2021-08-16 22:43:10,878 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.3.6 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 9.0 MMAction2: 0.15.0+1b39778 ------------------------------------------------------------ 2021-08-16 22:43:10,879 - mmaction - INFO - Distributed training: True 2021-08-16 22:43:11,923 - 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=174, 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')) optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, momentum=0.9, weight_decay=0.0005) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 checkpoint_config = dict(interval=1, max_keep_ckpts=5) 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/sthv2/rawframes' data_root_val = 'data/sthv2/rawframes' ann_file_train = 'data/sthv2/sthv2_train_list_rawframes.txt' ann_file_val = 'data/sthv2/sthv2_val_list_rawframes.txt' ann_file_test = 'data/sthv2/sthv2_val_list_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=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='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='SampleFrames', 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='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, twice_sample=True, 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=16), test_dataloader=dict(videos_per_gpu=3), train=dict( type='RawframeDataset', ann_file='data/sthv2/sthv2_train_list_rawframes.txt', data_prefix='data/sthv2/rawframes', filename_tmpl='{:06}.jpg', pipeline=[ dict( type='SampleFrames', 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='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/sthv2/sthv2_val_list_rawframes.txt', filename_tmpl='{:06}.jpg', data_prefix='data/sthv2/rawframes', pipeline=[ dict( type='SampleFrames', 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/sthv2/sthv2_val_list_rawframes.txt', data_prefix='data/sthv2/rawframes', filename_tmpl='{:06}.jpg', pipeline=[ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, twice_sample=True, 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=40) work_dir = './work_dirs/tsm_r50_1x1x8_50e_sthv2_rgb/' gpu_ids = range(0, 8) omnisource = False module_hooks = [] 2021-08-16 22:43:19,635 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-08-16 22:43:22,243 - mmaction - INFO - Start running, host: linjintao@SH-IDC2-172-20-21-225, work_dir: /mnt/lustre/linjintao/try/mmaction2_dev/work_dirs/tsm_r50_1x1x8_50e_sthv2_rgb 2021-08-16 22:43:22,243 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-08-16 22:44:43,587 - mmaction - INFO - Epoch [1][20/2640] lr: 1.000e-02, eta: 6 days, 5:05:03, time: 4.067, data_time: 3.397, memory: 7069, top1_acc: 0.0102, top5_acc: 0.0617, loss_cls: 5.4646, loss: 5.4646, grad_norm: 4.0120 2021-08-16 22:44:54,536 - mmaction - INFO - Epoch [1][40/2640] lr: 1.000e-02, eta: 3 days, 12:33:24, time: 0.547, data_time: 0.004, memory: 7069, top1_acc: 0.0211, top5_acc: 0.0961, loss_cls: 5.4886, loss: 5.4886, grad_norm: 4.2650 2021-08-16 22:45:05,449 - mmaction - INFO - Epoch [1][60/2640] lr: 1.000e-02, eta: 2 days, 15:02:10, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.0242, top5_acc: 0.0930, loss_cls: 5.2131, loss: 5.2131, grad_norm: 3.5377 2021-08-16 22:45:16,378 - mmaction - INFO - Epoch [1][80/2640] lr: 1.000e-02, eta: 2 days, 4:16:13, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.0250, top5_acc: 0.1023, loss_cls: 5.0395, loss: 5.0395, grad_norm: 2.6134 2021-08-16 22:45:27,306 - mmaction - INFO - Epoch [1][100/2640] lr: 1.000e-02, eta: 1 day, 21:48:55, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.0297, top5_acc: 0.1078, loss_cls: 4.9548, loss: 4.9548, grad_norm: 2.1309 2021-08-16 22:45:38,190 - mmaction - INFO - Epoch [1][120/2640] lr: 1.000e-02, eta: 1 day, 17:29:56, time: 0.545, data_time: 0.001, memory: 7069, top1_acc: 0.0227, top5_acc: 0.0867, loss_cls: 4.9364, loss: 4.9364, grad_norm: 2.1914 2021-08-16 22:45:49,135 - mmaction - INFO - Epoch [1][140/2640] lr: 1.000e-02, eta: 1 day, 14:25:31, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.0289, top5_acc: 0.1250, loss_cls: 4.8990, loss: 4.8990, grad_norm: 2.0751 2021-08-16 22:46:00,085 - mmaction - INFO - Epoch [1][160/2640] lr: 1.000e-02, eta: 1 day, 12:07:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.0328, top5_acc: 0.1180, loss_cls: 4.8903, loss: 4.8903, grad_norm: 2.0815 2021-08-16 22:46:11,032 - mmaction - INFO - Epoch [1][180/2640] lr: 1.000e-02, eta: 1 day, 10:19:53, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.0227, top5_acc: 0.1117, loss_cls: 4.8769, loss: 4.8769, grad_norm: 2.3090 2021-08-16 22:46:21,983 - mmaction - INFO - Epoch [1][200/2640] lr: 1.000e-02, eta: 1 day, 8:54:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.0273, top5_acc: 0.1172, loss_cls: 4.8489, loss: 4.8489, grad_norm: 2.4268 2021-08-16 22:46:32,923 - mmaction - INFO - Epoch [1][220/2640] lr: 1.000e-02, eta: 1 day, 7:43:22, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.0367, top5_acc: 0.1445, loss_cls: 4.7895, loss: 4.7895, grad_norm: 2.6146 2021-08-16 22:46:43,868 - mmaction - INFO - Epoch [1][240/2640] lr: 1.000e-02, eta: 1 day, 6:44:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.0320, top5_acc: 0.1273, loss_cls: 4.8332, loss: 4.8332, grad_norm: 2.3724 2021-08-16 22:46:54,853 - mmaction - INFO - Epoch [1][260/2640] lr: 1.000e-02, eta: 1 day, 5:55:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.0320, top5_acc: 0.1516, loss_cls: 4.7292, loss: 4.7292, grad_norm: 3.0707 2021-08-16 22:47:05,816 - mmaction - INFO - Epoch [1][280/2640] lr: 1.000e-02, eta: 1 day, 5:12:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.0320, top5_acc: 0.1500, loss_cls: 4.7447, loss: 4.7447, grad_norm: 2.5814 2021-08-16 22:47:16,792 - mmaction - INFO - Epoch [1][300/2640] lr: 1.000e-02, eta: 1 day, 4:35:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.0391, top5_acc: 0.1391, loss_cls: 4.7671, loss: 4.7671, grad_norm: 2.7036 2021-08-16 22:47:27,749 - mmaction - INFO - Epoch [1][320/2640] lr: 1.000e-02, eta: 1 day, 4:03:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.0359, top5_acc: 0.1469, loss_cls: 4.7514, loss: 4.7514, grad_norm: 2.6098 2021-08-16 22:47:38,716 - mmaction - INFO - Epoch [1][340/2640] lr: 1.000e-02, eta: 1 day, 3:35:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.0469, top5_acc: 0.1695, loss_cls: 4.6952, loss: 4.6952, grad_norm: 2.8264 2021-08-16 22:47:49,672 - mmaction - INFO - Epoch [1][360/2640] lr: 1.000e-02, eta: 1 day, 3:09:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.0461, top5_acc: 0.1625, loss_cls: 4.6799, loss: 4.6799, grad_norm: 2.9834 2021-08-16 22:48:00,650 - mmaction - INFO - Epoch [1][380/2640] lr: 1.000e-02, eta: 1 day, 2:47:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.0570, top5_acc: 0.1883, loss_cls: 4.6517, loss: 4.6517, grad_norm: 2.9528 2021-08-16 22:48:11,611 - mmaction - INFO - Epoch [1][400/2640] lr: 1.000e-02, eta: 1 day, 2:26:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.0500, top5_acc: 0.1625, loss_cls: 4.6940, loss: 4.6940, grad_norm: 2.6877 2021-08-16 22:48:22,611 - mmaction - INFO - Epoch [1][420/2640] lr: 1.000e-02, eta: 1 day, 2:08:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.0437, top5_acc: 0.2000, loss_cls: 4.6231, loss: 4.6231, grad_norm: 3.1185 2021-08-16 22:48:33,527 - mmaction - INFO - Epoch [1][440/2640] lr: 1.000e-02, eta: 1 day, 1:51:10, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.0547, top5_acc: 0.1766, loss_cls: 4.6240, loss: 4.6240, grad_norm: 2.9608 2021-08-16 22:48:44,482 - mmaction - INFO - Epoch [1][460/2640] lr: 1.000e-02, eta: 1 day, 1:35:39, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.0570, top5_acc: 0.1828, loss_cls: 4.6627, loss: 4.6627, grad_norm: 3.4272 2021-08-16 22:48:55,438 - mmaction - INFO - Epoch [1][480/2640] lr: 1.000e-02, eta: 1 day, 1:21:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.0750, top5_acc: 0.2258, loss_cls: 4.5250, loss: 4.5250, grad_norm: 3.1114 2021-08-16 22:49:06,416 - mmaction - INFO - Epoch [1][500/2640] lr: 1.000e-02, eta: 1 day, 1:08:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.0547, top5_acc: 0.1961, loss_cls: 4.5891, loss: 4.5891, grad_norm: 3.0663 2021-08-16 22:49:17,386 - mmaction - INFO - Epoch [1][520/2640] lr: 1.000e-02, eta: 1 day, 0:56:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.0664, top5_acc: 0.2094, loss_cls: 4.5311, loss: 4.5311, grad_norm: 3.1678 2021-08-16 22:49:28,364 - mmaction - INFO - Epoch [1][540/2640] lr: 1.000e-02, eta: 1 day, 0:45:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.0602, top5_acc: 0.2273, loss_cls: 4.4809, loss: 4.4809, grad_norm: 3.5494 2021-08-16 22:49:39,321 - mmaction - INFO - Epoch [1][560/2640] lr: 1.000e-02, eta: 1 day, 0:35:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.0648, top5_acc: 0.2188, loss_cls: 4.5239, loss: 4.5239, grad_norm: 3.2482 2021-08-16 22:49:50,296 - mmaction - INFO - Epoch [1][580/2640] lr: 