021-06-14 23:39:58,449 - mmaction - INFO - Epoch [94][520/940] lr: 4.000e-04, eta: 2:49:19, time: 1.170, data_time: 0.004, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8812, loss_cls: 1.1594, loss: 1.1594, grad_norm: 3.9674 2021-06-14 23:40:22,484 - mmaction - INFO - Epoch [94][540/940] lr: 4.000e-04, eta: 2:48:45, time: 1.208, data_time: 0.008, memory: 7080, top1_acc: 0.7059, top5_acc: 0.8830, loss_cls: 1.1776, loss: 1.1776, grad_norm: 3.9867 2021-06-14 23:40:46,427 - mmaction - INFO - Epoch [94][560/940] lr: 4.000e-04, eta: 2:48:10, time: 1.195, data_time: 0.004, memory: 7080, top1_acc: 0.7219, top5_acc: 0.8848, loss_cls: 1.1341, loss: 1.1341, grad_norm: 3.9037 2021-06-14 23:41:11,000 - mmaction - INFO - Epoch [94][580/940] lr: 4.000e-04, eta: 2:47:36, time: 1.229, data_time: 0.005, memory: 7080, top1_acc: 0.7072, top5_acc: 0.8869, loss_cls: 1.1492, loss: 1.1492, grad_norm: 3.9534 2021-06-14 23:41:35,067 - mmaction - INFO - Epoch [94][600/940] lr: 4.000e-04, eta: 2:47:02, time: 1.204, data_time: 0.004, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8807, loss_cls: 1.1903, loss: 1.1903, grad_norm: 4.0008 2021-06-14 23:41:59,608 - mmaction - INFO - Epoch [94][620/940] lr: 4.000e-04, eta: 2:46:28, time: 1.227, data_time: 0.003, memory: 7080, top1_acc: 0.7211, top5_acc: 0.8811, loss_cls: 1.1569, loss: 1.1569, grad_norm: 3.9222 2021-06-14 23:42:23,180 - mmaction - INFO - Epoch [94][640/940] lr: 4.000e-04, eta: 2:45:54, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.7225, top5_acc: 0.8918, loss_cls: 1.1291, loss: 1.1291, grad_norm: 3.9719 2021-06-14 23:42:48,206 - mmaction - INFO - Epoch [94][660/940] lr: 4.000e-04, eta: 2:45:20, time: 1.251, data_time: 0.003, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8846, loss_cls: 1.1599, loss: 1.1599, grad_norm: 3.9823 2021-06-14 23:43:12,387 - mmaction - INFO - Epoch [94][680/940] lr: 4.000e-04, eta: 2:44:46, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.7213, top5_acc: 0.8920, loss_cls: 1.1283, loss: 1.1283, grad_norm: 3.9567 2021-06-14 23:43:35,734 - mmaction - INFO - Epoch [94][700/940] lr: 4.000e-04, eta: 2:44:11, time: 1.165, data_time: 0.002, memory: 7080, top1_acc: 0.7174, top5_acc: 0.8871, loss_cls: 1.1527, loss: 1.1527, grad_norm: 3.9865 2021-06-14 23:43:58,968 - mmaction - INFO - Epoch [94][720/940] lr: 4.000e-04, eta: 2:43:37, time: 1.162, data_time: 0.009, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8787, loss_cls: 1.1783, loss: 1.1783, grad_norm: 3.9418 2021-06-14 23:44:23,270 - mmaction - INFO - Epoch [94][740/940] lr: 4.000e-04, eta: 2:43:03, time: 1.215, data_time: 0.037, memory: 7080, top1_acc: 0.7086, top5_acc: 0.8826, loss_cls: 1.1773, loss: 1.1773, grad_norm: 3.9928 2021-06-14 23:44:47,251 - mmaction - INFO - Epoch [94][760/940] lr: 4.000e-04, eta: 2:42:29, time: 1.195, data_time: 0.007, memory: 7080, top1_acc: 0.7246, top5_acc: 0.8910, loss_cls: 1.1143, loss: 1.1143, grad_norm: 3.8779 2021-06-14 23:45:11,156 - mmaction - INFO - Epoch [94][780/940] lr: 4.000e-04, eta: 2:41:55, time: 1.198, data_time: 0.008, memory: 7080, top1_acc: 0.7293, top5_acc: 0.8885, loss_cls: 1.1083, loss: 1.1083, grad_norm: 3.9334 2021-06-14 23:45:35,752 - mmaction - INFO - Epoch [94][800/940] lr: 4.000e-04, eta: 2:41:21, time: 1.233, data_time: 0.006, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8840, loss_cls: 1.1553, loss: 1.1553, grad_norm: 3.9521 2021-06-14 23:45:59,466 - mmaction - INFO - Epoch [94][820/940] lr: 4.000e-04, eta: 2:40:47, time: 1.182, data_time: 0.002, memory: 7080, top1_acc: 0.7160, top5_acc: 0.8863, loss_cls: 1.1486, loss: 1.1486, grad_norm: 3.9664 2021-06-14 23:46:23,910 - mmaction - INFO - Epoch [94][840/940] lr: 4.000e-04, eta: 2:40:12, time: 1.224, data_time: 0.005, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8844, loss_cls: 1.1565, loss: 1.1565, grad_norm: 4.0241 2021-06-14 23:46:47,681 - mmaction - INFO - Epoch [94][860/940] lr: 4.000e-04, eta: 2:39:38, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8857, loss_cls: 1.1500, loss: 1.1500, grad_norm: 3.9628 2021-06-14 23:47:11,968 - mmaction - INFO - Epoch [94][880/940] lr: 4.000e-04, eta: 2:39:04, time: 1.210, data_time: 0.003, memory: 7080, top1_acc: 0.7059, top5_acc: 0.8787, loss_cls: 1.1940, loss: 1.1940, grad_norm: 4.0445 2021-06-14 23:47:36,030 - mmaction - INFO - Epoch [94][900/940] lr: 4.000e-04, eta: 2:38:30, time: 1.207, data_time: 0.007, memory: 7080, top1_acc: 0.7178, top5_acc: 0.8859, loss_cls: 1.1228, loss: 1.1228, grad_norm: 3.9585 2021-06-14 23:47:59,871 - mmaction - INFO - Epoch [94][920/940] lr: 4.000e-04, eta: 2:37:56, time: 1.193, data_time: 0.004, memory: 7080, top1_acc: 0.7203, top5_acc: 0.8861, loss_cls: 1.1389, loss: 1.1389, grad_norm: 3.9246 2021-06-14 23:48:20,159 - mmaction - INFO - Epoch [94][940/940] lr: 4.000e-04, eta: 2:37:22, time: 1.016, data_time: 0.002, memory: 7080, top1_acc: 0.7212, top5_acc: 0.8892, loss_cls: 1.1258, loss: 1.1258, grad_norm: 3.9569 2021-06-14 23:48:25,420 - mmaction - INFO - Saving checkpoint at 94 epochs 2021-06-15 00:06:48,505 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-15 00:06:49,552 - mmaction - INFO - top1_acc 0.7347 top5_acc 0.9095 2021-06-15 00:06:49,552 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-15 00:06:49,625 - mmaction - INFO - mean_acc 0.7346 2021-06-15 00:06:49,633 - mmaction - INFO - Epoch(val) [94][940] top1_acc: 0.7347, top5_acc: 0.9095, mean_class_accuracy: 0.7346 2021-06-15 00:14:49,048 - mmaction - INFO - Epoch [95][20/940] lr: 4.000e-04, eta: 2:37:17, time: 23.963, data_time: 22.199, memory: 7080, top1_acc: 0.7199, top5_acc: 0.8873, loss_cls: 1.1595, loss: 1.1595, grad_norm: 3.9437 2021-06-15 00:15:12,846 - mmaction - INFO - Epoch [95][40/940] lr: 4.000e-04, eta: 2:36:42, time: 1.193, data_time: 0.009, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8859, loss_cls: 1.1488, loss: 1.1488, grad_norm: 3.9439 2021-06-15 00:15:36,123 - mmaction - INFO - Epoch [95][60/940] lr: 4.000e-04, eta: 2:36:08, time: 1.165, data_time: 0.004, memory: 7080, top1_acc: 0.7168, top5_acc: 0.8789, loss_cls: 1.1848, loss: 1.1848, grad_norm: 3.9977 2021-06-15 00:15:59,493 - mmaction - INFO - Epoch [95][80/940] lr: 4.000e-04, eta: 2:35:34, time: 1.163, data_time: 0.005, memory: 7080, top1_acc: 0.7193, top5_acc: 0.8828, loss_cls: 1.1429, loss: 1.1429, grad_norm: 3.9298 2021-06-15 00:16:23,224 - mmaction - INFO - Epoch [95][100/940] lr: 4.000e-04, eta: 2:35:00, time: 1.195, data_time: 0.009, memory: 7080, top1_acc: 0.7217, top5_acc: 0.8875, loss_cls: 1.1293, loss: 1.1293, grad_norm: 3.9317 2021-06-15 00:16:47,379 - mmaction - INFO - Epoch [95][120/940] lr: 4.000e-04, eta: 2:34:26, time: 1.203, data_time: 0.001, memory: 7080, top1_acc: 0.7246, top5_acc: 0.8850, loss_cls: 1.1383, loss: 1.1383, grad_norm: 3.9538 2021-06-15 00:17:10,397 - mmaction - INFO - Epoch [95][140/940] lr: 4.000e-04, eta: 2:33:51, time: 1.152, data_time: 0.007, memory: 7080, top1_acc: 0.7205, top5_acc: 0.8850, loss_cls: 1.1451, loss: 1.1451, grad_norm: 3.9443 2021-06-15 00:17:34,395 - mmaction - INFO - Epoch [95][160/940] lr: 4.000e-04, eta: 2:33:17, time: 1.200, data_time: 0.008, memory: 7080, top1_acc: 0.7244, top5_acc: 0.8885, loss_cls: 1.1424, loss: 1.1424, grad_norm: 3.9653 2021-06-15 00:17:58,840 - mmaction - INFO - Epoch [95][180/940] lr: 4.000e-04, eta: 2:32:43, time: 1.224, data_time: 0.005, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8754, loss_cls: 1.1859, loss: 1.1859, grad_norm: 3.9392 2021-06-15 00:18:22,643 - mmaction - INFO - Epoch [95][200/940] lr: 4.000e-04, eta: 2:32:09, time: 1.188, data_time: 0.003, memory: 7080, top1_acc: 0.7182, top5_acc: 0.8838, loss_cls: 1.1444, loss: 1.1444, grad_norm: 3.9068 2021-06-15 00:18:47,175 - mmaction - INFO - Epoch [95][220/940] lr: 4.000e-04, eta: 2:31:35, time: 1.229, data_time: 0.005, memory: 7080, top1_acc: 0.7201, top5_acc: 0.8889, loss_cls: 1.1333, loss: 1.1333, grad_norm: 3.8977 2021-06-15 00:19:10,815 - mmaction - INFO - Epoch [95][240/940] lr: 4.000e-04, eta: 2:31:01, time: 1.181, data_time: 0.003, memory: 7080, top1_acc: 0.7268, top5_acc: 0.8891, loss_cls: 1.1187, loss: 1.1187, grad_norm: 3.8836 2021-06-15 00:19:33,976 - mmaction - INFO - Epoch [95][260/940] lr: 4.000e-04, eta: 2:30:26, time: 1.158, data_time: 0.003, memory: 7080, top1_acc: 0.7035, top5_acc: 0.8797, loss_cls: 1.1864, loss: 1.1864, grad_norm: 4.0221 2021-06-15 00:19:59,307 - mmaction - INFO - Epoch [95][280/940] lr: 4.000e-04, eta: 2:29:52, time: 1.267, data_time: 0.002, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8871, loss_cls: 1.1519, loss: 1.1519, grad_norm: 3.9689 2021-06-15 00:20:23,477 - mmaction - INFO - Epoch [95][300/940] lr: 4.000e-04, eta: 2:29:18, time: 1.208, data_time: 0.003, memory: 7080, top1_acc: 0.7152, top5_acc: 0.8881, loss_cls: 1.1477, loss: 1.1477, grad_norm: 3.9864 2021-06-15 00:20:47,237 - mmaction - INFO - Epoch [95][320/940] lr: 4.000e-04, eta: 2:28:44, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.7154, top5_acc: 0.8832, loss_cls: 