1.000e-02, eta: 1 day, 0:25:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.0711, top5_acc: 0.2195, loss_cls: 4.5168, loss: 4.5168, grad_norm: 3.3271 2021-08-16 22:50:01,260 - mmaction - INFO - Epoch [1][600/2640] lr: 1.000e-02, eta: 1 day, 0:16:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.0805, top5_acc: 0.2398, loss_cls: 4.4443, loss: 4.4443, grad_norm: 3.4634 2021-08-16 22:50:12,241 - mmaction - INFO - Epoch [1][620/2640] lr: 1.000e-02, eta: 1 day, 0:07:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.0813, top5_acc: 0.2422, loss_cls: 4.4540, loss: 4.4540, grad_norm: 3.6874 2021-08-16 22:50:23,223 - mmaction - INFO - Epoch [1][640/2640] lr: 1.000e-02, eta: 1 day, 0:00:02, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.0859, top5_acc: 0.2758, loss_cls: 4.3899, loss: 4.3899, grad_norm: 3.7335 2021-08-16 22:50:34,209 - mmaction - INFO - Epoch [1][660/2640] lr: 1.000e-02, eta: 23:52:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.0813, top5_acc: 0.2437, loss_cls: 4.4270, loss: 4.4270, grad_norm: 3.7713 2021-08-16 22:50:45,173 - mmaction - INFO - Epoch [1][680/2640] lr: 1.000e-02, eta: 23:45:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.0797, top5_acc: 0.2633, loss_cls: 4.3501, loss: 4.3501, grad_norm: 3.8433 2021-08-16 22:50:56,149 - mmaction - INFO - Epoch [1][700/2640] lr: 1.000e-02, eta: 23:38:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.0820, top5_acc: 0.2523, loss_cls: 4.3744, loss: 4.3744, grad_norm: 4.5320 2021-08-16 22:51:07,117 - mmaction - INFO - Epoch [1][720/2640] lr: 1.000e-02, eta: 23:32:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.0891, top5_acc: 0.2742, loss_cls: 4.3865, loss: 4.3865, grad_norm: 3.9143 2021-08-16 22:51:18,093 - mmaction - INFO - Epoch [1][740/2640] lr: 1.000e-02, eta: 23:26:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.0883, top5_acc: 0.2375, loss_cls: 4.4024, loss: 4.4024, grad_norm: 3.6750 2021-08-16 22:51:29,081 - mmaction - INFO - Epoch [1][760/2640] lr: 1.000e-02, eta: 23:21:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.0945, top5_acc: 0.2555, loss_cls: 4.3591, loss: 4.3591, grad_norm: 3.8227 2021-08-16 22:51:40,062 - mmaction - INFO - Epoch [1][780/2640] lr: 1.000e-02, eta: 23:15:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.0953, top5_acc: 0.2609, loss_cls: 4.3401, loss: 4.3401, grad_norm: 3.9152 2021-08-16 22:51:51,019 - mmaction - INFO - Epoch [1][800/2640] lr: 1.000e-02, eta: 23:10:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.0852, top5_acc: 0.2602, loss_cls: 4.3534, loss: 4.3534, grad_norm: 3.9249 2021-08-16 22:52:01,994 - mmaction - INFO - Epoch [1][820/2640] lr: 1.000e-02, eta: 23:05:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.1070, top5_acc: 0.2695, loss_cls: 4.3190, loss: 4.3190, grad_norm: 3.8993 2021-08-16 22:52:12,952 - mmaction - INFO - Epoch [1][840/2640] lr: 1.000e-02, eta: 23:01:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.1133, top5_acc: 0.3000, loss_cls: 4.2460, loss: 4.2460, grad_norm: 4.0120 2021-08-16 22:52:23,954 - mmaction - INFO - Epoch [1][860/2640] lr: 1.000e-02, eta: 22:56:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.0984, top5_acc: 0.2750, loss_cls: 4.2982, loss: 4.2982, grad_norm: 3.9805 2021-08-16 22:52:34,924 - mmaction - INFO - Epoch [1][880/2640] lr: 1.000e-02, eta: 22:52:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.1023, top5_acc: 0.2781, loss_cls: 4.2508, loss: 4.2508, grad_norm: 4.0920 2021-08-16 22:52:45,910 - mmaction - INFO - Epoch [1][900/2640] lr: 1.000e-02, eta: 22:48:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.1000, top5_acc: 0.2758, loss_cls: 4.2712, loss: 4.2712, grad_norm: 3.9986 2021-08-16 22:52:56,922 - mmaction - INFO - Epoch [1][920/2640] lr: 1.000e-02, eta: 22:44:37, time: 0.551, data_time: 0.001, memory: 7069, top1_acc: 0.1180, top5_acc: 0.3000, loss_cls: 4.2365, loss: 4.2365, grad_norm: 3.9907 2021-08-16 22:53:07,852 - mmaction - INFO - Epoch [1][940/2640] lr: 1.000e-02, eta: 22:40:46, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.1031, top5_acc: 0.2922, loss_cls: 4.2587, loss: 4.2587, grad_norm: 3.9879 2021-08-16 22:53:18,815 - mmaction - INFO - Epoch [1][960/2640] lr: 1.000e-02, eta: 22:37:07, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.1227, top5_acc: 0.3117, loss_cls: 4.1456, loss: 4.1456, grad_norm: 4.1505 2021-08-16 22:53:29,785 - mmaction - INFO - Epoch [1][980/2640] lr: 1.000e-02, eta: 22:33:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.0984, top5_acc: 0.2859, loss_cls: 4.2399, loss: 4.2399, grad_norm: 3.9117 2021-08-16 22:53:40,761 - mmaction - INFO - Epoch [1][1000/2640] lr: 1.000e-02, eta: 22:30:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.1195, top5_acc: 0.3203, loss_cls: 4.1575, loss: 4.1575, grad_norm: 4.2155 2021-08-16 22:53:51,738 - mmaction - INFO - Epoch [1][1020/2640] lr: 1.000e-02, eta: 22:27:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.1117, top5_acc: 0.3242, loss_cls: 4.1729, loss: 4.1729, grad_norm: 4.4036 2021-08-16 22:54:02,705 - mmaction - INFO - Epoch [1][1040/2640] lr: 1.000e-02, eta: 22:24:04, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.1180, top5_acc: 0.3141, loss_cls: 4.1614, loss: 4.1614, grad_norm: 4.3989 2021-08-16 22:54:13,684 - mmaction - INFO - Epoch [1][1060/2640] lr: 1.000e-02, eta: 22:21:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.1258, top5_acc: 0.3266, loss_cls: 4.1062, loss: 4.1062, grad_norm: 4.4470 2021-08-16 22:54:24,652 - mmaction - INFO - Epoch [1][1080/2640] lr: 1.000e-02, eta: 22:18:14, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.1219, top5_acc: 0.3266, loss_cls: 4.0805, loss: 4.0805, grad_norm: 4.2974 2021-08-16 22:54:35,622 - mmaction - INFO - Epoch [1][1100/2640] lr: 1.000e-02, eta: 22:15:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.1430, top5_acc: 0.3234, loss_cls: 4.1289, loss: 4.1289, grad_norm: 4.3823 2021-08-16 22:54:46,612 - mmaction - INFO - Epoch [1][1120/2640] lr: 1.000e-02, eta: 22:12:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.1336, top5_acc: 0.3258, loss_cls: 4.1171, loss: 4.1171, grad_norm: 4.0381 2021-08-16 22:54:57,568 - mmaction - INFO - Epoch [1][1140/2640] lr: 1.000e-02, eta: 22:10:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1391, top5_acc: 0.3422, loss_cls: 4.0648, loss: 4.0648, grad_norm: 4.5832 2021-08-16 22:55:08,539 - mmaction - INFO - Epoch [1][1160/2640] lr: 1.000e-02, eta: 22:07:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1281, top5_acc: 0.3289, loss_cls: 4.1138, loss: 4.1138, grad_norm: 4.2233 2021-08-16 22:55:19,516 - mmaction - INFO - Epoch [1][1180/2640] lr: 1.000e-02, eta: 22:05:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.1281, top5_acc: 0.3492, loss_cls: 4.0492, loss: 4.0492, grad_norm: 4.3804 2021-08-16 22:55:30,498 - mmaction - INFO - Epoch [1][1200/2640] lr: 1.000e-02, eta: 22:02:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.1352, top5_acc: 0.3445, loss_cls: 4.0238, loss: 4.0238, grad_norm: 4.6757 2021-08-16 22:55:41,472 - mmaction - INFO - Epoch [1][1220/2640] lr: 1.000e-02, eta: 22:00:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.1297, top5_acc: 0.3086, loss_cls: 4.0748, loss: 4.0748, grad_norm: 4.2486 2021-08-16 22:55:52,438 - mmaction - INFO - Epoch [1][1240/2640] lr: 1.000e-02, eta: 21:58:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.1492, top5_acc: 0.3703, loss_cls: 3.9251, loss: 3.9251, grad_norm: 4.4164 2021-08-16 22:56:03,391 - mmaction - INFO - Epoch [1][1260/2640] lr: 1.000e-02, eta: 21:56:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1586, top5_acc: 0.3398, loss_cls: 3.9901, loss: 3.9901, grad_norm: 4.4974 2021-08-16 22:56:14,362 - mmaction - INFO - Epoch [1][1280/2640] lr: 1.000e-02, eta: 21:54:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1469, top5_acc: 0.3547, loss_cls: 3.9493, loss: 3.9493, grad_norm: 4.6925 2021-08-16 22:56:25,312 - mmaction - INFO - Epoch [1][1300/2640] lr: 1.000e-02, eta: 21:52:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.1570, top5_acc: 0.3812, loss_cls: 3.9412, loss: 3.9412, grad_norm: 4.7039 2021-08-16 22:56:36,285 - mmaction - INFO - Epoch [1][1320/2640] lr: 1.000e-02, eta: 21:50:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.1289, top5_acc: 0.3461, loss_cls: 4.0524, loss: 4.0524, grad_norm: 4.2833 2021-08-16 22:56:47,233 - mmaction - INFO - Epoch [1][1340/2640] lr: 1.000e-02, eta: 21:48:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1570, top5_acc: 0.3570, loss_cls: 3.9115, loss: 3.9115, grad_norm: 4.7594 2021-08-16 22:56:58,192 - mmaction - INFO - Epoch [1][1360/2640] lr: 1.000e-02, eta: 21:46:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1602, top5_acc: 0.3867, loss_cls: 3.8562, loss: 3.8562, grad_norm: 4.7416 2021-08-16 22:57:09,106 - mmaction - INFO - Epoch [1][1380/2640] lr: 1.000e-02, eta: 21:44:22, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.1539, top5_acc: 0.3602, loss_cls: 3.9600, loss: 3.9600, grad_norm: 4.6916 2021-08-16 22:57:20,070 - mmaction - INFO - Epoch [1][1400/2640] lr: 1.000e-02, eta: 21:42:34, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.1500, top5_acc: 0.3680, loss_cls: 3.9161, loss: 3.9161, grad_norm: 4.6812 2021-08-16 22:57:31,035 - mmaction - INFO - Epoch [1][1420/2640] lr: 1.000e-02, eta: 21:40:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.1703, top5_acc: 0.4008, loss_cls: 3.8144, loss: 3.8144, grad_norm: 4.6990 2021-08-16 22:57:42,013 - mmaction - INFO - Epoch [1][1440/2640] lr: 1.000e-02, eta: 21:39:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1648, top5_acc: 0.3836, loss_cls: 3.8302, loss: 3.8302, grad_norm: 4.7353 2021-08-16 22:57:52,963 - mmaction - INFO - Epoch [1][1460/2640] lr: 1.000e-02, eta: 21:37:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1664, top5_acc: 0.3844, loss_cls: 3.8292, loss: 3.8292, grad_norm: 4.5622 2021-08-16 22:58:03,928 - mmaction - INFO - Epoch [1][1480/2640] lr: 1.000e-02, eta: 21:35:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.1523, top5_acc: 0.3742, loss_cls: 3.9386, loss: 3.9386, grad_norm: 4.6705 2021-08-16 22:58:14,874 - mmaction - INFO - Epoch [1][1500/2640] lr: 1.000e-02, eta: 21:34:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1555, top5_acc: 0.4078, loss_cls: 3.8568, loss: 3.8568, grad_norm: 4.6422 2021-08-16 22:58:25,835 - mmaction - INFO - Epoch [1][1520/2640] lr: 1.000e-02, eta: 21:32:43, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.1602, top5_acc: 0.3516, loss_cls: 3.9787, loss: 3.9787, grad_norm: 4.4545 2021-08-16 22:58:36,796 - mmaction - INFO - Epoch [1][1540/2640] lr: 1.000e-02, eta: 21:31:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.1828, top5_acc: 0.4000, loss_cls: 3.8466, loss: 3.8466, grad_norm: 4.6906 2021-08-16 22:58:47,753 - mmaction - INFO - Epoch [1][1560/2640] lr: 1.000e-02, eta: 21:29:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.1594, top5_acc: 0.3977, loss_cls: 3.8407, loss: 3.8407, grad_norm: 4.5842 2021-08-16 22:58:58,708 - mmaction - INFO - Epoch [1][1580/2640] lr: 1.000e-02, eta: 21:28:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.1688, top5_acc: 0.4219, loss_cls: 3.7759, loss: 3.7759, grad_norm: 4.8237 2021-08-16 22:59:09,676 - mmaction - INFO - Epoch [1][1600/2640] lr: 1.000e-02, eta: 21:26:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.1773, top5_acc: 0.4125, loss_cls: 3.7297, loss: 3.7297, grad_norm: 4.8078 2021-08-16 22:59:20,650 - mmaction - INFO - Epoch [1][1620/2640] lr: 1.000e-02, eta: 21:25:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.1766, top5_acc: 0.4266, loss_cls: 3.7085, loss: 3.7085, grad_norm: 4.7863 2021-08-16 22:59:31,619 - mmaction - INFO - Epoch [1][1640/2640] lr: 1.000e-02, eta: 21:24:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1852, top5_acc: 0.4367, loss_cls: 3.6689, loss: 3.6689, grad_norm: 4.9439 2021-08-16 22:59:42,567 - mmaction - INFO - Epoch [1][1660/2640] lr: 1.000e-02, eta: 21:22:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1734, top5_acc: 0.4320, loss_cls: 3.6956, loss: 3.6956, grad_norm: 4.9962 2021-08-16 22:59:53,533 - mmaction - INFO - Epoch [1][1680/2640] lr: 1.000e-02, eta: 21:21:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2070, top5_acc: 0.4273, loss_cls: 3.6784, loss: 3.6784, grad_norm: 5.0034 2021-08-16 23:00:04,527 - mmaction - INFO - Epoch [1][1700/2640] lr: 1.000e-02, eta: 21:20:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2039, top5_acc: 0.4523, loss_cls: 3.5832, loss: 3.5832, grad_norm: 4.9679 2021-08-16 23:00:15,514 - mmaction - INFO - Epoch [1][1720/2640] lr: 1.000e-02, eta: 21:19:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.1789, top5_acc: 0.4156, loss_cls: 3.7425, loss: 3.7425, grad_norm: 5.0281 2021-08-16 23:00:26,482 - mmaction - INFO - Epoch [1][1740/2640] lr: 1.000e-02, eta: 21:17:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.2133, top5_acc: 0.4352, loss_cls: 3.6636, loss: 3.6636, grad_norm: 4.9243 2021-08-16 23:00:37,445 - mmaction - INFO - Epoch [1][1760/2640] lr: 1.000e-02, eta: 21:16:42, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.1891, top5_acc: 0.4422, loss_cls: 3.6517, loss: 3.6517, grad_norm: 4.9612 2021-08-16 23:00:48,415 - mmaction - INFO - Epoch [1][1780/2640] lr: 1.000e-02, eta: 21:15:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.1977, top5_acc: 0.4297, loss_cls: 3.6524, loss: 3.6524, grad_norm: 4.9193 2021-08-16 23:00:59,383 - mmaction - INFO - Epoch [1][1800/2640] lr: 1.000e-02, eta: 21:14:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2023, top5_acc: 0.4094, loss_cls: 3.7393, loss: 3.7393, grad_norm: 5.2170 2021-08-16 23:01:10,356 - mmaction - INFO - Epoch [1][1820/2640] lr: 1.000e-02, eta: 21:13:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.1695, top5_acc: 0.3937, loss_cls: 3.7840, loss: 3.7840, grad_norm: 4.7442 2021-08-16 23:01:21,306 - mmaction - INFO - Epoch [1][1840/2640] lr: 1.000e-02, eta: 21:12:09, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.1875, top5_acc: 0.4258, loss_cls: 3.6733, loss: 3.6733, grad_norm: 4.8572 2021-08-16 23:01:32,279 - mmaction - INFO - Epoch [1][1860/2640] lr: 1.000e-02, eta: 21:11:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.1750, top5_acc: 0.4109, loss_cls: 3.8102, loss: 3.8102, grad_norm: 4.6720 2021-08-16 23:01:43,236 - mmaction - INFO - Epoch [1][1880/2640] lr: 1.000e-02, eta: 21:10:00, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.1992, top5_acc: 0.4469, loss_cls: 3.6360, loss: 3.6360, grad_norm: 4.9959 2021-08-16 23:01:54,200 - mmaction - INFO - Epoch [1][1900/2640] lr: 1.000e-02, eta: 21:08:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.1867, top5_acc: 0.4234, loss_cls: 3.7172, loss: 3.7172, grad_norm: 4.7385 2021-08-16 23:02:05,163 - mmaction - INFO - Epoch [1][1920/2640] lr: 1.000e-02, eta: 21:07:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.1852, top5_acc: 0.4242, loss_cls: 3.6732, loss: 3.6732, grad_norm: 4.9315 2021-08-16 23:02:16,142 - mmaction - INFO - Epoch [1][1940/2640] lr: 1.000e-02, eta: 21:06:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.2062, top5_acc: 0.4352, loss_cls: 3.6535, loss: 3.6535, grad_norm: 4.9476 2021-08-16 23:02:27,105 - mmaction - INFO - Epoch [1][1960/2640] lr: 1.000e-02, eta: 21:05:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2016, top5_acc: 0.4234, loss_cls: 3.6713, loss: 3.6713, grad_norm: 5.0683 2021-08-16 23:02:38,061 - mmaction - INFO - Epoch [1][1980/2640] lr: 1.000e-02, eta: 21:04:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.1961, top5_acc: 0.4203, loss_cls: 3.6734, loss: 3.6734, grad_norm: 4.8962 2021-08-16 23:02:49,033 - mmaction - INFO - Epoch [1][2000/2640] lr: 1.000e-02, eta: 21:03:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2133, top5_acc: 0.4531, loss_cls: 3.5588, loss: 3.5588, grad_norm: 4.7970 2021-08-16 23:03:00,003 - mmaction - INFO - Epoch [1][2020/2640] lr: 1.000e-02, eta: 21:03:03, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2195, top5_acc: 0.4625, loss_cls: 3.5437, loss: 3.5437, grad_norm: 4.9949 2021-08-16 23:03:10,981 - mmaction - INFO - Epoch [1][2040/2640] lr: 1.000e-02, eta: 21:02:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2203, top5_acc: 0.4625, loss_cls: 3.5206, loss: 3.5206, grad_norm: 5.3097 2021-08-16 23:03:21,957 - mmaction - INFO - Epoch [1][2060/2640] lr: 1.000e-02, eta: 21:01:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2203, top5_acc: 0.4477, loss_cls: 3.5792, loss: 3.5792, grad_norm: 5.0302 2021-08-16 23:03:32,931 - mmaction - INFO - Epoch [1][2080/2640] lr: 1.000e-02, eta: 21:00:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2203, top5_acc: 0.4578, loss_cls: 3.5359, loss: 3.5359, grad_norm: 5.4710 2021-08-16 23:03:43,888 - mmaction - INFO - Epoch [1][2100/2640] lr: 1.000e-02, eta: 20:59:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2273, top5_acc: 0.4742, loss_cls: 3.5243, loss: 3.5243, grad_norm: 5.3169 2021-08-16 23:03:54,854 - mmaction - INFO - Epoch [1][2120/2640] lr: 1.000e-02, eta: 20:58:32, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.1891, top5_acc: 0.4391, loss_cls: 3.5897, loss: 3.5897, grad_norm: 5.0083 2021-08-16 23:04:05,833 - mmaction - INFO - Epoch [1][2140/2640] lr: 1.000e-02, eta: 20:57:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2242, top5_acc: 0.4570, loss_cls: 3.5688, loss: 3.5688, grad_norm: 4.9666 2021-08-16 23:04:16,811 - mmaction - INFO - Epoch [1][2160/2640] lr: 1.000e-02, eta: 20:56:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2422, top5_acc: 0.4773, loss_cls: 3.4351, loss: 3.4351, grad_norm: 5.1471 2021-08-16 23:04:27,766 - mmaction - INFO - Epoch [1][2180/2640] lr: 1.000e-02, eta: 20:56:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2102, top5_acc: 0.4359, loss_cls: 3.6657, loss: 3.6657, grad_norm: 5.0399 2021-08-16 23:04:38,756 - mmaction - INFO - Epoch [1][2200/2640] lr: 1.000e-02, eta: 