1.1484, loss: 1.1484, grad_norm: 3.9904 2021-06-15 00:21:12,046 - mmaction - INFO - Epoch [95][340/940] lr: 4.000e-04, eta: 2:28:10, time: 1.238, data_time: 0.002, memory: 7080, top1_acc: 0.7182, top5_acc: 0.8852, loss_cls: 1.1463, loss: 1.1463, grad_norm: 3.9839 2021-06-15 00:21:34,612 - mmaction - INFO - Epoch [95][360/940] lr: 4.000e-04, eta: 2:27:36, time: 1.129, data_time: 0.004, memory: 7080, top1_acc: 0.7301, top5_acc: 0.8887, loss_cls: 1.1242, loss: 1.1242, grad_norm: 3.9475 2021-06-15 00:21:58,823 - mmaction - INFO - Epoch [95][380/940] lr: 4.000e-04, eta: 2:27:02, time: 1.211, data_time: 0.004, memory: 7080, top1_acc: 0.7113, top5_acc: 0.8801, loss_cls: 1.1767, loss: 1.1767, grad_norm: 3.9703 2021-06-15 00:22:23,305 - mmaction - INFO - Epoch [95][400/940] lr: 4.000e-04, eta: 2:26:28, time: 1.221, data_time: 0.004, memory: 7080, top1_acc: 0.7178, top5_acc: 0.8834, loss_cls: 1.1605, loss: 1.1605, grad_norm: 4.0100 2021-06-15 00:22:47,594 - mmaction - INFO - Epoch [95][420/940] lr: 4.000e-04, eta: 2:25:54, time: 1.218, data_time: 0.006, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8814, loss_cls: 1.1750, loss: 1.1750, grad_norm: 4.0493 2021-06-15 00:23:13,277 - mmaction - INFO - Epoch [95][440/940] lr: 4.000e-04, eta: 2:25:20, time: 1.285, data_time: 0.003, memory: 7080, top1_acc: 0.7121, top5_acc: 0.8828, loss_cls: 1.1616, loss: 1.1616, grad_norm: 3.9707 2021-06-15 00:23:36,299 - mmaction - INFO - Epoch [95][460/940] lr: 4.000e-04, eta: 2:24:45, time: 1.151, data_time: 0.002, memory: 7080, top1_acc: 0.7119, top5_acc: 0.8779, loss_cls: 1.1709, loss: 1.1709, grad_norm: 4.0100 2021-06-15 00:23:59,916 - mmaction - INFO - Epoch [95][480/940] lr: 4.000e-04, eta: 2:24:11, time: 1.181, data_time: 0.002, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8814, loss_cls: 1.1508, loss: 1.1508, grad_norm: 3.9460 2021-06-15 00:24:24,191 - mmaction - INFO - Epoch [95][500/940] lr: 4.000e-04, eta: 2:23:37, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.7303, top5_acc: 0.8924, loss_cls: 1.1018, loss: 1.1018, grad_norm: 3.9102 2021-06-15 00:24:47,769 - mmaction - INFO - Epoch [95][520/940] lr: 4.000e-04, eta: 2:23:03, time: 1.177, data_time: 0.001, memory: 7080, top1_acc: 0.7230, top5_acc: 0.8822, loss_cls: 1.1465, loss: 1.1465, grad_norm: 3.9324 2021-06-15 00:25:11,283 - mmaction - INFO - Epoch [95][540/940] lr: 4.000e-04, eta: 2:22:29, time: 1.172, data_time: 0.004, memory: 7080, top1_acc: 0.7107, top5_acc: 0.8812, loss_cls: 1.1729, loss: 1.1729, grad_norm: 3.9919 2021-06-15 00:25:35,753 - mmaction - INFO - Epoch [95][560/940] lr: 4.000e-04, eta: 2:21:55, time: 1.229, data_time: 0.006, memory: 7080, top1_acc: 0.7219, top5_acc: 0.8859, loss_cls: 1.1463, loss: 1.1463, grad_norm: 3.9869 2021-06-15 00:25:59,687 - mmaction - INFO - Epoch [95][580/940] lr: 4.000e-04, eta: 2:21:21, time: 1.194, data_time: 0.001, memory: 7080, top1_acc: 0.7203, top5_acc: 0.8889, loss_cls: 1.1468, loss: 1.1468, grad_norm: 3.9463 2021-06-15 00:26:23,620 - mmaction - INFO - Epoch [95][600/940] lr: 4.000e-04, eta: 2:20:47, time: 1.197, data_time: 0.005, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8887, loss_cls: 1.1269, loss: 1.1269, grad_norm: 3.9451 2021-06-15 00:26:48,210 - mmaction - INFO - Epoch [95][620/940] lr: 4.000e-04, eta: 2:20:13, time: 1.229, data_time: 0.005, memory: 7080, top1_acc: 0.7096, top5_acc: 0.8805, loss_cls: 1.1863, loss: 1.1863, grad_norm: 3.9991 2021-06-15 00:27:12,112 - mmaction - INFO - Epoch [95][640/940] lr: 4.000e-04, eta: 2:19:39, time: 1.198, data_time: 0.004, memory: 7080, top1_acc: 0.7217, top5_acc: 0.8836, loss_cls: 1.1553, loss: 1.1553, grad_norm: 3.9758 2021-06-15 00:27:35,942 - mmaction - INFO - Epoch [95][660/940] lr: 4.000e-04, eta: 2:19:05, time: 1.191, data_time: 0.001, memory: 7080, top1_acc: 0.7260, top5_acc: 0.8895, loss_cls: 1.1170, loss: 1.1170, grad_norm: 3.9323 2021-06-15 00:27:59,735 - mmaction - INFO - Epoch [95][680/940] lr: 4.000e-04, eta: 2:18:31, time: 1.189, data_time: 0.003, memory: 7080, top1_acc: 0.7066, top5_acc: 0.8846, loss_cls: 1.1858, loss: 1.1858, grad_norm: 4.0559 2021-06-15 00:28:24,318 - mmaction - INFO - Epoch [95][700/940] lr: 4.000e-04, eta: 2:17:57, time: 1.229, data_time: 0.003, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8822, loss_cls: 1.1626, loss: 1.1626, grad_norm: 4.0037 2021-06-15 00:28:47,538 - mmaction - INFO - Epoch [95][720/940] lr: 4.000e-04, eta: 2:17:23, time: 1.161, data_time: 0.004, memory: 7080, top1_acc: 0.7064, top5_acc: 0.8816, loss_cls: 1.1689, loss: 1.1689, grad_norm: 3.9891 2021-06-15 00:29:11,676 - mmaction - INFO - Epoch [95][740/940] lr: 4.000e-04, eta: 2:16:49, time: 1.207, data_time: 0.003, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8863, loss_cls: 1.1367, loss: 1.1367, grad_norm: 3.9274 2021-06-15 00:29:34,915 - mmaction - INFO - Epoch [95][760/940] lr: 4.000e-04, eta: 2:16:14, time: 1.162, data_time: 0.002, memory: 7080, top1_acc: 0.7180, top5_acc: 0.8859, loss_cls: 1.1513, loss: 1.1513, grad_norm: 3.9517 2021-06-15 00:29:59,361 - mmaction - INFO - Epoch [95][780/940] lr: 4.000e-04, eta: 2:15:40, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.7086, top5_acc: 0.8795, loss_cls: 1.1811, loss: 1.1811, grad_norm: 4.0089 2021-06-15 00:30:22,017 - mmaction - INFO - Epoch [95][800/940] lr: 4.000e-04, eta: 2:15:06, time: 1.134, data_time: 0.007, memory: 7080, top1_acc: 0.7143, top5_acc: 0.8822, loss_cls: 1.1552, loss: 1.1552, grad_norm: 3.9542 2021-06-15 00:30:46,383 - mmaction - INFO - Epoch [95][820/940] lr: 4.000e-04, eta: 2:14:32, time: 1.221, data_time: 0.007, memory: 7080, top1_acc: 0.7209, top5_acc: 0.8859, loss_cls: 1.1446, loss: 1.1446, grad_norm: 3.9758 2021-06-15 00:31:10,682 - mmaction - INFO - Epoch [95][840/940] lr: 4.000e-04, eta: 2:13:58, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8859, loss_cls: 1.1510, loss: 1.1510, grad_norm: 4.0025 2021-06-15 00:31:35,051 - mmaction - INFO - Epoch [95][860/940] lr: 4.000e-04, eta: 2:13:24, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8916, loss_cls: 1.1410, loss: 1.1410, grad_norm: 3.9774 2021-06-15 00:31:59,039 - mmaction - INFO - Epoch [95][880/940] lr: 4.000e-04, eta: 2:12:50, time: 1.199, data_time: 0.003, memory: 7080, top1_acc: 0.7104, top5_acc: 0.8838, loss_cls: 1.1699, loss: 1.1699, grad_norm: 3.9897 2021-06-15 00:32:22,301 - mmaction - INFO - Epoch [95][900/940] lr: 4.000e-04, eta: 2:12:16, time: 1.163, data_time: 0.003, memory: 7080, top1_acc: 0.7100, top5_acc: 0.8887, loss_cls: 1.1417, loss: 1.1417, grad_norm: 3.9793 2021-06-15 00:32:46,833 - mmaction - INFO - Epoch [95][920/940] lr: 4.000e-04, eta: 2:11:42, time: 1.228, data_time: 0.003, memory: 7080, top1_acc: 0.7131, top5_acc: 0.8822, loss_cls: 1.1784, loss: 1.1784, grad_norm: 4.0436 2021-06-15 00:33:06,690 - mmaction - INFO - Epoch [95][940/940] lr: 4.000e-04, eta: 2:11:08, time: 0.993, data_time: 0.002, memory: 7080, top1_acc: 0.7116, top5_acc: 0.8837, loss_cls: 1.1593, loss: 1.1593, grad_norm: 4.0172 2021-06-15 00:33:11,866 - mmaction - INFO - Saving checkpoint at 95 epochs 2021-06-15 00:51:17,634 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-15 00:51:18,647 - mmaction - INFO - top1_acc 0.7346 top5_acc 0.9100 2021-06-15 00:51:18,648 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-15 00:51:18,725 - mmaction - INFO - mean_acc 0.7345 2021-06-15 00:51:18,733 - mmaction - INFO - Epoch(val) [95][940] top1_acc: 0.7346, top5_acc: 0.9100, mean_class_accuracy: 0.7345 2021-06-15 00:58:59,098 - mmaction - INFO - Epoch [96][20/940] lr: 4.000e-04, eta: 2:10:57, time: 23.016, data_time: 21.554, memory: 7080, top1_acc: 0.7125, top5_acc: 0.8785, loss_cls: 1.1983, loss: 1.1983, grad_norm: 4.0655 2021-06-15 00:59:23,618 - mmaction - INFO - Epoch [96][40/940] lr: 4.000e-04, eta: 2:10:23, time: 1.222, data_time: 0.004, memory: 7080, top1_acc: 0.7240, top5_acc: 0.8949, loss_cls: 1.1005, loss: 1.1005, grad_norm: 3.8786 2021-06-15 00:59:47,213 - mmaction - INFO - Epoch [96][60/940] lr: 4.000e-04, eta: 2:09:49, time: 1.184, data_time: 0.008, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8879, loss_cls: 1.1198, loss: 1.1198, grad_norm: 3.8967 2021-06-15 01:00:11,518 - mmaction - INFO - Epoch [96][80/940] lr: 4.000e-04, eta: 2:09:15, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8857, loss_cls: 1.1512, loss: 1.1512, grad_norm: 3.9533 2021-06-15 01:00:35,513 - mmaction - INFO - Epoch [96][100/940] lr: 4.000e-04, eta: 2:08:41, time: 1.196, data_time: 0.003, memory: 7080, top1_acc: 0.7273, top5_acc: 0.8941, loss_cls: 1.1226, loss: 1.1226, grad_norm: 3.9109 2021-06-15 01:00:58,644 - mmaction - INFO - Epoch [96][120/940] lr: 4.000e-04, eta: 2:08:07, time: 1.161, data_time: 0.006, memory: 7080, top1_acc: 0.7021, top5_acc: 0.8836, loss_cls: 1.1749, loss: 1.1749, grad_norm: 3.9990 2021-06-15 01:01:22,597 - mmaction - INFO - Epoch [96][140/940] lr: 4.000e-04, eta: 2:07:33, time: 1.195, data_time: 0.001, memory: 7080, top1_acc: 0.7236, top5_acc: 0.8902, loss_cls: 1.1152, loss: 