20:55:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2266, top5_acc: 0.4688, loss_cls: 3.5632, loss: 3.5632, grad_norm: 4.8174 2021-08-16 23:04:49,715 - mmaction - INFO - Epoch [1][2220/2640] lr: 1.000e-02, eta: 20:54:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2227, top5_acc: 0.4656, loss_cls: 3.5064, loss: 3.5064, grad_norm: 5.1356 2021-08-16 23:05:00,687 - mmaction - INFO - Epoch [1][2240/2640] lr: 1.000e-02, eta: 20:53:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2211, top5_acc: 0.4719, loss_cls: 3.4934, loss: 3.4934, grad_norm: 4.7890 2021-08-16 23:05:11,649 - mmaction - INFO - Epoch [1][2260/2640] lr: 1.000e-02, eta: 20:52:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2242, top5_acc: 0.4828, loss_cls: 3.4722, loss: 3.4722, grad_norm: 5.0473 2021-08-16 23:05:22,608 - mmaction - INFO - Epoch [1][2280/2640] lr: 1.000e-02, eta: 20:51:59, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2359, top5_acc: 0.4672, loss_cls: 3.5237, loss: 3.5237, grad_norm: 4.9556 2021-08-16 23:05:33,585 - mmaction - INFO - Epoch [1][2300/2640] lr: 1.000e-02, eta: 20:51:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2328, top5_acc: 0.4734, loss_cls: 3.4507, loss: 3.4507, grad_norm: 5.2030 2021-08-16 23:05:44,560 - mmaction - INFO - Epoch [1][2320/2640] lr: 1.000e-02, eta: 20:50:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2234, top5_acc: 0.4664, loss_cls: 3.5349, loss: 3.5349, grad_norm: 5.1323 2021-08-16 23:05:55,530 - mmaction - INFO - Epoch [1][2340/2640] lr: 1.000e-02, eta: 20:49:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.2250, top5_acc: 0.4688, loss_cls: 3.5324, loss: 3.5324, grad_norm: 4.8913 2021-08-16 23:06:06,496 - mmaction - INFO - Epoch [1][2360/2640] lr: 1.000e-02, eta: 20:48:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2383, top5_acc: 0.4969, loss_cls: 3.3893, loss: 3.3893, grad_norm: 5.0438 2021-08-16 23:06:17,452 - mmaction - INFO - Epoch [1][2380/2640] lr: 1.000e-02, eta: 20:48:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2320, top5_acc: 0.4695, loss_cls: 3.4433, loss: 3.4433, grad_norm: 5.1301 2021-08-16 23:06:28,426 - mmaction - INFO - Epoch [1][2400/2640] lr: 1.000e-02, eta: 20:47:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2289, top5_acc: 0.4570, loss_cls: 3.5293, loss: 3.5293, grad_norm: 4.9900 2021-08-16 23:06:39,389 - mmaction - INFO - Epoch [1][2420/2640] lr: 1.000e-02, eta: 20:46:49, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.2164, top5_acc: 0.4633, loss_cls: 3.4659, loss: 3.4659, grad_norm: 5.2267 2021-08-16 23:06:50,358 - mmaction - INFO - Epoch [1][2440/2640] lr: 1.000e-02, eta: 20:46:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2383, top5_acc: 0.4656, loss_cls: 3.4269, loss: 3.4269, grad_norm: 5.1028 2021-08-16 23:07:01,303 - mmaction - INFO - Epoch [1][2460/2640] lr: 1.000e-02, eta: 20:45:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2328, top5_acc: 0.5039, loss_cls: 3.3764, loss: 3.3764, grad_norm: 5.3778 2021-08-16 23:07:12,265 - mmaction - INFO - Epoch [1][2480/2640] lr: 1.000e-02, eta: 20:44:41, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2344, top5_acc: 0.4562, loss_cls: 3.5330, loss: 3.5330, grad_norm: 5.1164 2021-08-16 23:07:23,254 - mmaction - INFO - Epoch [1][2500/2640] lr: 1.000e-02, eta: 20:44:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2516, top5_acc: 0.4938, loss_cls: 3.4187, loss: 3.4187, grad_norm: 5.2226 2021-08-16 23:07:34,247 - mmaction - INFO - Epoch [1][2520/2640] lr: 1.000e-02, eta: 20:43:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.2633, top5_acc: 0.4891, loss_cls: 3.3946, loss: 3.3946, grad_norm: 5.4449 2021-08-16 23:07:45,229 - mmaction - INFO - Epoch [1][2540/2640] lr: 1.000e-02, eta: 20:42:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2508, top5_acc: 0.4930, loss_cls: 3.3853, loss: 3.3853, grad_norm: 5.0380 2021-08-16 23:07:56,206 - mmaction - INFO - Epoch [1][2560/2640] lr: 1.000e-02, eta: 20:42:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2391, top5_acc: 0.4844, loss_cls: 3.4643, loss: 3.4643, grad_norm: 5.1421 2021-08-16 23:08:07,199 - mmaction - INFO - Epoch [1][2580/2640] lr: 1.000e-02, eta: 20:41:28, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.2492, top5_acc: 0.4961, loss_cls: 3.4161, loss: 3.4161, grad_norm: 5.0351 2021-08-16 23:08:18,144 - mmaction - INFO - Epoch [1][2600/2640] lr: 1.000e-02, eta: 20:40:48, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2344, top5_acc: 0.4727, loss_cls: 3.4710, loss: 3.4710, grad_norm: 5.2009 2021-08-16 23:08:29,108 - mmaction - INFO - Epoch [1][2620/2640] lr: 1.000e-02, eta: 20:40:09, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2320, top5_acc: 0.4695, loss_cls: 3.4654, loss: 3.4654, grad_norm: 4.9007 2021-08-16 23:08:39,802 - mmaction - INFO - Epoch [1][2640/2640] lr: 1.000e-02, eta: 20:39:19, time: 0.535, data_time: 0.002, memory: 7069, top1_acc: 0.2323, top5_acc: 0.4823, loss_cls: 3.4884, loss: 3.4884, grad_norm: 5.0173 2021-08-16 23:08:41,825 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-08-16 23:10:03,745 - mmaction - INFO - Epoch [2][20/2640] lr: 1.000e-02, eta: 21:35:22, time: 4.045, data_time: 3.425, memory: 7069, top1_acc: 0.2594, top5_acc: 0.4945, loss_cls: 3.3378, loss: 3.3378, grad_norm: 4.9572 2021-08-16 23:10:14,718 - mmaction - INFO - Epoch [2][40/2640] lr: 1.000e-02, eta: 21:34:19, time: 0.548, data_time: 0.004, memory: 7069, top1_acc: 0.2539, top5_acc: 0.5016, loss_cls: 3.3806, loss: 3.3806, grad_norm: 5.1832 2021-08-16 23:10:25,655 - mmaction - INFO - Epoch [2][60/2640] lr: 1.000e-02, eta: 21:33:17, time: 0.549, data_time: 0.003, memory: 7069, top1_acc: 0.2602, top5_acc: 0.5156, loss_cls: 3.2633, loss: 3.2633, grad_norm: 5.3081 2021-08-16 23:10:36,603 - mmaction - INFO - Epoch [2][80/2640] lr: 1.000e-02, eta: 21:32:14, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.2531, top5_acc: 0.4859, loss_cls: 3.3648, loss: 3.3648, grad_norm: 5.2232 2021-08-16 23:10:47,581 - mmaction - INFO - Epoch [2][100/2640] lr: 1.000e-02, eta: 21:31:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2430, top5_acc: 0.4883, loss_cls: 3.3618, loss: 3.3618, grad_norm: 5.1807 2021-08-16 23:10:58,523 - mmaction - INFO - Epoch [2][120/2640] lr: 1.000e-02, eta: 21:30:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2750, top5_acc: 0.5227, loss_cls: 3.2501, loss: 3.2501, grad_norm: 5.2051 2021-08-16 23:11:09,463 - mmaction - INFO - Epoch [2][140/2640] lr: 1.000e-02, eta: 21:29:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2430, top5_acc: 0.5047, loss_cls: 3.3503, loss: 3.3503, grad_norm: 5.5287 2021-08-16 23:11:20,418 - mmaction - INFO - Epoch [2][160/2640] lr: 1.000e-02, eta: 21:28:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2625, top5_acc: 0.5141, loss_cls: 3.3079, loss: 3.3079, grad_norm: 5.3407 2021-08-16 23:11:31,381 - mmaction - INFO - Epoch [2][180/2640] lr: 1.000e-02, eta: 21:27:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2656, top5_acc: 0.5359, loss_cls: 3.2677, loss: 3.2677, grad_norm: 5.7010 2021-08-16 23:11:42,356 - mmaction - INFO - Epoch [2][200/2640] lr: 1.000e-02, eta: 21:26:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2727, top5_acc: 0.5031, loss_cls: 3.3109, loss: 3.3109, grad_norm: 5.0157 2021-08-16 23:11:53,316 - mmaction - INFO - Epoch [2][220/2640] lr: 1.000e-02, eta: 21:25:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.2750, top5_acc: 0.5437, loss_cls: 3.2443, loss: 3.2443, grad_norm: 5.2382 2021-08-16 23:12:04,274 - mmaction - INFO - Epoch [2][240/2640] lr: 1.000e-02, eta: 21:24:27, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2734, top5_acc: 0.5258, loss_cls: 3.1969, loss: 3.1969, grad_norm: 5.6163 2021-08-16 23:12:15,228 - mmaction - INFO - Epoch [2][260/2640] lr: 1.000e-02, eta: 21:23:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2742, top5_acc: 0.5195, loss_cls: 3.2431, loss: 3.2431, grad_norm: 5.4365 2021-08-16 23:12:26,193 - mmaction - INFO - Epoch [2][280/2640] lr: 1.000e-02, eta: 21:22:36, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2867, top5_acc: 0.5188, loss_cls: 3.2036, loss: 3.2036, grad_norm: 5.3001 2021-08-16 23:12:37,163 - mmaction - INFO - Epoch [2][300/2640] lr: 1.000e-02, eta: 21:21:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2703, top5_acc: 0.5250, loss_cls: 3.2347, loss: 3.2347, grad_norm: 5.1426 2021-08-16 23:12:48,115 - mmaction - INFO - Epoch [2][320/2640] lr: 1.000e-02, eta: 21:20:49, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2477, top5_acc: 0.5062, loss_cls: 3.2830, loss: 3.2830, grad_norm: 5.2161 2021-08-16 23:12:59,069 - mmaction - INFO - Epoch [2][340/2640] lr: 1.000e-02, eta: 21:19:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2562, top5_acc: 0.5109, loss_cls: 3.2781, loss: 3.2781, grad_norm: 5.2262 2021-08-16 23:13:10,040 - mmaction - INFO - Epoch [2][360/2640] lr: 1.000e-02, eta: 21:19:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2773, top5_acc: 0.5086, loss_cls: 3.2440, loss: 3.2440, grad_norm: 5.2336 2021-08-16 23:13:21,000 - mmaction - INFO - Epoch [2][380/2640] lr: 1.000e-02, eta: 21:18:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2469, top5_acc: 0.5250, loss_cls: 3.2243, loss: 3.2243, grad_norm: 5.5479 2021-08-16 23:13:31,959 - mmaction - INFO - Epoch [2][400/2640] lr: 1.000e-02, eta: 21:17:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2711, top5_acc: 0.5383, loss_cls: 3.2351, loss: 3.2351, grad_norm: 5.4598 2021-08-16 23:13:42,909 - mmaction - INFO - Epoch [2][420/2640] lr: 1.000e-02, eta: 21:16:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2625, top5_acc: 0.5078, loss_cls: 3.2928, loss: 3.2928, grad_norm: 5.4723 2021-08-16 23:13:53,869 - mmaction - INFO - Epoch [2][440/2640] lr: 1.000e-02, eta: 21:15:38, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2656, top5_acc: 0.5055, loss_cls: 3.2510, loss: 3.2510, grad_norm: 5.0996 2021-08-16 23:14:04,839 - mmaction - INFO - Epoch [2][460/2640] lr: 1.000e-02, eta: 21:14:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2461, top5_acc: 0.5273, loss_cls: 3.2680, loss: 3.2680, grad_norm: 5.3724 2021-08-16 23:14:15,816 - mmaction - INFO - Epoch [2][480/2640] lr: 1.000e-02, eta: 21:14:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2719, top5_acc: 0.5359, loss_cls: 3.2303, loss: 3.2303, grad_norm: 5.3702 2021-08-16 23:14:26,787 - mmaction - INFO - Epoch [2][500/2640] lr: 1.000e-02, eta: 21:13:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2539, top5_acc: 0.5039, loss_cls: 3.3417, loss: 3.3417, grad_norm: 5.3488 2021-08-16 23:14:37,748 - mmaction - INFO - Epoch [2][520/2640] lr: 1.000e-02, eta: 21:12:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2859, top5_acc: 0.5547, loss_cls: 3.1121, loss: 3.1121, grad_norm: 5.2657 2021-08-16 23:14:48,692 - mmaction - INFO - Epoch [2][540/2640] lr: 1.000e-02, eta: 21:11:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2562, top5_acc: 0.5195, loss_cls: 3.2597, loss: 3.2597, grad_norm: 5.4293 2021-08-16 23:14:59,663 - mmaction - INFO - Epoch [2][560/2640] lr: 1.000e-02, eta: 21:10:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3125, top5_acc: 0.5687, loss_cls: 3.0395, loss: 3.0395, grad_norm: 5.5724 2021-08-16 23:15:10,623 - mmaction - INFO - Epoch [2][580/2640] lr: 1.000e-02, eta: 21:10:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2648, top5_acc: 0.5414, loss_cls: 3.2023, loss: 3.2023, grad_norm: 5.4484 2021-08-16 23:15:21,607 - mmaction - INFO - Epoch [2][600/2640] lr: 1.000e-02, eta: 21:09:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2641, top5_acc: 0.5398, loss_cls: 3.2023, loss: 3.2023, grad_norm: 5.4135 2021-08-16 23:15:32,562 - mmaction - INFO - Epoch [2][620/2640] lr: 1.000e-02, eta: 21:08:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2727, top5_acc: 0.5430, loss_cls: 3.2395, loss: 3.2395, grad_norm: 5.2789 2021-08-16 23:15:43,521 - mmaction - INFO - Epoch [2][640/2640] lr: 1.000e-02, eta: 21:07:43, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2742, top5_acc: 0.5320, loss_cls: 3.2031, loss: 3.2031, grad_norm: 5.5652 2021-08-16 23:15:54,501 - mmaction - INFO - Epoch [2][660/2640] lr: 1.000e-02, eta: 21:06:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2719, top5_acc: 0.5359, loss_cls: 3.2083, loss: 3.2083, grad_norm: 5.4985 2021-08-16 23:16:05,472 - mmaction - INFO - Epoch [2][680/2640] lr: 1.000e-02, eta: 21:06:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2687, top5_acc: 0.5258, loss_cls: 3.2282, loss: 3.2282, grad_norm: 5.2573 2021-08-16 23:16:16,448 - mmaction - INFO - Epoch [2][700/2640] lr: 1.000e-02, eta: 21:05:31, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.2727, top5_acc: 0.5320, loss_cls: 3.2193, loss: 3.2193, grad_norm: 5.3902 2021-08-16 23:16:27,420 - mmaction - INFO - Epoch [2][720/2640] lr: 1.000e-02, eta: 21:04:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2672, top5_acc: 0.5367, loss_cls: 3.1865, loss: 3.1865, grad_norm: 5.2409 2021-08-16 23:16:38,378 - mmaction - INFO - Epoch [2][740/2640] lr: 1.000e-02, eta: 21:04:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.2844, top5_acc: 0.5461, loss_cls: 3.1324, loss: 3.1324, grad_norm: 5.1379 2021-08-16 23:16:49,343 - mmaction - INFO - Epoch [2][760/2640] lr: 1.000e-02, eta: 21:03:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2875, top5_acc: 0.5391, loss_cls: 3.1552, loss: 3.1552, grad_norm: 5.3759 2021-08-16 23:17:00,300 - mmaction - INFO - Epoch [2][780/2640] lr: 1.000e-02, eta: 21:02:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3023, top5_acc: 0.5703, loss_cls: 3.0731, loss: 3.0731, grad_norm: 5.3099 2021-08-16 23:17:11,270 - mmaction - INFO - Epoch [2][800/2640] lr: 1.000e-02, eta: 21:01:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2578, top5_acc: 0.5344, loss_cls: 3.2095, loss: 3.2095, grad_norm: 5.2853 2021-08-16 23:17:22,223 - mmaction - INFO - Epoch [2][820/2640] lr: 1.000e-02, eta: 21:01:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2703, top5_acc: 0.5531, loss_cls: 3.1471, loss: 3.1471, grad_norm: 5.2609 2021-08-16 23:17:33,222 - mmaction - INFO - Epoch [2][840/2640] lr: 1.000e-02, eta: 21:00:32, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.2516, top5_acc: 0.5164, loss_cls: 3.3103, loss: 3.3103, grad_norm: 5.4217 2021-08-16 23:17:44,135 - mmaction - INFO - Epoch [2][860/2640] lr: 1.000e-02, eta: 20:59:49, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.2867, top5_acc: 0.5500, loss_cls: 3.1549, loss: 3.1549, grad_norm: 5.0952 2021-08-16 23:17:55,109 - mmaction - INFO - Epoch [2][880/2640] lr: 1.000e-02, eta: 20:59:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2875, top5_acc: 0.5641, loss_cls: 3.0684, loss: 3.0684, grad_norm: 5.4567 2021-08-16 23:18:06,095 - mmaction - INFO - Epoch [2][900/2640] lr: 1.000e-02, eta: 20:58:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2719, top5_acc: 0.5219, loss_cls: 3.2037, loss: 3.2037, grad_norm: 5.4095 2021-08-16 23:18:17,082 - mmaction - INFO - Epoch [2][920/2640] lr: 1.000e-02, eta: 20:57:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2852, top5_acc: 0.5375, loss_cls: 3.1324, loss: 3.1324, grad_norm: 5.4592 2021-08-16 23:18:28,037 - mmaction - INFO - Epoch [2][940/2640] lr: 1.000e-02, eta: 20:57:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2977, top5_acc: 0.5820, loss_cls: 3.0066, loss: 3.0066, grad_norm: 5.4076 2021-08-16 23:18:39,018 - mmaction - INFO - Epoch [2][960/2640] lr: 1.000e-02, eta: 20:56:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3109, top5_acc: 0.5828, loss_cls: 3.0326, loss: 3.0326, grad_norm: 5.6314 2021-08-16 23:18:49,971 - mmaction - INFO - Epoch [2][980/2640] lr: 1.000e-02, eta: 20:55:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3000, top5_acc: 0.5727, loss_cls: 3.0560, loss: 3.0560, grad_norm: 5.5763 2021-08-16 23:19:00,940 - mmaction - INFO - Epoch [2][1000/2640] lr: 1.000e-02, eta: 20:55:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2766, top5_acc: 0.5523, loss_cls: 3.1738, loss: 3.1738, grad_norm: 5.4531 2021-08-16 23:19:11,896 - mmaction - INFO - Epoch [2][1020/2640] lr: 1.000e-02, eta: 20:54:31, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2930, top5_acc: 0.5625, loss_cls: 3.0817, loss: 3.0817, grad_norm: 5.3660 2021-08-16 23:19:22,862 - mmaction - INFO - Epoch [2][1040/2640] lr: 1.000e-02, eta: 20:53:52, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2984, top5_acc: 0.5492, loss_cls: 3.1052, loss: 3.1052, grad_norm: 5.4546 2021-08-16 23:19:33,837 - mmaction - INFO - Epoch [2][1060/2640] lr: 1.000e-02, eta: 20:53:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2891, top5_acc: 0.5383, loss_cls: 3.1597, loss: 3.1597, grad_norm: 5.7717 2021-08-16 23:19:44,800 - mmaction - INFO - Epoch [2][1080/2640] lr: 1.000e-02, eta: 20:52:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2844, top5_acc: 0.5555, loss_cls: 3.1540, loss: 3.1540, grad_norm: 5.4981 2021-08-16 23:19:55,773 - mmaction - INFO - Epoch [2][1100/2640] lr: 1.000e-02, eta: 20:52:00, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3039, top5_acc: 0.5516, loss_cls: 3.0831, loss: 3.0831, grad_norm: 5.5008 2021-08-16 23:20:06,732 - mmaction - INFO - Epoch [2][1120/2640] lr: 1.000e-02, eta: 20:51:22, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.2914, top5_acc: 0.5414, loss_cls: 3.1451, loss: 3.1451, grad_norm: 5.4806 2021-08-16 23:20:17,686 - mmaction - INFO - Epoch [2][1140/2640] lr: 1.000e-02, eta: 20:50:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2930, top5_acc: 0.5664, loss_cls: 3.0864, loss: 3.0864, grad_norm: 5.5246 2021-08-16 23:20:28,671 - mmaction - INFO - Epoch [2][1160/2640] lr: 1.000e-02, eta: 20:50:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2992, top5_acc: 0.5719, loss_cls: 3.0917, loss: 3.0917, grad_norm: 5.5853 2021-08-16 23:20:39,643 - mmaction - INFO - Epoch [2][1180/2640] lr: 1.000e-02, eta: 