1.1152, grad_norm: 3.9216 2021-06-15 01:01:45,555 - mmaction - INFO - Epoch [96][160/940] lr: 4.000e-04, eta: 2:06:59, time: 1.149, data_time: 0.005, memory: 7080, top1_acc: 0.7180, top5_acc: 0.8889, loss_cls: 1.1442, loss: 1.1442, grad_norm: 4.0643 2021-06-15 01:02:10,145 - mmaction - INFO - Epoch [96][180/940] lr: 4.000e-04, eta: 2:06:25, time: 1.231, data_time: 0.008, memory: 7080, top1_acc: 0.7197, top5_acc: 0.8873, loss_cls: 1.1578, loss: 1.1578, grad_norm: 3.9635 2021-06-15 01:02:34,038 - mmaction - INFO - Epoch [96][200/940] lr: 4.000e-04, eta: 2:05:50, time: 1.193, data_time: 0.007, memory: 7080, top1_acc: 0.7188, top5_acc: 0.8900, loss_cls: 1.1313, loss: 1.1313, grad_norm: 4.0082 2021-06-15 01:02:57,963 - mmaction - INFO - Epoch [96][220/940] lr: 4.000e-04, eta: 2:05:16, time: 1.198, data_time: 0.080, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8805, loss_cls: 1.1582, loss: 1.1582, grad_norm: 3.9647 2021-06-15 01:03:22,277 - mmaction - INFO - Epoch [96][240/940] lr: 4.000e-04, eta: 2:04:42, time: 1.215, data_time: 0.022, memory: 7080, top1_acc: 0.7246, top5_acc: 0.8877, loss_cls: 1.1239, loss: 1.1239, grad_norm: 3.9585 2021-06-15 01:03:45,460 - mmaction - INFO - Epoch [96][260/940] lr: 4.000e-04, eta: 2:04:08, time: 1.157, data_time: 0.030, memory: 7080, top1_acc: 0.7234, top5_acc: 0.8865, loss_cls: 1.1457, loss: 1.1457, grad_norm: 3.9651 2021-06-15 01:04:08,963 - mmaction - INFO - Epoch [96][280/940] lr: 4.000e-04, eta: 2:03:34, time: 1.177, data_time: 0.008, memory: 7080, top1_acc: 0.7154, top5_acc: 0.8836, loss_cls: 1.1424, loss: 1.1424, grad_norm: 3.8991 2021-06-15 01:04:32,935 - mmaction - INFO - Epoch [96][300/940] lr: 4.000e-04, eta: 2:03:00, time: 1.194, data_time: 0.002, memory: 7080, top1_acc: 0.7131, top5_acc: 0.8814, loss_cls: 1.1635, loss: 1.1635, grad_norm: 3.9872 2021-06-15 01:04:56,162 - mmaction - INFO - Epoch [96][320/940] lr: 4.000e-04, eta: 2:02:26, time: 1.167, data_time: 0.007, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8822, loss_cls: 1.1542, loss: 1.1542, grad_norm: 3.9859 2021-06-15 01:05:20,097 - mmaction - INFO - Epoch [96][340/940] lr: 4.000e-04, eta: 2:01:52, time: 1.192, data_time: 0.001, memory: 7080, top1_acc: 0.7197, top5_acc: 0.8844, loss_cls: 1.1443, loss: 1.1443, grad_norm: 3.9709 2021-06-15 01:05:44,885 - mmaction - INFO - Epoch [96][360/940] lr: 4.000e-04, eta: 2:01:18, time: 1.241, data_time: 0.006, memory: 7080, top1_acc: 0.7193, top5_acc: 0.8934, loss_cls: 1.1310, loss: 1.1310, grad_norm: 3.9770 2021-06-15 01:06:08,475 - mmaction - INFO - Epoch [96][380/940] lr: 4.000e-04, eta: 2:00:44, time: 1.181, data_time: 0.003, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8775, loss_cls: 1.1811, loss: 1.1811, grad_norm: 3.9633 2021-06-15 01:06:30,559 - mmaction - INFO - Epoch [96][400/940] lr: 4.000e-04, eta: 2:00:10, time: 1.102, data_time: 0.002, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8883, loss_cls: 1.1543, loss: 1.1543, grad_norm: 4.0460 2021-06-15 01:06:54,865 - mmaction - INFO - Epoch [96][420/940] lr: 4.000e-04, eta: 1:59:36, time: 1.217, data_time: 0.004, memory: 7080, top1_acc: 0.7199, top5_acc: 0.8850, loss_cls: 1.1427, loss: 1.1427, grad_norm: 3.9764 2021-06-15 01:07:18,239 - mmaction - INFO - Epoch [96][440/940] lr: 4.000e-04, eta: 1:59:02, time: 1.169, data_time: 0.021, memory: 7080, top1_acc: 0.7088, top5_acc: 0.8861, loss_cls: 1.1649, loss: 1.1649, grad_norm: 4.0020 2021-06-15 01:07:42,342 - mmaction - INFO - Epoch [96][460/940] lr: 4.000e-04, eta: 1:58:28, time: 1.206, data_time: 0.028, memory: 7080, top1_acc: 0.7229, top5_acc: 0.8822, loss_cls: 1.1504, loss: 1.1504, grad_norm: 4.0089 2021-06-15 01:08:05,916 - mmaction - INFO - Epoch [96][480/940] lr: 4.000e-04, eta: 1:57:54, time: 1.178, data_time: 0.002, memory: 7080, top1_acc: 0.7211, top5_acc: 0.8893, loss_cls: 1.1340, loss: 1.1340, grad_norm: 3.9580 2021-06-15 01:08:30,237 - mmaction - INFO - Epoch [96][500/940] lr: 4.000e-04, eta: 1:57:20, time: 1.215, data_time: 0.002, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8885, loss_cls: 1.1662, loss: 1.1662, grad_norm: 4.0070 2021-06-15 01:08:54,500 - mmaction - INFO - Epoch [96][520/940] lr: 4.000e-04, eta: 1:56:46, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8830, loss_cls: 1.1738, loss: 1.1738, grad_norm: 4.0081 2021-06-15 01:09:18,670 - mmaction - INFO - Epoch [96][540/940] lr: 4.000e-04, eta: 1:56:12, time: 1.209, data_time: 0.003, memory: 7080, top1_acc: 0.7025, top5_acc: 0.8762, loss_cls: 1.1997, loss: 1.1997, grad_norm: 4.1167 2021-06-15 01:09:41,383 - mmaction - INFO - Epoch [96][560/940] lr: 4.000e-04, eta: 1:55:38, time: 1.136, data_time: 0.043, memory: 7080, top1_acc: 0.7195, top5_acc: 0.8842, loss_cls: 1.1545, loss: 1.1545, grad_norm: 4.0346 2021-06-15 01:10:05,780 - mmaction - INFO - Epoch [96][580/940] lr: 4.000e-04, eta: 1:55:04, time: 1.215, data_time: 0.003, memory: 7080, top1_acc: 0.7191, top5_acc: 0.8891, loss_cls: 1.1337, loss: 1.1337, grad_norm: 3.9844 2021-06-15 01:10:29,593 - mmaction - INFO - Epoch [96][600/940] lr: 4.000e-04, eta: 1:54:30, time: 1.193, data_time: 0.008, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8846, loss_cls: 1.1673, loss: 1.1673, grad_norm: 3.9933 2021-06-15 01:10:54,461 - mmaction - INFO - Epoch [96][620/940] lr: 4.000e-04, eta: 1:53:56, time: 1.247, data_time: 0.006, memory: 7080, top1_acc: 0.7072, top5_acc: 0.8805, loss_cls: 1.1814, loss: 1.1814, grad_norm: 4.0348 2021-06-15 01:11:17,948 - mmaction - INFO - Epoch [96][640/940] lr: 4.000e-04, eta: 1:53:22, time: 1.174, data_time: 0.002, memory: 7080, top1_acc: 0.7100, top5_acc: 0.8840, loss_cls: 1.1472, loss: 1.1472, grad_norm: 3.9588 2021-06-15 01:11:43,033 - mmaction - INFO - Epoch [96][660/940] lr: 4.000e-04, eta: 1:52:49, time: 1.252, data_time: 0.002, memory: 7080, top1_acc: 0.7221, top5_acc: 0.8859, loss_cls: 1.1366, loss: 1.1366, grad_norm: 4.0525 2021-06-15 01:12:05,774 - mmaction - INFO - Epoch [96][680/940] lr: 4.000e-04, eta: 1:52:15, time: 1.139, data_time: 0.004, memory: 7080, top1_acc: 0.7207, top5_acc: 0.8887, loss_cls: 1.1499, loss: 1.1499, grad_norm: 4.0514 2021-06-15 01:12:30,406 - mmaction - INFO - Epoch [96][700/940] lr: 4.000e-04, eta: 1:51:41, time: 1.232, data_time: 0.003, memory: 7080, top1_acc: 0.7299, top5_acc: 0.8910, loss_cls: 1.1123, loss: 1.1123, grad_norm: 3.9510 2021-06-15 01:12:54,465 - mmaction - INFO - Epoch [96][720/940] lr: 4.000e-04, eta: 1:51:07, time: 1.202, data_time: 0.002, memory: 7080, top1_acc: 0.7213, top5_acc: 0.8904, loss_cls: 1.1256, loss: 1.1256, grad_norm: 3.9746 2021-06-15 01:13:17,613 - mmaction - INFO - Epoch [96][740/940] lr: 4.000e-04, eta: 1:50:33, time: 1.156, data_time: 0.002, memory: 7080, top1_acc: 0.7211, top5_acc: 0.8852, loss_cls: 1.1315, loss: 1.1315, grad_norm: 3.9563 2021-06-15 01:13:41,238 - mmaction - INFO - Epoch [96][760/940] lr: 4.000e-04, eta: 1:49:59, time: 1.183, data_time: 0.005, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8859, loss_cls: 1.1494, loss: 1.1494, grad_norm: 3.9568 2021-06-15 01:14:06,487 - mmaction - INFO - Epoch [96][780/940] lr: 4.000e-04, eta: 1:49:25, time: 1.263, data_time: 0.004, memory: 7080, top1_acc: 0.7217, top5_acc: 0.8889, loss_cls: 1.1255, loss: 1.1255, grad_norm: 3.9415 2021-06-15 01:14:30,469 - mmaction - INFO - Epoch [96][800/940] lr: 4.000e-04, eta: 1:48:51, time: 1.198, data_time: 0.005, memory: 7080, top1_acc: 0.7166, top5_acc: 0.8832, loss_cls: 1.1440, loss: 1.1440, grad_norm: 3.9682 2021-06-15 01:14:54,077 - mmaction - INFO - Epoch [96][820/940] lr: 4.000e-04, eta: 1:48:17, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.7135, top5_acc: 0.8805, loss_cls: 1.1644, loss: 1.1644, grad_norm: 3.9799 2021-06-15 01:15:17,742 - mmaction - INFO - Epoch [96][840/940] lr: 4.000e-04, eta: 1:47:43, time: 1.184, data_time: 0.005, memory: 7080, top1_acc: 0.7125, top5_acc: 0.8797, loss_cls: 1.1811, loss: 1.1811, grad_norm: 4.0863 2021-06-15 01:15:41,658 - mmaction - INFO - Epoch [96][860/940] lr: 4.000e-04, eta: 1:47:09, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.7150, top5_acc: 0.8805, loss_cls: 1.1655, loss: 1.1655, grad_norm: 3.9512 2021-06-15 01:16:04,362 - mmaction - INFO - Epoch [96][880/940] lr: 4.000e-04, eta: 1:46:35, time: 1.134, data_time: 0.003, memory: 7080, top1_acc: 0.7320, top5_acc: 0.8932, loss_cls: 1.1103, loss: 1.1103, grad_norm: 3.9287 2021-06-15 01:16:28,276 - mmaction - INFO - Epoch [96][900/940] lr: 4.000e-04, eta: 1:46:02, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.7225, top5_acc: 0.8895, loss_cls: 1.1320, loss: 1.1320, grad_norm: 3.9950 2021-06-15 01:16:52,464 - mmaction - INFO - Epoch [96][920/940] lr: 4.000e-04, eta: 1:45:28, time: 1.210, data_time: 0.004, memory: 7080, top1_acc: 0.7258, top5_acc: 0.8885, loss_cls: 1.1024, loss: 1.1024, grad_norm: 3.8475 2021-06-15 01:17:12,211 - mmaction - INFO - Epoch [96][940/940] lr: 4.000e-04, eta: 1:44:54, time: 0.989, data_time: 0.002, memory: 7080, top1_acc: 0.7169, top5_acc: 0.8793, loss_cls: 1.1701, loss: 1.1701, grad_norm: 4.0254 2021-06-15 01:17:17,440 - mmaction - INFO - Saving checkpoint at 96 epochs 2021-06-15 01:35:40,107 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-15 01:35:41,115 - mmaction - INFO - top1_acc 0.7364 top5_acc 0.9108 2021-06-15 01:35:41,115 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-15 01:35:41,187 - mmaction - INFO - mean_acc 0.7362 2021-06-15 01:35:42,108 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_96.pth. 2021-06-15 01:35:42,108 - mmaction - INFO - Best top1_acc is 0.7364 at 96 epoch. 2021-06-15 01:35:42,117 - mmaction - INFO - Epoch(val) [96][940] top1_acc: 0.7364, top5_acc: 0.9108, mean_class_accuracy: 0.7362 2021-06-15 01:43:26,254 - mmaction - INFO - Epoch [97][20/940] lr: 4.000e-04, eta: 1:44:38, time: 23.195, data_time: 21.298, memory: 7080, top1_acc: 0.7143, top5_acc: 0.8818, loss_cls: 1.1535, loss: 1.1535, grad_norm: 3.9173 2021-06-15 01:43:50,555 - mmaction - INFO - Epoch [97][40/940] lr: 4.000e-04, eta: 1:44:04, time: 1.221, data_time: 0.019, memory: 7080, top1_acc: 0.7203, top5_acc: 0.8893, loss_cls: 1.1384, loss: 1.1384, grad_norm: 3.9542 2021-06-15 01:44:13,935 - mmaction - INFO - Epoch [97][60/940] lr: 4.000e-04, eta: 1:43:30, time: 1.171, data_time: 0.005, memory: 7080, top1_acc: 0.7205, top5_acc: 0.8816, loss_cls: 1.1306, loss: 1.1306, grad_norm: 3.9658 2021-06-15 01:44:38,412 - mmaction - INFO - Epoch [97][80/940] lr: 4.000e-04, eta: 1:42:56, time: 1.225, data_time: 0.003, memory: 7080, top1_acc: 0.7182, top5_acc: 0.8828, loss_cls: 1.1463, loss: 1.1463, grad_norm: 3.9976 2021-06-15 01:45:01,680 - mmaction - INFO - Epoch [97][100/940] lr: 4.000e-04, eta: 1:42:22, time: 1.163, data_time: 0.003, memory: 7080, top1_acc: 0.7086, top5_acc: 0.8773, loss_cls: 1.1852, loss: 1.1852, grad_norm: 4.0393 2021-06-15 01:45:25,895 - mmaction - INFO - Epoch [97][120/940] lr: 4.000e-04, eta: 1:41:48, time: 1.210, data_time: 0.002, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8857, loss_cls: 1.1533, loss: 1.1533, grad_norm: 3.9923 2021-06-15 01:45:49,462 - mmaction - INFO - Epoch [97][140/940] lr: 4.000e-04, eta: 1:41:14, time: 1.180, data_time: 0.003, memory: 7080, top1_acc: 0.7232, top5_acc: 0.8859, loss_cls: 1.1623, loss: 1.1623, grad_norm: 4.0157 2021-06-15 01:46:13,569 - mmaction - INFO - Epoch [97][160/940] lr: 4.000e-04, eta: 1:40:40, time: 1.203, data_time: 0.046, memory: 7080, top1_acc: 0.7191, top5_acc: 0.8904, loss_cls: 1.1263, loss: 1.1263, grad_norm: 4.0113 2021-06-15 01:46:36,334 - mmaction - INFO - Epoch [97][180/940] lr: 4.000e-04, eta: 1:40:06, time: 1.139, data_time: 0.024, memory: 7080, top1_acc: 0.7193, top5_acc: 0.8863, loss_cls: 1.1394, loss: 1.1394, grad_norm: 3.9833 2021-06-15 01:47:01,098 - mmaction - INFO - Epoch [97][200/940] lr: 4.000e-04, eta: 1:39:32, time: 1.239, data_time: 0.003, memory: 7080, top1_acc: 0.7227, top5_acc: 0.8832, loss_cls: 1.1512, loss: 1.1512, grad_norm: 3.9589 2021-06-15 01:47:24,295 - mmaction - INFO - Epoch [97][220/940] lr: 4.000e-04, eta: 1:38:58, time: 1.158, data_time: 0.001, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8840, loss_cls: 1.1669, loss: 1.1669, grad_norm: 4.0599 2021-06-15 01:47:48,615 - mmaction - INFO - Epoch [97][240/940] lr: 4.000e-04, eta: 1:38:24, time: 1.216, data_time: 0.006, memory: 7080, top1_acc: 0.7260, top5_acc: 0.8887, loss_cls: 1.1254, loss: 1.1254, grad_norm: 3.9852 2021-06-15 01:48:12,133 - mmaction - INFO - Epoch [97][260/940] lr: 4.000e-04, eta: 1:37:51, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.7305, top5_acc: 0.8879, loss_cls: 1.1242, loss: 1.1242, grad_norm: 3.8364 2021-06-15 01:48:36,169 - mmaction - INFO - Epoch [97][280/940] lr: 4.000e-04, eta: 1:37:17, time: 1.200, data_time: 0.008, memory: 7080, top1_acc: 0.7154, top5_acc: 0.8859, loss_cls: 1.1743, loss: 1.1743, grad_norm: 4.0045 2021-06-15 01:49:01,263 - mmaction - INFO - Epoch [97][300/940] lr: 4.000e-04, eta: 1:36:43, time: 1.258, data_time: 0.005, memory: 7080, top1_acc: 0.7021, top5_acc: 0.8834, loss_cls: 1.1631, loss: 1.1631, grad_norm: 4.0464 2021-06-15 01:49:23,828 - mmaction - INFO - Epoch [97][320/940] lr: 4.000e-04, eta: 1:36:09, time: 1.127, data_time: 0.001, memory: 7080, top1_acc: 0.7199, top5_acc: 0.8836, loss_cls: 1.1613, loss: 1.1613, grad_norm: 3.9672 2021-06-15 01:49:47,928 - mmaction - INFO - Epoch [97][340/940] lr: 4.000e-04, eta: 1:35:35, time: 1.206, data_time: 0.002, memory: 7080, top1_acc: 0.7225, top5_acc: 0.8867, loss_cls: 1.1187, loss: 1.1187, grad_norm: 3.8763 2021-06-15 01:50:12,049 - mmaction - INFO - Epoch [97][360/940] lr: 4.000e-04, eta: 1:35:01, time: 1.205, data_time: 0.002, memory: 7080, top1_acc: 0.7303, top5_acc: 0.8871, loss_cls: 1.1182, loss: 1.1182, grad_norm: 3.9491 2021-06-15 01:50:36,061 - mmaction - INFO - Epoch [97][380/940] lr: 4.000e-04, eta: 1:34:27, time: 1.201, data_time: 0.004, memory: 7080, top1_acc: 0.7166, top5_acc: 0.8824, loss_cls: 1.1621, loss: 1.1621, grad_norm: 4.0345 2021-06-15 01:50:59,445 - mmaction - INFO - Epoch [97][400/940] lr: 4.000e-04, eta: 1:33:53, time: 1.167, data_time: 0.003, memory: 7080, top1_acc: 0.7143, top5_acc: 0.8803, loss_cls: 1.1830, loss: 1.1830, grad_norm: 4.0538 2021-06-15 01:51:23,707 - mmaction - INFO - Epoch [97][420/940] lr: 4.000e-04, eta: 1:33:19, time: 1.216, data_time: 0.019, memory: 7080, top1_acc: 0.7215, top5_acc: 0.8826, loss_cls: 1.1364, loss: 1.1364, grad_norm: 3.9259 2021-06-15 01:51:47,456 - mmaction - INFO - Epoch [97][440/940] lr: 4.000e-04, eta: 1:32:45, time: 1.187, data_time: 0.002, memory: 7080, top1_acc: 0.7184, top5_acc: 0.8879, loss_cls: 1.1426, loss: 1.1426, grad_norm: 3.9736 2021-06-15 01:52:11,355 - mmaction - INFO - Epoch [97][460/940] lr: 4.000e-04, eta: 1:32:12, time: 1.193, data_time: 0.015, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8865, loss_cls: 1.1587, loss: 1.1587, grad_norm: 3.9753 2021-06-15 01:52:34,375 - mmaction - INFO - Epoch [97][480/940] lr: 4.000e-04, eta: 1:31:38, time: 1.151, data_time: 0.008, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8869, loss_cls: 1.1281, loss: 1.1281, grad_norm: 3.9568 2021-06-15 01:52:59,737 - mmaction - INFO - Epoch [97][500/940] lr: 4.000e-04, eta: 1:31:04, time: 1.267, data_time: 0.003, memory: 7080, top1_acc: 0.7227, top5_acc: 0.8920, loss_cls: 1.1366, loss: 1.1366, grad_norm: 4.0036 2021-06-15 01:53:23,774 - mmaction - INFO - Epoch [97][520/940] lr: 4.000e-04, eta: 1:30:30, time: 1.204, data_time: 0.004, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8836, loss_cls: 1.1592, loss: 1.1592, grad_norm: 3.9669 2021-06-15 01:53:47,173 - mmaction - INFO - Epoch [97][540/940] lr: 4.000e-04, eta: 1:29:56, time: 1.168, data_time: 0.004, memory: 7080, top1_acc: 0.7270, top5_acc: 0.8895, loss_cls: 1.1296, loss: 1.1296, grad_norm: 3.9476 2021-06-15 01:54:10,441 - mmaction - INFO - Epoch [97][560/940] lr: 4.000e-04, eta: 1:29:22, time: 1.161, data_time: 0.005, memory: 7080, top1_acc: 0.7135, top5_acc: 0.8873, loss_cls: 1.1499, loss: 1.1499, grad_norm: 3.9843 2021-06-15 01:54:34,978 - mmaction - INFO - Epoch [97][580/940] lr: 4.000e-04, eta: 1:28:48, time: 1.227, data_time: 0.007, memory: 7080, top1_acc: 0.7193, top5_acc: 0.8842, loss_cls: 1.1557, loss: 1.1557, grad_norm: 3.9709 2021-06-15 01:54:58,266 - mmaction - INFO - Epoch [97][600/940] lr: 4.000e-04, eta: 1:28:14, time: 1.163, data_time: 0.007, memory: 7080, top1_acc: 0.7232, top5_acc: 0.8807, loss_cls: 1.1490, loss: 1.1490, grad_norm: 3.9413 2021-06-15 01:55:22,732 - mmaction - INFO - Epoch [97][620/940] lr: 4.000e-04, eta: 1:27:41, time: 1.228, data_time: 0.008, memory: 7080, top1_acc: 0.7051, top5_acc: 0.8852, loss_cls: 1.1696, loss: 1.1696, grad_norm: 4.0987 2021-06-15 01:55:47,469 - mmaction - INFO - Epoch [97][640/940] lr: 4.000e-04, eta: 1:27:07, time: 1.237, data_time: 0.003, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8867, loss_cls: 1.1566, loss: 1.1566, grad_norm: 3.9740 2021-06-15 01:56:11,238 - mmaction - INFO - Epoch [97][660/940] lr: 4.000e-04, eta: 1:26:33, time: 1.189, data_time: 0.004, memory: 7080, top1_acc: 0.7219, top5_acc: 0.8895, loss_cls: 1.1408, loss: 1.1408, grad_norm: 3.9967 2021-06-15 01:56:34,936 - mmaction - INFO - Epoch [97][680/940] lr: 4.000e-04, eta: 1:25:59, time: 1.184, data_time: 0.006, memory: 7080, top1_acc: 0.7229, top5_acc: 0.8855, loss_cls: 1.1464, loss: 1.1464, grad_norm: 3.9703 2021-06-15 01:56:58,102 - mmaction - INFO - Epoch [97][700/940] lr: 4.000e-04, eta: 1:25:25, time: 1.158, data_time: 0.002, memory: 7080, top1_acc: 0.7221, top5_acc: 0.8883, loss_cls: 1.1358, loss: 1.1358, grad_norm: 3.9428 2021-06-15 01:57:22,760 - mmaction - INFO - Epoch [97][720/940] lr: 4.000e-04, eta: 1:24:52, time: 1.231, data_time: 0.003, memory: 7080, top1_acc: 0.7238, top5_acc: 0.8912, loss_cls: 1.1307, loss: 1.1307, grad_norm: 3.9638 2021-06-15 01:57:46,305 - mmaction - INFO - Epoch [97][740/940] lr: 4.000e-04, eta: 1:24:18, time: 1.179, data_time: 0.004, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8828, loss_cls: 1.1592, loss: 