20:49:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3055, top5_acc: 0.5703, loss_cls: 3.0878, loss: 3.0878, grad_norm: 5.2445 2021-08-16 23:20:50,608 - mmaction - INFO - Epoch [2][1200/2640] lr: 1.000e-02, eta: 20:48:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3055, top5_acc: 0.5602, loss_cls: 3.0857, loss: 3.0857, grad_norm: 5.1373 2021-08-16 23:21:01,568 - mmaction - INFO - Epoch [2][1220/2640] lr: 1.000e-02, eta: 20:48:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3141, top5_acc: 0.5719, loss_cls: 3.0287, loss: 3.0287, grad_norm: 5.1477 2021-08-16 23:21:12,539 - mmaction - INFO - Epoch [2][1240/2640] lr: 1.000e-02, eta: 20:47:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2828, top5_acc: 0.5516, loss_cls: 3.0804, loss: 3.0804, grad_norm: 5.5643 2021-08-16 23:21:23,483 - mmaction - INFO - Epoch [2][1260/2640] lr: 1.000e-02, eta: 20:47:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2969, top5_acc: 0.5703, loss_cls: 3.0734, loss: 3.0734, grad_norm: 5.4897 2021-08-16 23:21:34,455 - mmaction - INFO - Epoch [2][1280/2640] lr: 1.000e-02, eta: 20:46:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2773, top5_acc: 0.5203, loss_cls: 3.1753, loss: 3.1753, grad_norm: 5.4549 2021-08-16 23:21:45,432 - mmaction - INFO - Epoch [2][1300/2640] lr: 1.000e-02, eta: 20:46:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3039, top5_acc: 0.5773, loss_cls: 3.0428, loss: 3.0428, grad_norm: 5.2362 2021-08-16 23:21:56,400 - mmaction - INFO - Epoch [2][1320/2640] lr: 1.000e-02, eta: 20:45:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2891, top5_acc: 0.5609, loss_cls: 3.0907, loss: 3.0907, grad_norm: 5.8637 2021-08-16 23:22:07,355 - mmaction - INFO - Epoch [2][1340/2640] lr: 1.000e-02, eta: 20:44:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3000, top5_acc: 0.5633, loss_cls: 3.0701, loss: 3.0701, grad_norm: 5.6024 2021-08-16 23:22:18,337 - mmaction - INFO - Epoch [2][1360/2640] lr: 1.000e-02, eta: 20:44:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2805, top5_acc: 0.5359, loss_cls: 3.1291, loss: 3.1291, grad_norm: 5.3061 2021-08-16 23:22:29,329 - mmaction - INFO - Epoch [2][1380/2640] lr: 1.000e-02, eta: 20:43:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2984, top5_acc: 0.5664, loss_cls: 3.0326, loss: 3.0326, grad_norm: 5.3816 2021-08-16 23:22:40,329 - mmaction - INFO - Epoch [2][1400/2640] lr: 1.000e-02, eta: 20:43:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3172, top5_acc: 0.5695, loss_cls: 3.0433, loss: 3.0433, grad_norm: 5.4713 2021-08-16 23:22:51,299 - mmaction - INFO - Epoch [2][1420/2640] lr: 1.000e-02, eta: 20:42:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3031, top5_acc: 0.5711, loss_cls: 3.0168, loss: 3.0168, grad_norm: 5.1288 2021-08-16 23:23:02,278 - mmaction - INFO - Epoch [2][1440/2640] lr: 1.000e-02, eta: 20:42:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.2781, top5_acc: 0.5492, loss_cls: 3.0733, loss: 3.0733, grad_norm: 5.2613 2021-08-16 23:23:13,237 - mmaction - INFO - Epoch [2][1460/2640] lr: 1.000e-02, eta: 20:41:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3070, top5_acc: 0.5680, loss_cls: 3.0504, loss: 3.0504, grad_norm: 5.2441 2021-08-16 23:23:24,213 - mmaction - INFO - Epoch [2][1480/2640] lr: 1.000e-02, eta: 20:40:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3258, top5_acc: 0.5750, loss_cls: 3.0214, loss: 3.0214, grad_norm: 5.3217 2021-08-16 23:23:35,185 - mmaction - INFO - Epoch [2][1500/2640] lr: 1.000e-02, eta: 20:40:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3055, top5_acc: 0.5625, loss_cls: 3.0935, loss: 3.0935, grad_norm: 5.4443 2021-08-16 23:23:46,160 - mmaction - INFO - Epoch [2][1520/2640] lr: 1.000e-02, eta: 20:39:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.2836, top5_acc: 0.5602, loss_cls: 3.0609, loss: 3.0609, grad_norm: 5.3166 2021-08-16 23:23:57,136 - mmaction - INFO - Epoch [2][1540/2640] lr: 1.000e-02, eta: 20:39:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3016, top5_acc: 0.5602, loss_cls: 3.1037, loss: 3.1037, grad_norm: 5.1458 2021-08-16 23:24:08,140 - mmaction - INFO - Epoch [2][1560/2640] lr: 1.000e-02, eta: 20:38:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3336, top5_acc: 0.5727, loss_cls: 2.9319, loss: 2.9319, grad_norm: 5.5478 2021-08-16 23:24:19,107 - mmaction - INFO - Epoch [2][1580/2640] lr: 1.000e-02, eta: 20:38:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3289, top5_acc: 0.5898, loss_cls: 2.9486, loss: 2.9486, grad_norm: 5.4533 2021-08-16 23:24:30,073 - mmaction - INFO - Epoch [2][1600/2640] lr: 1.000e-02, eta: 20:37:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3187, top5_acc: 0.5641, loss_cls: 3.0272, loss: 3.0272, grad_norm: 5.7015 2021-08-16 23:24:41,032 - mmaction - INFO - Epoch [2][1620/2640] lr: 1.000e-02, eta: 20:37:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3047, top5_acc: 0.5492, loss_cls: 3.1007, loss: 3.1007, grad_norm: 5.4076 2021-08-16 23:24:51,988 - mmaction - INFO - Epoch [2][1640/2640] lr: 1.000e-02, eta: 20:36:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3172, top5_acc: 0.5875, loss_cls: 3.0064, loss: 3.0064, grad_norm: 5.4277 2021-08-16 23:25:02,974 - mmaction - INFO - Epoch [2][1660/2640] lr: 1.000e-02, eta: 20:36:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2883, top5_acc: 0.5719, loss_cls: 3.0615, loss: 3.0615, grad_norm: 5.3986 2021-08-16 23:25:13,958 - mmaction - INFO - Epoch [2][1680/2640] lr: 1.000e-02, eta: 20:35:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3047, top5_acc: 0.5945, loss_cls: 3.0025, loss: 3.0025, grad_norm: 5.4892 2021-08-16 23:25:24,937 - mmaction - INFO - Epoch [2][1700/2640] lr: 1.000e-02, eta: 20:35:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3148, top5_acc: 0.5875, loss_cls: 2.9472, loss: 2.9472, grad_norm: 5.5266 2021-08-16 23:25:35,940 - mmaction - INFO - Epoch [2][1720/2640] lr: 1.000e-02, eta: 20:34:45, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.2906, top5_acc: 0.5711, loss_cls: 3.0946, loss: 3.0946, grad_norm: 5.5524 2021-08-16 23:25:46,848 - mmaction - INFO - Epoch [2][1740/2640] lr: 1.000e-02, eta: 20:34:13, time: 0.545, data_time: 0.000, memory: 7069, top1_acc: 0.3258, top5_acc: 0.5797, loss_cls: 2.9874, loss: 2.9874, grad_norm: 5.3060 2021-08-16 23:25:57,840 - mmaction - INFO - Epoch [2][1760/2640] lr: 1.000e-02, eta: 20:33:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3203, top5_acc: 0.5813, loss_cls: 2.9604, loss: 2.9604, grad_norm: 5.4352 2021-08-16 23:26:08,808 - mmaction - INFO - Epoch [2][1780/2640] lr: 1.000e-02, eta: 20:33:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3234, top5_acc: 0.5828, loss_cls: 2.9867, loss: 2.9867, grad_norm: 5.5682 2021-08-16 23:26:19,790 - mmaction - INFO - Epoch [2][1800/2640] lr: 1.000e-02, eta: 20:32:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.2961, top5_acc: 0.5586, loss_cls: 3.1082, loss: 3.1082, grad_norm: 5.4354 2021-08-16 23:26:30,749 - mmaction - INFO - Epoch [2][1820/2640] lr: 1.000e-02, eta: 20:32:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3195, top5_acc: 0.5719, loss_cls: 3.0551, loss: 3.0551, grad_norm: 5.2945 2021-08-16 23:26:41,729 - mmaction - INFO - Epoch [2][1840/2640] lr: 1.000e-02, eta: 20:31:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3352, top5_acc: 0.5805, loss_cls: 2.9668, loss: 2.9668, grad_norm: 5.4101 2021-08-16 23:26:52,706 - mmaction - INFO - Epoch [2][1860/2640] lr: 1.000e-02, eta: 20:31:16, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3211, top5_acc: 0.5891, loss_cls: 2.9565, loss: 2.9565, grad_norm: 5.2129 2021-08-16 23:27:03,706 - mmaction - INFO - Epoch [2][1880/2640] lr: 1.000e-02, eta: 20:30:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3180, top5_acc: 0.5859, loss_cls: 2.9373, loss: 2.9373, grad_norm: 5.3647 2021-08-16 23:27:14,687 - mmaction - INFO - Epoch [2][1900/2640] lr: 1.000e-02, eta: 20:30:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3039, top5_acc: 0.5945, loss_cls: 2.9826, loss: 2.9826, grad_norm: 5.1850 2021-08-16 23:27:25,641 - mmaction - INFO - Epoch [2][1920/2640] lr: 1.000e-02, eta: 20:29:50, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3258, top5_acc: 0.5938, loss_cls: 2.9381, loss: 2.9381, grad_norm: 5.4318 2021-08-16 23:27:36,610 - mmaction - INFO - Epoch [2][1940/2640] lr: 1.000e-02, eta: 20:29:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3305, top5_acc: 0.5797, loss_cls: 2.9926, loss: 2.9926, grad_norm: 5.3962 2021-08-16 23:27:47,573 - mmaction - INFO - Epoch [2][1960/2640] lr: 1.000e-02, eta: 20:28:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3063, top5_acc: 0.5930, loss_cls: 3.0368, loss: 3.0368, grad_norm: 5.5091 2021-08-16 23:27:58,537 - mmaction - INFO - Epoch [2][1980/2640] lr: 1.000e-02, eta: 20:28:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3164, top5_acc: 0.5773, loss_cls: 2.9781, loss: 2.9781, grad_norm: 5.4472 2021-08-16 