1.1592, grad_norm: 3.9668 2021-06-15 01:58:10,616 - mmaction - INFO - Epoch [97][760/940] lr: 4.000e-04, eta: 1:23:44, time: 1.216, data_time: 0.012, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8859, loss_cls: 1.1640, loss: 1.1640, grad_norm: 4.0131 2021-06-15 01:58:34,096 - mmaction - INFO - Epoch [97][780/940] lr: 4.000e-04, eta: 1:23:10, time: 1.173, data_time: 0.001, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8875, loss_cls: 1.1600, loss: 1.1600, grad_norm: 4.0235 2021-06-15 01:58:58,397 - mmaction - INFO - Epoch [97][800/940] lr: 4.000e-04, eta: 1:22:36, time: 1.212, data_time: 0.003, memory: 7080, top1_acc: 0.7277, top5_acc: 0.8910, loss_cls: 1.1192, loss: 1.1192, grad_norm: 3.9477 2021-06-15 01:59:22,117 - mmaction - INFO - Epoch [97][820/940] lr: 4.000e-04, eta: 1:22:02, time: 1.187, data_time: 0.006, memory: 7080, top1_acc: 0.7252, top5_acc: 0.8916, loss_cls: 1.1290, loss: 1.1290, grad_norm: 3.8904 2021-06-15 01:59:47,310 - mmaction - INFO - Epoch [97][840/940] lr: 4.000e-04, eta: 1:21:29, time: 1.258, data_time: 0.006, memory: 7080, top1_acc: 0.7271, top5_acc: 0.8914, loss_cls: 1.1189, loss: 1.1189, grad_norm: 3.9452 2021-06-15 02:00:11,152 - mmaction - INFO - Epoch [97][860/940] lr: 4.000e-04, eta: 1:20:55, time: 1.195, data_time: 0.006, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8852, loss_cls: 1.1483, loss: 1.1483, grad_norm: 3.9889 2021-06-15 02:00:34,968 - mmaction - INFO - Epoch [97][880/940] lr: 4.000e-04, eta: 1:20:21, time: 1.191, data_time: 0.004, memory: 7080, top1_acc: 0.7156, top5_acc: 0.8875, loss_cls: 1.1337, loss: 1.1337, grad_norm: 3.9200 2021-06-15 02:00:58,220 - mmaction - INFO - Epoch [97][900/940] lr: 4.000e-04, eta: 1:19:47, time: 1.163, data_time: 0.005, memory: 7080, top1_acc: 0.7193, top5_acc: 0.8875, loss_cls: 1.1424, loss: 1.1424, grad_norm: 4.0031 2021-06-15 02:01:23,610 - mmaction - INFO - Epoch [97][920/940] lr: 4.000e-04, eta: 1:19:14, time: 1.271, data_time: 0.003, memory: 7080, top1_acc: 0.7063, top5_acc: 0.8873, loss_cls: 1.1586, loss: 1.1586, grad_norm: 4.0119 2021-06-15 02:01:43,793 - mmaction - INFO - Epoch [97][940/940] lr: 4.000e-04, eta: 1:18:40, time: 1.010, data_time: 0.002, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8784, loss_cls: 1.1744, loss: 1.1744, grad_norm: 4.0812 2021-06-15 02:01:47,138 - mmaction - INFO - Saving checkpoint at 97 epochs 2021-06-15 02:19:54,780 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-15 02:19:55,779 - mmaction - INFO - top1_acc 0.7325 top5_acc 0.9095 2021-06-15 02:19:55,779 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-15 02:19:55,836 - mmaction - INFO - mean_acc 0.7323 2021-06-15 02:19:55,843 - mmaction - INFO - Epoch(val) [97][940] top1_acc: 0.7325, top5_acc: 0.9095, mean_class_accuracy: 0.7323 2021-06-15 02:27:47,843 - mmaction - INFO - Epoch [98][20/940] lr: 4.000e-04, eta: 1:18:20, time: 23.594, data_time: 21.492, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8877, loss_cls: 1.1319, loss: 1.1319, grad_norm: 3.9408 2021-06-15 02:28:10,932 - mmaction - INFO - Epoch [98][40/940] lr: 4.000e-04, eta: 1:17:46, time: 1.155, data_time: 0.012, memory: 7080, top1_acc: 0.7182, top5_acc: 0.8869, loss_cls: 1.1559, loss: 1.1559, grad_norm: 3.9433 2021-06-15 02:28:34,635 - mmaction - INFO - Epoch [98][60/940] lr: 4.000e-04, eta: 1:17:12, time: 1.189, data_time: 0.005, memory: 7080, top1_acc: 0.7252, top5_acc: 0.8836, loss_cls: 1.1307, loss: 1.1307, grad_norm: 3.9379 2021-06-15 02:28:58,068 - mmaction - INFO - Epoch [98][80/940] lr: 4.000e-04, eta: 1:16:38, time: 1.167, data_time: 0.002, memory: 7080, top1_acc: 0.7209, top5_acc: 0.8885, loss_cls: 1.1346, loss: 1.1346, grad_norm: 3.9979 2021-06-15 02:29:21,483 - mmaction - INFO - Epoch [98][100/940] lr: 4.000e-04, eta: 1:16:04, time: 1.174, data_time: 0.006, memory: 7080, top1_acc: 0.7160, top5_acc: 0.8838, loss_cls: 1.1638, loss: 1.1638, grad_norm: 4.0399 2021-06-15 02:29:45,917 - mmaction - INFO - Epoch [98][120/940] lr: 4.000e-04, eta: 1:15:30, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.7176, top5_acc: 0.8844, loss_cls: 1.1573, loss: 1.1573, grad_norm: 3.9967 2021-06-15 02:30:09,859 - mmaction - INFO - Epoch [98][140/940] lr: 4.000e-04, eta: 1:14:57, time: 1.194, data_time: 0.003, memory: 7080, top1_acc: 0.7148, top5_acc: 0.8850, loss_cls: 1.1637, loss: 1.1637, grad_norm: 4.0154 2021-06-15 02:30:33,130 - mmaction - INFO - Epoch [98][160/940] lr: 4.000e-04, eta: 1:14:23, time: 1.168, data_time: 0.006, memory: 7080, top1_acc: 0.7213, top5_acc: 0.8906, loss_cls: 1.1245, loss: 1.1245, grad_norm: 3.9622 2021-06-15 02:30:56,872 - mmaction - INFO - Epoch [98][180/940] lr: 4.000e-04, eta: 1:13:49, time: 1.187, data_time: 0.001, memory: 7080, top1_acc: 0.7223, top5_acc: 0.8857, loss_cls: 1.1303, loss: 1.1303, grad_norm: 3.9614 2021-06-15 02:31:20,784 - mmaction - INFO - Epoch [98][200/940] lr: 4.000e-04, eta: 1:13:15, time: 1.193, data_time: 0.001, memory: 7080, top1_acc: 0.7082, top5_acc: 0.8811, loss_cls: 1.1804, loss: 1.1804, grad_norm: 4.0776 2021-06-15 02:31:44,894 - mmaction - INFO - Epoch [98][220/940] lr: 4.000e-04, eta: 1:12:41, time: 1.207, data_time: 0.005, memory: 7080, top1_acc: 0.7117, top5_acc: 0.8846, loss_cls: 1.1633, loss: 1.1633, grad_norm: 4.0054 2021-06-15 02:32:08,266 - mmaction - INFO - Epoch [98][240/940] lr: 4.000e-04, eta: 1:12:07, time: 1.166, data_time: 0.009, memory: 7080, top1_acc: 0.7221, top5_acc: 0.8891, loss_cls: 1.1266, loss: 1.1266, grad_norm: 3.9561 2021-06-15 02:32:32,295 - mmaction - INFO - Epoch [98][260/940] lr: 4.000e-04, eta: 1:11:34, time: 1.202, data_time: 0.005, memory: 7080, top1_acc: 0.7053, top5_acc: 0.8777, loss_cls: 1.1848, loss: 1.1848, grad_norm: 4.0111 2021-06-15 02:32:55,451 - mmaction - INFO - Epoch [98][280/940] lr: 4.000e-04, eta: 1:11:00, time: 1.160, data_time: 0.005, memory: 7080, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1529, loss: 1.1529, grad_norm: 3.9962 2021-06-15 02:33:20,122 - mmaction - INFO - Epoch [98][300/940] lr: 4.000e-04, eta: 1:10:26, time: 1.234, data_time: 0.006, memory: 7080, top1_acc: 0.7191, top5_acc: 0.8854, loss_cls: 1.1391, loss: 1.1391, grad_norm: 3.9790 2021-06-15 02:33:43,637 - mmaction - INFO - Epoch [98][320/940] lr: 4.000e-04, eta: 1:09:52, time: 1.175, data_time: 0.002, memory: 7080, top1_acc: 0.7143, top5_acc: 0.8852, loss_cls: 1.1567, loss: 1.1567, grad_norm: 4.0175 2021-06-15 02:34:06,889 - mmaction - INFO - Epoch [98][340/940] lr: 4.000e-04, eta: 1:09:18, time: 1.162, data_time: 0.002, memory: 7080, top1_acc: 0.7312, top5_acc: 0.8936, loss_cls: 1.1050, loss: 1.1050, grad_norm: 3.9312 2021-06-15 02:34:29,988 - mmaction - INFO - Epoch [98][360/940] lr: 4.000e-04, eta: 1:08:44, time: 1.156, data_time: 0.003, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8861, loss_cls: 1.1574, loss: 1.1574, grad_norm: 4.0079 2021-06-15 02:34:54,466 - mmaction - INFO - Epoch [98][380/940] lr: 4.000e-04, eta: 1:08:11, time: 1.223, data_time: 0.106, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8850, loss_cls: 1.1707, loss: 1.1707, grad_norm: 4.0506 2021-06-15 02:35:18,890 - mmaction - INFO - Epoch [98][400/940] lr: 4.000e-04, eta: 1:07:37, time: 1.218, data_time: 0.004, memory: 7080, top1_acc: 0.7232, top5_acc: 0.8896, loss_cls: 1.1354, loss: 1.1354, grad_norm: 3.9526 2021-06-15 02:35:43,312 - mmaction - INFO - Epoch [98][420/940] lr: 4.000e-04, eta: 1:07:03, time: 1.224, data_time: 0.006, memory: 7080, top1_acc: 0.7145, top5_acc: 0.8754, loss_cls: 1.1819, loss: 1.1819, grad_norm: 4.0170 2021-06-15 02:36:06,143 - mmaction - INFO - Epoch [98][440/940] lr: 4.000e-04, eta: 1:06:29, time: 1.138, data_time: 0.003, memory: 7080, top1_acc: 0.7301, top5_acc: 0.8988, loss_cls: 1.0920, loss: 1.0920, grad_norm: 3.9522 2021-06-15 02:36:30,288 - mmaction - INFO - Epoch [98][460/940] lr: 4.000e-04, eta: 1:05:56, time: 1.210, data_time: 0.006, memory: 7080, top1_acc: 0.7213, top5_acc: 0.8895, loss_cls: 1.1268, loss: 1.1268, grad_norm: 3.9561 2021-06-15 02:36:53,519 - mmaction - INFO - Epoch [98][480/940] lr: 4.000e-04, eta: 1:05:22, time: 1.156, data_time: 0.004, memory: 7080, top1_acc: 0.7184, top5_acc: 0.8842, loss_cls: 1.1647, loss: 1.1647, grad_norm: 4.0530 2021-06-15 02:37:18,588 - mmaction - INFO - Epoch [98][500/940] lr: 4.000e-04, eta: 1:04:48, time: 1.260, data_time: 0.008, memory: 7080, top1_acc: 0.7256, top5_acc: 0.8930, loss_cls: 1.1032, loss: 1.1032, grad_norm: 3.9017 2021-06-15 02:37:41,638 - mmaction - INFO - Epoch [98][520/940] lr: 4.000e-04, eta: 1:04:14, time: 1.151, data_time: 0.002, memory: 7080, top1_acc: 0.7123, top5_acc: 0.8809, loss_cls: 1.1839, loss: 1.1839, grad_norm: 4.0155 2021-06-15 02:38:05,545 - mmaction - INFO - Epoch [98][540/940] lr: 4.000e-04, eta: 1:03:40, time: 1.196, data_time: 0.004, memory: 7080, top1_acc: 0.7199, top5_acc: 0.8920, loss_cls: 1.1223, loss: 1.1223, grad_norm: 3.9173 2021-06-15 02:38:29,905 - mmaction - INFO - Epoch [98][560/940] lr: 4.000e-04, eta: 1:03:07, time: 1.217, data_time: 0.003, memory: 7080, top1_acc: 0.7104, top5_acc: 0.8859, loss_cls: 1.1419, loss: 1.1419, grad_norm: 3.9869 2021-06-15 02:38:54,962 - mmaction - INFO - Epoch [98][580/940] lr: 4.000e-04, eta: 1:02:33, time: 1.248, data_time: 0.003, memory: 7080, top1_acc: 0.7227, top5_acc: 0.8779, loss_cls: 1.1583, loss: 1.1583, grad_norm: 3.9707 2021-06-15 02:39:18,014 - mmaction - INFO - Epoch [98][600/940] lr: 4.000e-04, eta: 1:01:59, time: 1.156, data_time: 0.008, memory: 7080, top1_acc: 0.7188, top5_acc: 0.8930, loss_cls: 1.1307, loss: 1.1307, grad_norm: 4.0185 2021-06-15 02:39:41,733 - mmaction - INFO - Epoch [98][620/940] lr: 4.000e-04, eta: 1:01:25, time: 1.187, data_time: 0.006, memory: 7080, top1_acc: 0.7180, top5_acc: 0.8846, loss_cls: 1.1448, loss: 1.1448, grad_norm: 3.9855 2021-06-15 02:40:06,496 - mmaction - INFO - Epoch [98][640/940] lr: 4.000e-04, eta: 1:00:52, time: 1.235, data_time: 0.004, memory: 7080, top1_acc: 0.7279, top5_acc: 0.8865, loss_cls: 1.1429, loss: 1.1429, grad_norm: 3.9341 2021-06-15 02:40:30,621 - mmaction - INFO - Epoch [98][660/940] lr: 4.000e-04, eta: 1:00:18, time: 1.212, data_time: 0.008, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8910, loss_cls: 1.1406, loss: 1.1406, grad_norm: 4.0485 2021-06-15 02:40:54,199 - mmaction - INFO - Epoch [98][680/940] lr: 4.000e-04, eta: 0:59:44, time: 1.176, data_time: 0.002, memory: 7080, top1_acc: 0.7205, top5_acc: 0.8820, loss_cls: 1.1668, loss: 1.1668, grad_norm: 4.0814 2021-06-15 02:41:17,788 - mmaction - INFO - Epoch [98][700/940] lr: 4.000e-04, eta: 0:59:11, time: 1.182, data_time: 0.005, memory: 7080, top1_acc: 0.7340, top5_acc: 0.8936, loss_cls: 1.1059, loss: 1.1059, grad_norm: 3.9658 2021-06-15 02:41:42,264 - mmaction - INFO - Epoch [98][720/940] lr: 4.000e-04, eta: 0:58:37, time: 1.223, data_time: 0.002, memory: 7080, top1_acc: 0.7186, top5_acc: 0.8857, loss_cls: 1.1439, loss: 1.1439, grad_norm: 4.0038 2021-06-15 02:42:06,418 - mmaction - INFO - Epoch [98][740/940] lr: 4.000e-04, eta: 0:58:03, time: 1.207, data_time: 0.003, memory: 7080, top1_acc: 0.7090, top5_acc: 0.8783, loss_cls: 1.1732, loss: 1.1732, grad_norm: 4.0331 2021-06-15 02:42:29,954 - mmaction - INFO - Epoch [98][760/940] lr: 4.000e-04, eta: 0:57:29, time: 1.173, data_time: 0.004, memory: 7080, top1_acc: 0.7281, top5_acc: 0.8887, loss_cls: 1.1222, loss: 1.1222, grad_norm: 3.9981 2021-06-15 02:42:53,215 - mmaction - INFO - Epoch [98][780/940] lr: 4.000e-04, eta: 0:56:56, time: 1.163, data_time: 0.008, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8795, loss_cls: 1.1975, loss: 1.1975, grad_norm: 4.0966 2021-06-15 02:43:17,527 - mmaction - INFO - Epoch [98][800/940] lr: 4.000e-04, eta: 0:56:22, time: 1.221, data_time: 0.008, memory: 7080, top1_acc: 0.7250, top5_acc: 0.8816, loss_cls: 1.1453, loss: 1.1453, grad_norm: 3.9608 2021-06-15 02:43:41,026 - mmaction - INFO - Epoch [98][820/940] lr: 4.000e-04, eta: 0:55:48, time: 1.175, data_time: 0.003, memory: 7080, top1_acc: 0.7225, top5_acc: 0.8865, loss_cls: 1.1351, loss: 1.1351, grad_norm: 4.0224 2021-06-15 02:44:04,894 - mmaction - INFO - Epoch [98][840/940] lr: 4.000e-04, eta: 0:55:15, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.6971, top5_acc: 0.8719, loss_cls: 1.2230, loss: 1.2230, grad_norm: 4.0684 2021-06-15 02:44:29,303 - mmaction - INFO - Epoch [98][860/940] lr: 4.000e-04, eta: 0:54:41, time: 1.222, data_time: 0.003, memory: 7080, top1_acc: 0.7223, top5_acc: 0.8881, loss_cls: 1.1354, loss: 1.1354, grad_norm: 3.9901 2021-06-15 02:44:53,720 - mmaction - INFO - Epoch [98][880/940] lr: 4.000e-04, eta: 0:54:07, time: 1.218, data_time: 0.003, memory: 7080, top1_acc: 0.7291, top5_acc: 0.8848, loss_cls: 1.1178, loss: 1.1178, grad_norm: 3.9400 2021-06-15 02:45:19,069 - mmaction - INFO - Epoch [98][900/940] lr: 4.000e-04, eta: 0:53:34, time: 1.269, data_time: 0.005, memory: 7080, top1_acc: 0.7143, top5_acc: 0.8859, loss_cls: 1.1412, loss: 1.1412, grad_norm: 3.9943 2021-06-15 02:45:42,674 - mmaction - INFO - Epoch [98][920/940] lr: 4.000e-04, eta: 0:53:00, time: 1.181, data_time: 0.003, memory: 7080, top1_acc: 0.7137, top5_acc: 0.8910, loss_cls: 1.1326, loss: 1.1326, grad_norm: 4.0093 2021-06-15 02:46:02,569 - mmaction - INFO - Epoch [98][940/940] lr: 4.000e-04, eta: 0:52:26, time: 0.996, data_time: 0.004, memory: 7080, top1_acc: 0.7058, top5_acc: 0.8736, loss_cls: 1.2134, loss: 1.2134, grad_norm: 4.1309 2021-06-15 02:46:07,850 - mmaction - INFO - Saving checkpoint at 98 epochs 2021-06-15 03:04:21,502 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-15 03:04:22,525 - mmaction - INFO - top1_acc 0.7323 top5_acc 0.9102 2021-06-15 03:04:22,526 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-15 03:04:22,598 - mmaction - INFO - mean_acc 0.7322 2021-06-15 03:04:22,605 - mmaction - INFO - Epoch(val) [98][940] top1_acc: 0.7323, top5_acc: 0.9102, mean_class_accuracy: 0.7322 2021-06-15 03:12:11,748 - mmaction - INFO - Epoch [99][20/940] lr: 4.000e-04, eta: 0:52:01, time: 23.449, data_time: 21.298, memory: 7080, top1_acc: 0.7178, top5_acc: 0.8811, loss_cls: 1.1693, loss: 1.1693, grad_norm: 4.0755 2021-06-15 03:12:35,580 - mmaction - INFO - Epoch [99][40/940] lr: 4.000e-04, eta: 0:51:28, time: 1.193, data_time: 0.012, memory: 7080, top1_acc: 0.7145, top5_acc: 0.8781, loss_cls: 1.1818, loss: 1.1818, grad_norm: 4.0272 2021-06-15 03:12:59,343 - mmaction - INFO - Epoch [99][60/940] lr: 4.000e-04, eta: 0:50:54, time: 1.193, data_time: 0.007, memory: 7080, top1_acc: 0.7230, top5_acc: 0.8875, loss_cls: 1.1422, loss: 1.1422, grad_norm: 3.9832 2021-06-15 03:13:22,484 - mmaction - INFO - Epoch [99][80/940] lr: 4.000e-04, eta: 0:50:20, time: 1.156, data_time: 0.003, memory: 7080, top1_acc: 0.7277, top5_acc: 0.8877, loss_cls: 1.1281, loss: 1.1281, grad_norm: 3.9287 2021-06-15 03:13:45,431 - mmaction - INFO - Epoch [99][100/940] lr: 4.000e-04, eta: 0:49:46, time: 1.145, data_time: 0.004, memory: 7080, top1_acc: 0.7242, top5_acc: 0.8809, loss_cls: 1.1405, loss: 1.1405, grad_norm: 3.9751 2021-06-15 03:14:09,292 - mmaction - INFO - Epoch [99][120/940] lr: 4.000e-04, eta: 0:49:13, time: 1.196, data_time: 0.010, memory: 7080, top1_acc: 0.7141, top5_acc: 0.8908, loss_cls: 1.1381, loss: 1.1381, grad_norm: 4.0052 2021-06-15 03:14:34,046 - mmaction - INFO - Epoch [99][140/940] lr: 4.000e-04, eta: 0:48:39, time: 1.236, data_time: 0.003, memory: 7080, top1_acc: 0.7182, top5_acc: 0.8844, loss_cls: 1.1434, loss: 1.1434, grad_norm: 3.9789 2021-06-15 03:14:56,723 - mmaction - INFO - Epoch [99][160/940] lr: 4.000e-04, eta: 0:48:05, time: 1.137, data_time: 0.005, memory: 7080, top1_acc: 0.7221, top5_acc: 0.8898, loss_cls: 1.1036, loss: 1.1036, grad_norm: 3.9137 2021-06-15 03:15:20,093 - mmaction - INFO - Epoch [99][180/940] lr: 4.000e-04, eta: 0:47:31, time: 1.165, data_time: 0.001, memory: 7080, top1_acc: 0.7184, top5_acc: 0.8852, loss_cls: 1.1467, loss: 1.1467, grad_norm: 3.9676 2021-06-15 03:15:45,060 - mmaction - INFO - Epoch [99][200/940] lr: 4.000e-04, eta: 0:46:58, time: 1.250, data_time: 0.006, memory: 7080, top1_acc: 0.7066, top5_acc: 0.8777, loss_cls: 1.1994, loss: 1.1994, grad_norm: 4.0683 2021-06-15 03:16:08,949 - mmaction - INFO - Epoch [99][220/940] lr: 4.000e-04, eta: 0:46:24, time: 1.195, data_time: 0.004, memory: 7080, top1_acc: 0.7189, top5_acc: 0.8852, loss_cls: 1.1533, loss: 1.1533, grad_norm: 4.0333 2021-06-15 03:16:31,946 - mmaction - INFO - Epoch [99][240/940] lr: 4.000e-04, eta: 0:45:50, time: 1.152, data_time: 0.003, memory: 7080, top1_acc: 0.7178, top5_acc: 0.8814, loss_cls: 1.1532, loss: 1.1532, grad_norm: 3.9933 2021-06-15 03:16:55,984 - mmaction - INFO - Epoch [99][260/940] lr: 4.000e-04, eta: 0:45:17, time: 1.198, data_time: 0.001, memory: 7080, top1_acc: 0.7254, top5_acc: 0.8898, loss_cls: 1.1359, loss: 1.1359, grad_norm: 3.9778 2021-06-15 03:17:20,193 - mmaction - INFO - Epoch [99][280/940] lr: 4.000e-04, eta: 0:44:43, time: 1.211, data_time: 0.005, memory: 7080, top1_acc: 0.7143, top5_acc: 0.8750, loss_cls: 1.1861, loss: 1.1861, grad_norm: 4.0239 2021-06-15 03:17:44,262 - mmaction - INFO - Epoch [99][300/940] lr: 4.000e-04, eta: 0:44:09, time: 1.205, data_time: 0.004, memory: 7080, top1_acc: 0.7168, top5_acc: 0.8900, loss_cls: 1.1227, loss: 1.1227, grad_norm: 3.9643 2021-06-15 03:18:08,691 - mmaction - INFO - Epoch [99][320/940] lr: 4.000e-04, eta: 0:43:35, time: 1.220, data_time: 0.002, memory: 7080, top1_acc: 0.7148, top5_acc: 0.8850, loss_cls: 1.1720, loss: 1.1720, grad_norm: 4.0106 2021-06-15 03:18:32,487 - mmaction - INFO - Epoch [99][340/940] lr: 4.000e-04, eta: 0:43:02, time: 1.187, data_time: 0.003, memory: 7080, top1_acc: 0.7201, top5_acc: 0.8895, loss_cls: 1.1341, loss: 1.1341, grad_norm: 3.9209 2021-06-15 03:18:56,371 - mmaction - INFO - Epoch [99][360/940] lr: 4.000e-04, eta: 0:42:28, time: 1.197, data_time: 0.006, memory: 7080, top1_acc: 0.7254, top5_acc: 0.8883, loss_cls: 1.1322, loss: 1.1322, grad_norm: 4.0011 2021-06-15 03:19:19,786 - mmaction - INFO - Epoch [99][380/940] lr: 4.000e-04, eta: 0:41:54, time: 1.166, data_time: 0.003, memory: 7080, top1_acc: 0.7285, top5_acc: 0.8906, loss_cls: 1.1228, loss: 1.1228, grad_norm: 3.9274 2021-06-15 03:19:44,798 - mmaction - INFO - Epoch [99][400/940] lr: 4.000e-04, eta: 0:41:21, time: 1.255, data_time: 0.008, memory: 7080, top1_acc: 0.7205, top5_acc: 0.8867, loss_cls: 1.1560, loss: 1.1560, grad_norm: 3.9618 2021-06-15 03:20:08,461 - mmaction - INFO - Epoch [99][420/940] lr: 4.000e-04, eta: 0:40:47, time: 1.179, data_time: 0.003, memory: 7080, top1_acc: 0.7227, top5_acc: 0.8908, loss_cls: 1.1220, loss: 1.1220, grad_norm: 3.9744 2021-06-15 03:20:32,447 - mmaction - INFO - Epoch [99][440/940] lr: 4.000e-04, eta: 0:40:13, time: 1.202, data_time: 0.007, memory: 7080, top1_acc: 0.7309, top5_acc: 0.8973, loss_cls: 1.0990, loss: 1.0990, grad_norm: 3.9369 2021-06-15 03:20:55,990 - mmaction - INFO - Epoch [99][460/940] lr: 4.000e-04, eta: 0:39:40, time: 1.179, data_time: 0.005, memory: 7080, top1_acc: 0.7248, top5_acc: 0.8904, loss_cls: 1.1193, loss: 1.1193, grad_norm: 3.9921 2021-06-15 03:21:21,175 - mmaction - INFO - Epoch [99][480/940] lr: 4.000e-04, eta: 0:39:06, time: 1.255, data_time: 0.003, memory: 7080, top1_acc: 0.7074, top5_acc: 0.8809, loss_cls: 1.1755, loss: 1.1755, grad_norm: 4.0769 2021-06-15 03:21:44,628 - mmaction - INFO - Epoch [99][500/940] lr: 4.000e-04, eta: 0:38:32, time: 1.177, data_time: 0.006, memory: 7080, top1_acc: 0.7297, top5_acc: 0.8879, loss_cls: 1.1191, loss: 1.1191, grad_norm: 3.9849 2021-06-15 03:22:08,394 - mmaction - INFO - Epoch [99][520/940] lr: 4.000e-04, eta: 0:37:59, time: 1.187, data_time: 0.002, memory: 7080, top1_acc: 0.7225, top5_acc: 0.8936, loss_cls: 1.1094, loss: 1.1094, grad_norm: 4.0135 2021-06-15 03:22:32,959 - mmaction - INFO - Epoch [99][540/940] lr: 4.000e-04, eta: 0:37:25, time: 1.229, data_time: 0.003, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8789, loss_cls: 1.1756, loss: 1.1756, grad_norm: 4.0379 2021-06-15 03:22:56,143 - mmaction - INFO - Epoch [99][560/940] lr: 4.000e-04, eta: 0:36:51, time: 1.158, data_time: 0.005, memory: 7080, top1_acc: 0.7174, top5_acc: 0.8850, loss_cls: 1.1701, loss: 1.1701, grad_norm: 4.0179 2021-06-15 03:23:21,727 - mmaction - INFO - Epoch [99][580/940] lr: 4.000e-04, eta: 0:36:18, time: 1.281, data_time: 0.004, memory: 7080, top1_acc: 0.7238, top5_acc: 0.8926, loss_cls: 1.1241, loss: 1.1241, grad_norm: 4.0171 2021-06-15 03:23:45,881 - mmaction - INFO - Epoch [99][600/940] lr: 4.000e-04, eta: 0:35:44, time: 1.204, data_time: 0.002, memory: 7080, top1_acc: 0.7172, top5_acc: 0.8842, loss_cls: 1.1732, loss: 1.1732, grad_norm: 4.0810 2021-06-15 03:24:09,799 - mmaction - INFO - Epoch [99][620/940] lr: 4.000e-04, eta: 0:35:10, time: 1.199, data_time: 0.006, memory: 7080, top1_acc: 0.7225, top5_acc: 0.8926, loss_cls: 1.1224, loss: 1.1224, grad_norm: 3.9465 2021-06-15 03:24:33,680 - mmaction - INFO - Epoch [99][640/940] lr: 4.000e-04, eta: 0:34:37, time: 1.193, data_time: 0.002, memory: 7080, top1_acc: 0.7221, top5_acc: 0.8916, loss_cls: 1.1167, loss: 1.1167, grad_norm: 3.9321 2021-06-15 03:24:56,822 - mmaction - INFO - Epoch [99][660/940] lr: 4.000e-04, eta: 0:34:03, time: 1.152, data_time: 0.003, memory: 7080, top1_acc: 0.7215, top5_acc: 0.8848, loss_cls: 1.1570, loss: 1.1570, grad_norm: 3.9774 2021-06-15 03:25:20,911 - mmaction - INFO - Epoch [99][680/940] lr: 4.000e-04, eta: 0:33:30, time: 1.209, data_time: 0.008, memory: 7080, top1_acc: 0.7297, top5_acc: 0.8857, loss_cls: 1.1119, loss: 1.1119, grad_norm: 3.9099 2021-06-15 03:25:44,446 - mmaction - INFO - Epoch [99][700/940] lr: 4.000e-04, eta: 0:32:56, time: 1.176, data_time: 0.004, memory: 7080, top1_acc: 0.7176, top5_acc: 0.8914, loss_cls: 1.1354, loss: 1.1354, grad_norm: 4.0044 2021-06-15 03:26:08,336 - mmaction - INFO - Epoch [99][720/940] lr: 4.000e-04, eta: 0:32:22, time: 1.194, data_time: 0.010, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8859, loss_cls: 1.1482, loss: 1.1482, grad_norm: 3.9970 2021-06-15 03:26:33,024 - mmaction - INFO - Epoch [99][740/940] lr: 4.000e-04, eta: 0:31:49, time: 1.236, data_time: 0.005, memory: 7080, top1_acc: 0.7168, top5_acc: 0.8857, loss_cls: 1.1421, loss: 1.1421, grad_norm: 4.0099 2021-06-15 03:26:56,094 - mmaction - INFO - Epoch [99][760/940] lr: 4.000e-04, eta: 0:31:15, time: 1.152, data_time: 0.003, memory: 7080, top1_acc: 0.7178, top5_acc: 0.8854, loss_cls: 1.1651, loss: 1.1651, grad_norm: 4.0058 2021-06-15 03:27:19,625 - mmaction - INFO - Epoch [99][780/940] lr: 4.000e-04, eta: 0:30:41, time: 1.172, data_time: 0.005, memory: 7080, top1_acc: 0.7072, top5_acc: 0.8914, loss_cls: 1.1570, loss: 1.1570, grad_norm: 4.0430 2021-06-15 03:27:43,561 - mmaction - INFO - Epoch [99][800/940] lr: 4.000e-04, eta: 0:30:08, time: 1.201, data_time: 0.009, memory: 7080, top1_acc: 0.7184, top5_acc: 0.8838, loss_cls: 1.1178, loss: 1.1178, grad_norm: 3.9356 2021-06-15 03:28:08,226 - mmaction - INFO - Epoch [99][820/940] lr: 4.000e-04, eta: 0:29:34, time: 1.233, data_time: 0.006, memory: 7080, top1_acc: 0.7125, top5_acc: 0.8863, loss_cls: 1.1637, loss: 1.1637, grad_norm: 4.0437 2021-06-15 03:28:32,728 - mmaction - INFO - Epoch [99][840/940] lr: 4.000e-04, eta: 0:29:01, time: 1.228, data_time: 0.006, memory: 7080, top1_acc: 0.7193, top5_acc: 0.8814, loss_cls: 1.1468, loss: 1.1468, grad_norm: 4.0155 2021-06-15 03:28:57,106 - mmaction - INFO - Epoch [99][860/940] lr: 4.000e-04, eta: 0:28:27, time: 1.221, data_time: 0.003, memory: 7080, top1_acc: 0.7215, top5_acc: 0.8912, loss_cls: 1.1467, loss: 1.1467, grad_norm: 3.9917 2021-06-15 03:29:21,258 - mmaction - INFO - Epoch [99][880/940] lr: 4.000e-04, eta: 0:27:54, time: 1.208, data_time: 0.001, memory: 7080, top1_acc: 0.7139, top5_acc: 0.8768, loss_cls: 1.1949, loss: 1.1949, grad_norm: 4.0393 2021-06-15 03:29:45,385 - mmaction - INFO - Epoch [99][900/940] lr: 4.000e-04, eta: 0:27:20, time: 1.206, data_time: 0.001, memory: 7080, top1_acc: 0.7162, top5_acc: 0.8730, loss_cls: 1.1752, loss: 1.1752, grad_norm: 4.0543 2021-06-15 03:30:09,716 - mmaction - INFO - Epoch [99][920/940] lr: 4.000e-04, eta: 0:26:46, time: 1.213, data_time: 0.002, memory: 7080, top1_acc: 0.7100, top5_acc: 0.8811, loss_cls: 1.1742, loss: 1.1742, grad_norm: 4.0278 2021-06-15 03:30:29,068 - mmaction - INFO - Epoch [99][940/940] lr: 4.000e-04, eta: 0:26:13, time: 0.972, data_time: 0.006, memory: 7080, top1_acc: 0.7064, top5_acc: 0.8746, loss_cls: 1.2107, loss: 1.2107, grad_norm: 4.0742 2021-06-15 03:30:34,170 - mmaction - INFO - Saving checkpoint at 99 epochs 2021-06-15 03:48:42,100 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-15 03:48:43,118 - mmaction - INFO - top1_acc 0.7354 top5_acc 0.9101 2021-06-15 03:48:43,118 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-15 03:48:43,196 - mmaction - INFO - mean_acc 0.7353 2021-06-15 03:48:43,203 - mmaction - INFO - Epoch(val) [99][940] top1_acc: 0.7354, top5_acc: 0.9101, mean_class_accuracy: 0.7353 2021-06-15 03:56:36,224 - mmaction - INFO - Epoch [100][20/940] lr: 4.000e-04, eta: 0:25:44, time: 23.645, data_time: 21.816, memory: 7080, top1_acc: 0.7203, top5_acc: 0.8926, loss_cls: 1.1218, loss: 1.1218, grad_norm: 3.9337 2021-06-15 03:56:59,724 - mmaction - INFO - Epoch [100][40/940] lr: 4.000e-04, eta: 0:25:10, time: 1.180, data_time: 0.010, memory: 7080, top1_acc: 0.7301, top5_acc: 0.8936, loss_cls: 1.1010, loss: 1.1010, grad_norm: 3.9791 2021-06-15 03:57:23,378 - mmaction - INFO - Epoch [100][60/940] lr: 4.000e-04, eta: 0:24:36, time: 1.183, data_time: 0.031, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8830, loss_cls: 1.1735, loss: 1.1735, grad_norm: 4.0672 2021-06-15 03:57:47,374 - mmaction - INFO - Epoch [100][80/940] lr: 4.000e-04, eta: 0:24:03, time: 1.198, data_time: 0.165, memory: 7080, top1_acc: 0.7273, top5_acc: 0.8828, loss_cls: 1.1381, loss: 1.1381, grad_norm: 3.9684 2021-06-15 03:58:10,810 - mmaction - INFO - Epoch [100][100/940] lr: 4.000e-04, eta: 0:23:29, time: 1.173, data_time: 0.193, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8803, loss_cls: 1.1596, loss: 1.1596, grad_norm: 4.0183 2021-06-15 03:58:35,184 - mmaction - INFO - Epoch [100][120/940] lr: 4.000e-04, eta: 0:22:55, time: 1.217, data_time: 0.002, memory: 7080, top1_acc: 0.7281, top5_acc: 0.8953, loss_cls: 1.0755, loss: 1.0755, grad_norm: 3.9466 2021-06-15 03:58:58,878 - mmaction - INFO - Epoch [100][140/940] lr: 4.000e-04, eta: 0:22:22, time: 1.186, data_time: 0.003, memory: 7080, top1_acc: 0.7223, top5_acc: 0.8932, loss_cls: 1.1238, loss: 1.1238, grad_norm: 3.9870 2021-06-15 03:59:23,387 - mmaction - INFO - Epoch [100][160/940] lr: 4.000e-04, eta: 0:21:48, time: 1.224, data_time: 0.003, memory: 7080, top1_acc: 0.7205, top5_acc: 0.8900, loss_cls: 1.1310, loss: 1.1310, grad_norm: 4.0510 2021-06-15 03:59:46,370 - mmaction - INFO - Epoch [100][180/940] lr: 4.000e-04, eta: 0:21:14, time: 1.149, data_time: 0.003, memory: 7080, top1_acc: 0.7330, top5_acc: 0.8924, loss_cls: 1.0957, loss: 1.0957, grad_norm: 3.9456 2021-06-15 04:00:10,319 - mmaction - INFO - Epoch [100][200/940] lr: 4.000e-04, eta: 0:20:41, time: 1.195, data_time: 0.004, memory: 7080, top1_acc: 0.7205, top5_acc: 0.8879, loss_cls: 1.1453, loss: 1.1453, grad_norm: 4.0263 2021-06-15 04:00:34,214 - mmaction - INFO - Epoch [100][220/940] lr: 4.000e-04, eta: 0:20:07, time: 1.198, data_time: 0.130, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8805, loss_cls: 1.1578, loss: 1.1578, grad_norm: 4.0053 2021-06-15 04:00:59,242 - mmaction - INFO - Epoch [100][240/940] lr: 4.000e-04, eta: 0:19:34, time: 1.246, data_time: 0.004, memory: 7080, top1_acc: 0.7240, top5_acc: 0.8887, loss_cls: 1.1426, loss: 1.1426, grad_norm: 3.9803 2021-06-15 04:01:22,246 - mmaction - INFO - Epoch [100][260/940] lr: 4.000e-04, eta: 0:19:00, time: 1.155, data_time: 0.011, memory: 7080, top1_acc: 0.7211, top5_acc: 0.8900, loss_cls: 1.1329, loss: 1.1329, grad_norm: 4.0237 2021-06-15 04:01:45,892 - mmaction - INFO - Epoch [100][280/940] lr: 4.000e-04, eta: 0:18:26, time: 1.180, data_time: 0.004, memory: 7080, top1_acc: 0.7211, top5_acc: 0.8877, loss_cls: 1.1384, loss: 1.1384, grad_norm: 4.0176 2021-06-15 04:02:11,026 - mmaction - INFO - Epoch [100][300/940] lr: 4.000e-04, eta: 0:17:53, time: 1.261, data_time: 0.005, memory: 7080, top1_acc: 0.7170, top5_acc: 0.8826, loss_cls: 1.1439, loss: 1.1439, grad_norm: 3.9531 2021-06-15 04:02:35,029 - mmaction - INFO - Epoch [100][320/940] lr: 4.000e-04, eta: 0:17:19, time: 1.199, data_time: 0.002, memory: 7080, top1_acc: 0.7215, top5_acc: 0.8885, loss_cls: 1.1355, loss: 1.1355, grad_norm: 4.0188 2021-06-15 04:02:59,680 - mmaction - INFO - Epoch [100][340/940] lr: 4.000e-04, eta: 0:16:46, time: 1.233, data_time: 0.002, memory: 7080, top1_acc: 0.7289, top5_acc: 0.8846, loss_cls: 1.1432, loss: 1.1432, grad_norm: 3.9718 2021-06-15 04:03:22,853 - mmaction - INFO - Epoch [100][360/940] lr: 4.000e-04, eta: 0:16:12, time: 1.155, data_time: 0.002, memory: 7080, top1_acc: 0.7158, top5_acc: 0.8729, loss_cls: 1.2019, loss: 1.2019, grad_norm: 4.0343 2021-06-15 04:03:46,215 - mmaction - INFO - Epoch [100][380/940] lr: 4.000e-04, eta: 0:15:38, time: 1.170, data_time: 0.005, memory: 7080, top1_acc: 0.7098, top5_acc: 0.8820, loss_cls: 1.1626, loss: 1.1626, grad_norm: 4.0240 2021-06-15 04:04:10,244 - mmaction - INFO - Epoch [100][400/940] lr: 4.000e-04, eta: 0:15:05, time: 1.202, data_time: 0.003, memory: 7080, top1_acc: 0.7092, top5_acc: 0.8803, loss_cls: 1.1730, loss: 1.1730, grad_norm: 4.0794 2021-06-15 04:04:33,951 - mmaction - INFO - Epoch [100][420/940] lr: 4.000e-04, eta: 0:14:31, time: 1.185, data_time: 0.002, memory: 7080, top1_acc: 0.7146, top5_acc: 0.8873, loss_cls: 1.1566, loss: 1.1566, grad_norm: 4.0158 2021-06-15 04:04:58,393 - mmaction - INFO - Epoch [100][440/940] lr: 4.000e-04, eta: 0:13:58, time: 1.222, data_time: 0.002, memory: 7080, top1_acc: 0.7150, top5_acc: 0.8830, loss_cls: 1.1453, loss: 1.1453, grad_norm: 3.9909 2021-06-15 04:05:22,872 - mmaction - INFO - Epoch [100][460/940] lr: 4.000e-04, eta: 0:13:24, time: 1.224, data_time: 0.002, memory: 7080, top1_acc: 0.7209, top5_acc: 0.8893, loss_cls: 1.1346, loss: 1.1346, grad_norm: 3.9934 2021-06-15 04:05:46,852 - mmaction - INFO - Epoch [100][480/940] lr: 4.000e-04, eta: 0:12:50, time: 1.199, data_time: 0.006, memory: 7080, top1_acc: 0.7117, top5_acc: 0.8842, loss_cls: 1.1820, loss: 1.1820, grad_norm: 4.0735 2021-06-15 04:06:10,588 - mmaction - INFO - Epoch [100][500/940] lr: 4.000e-04, eta: 0:12:17, time: 1.186, data_time: 0.002, memory: 7080, top1_acc: 0.7260, top5_acc: 0.8854, loss_cls: 1.1513, loss: 1.1513, grad_norm: 3.9893 2021-06-15 04:06:34,428 - mmaction - INFO - Epoch [100][520/940] lr: 4.000e-04, eta: 0:11:43, time: 1.192, data_time: 0.003, memory: 7080, top1_acc: 0.7256, top5_acc: 0.8828, loss_cls: 1.1369, loss: 1.1369, grad_norm: 3.9936 2021-06-15 04:06:58,321 - mmaction - INFO - Epoch [100][540/940] lr: 4.000e-04, eta: 0:11:10, time: 1.193, data_time: 0.003, memory: 7080, top1_acc: 0.7145, top5_acc: 0.8871, loss_cls: 1.1434, loss: 1.1434, grad_norm: 4.0428 2021-06-15 04:07:21,972 - mmaction - INFO - Epoch [100][560/940] lr: 4.000e-04, eta: 0:10:36, time: 1.183, data_time: 0.005, memory: 7080, top1_acc: 0.7203, top5_acc: 0.8867, loss_cls: 1.1563, loss: 1.1563, grad_norm: 4.0731 2021-06-15 04:07:46,007 - mmaction - INFO - Epoch [100][580/940] lr: 4.000e-04, eta: 0:10:03, time: 1.202, data_time: 0.005, memory: 7080, top1_acc: 0.7133, top5_acc: 0.8854, loss_cls: 1.1668, loss: 1.1668, grad_norm: 4.0751 2021-06-15 04:08:10,316 - mmaction - INFO - Epoch [100][600/940] lr: 4.000e-04, eta: 0:09:29, time: 1.214, data_time: 0.003, memory: 7080, top1_acc: 0.7176, top5_acc: 0.8875, loss_cls: 1.1339, loss: 1.1339, grad_norm: 3.9291 2021-06-15 04:08:33,795 - mmaction - INFO - Epoch [100][620/940] lr: 4.000e-04, eta: 0:08:56, time: 1.176, data_time: 0.004, memory: 7080, top1_acc: 0.7191, top5_acc: 0.8846, loss_cls: 1.1496, loss: 1.1496, grad_norm: 4.0048 2021-06-15 04:08:58,064 - mmaction - INFO - Epoch [100][640/940] lr: 4.000e-04, eta: 0:08:22, time: 1.214, data_time: 0.003, memory: 7080, top1_acc: 0.7117, top5_acc: 0.8801, loss_cls: 1.1819, loss: 1.1819, grad_norm: 4.0942 2021-06-15 04:09:20,713 - mmaction - INFO - Epoch [100][660/940] lr: 4.000e-04, eta: 0:07:49, time: 1.130, data_time: 0.003, memory: 7080, top1_acc: 0.7303, top5_acc: 0.8959, loss_cls: 1.0997, loss: 1.0997, grad_norm: 3.9218 2021-06-15 04:09:45,087 - mmaction - INFO - Epoch [100][680/940] lr: 4.000e-04, eta: 0:07:15, time: 1.217, data_time: 0.005, memory: 7080, top1_acc: 0.7252, top5_acc: 0.8838, loss_cls: 1.1428, loss: 1.1428, grad_norm: 3.9829 2021-06-15 04:10:08,339 - mmaction - INFO - Epoch [100][700/940] lr: 4.000e-04, eta: 0:06:41, time: 1.164, data_time: 0.006, memory: 7080, top1_acc: 0.7287, top5_acc: 0.8912, loss_cls: 1.0984, loss: 1.0984, grad_norm: 3.9230 2021-06-15 04:10:32,881 - mmaction - INFO - Epoch [100][720/940] lr: 4.000e-04, eta: 0:06:08, time: 1.229, data_time: 0.006, memory: 7080, top1_acc: 0.7123, top5_acc: 0.8801, loss_cls: 1.1861, loss: 1.1861, grad_norm: 4.0649 2021-06-15 04:10:56,283 - mmaction - INFO - Epoch [100][740/940] lr: 4.000e-04, eta: 0:05:34, time: 1.170, data_time: 0.003, memory: 7080, top1_acc: 0.7104, top5_acc: 0.8844, loss_cls: 1.1422, loss: 1.1422, grad_norm: 4.0495 2021-06-15 04:11:20,564 - mmaction - INFO - Epoch [100][760/940] lr: 4.000e-04, eta: 0:05:01, time: 1.210, data_time: 0.009, memory: 7080, top1_acc: 0.7215, top5_acc: 0.8830, loss_cls: 1.1358, loss: 1.1358, grad_norm: 3.9622 2021-06-15 04:11:44,566 - mmaction - INFO - Epoch [100][780/940] lr: 4.000e-04, eta: 0:04:27, time: 1.203, data_time: 0.007, memory: 7080, top1_acc: 0.7225, top5_acc: 0.8832, loss_cls: 1.1461, loss: 1.1461, grad_norm: 3.9995 2021-06-15 04:12:09,343 - mmaction - INFO - Epoch [100][800/940] lr: 4.000e-04, eta: 0:03:54, time: 1.236, data_time: 0.005, memory: 7080, top1_acc: 0.7148, top5_acc: 0.8783, loss_cls: 1.1517, loss: 1.1517, grad_norm: 4.0309 2021-06-15 04:12:31,997 - mmaction - INFO - Epoch [100][820/940] lr: 4.000e-04, eta: 0:03:20, time: 1.135, data_time: 0.007, memory: 7080, top1_acc: 0.7127, top5_acc: 0.8797, loss_cls: 1.1984, loss: 1.1984, grad_norm: 4.1106 2021-06-15 04:12:56,068 - mmaction - INFO - Epoch [100][840/940] lr: 4.000e-04, eta: 0:02:47, time: 1.206, data_time: 0.024, memory: 7080, top1_acc: 0.7164, top5_acc: 0.8826, loss_cls: 1.1663, loss: 1.1663, grad_norm: 4.0413 2021-06-15 04:13:19,334 - mmaction - INFO - Epoch [100][860/940] lr: 4.000e-04, eta: 0:02:13, time: 1.162, data_time: 0.003, memory: 7080, top1_acc: 0.7260, top5_acc: 0.8898, loss_cls: 1.1162, loss: 1.1162, grad_norm: 3.9679 2021-06-15 04:13:45,340 - mmaction - INFO - Epoch [100][880/940] lr: 4.000e-04, eta: 0:01:40, time: 1.303, data_time: 0.004, memory: 7080, top1_acc: 0.7131, top5_acc: 0.8811, loss_cls: 1.1659, loss: 1.1659, grad_norm: 4.0481 2021-06-15 04:14:09,193 - mmaction - INFO - Epoch [100][900/940] lr: 4.000e-04, eta: 0:01:06, time: 1.192, data_time: 0.004, memory: 7080, top1_acc: 0.7152, top5_acc: 0.8861, loss_cls: 1.1524, loss: 1.1524, grad_norm: 4.0737 2021-06-15 04:14:32,360 - mmaction - INFO - Epoch [100][920/940] lr: 4.000e-04, eta: 0:00:33, time: 1.157, data_time: 0.003, memory: 7080, top1_acc: 0.7145, top5_acc: 0.8826, loss_cls: 1.1620, loss: 1.1620, grad_norm: 4.0272 2021-06-15 04:14:52,295 - mmaction - INFO - Epoch [100][940/940] lr: 4.000e-04, eta: 0:00:00, time: 0.998, data_time: 0.003, memory: 7080, top1_acc: 0.7145, top5_acc: 0.8841, loss_cls: 1.1693, loss: 1.1693, grad_norm: 4.0771 2021-06-15 04:14:57,447 - mmaction - INFO - Saving checkpoint at 100 epochs 2021-06-15 04:33:12,798 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-15 04:33:13,807 - mmaction - INFO - top1_acc 0.7359 top5_acc 0.9106 2021-06-15 04:33:13,807 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-15 04:33:13,879 - mmaction - INFO - mean_acc 0.7358 2021-06-15 04:33:13,887 - mmaction - INFO - Epoch(val) [100][940] top1_acc: 0.7359, top5_acc: 0.9106, mean_class_accuracy: 0.7358