23:28:09,503 - mmaction - INFO - Epoch [2][2000/2640] lr: 1.000e-02, eta: 20:27:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3469, top5_acc: 0.6078, loss_cls: 2.8811, loss: 2.8811, grad_norm: 5.7581 2021-08-16 23:28:20,450 - mmaction - INFO - Epoch [2][2020/2640] lr: 1.000e-02, eta: 20:27:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3047, top5_acc: 0.5828, loss_cls: 3.0051, loss: 3.0051, grad_norm: 5.5953 2021-08-16 23:28:31,418 - mmaction - INFO - Epoch [2][2040/2640] lr: 1.000e-02, eta: 20:27:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3117, top5_acc: 0.5789, loss_cls: 2.9556, loss: 2.9556, grad_norm: 5.7329 2021-08-16 23:28:42,374 - mmaction - INFO - Epoch [2][2060/2640] lr: 1.000e-02, eta: 20:26:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3406, top5_acc: 0.6031, loss_cls: 2.8922, loss: 2.8922, grad_norm: 5.4852 2021-08-16 23:28:53,357 - mmaction - INFO - Epoch [2][2080/2640] lr: 1.000e-02, eta: 20:26:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3297, top5_acc: 0.5930, loss_cls: 2.9623, loss: 2.9623, grad_norm: 5.6625 2021-08-16 23:29:04,357 - mmaction - INFO - Epoch [2][2100/2640] lr: 1.000e-02, eta: 20:25:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3094, top5_acc: 0.5820, loss_cls: 2.9548, loss: 2.9548, grad_norm: 5.7299 2021-08-16 23:29:15,326 - mmaction - INFO - Epoch [2][2120/2640] lr: 1.000e-02, eta: 20:25:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3078, top5_acc: 0.5766, loss_cls: 2.9886, loss: 2.9886, grad_norm: 5.4097 2021-08-16 23:29:26,302 - mmaction - INFO - Epoch [2][2140/2640] lr: 1.000e-02, eta: 20:24:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3227, top5_acc: 0.5969, loss_cls: 2.9153, loss: 2.9153, grad_norm: 5.4958 2021-08-16 23:29:37,257 - mmaction - INFO - Epoch [2][2160/2640] lr: 1.000e-02, eta: 20:24:16, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3094, top5_acc: 0.5734, loss_cls: 3.0541, loss: 3.0541, grad_norm: 5.3433 2021-08-16 23:29:48,213 - mmaction - INFO - Epoch [2][2180/2640] lr: 1.000e-02, eta: 20:23:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3047, top5_acc: 0.5984, loss_cls: 2.9382, loss: 2.9382, grad_norm: 5.4927 2021-08-16 23:29:59,196 - mmaction - INFO - Epoch [2][2200/2640] lr: 1.000e-02, eta: 20:23:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3141, top5_acc: 0.5961, loss_cls: 2.9409, loss: 2.9409, grad_norm: 5.7700 2021-08-16 23:30:10,171 - mmaction - INFO - Epoch [2][2220/2640] lr: 1.000e-02, eta: 20:22:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3328, top5_acc: 0.5992, loss_cls: 2.9009, loss: 2.9009, grad_norm: 5.7578 2021-08-16 23:30:21,187 - mmaction - INFO - Epoch [2][2240/2640] lr: 1.000e-02, eta: 20:22:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3141, top5_acc: 0.5820, loss_cls: 2.9536, loss: 2.9536, grad_norm: 5.3402 2021-08-16 23:30:32,162 - mmaction - INFO - Epoch [2][2260/2640] lr: 1.000e-02, eta: 20:22:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3414, top5_acc: 0.5891, loss_cls: 2.8814, loss: 2.8814, grad_norm: 5.5125 2021-08-16 23:30:43,135 - mmaction - INFO - Epoch [2][2280/2640] lr: 1.000e-02, eta: 20:21:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3250, top5_acc: 0.5836, loss_cls: 2.9336, loss: 2.9336, grad_norm: 5.4814 2021-08-16 23:30:54,098 - mmaction - INFO - Epoch [2][2300/2640] lr: 1.000e-02, eta: 20:21:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3070, top5_acc: 0.5828, loss_cls: 2.9967, loss: 2.9967, grad_norm: 5.6287 2021-08-16 23:31:05,061 - mmaction - INFO - Epoch [2][2320/2640] lr: 1.000e-02, eta: 20:20:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3117, top5_acc: 0.5859, loss_cls: 2.9440, loss: 2.9440, grad_norm: 5.3098 2021-08-16 23:31:16,021 - mmaction - INFO - Epoch [2][2340/2640] lr: 1.000e-02, eta: 20:20:20, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3117, top5_acc: 0.5703, loss_cls: 3.0085, loss: 3.0085, grad_norm: 5.3064 2021-08-16 23:31:27,004 - mmaction - INFO - Epoch [2][2360/2640] lr: 1.000e-02, eta: 20:19:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3180, top5_acc: 0.5891, loss_cls: 2.9988, loss: 2.9988, grad_norm: 5.5972 2021-08-16 23:31:38,044 - mmaction - INFO - Epoch [2][2380/2640] lr: 1.000e-02, eta: 20:19:31, time: 0.553, data_time: 0.002, memory: 7069, top1_acc: 0.3156, top5_acc: 0.5914, loss_cls: 2.8950, loss: 2.8950, grad_norm: 5.3703 2021-08-16 23:31:48,953 - mmaction - INFO - Epoch [2][2400/2640] lr: 1.000e-02, eta: 20:19:04, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.3297, top5_acc: 0.6211, loss_cls: 2.8516, loss: 2.8516, grad_norm: 5.7222 2021-08-16 23:31:59,920 - mmaction - INFO - Epoch [2][2420/2640] lr: 1.000e-02, eta: 20:18:38, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3133, top5_acc: 0.5984, loss_cls: 3.0255, loss: 3.0255, grad_norm: 5.4030 2021-08-16 23:32:10,909 - mmaction - INFO - Epoch [2][2440/2640] lr: 1.000e-02, eta: 20:18:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3133, top5_acc: 0.5797, loss_cls: 3.0255, loss: 3.0255, grad_norm: 5.5790 2021-08-16 23:32:21,890 - mmaction - INFO - Epoch [2][2460/2640] lr: 1.000e-02, eta: 20:17:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3172, top5_acc: 0.5789, loss_cls: 2.9683, loss: 2.9683, grad_norm: 5.4272 2021-08-16 23:32:32,881 - mmaction - INFO - Epoch [2][2480/2640] lr: 1.000e-02, eta: 20:17:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2961, top5_acc: 0.5758, loss_cls: 3.0209, loss: 3.0209, grad_norm: 5.4366 2021-08-16 23:32:43,843 - mmaction - INFO - Epoch [2][2500/2640] lr: 1.000e-02, eta: 20:16:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3414, top5_acc: 0.5992, loss_cls: 2.8641, loss: 2.8641, grad_norm: 5.6708 2021-08-16 23:32:54,794 - mmaction - INFO - Epoch [2][2520/2640] lr: 1.000e-02, eta: 20:16:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3023, top5_acc: 0.5734, loss_cls: 2.9860, loss: 2.9860, grad_norm: 5.3826 2021-08-16 23:33:05,757 - mmaction - INFO - Epoch [2][2540/2640] lr: 1.000e-02, eta: 20:16:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3359, top5_acc: 0.6047, loss_cls: 2.8924, loss: 2.8924, grad_norm: 5.7315 2021-08-16 23:33:16,708 - mmaction - INFO - Epoch [2][2560/2640] lr: 1.000e-02, eta: 20:15:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3258, top5_acc: 0.6047, loss_cls: 2.8912, loss: 2.8912, grad_norm: 5.4242 2021-08-16 23:33:27,679 - mmaction - INFO - Epoch [2][2580/2640] lr: 1.000e-02, eta: 20:15:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3203, top5_acc: 0.6062, loss_cls: 2.9097, loss: 2.9097, grad_norm: 5.4916 2021-08-16 23:33:38,643 - mmaction - INFO - Epoch [2][2600/2640] lr: 1.000e-02, eta: 20:14:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3164, top5_acc: 0.5781, loss_cls: 2.9685, loss: 2.9685, grad_norm: 5.3171 2021-08-16 23:33:49,625 - mmaction - INFO - Epoch [2][2620/2640] lr: 1.000e-02, eta: 20:14:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3312, top5_acc: 0.5820, loss_cls: 2.9682, loss: 2.9682, grad_norm: 5.4814 2021-08-16 23:34:00,262 - mmaction - INFO - Epoch [2][2640/2640] lr: 1.000e-02, eta: 20:13:59, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.3427, top5_acc: 0.5903, loss_cls: 2.9353, loss: 2.9353, grad_norm: 5.8244 2021-08-16 23:34:02,382 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-08-16 23:35:21,231 - mmaction - INFO - Epoch [3][20/2640] lr: 1.000e-02, eta: 20:40:11, time: 3.887, data_time: 3.333, memory: 7069, top1_acc: 0.3148, top5_acc: 0.6125, loss_cls: 2.8705, loss: 2.8705, grad_norm: 5.6142 2021-08-16 23:35:32,207 - mmaction - INFO - Epoch [3][40/2640] lr: 1.000e-02, eta: 20:39:41, time: 0.548, data_time: 0.004, memory: 7069, top1_acc: 0.3227, top5_acc: 0.6102, loss_cls: 2.8671, loss: 2.8671, grad_norm: 5.8234 2021-08-16 23:35:43,150 - mmaction - INFO - Epoch [3][60/2640] lr: 1.000e-02, eta: 20:39:11, time: 0.549, data_time: 0.003, memory: 7069, top1_acc: 0.3250, top5_acc: 0.5891, loss_cls: 2.9224, loss: 2.9224, grad_norm: 5.4428 2021-08-16 23:35:54,083 - mmaction - INFO - Epoch [3][80/2640] lr: 1.000e-02, eta: 20:38:40, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.3266, top5_acc: 0.5977, loss_cls: 2.8837, loss: 2.8837, grad_norm: 5.6218 2021-08-16 23:36:05,010 - mmaction - INFO - Epoch [3][100/2640] lr: 1.000e-02, eta: 20:38:09, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3305, top5_acc: 0.6180, loss_cls: 2.8451, loss: 2.8451, grad_norm: 5.7246 2021-08-16 23:36:15,964 - mmaction - INFO - Epoch [3][120/2640] lr: 1.000e-02, eta: 20:37:39, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3367, top5_acc: 0.5961, loss_cls: 2.8837, loss: 2.8837, grad_norm: 5.5844 2021-08-16 23:36:26,906 - mmaction - INFO - Epoch [3][140/2640] lr: 1.000e-02, eta: 20:37:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3281, top5_acc: 0.6391, loss_cls: 2.7998, loss: 2.7998, grad_norm: 5.4679 2021-08-16 23:36:37,878 - mmaction - INFO - Epoch [3][160/2640] lr: 1.000e-02, eta: 20:36:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3680, top5_acc: 0.6203, loss_cls: 2.7733, loss: 2.7733, grad_norm: 5.7894 2021-08-16 23:36:48,846 - mmaction - INFO - Epoch [3][180/2640] lr: 1.000e-02, eta: 20:36:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3453, top5_acc: 0.6078, loss_cls: 2.8424, loss: 2.8424, grad_norm: 5.6019 2021-08-16 23:36:59,816 - mmaction - INFO - Epoch [3][200/2640] lr: 1.000e-02, eta: 20:35:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3141, top5_acc: 0.5898, loss_cls: 2.9487, loss: 2.9487, grad_norm: 5.4065 2021-08-16 23:37:10,797 - mmaction - INFO - Epoch [3][220/2640] lr: 1.000e-02, eta: 20:35:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3508, top5_acc: 0.6203, loss_cls: 2.8347, loss: 2.8347, grad_norm: 5.5107 2021-08-16 23:37:21,762 - mmaction - INFO - Epoch [3][240/2640] lr: 1.000e-02, eta: 20:34:43, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3477, top5_acc: 0.6164, loss_cls: 2.7766, loss: 2.7766, grad_norm: 5.4845 2021-08-16 23:37:32,738 - mmaction - INFO - Epoch [3][260/2640] lr: 1.000e-02, eta: 20:34:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.2984, top5_acc: 0.5727, loss_cls: 3.0362, loss: 3.0362, grad_norm: 5.6003 2021-08-16 23:37:43,735 - mmaction - INFO - Epoch [3][280/2640] lr: 1.000e-02, eta: 20:33:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3078, top5_acc: 0.6039, loss_cls: 2.9017, loss: 2.9017, grad_norm: 5.4450 2021-08-16 23:37:54,654 - mmaction - INFO - Epoch [3][300/2640] lr: 1.000e-02, eta: 20:33:17, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.3250, top5_acc: 0.6000, loss_cls: 2.8423, loss: 2.8423, grad_norm: 5.7069 2021-08-16 23:38:05,632 - mmaction - INFO - Epoch [3][320/2640] lr: 1.000e-02, eta: 20:32:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3563, top5_acc: 0.6211, loss_cls: 2.7640, loss: 2.7640, grad_norm: 5.3705 2021-08-16 23:38:16,615 - mmaction - INFO - Epoch [3][340/2640] lr: 1.000e-02, eta: 20:32:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3461, top5_acc: 0.6133, loss_cls: 2.7928, loss: 2.7928, grad_norm: 5.5392 2021-08-16 23:38:27,581 - mmaction - INFO - Epoch [3][360/2640] lr: 1.000e-02, eta: 20:31:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3563, top5_acc: 0.6328, loss_cls: 2.7237, loss: 2.7237, grad_norm: 5.7920 2021-08-16 23:38:38,550 - mmaction - INFO - Epoch [3][380/2640] lr: 1.000e-02, eta: 20:31:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3234, top5_acc: 0.5984, loss_cls: 2.8408, loss: 2.8408, grad_norm: 5.4422 2021-08-16 23:38:49,525 - mmaction - INFO - Epoch [3][400/2640] lr: 1.000e-02, eta: 20:30:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3508, top5_acc: 0.6289, loss_cls: 2.7281, loss: 2.7281, grad_norm: 5.5532 2021-08-16 23:39:00,493 - mmaction - INFO - Epoch [3][420/2640] lr: 1.000e-02, eta: 20:30:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3438, top5_acc: 0.6094, loss_cls: 2.8453, loss: 2.8453, grad_norm: 5.4920 2021-08-16 23:39:11,480 - mmaction - INFO - Epoch [3][440/2640] lr: 1.000e-02, eta: 20:30:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3367, top5_acc: 0.6242, loss_cls: 2.8140, loss: 2.8140, grad_norm: 5.6867 2021-08-16 23:39:22,446 - mmaction - INFO - Epoch [3][460/2640] lr: 1.000e-02, eta: 20:29:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3219, top5_acc: 0.6078, loss_cls: 2.8736, loss: 2.8736, grad_norm: 5.5485 2021-08-16 23:39:33,422 - mmaction - INFO - Epoch [3][480/2640] lr: 1.000e-02, eta: 20:29:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3516, top5_acc: 0.6312, loss_cls: 2.7825, loss: 2.7825, grad_norm: 5.5899 2021-08-16 23:39:44,390 - mmaction - INFO - Epoch [3][500/2640] lr: 1.000e-02, eta: 20:28:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3375, top5_acc: 0.6008, loss_cls: 2.9168, loss: 2.9168, grad_norm: 5.6593 2021-08-16 23:39:55,343 - mmaction - INFO - Epoch [3][520/2640] lr: 1.000e-02, eta: 20:28:12, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3391, top5_acc: 0.5828, loss_cls: 2.8882, loss: 2.8882, grad_norm: 5.2920 2021-08-16 23:40:06,321 - mmaction - INFO - Epoch [3][540/2640] lr: 1.000e-02, eta: 20:27:46, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3352, top5_acc: 0.6180, loss_cls: 2.8469, loss: 2.8469, grad_norm: 5.4733 2021-08-16 23:40:17,284 - mmaction - INFO - Epoch [3][560/2640] lr: 1.000e-02, eta: 20:27:18, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3438, top5_acc: 0.6172, loss_cls: 2.8514, loss: 2.8514, grad_norm: 5.6113 2021-08-16 23:40:28,265 - mmaction - INFO - Epoch [3][580/2640] lr: 1.000e-02, eta: 20:26:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3586, top5_acc: 0.6328, loss_cls: 2.7402, loss: 2.7402, grad_norm: 5.6647 2021-08-16 23:40:39,224 - mmaction - INFO - Epoch [3][600/2640] lr: 1.000e-02, eta: 20:26:25, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3359, top5_acc: 0.6359, loss_cls: 2.7995, loss: 2.7995, grad_norm: 5.8107 2021-08-16 23:40:50,187 - mmaction - INFO - Epoch [3][620/2640] lr: 1.000e-02, eta: 20:25:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3148, top5_acc: 0.5852, loss_cls: 2.9652, loss: 2.9652, grad_norm: 5.4394 2021-08-16 23:41:01,168 - mmaction - INFO - Epoch [3][640/2640] lr: 1.000e-02, eta: 20:25:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3211, top5_acc: 0.5914, loss_cls: 2.9234, loss: 2.9234, grad_norm: 5.4646 2021-08-16 23:41:12,151 - mmaction - INFO - Epoch [3][660/2640] lr: 1.000e-02, eta: 20:25:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3406, top5_acc: 0.6219, loss_cls: 2.8332, loss: 2.8332, grad_norm: 5.4863 2021-08-16 23:41:23,169 - mmaction - INFO - Epoch [3][680/2640] lr: 1.000e-02, eta: 20:24:41, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.3359, top5_acc: 0.6289, loss_cls: 2.7777, loss: 2.7777, grad_norm: 5.5361 2021-08-16 23:41:34,076 - mmaction - INFO - Epoch [3][700/2640] lr: 1.000e-02, eta: 20:24:13, time: 0.545, data_time: 0.000, memory: 7069, top1_acc: 0.3391, top5_acc: 0.6094, loss_cls: 2.8159, loss: 2.8159, grad_norm: 5.6588 2021-08-16 23:41:45,039 - mmaction - INFO - Epoch [3][720/2640] lr: 1.000e-02, eta: 20:23:46, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3453, top5_acc: 0.6023, loss_cls: 2.8949, loss: 2.8949, grad_norm: 5.3313 2021-08-16 23:41:56,002 - mmaction - INFO - Epoch [3][740/2640] lr: 1.000e-02, eta: 20:23:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3438, top5_acc: 0.6344, loss_cls: 2.7373, loss: 2.7373, grad_norm: 5.7750 2021-08-16 23:42:06,989 - mmaction - INFO - Epoch [3][760/2640] lr: 1.000e-02, eta: 20:22:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3719, top5_acc: 0.6336, loss_cls: 2.7265, loss: 2.7265, grad_norm: 5.5799 2021-08-16 23:42:17,971 - mmaction - INFO - Epoch [3][780/2640] lr: 1.000e-02, eta: 20:22:30, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3609, top5_acc: 0.6336, loss_cls: 2.7993, loss: 2.7993, grad_norm: 5.7737 2021-08-16 23:42:28,951 - mmaction - INFO - Epoch [3][800/2640] lr: 1.000e-02, eta: 20:22:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3516, top5_acc: 0.6430, loss_cls: 2.7585, loss: 2.7585, grad_norm: 5.7051 2021-08-16 23:42:39,898 - mmaction - INFO - Epoch [3][820/2640] lr: 1.000e-02, eta: 20:21:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3414, top5_acc: 0.6203, loss_cls: 2.8060, loss: 2.8060, grad_norm: 5.3825 2021-08-16 23:42:50,866 - mmaction - INFO - Epoch [3][840/2640] lr: 1.000e-02, eta: 20:21:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3430, top5_acc: 0.6148, loss_cls: 2.8446, loss: 2.8446, grad_norm: 5.4255 2021-08-16 23:43:01,846 - mmaction - INFO - Epoch [3][860/2640] lr: 1.000e-02, eta: 20:20:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3516, top5_acc: 0.6297, loss_cls: 2.7515, loss: 2.7515, grad_norm: 5.5153 2021-08-16 23:43:12,828 - mmaction - INFO - Epoch [3][880/2640] lr: 1.000e-02, eta: 20:20:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3398, top5_acc: 0.6359, loss_cls: 2.7508, loss: 2.7508, grad_norm: 5.7039 2021-08-16 23:43:23,810 - mmaction - INFO - Epoch [3][900/2640] lr: 1.000e-02, eta: 20:19:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3500, top5_acc: 0.6297, loss_cls: 2.7789, loss: 2.7789, grad_norm: 5.7545 2021-08-16 23:43:34,767 - mmaction - INFO - Epoch [3][920/2640] lr: 1.000e-02, eta: 20:19:32, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3383, top5_acc: 0.6289, loss_cls: 2.7711, loss: 2.7711, grad_norm: 5.8162 2021-08-16 23:43:45,725 - mmaction - INFO - Epoch [3][940/2640] lr: 1.000e-02, eta: 20:19:07, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3312, top5_acc: 0.6039, loss_cls: 2.8457, loss: 2.8457, grad_norm: 5.6777 2021-08-16 23:43:56,687 - mmaction - INFO - Epoch [3][960/2640] lr: 1.000e-02, eta: 20:18:41, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3422, top5_acc: 0.6281, loss_cls: 2.8103, loss: 2.8103, grad_norm: 5.6190 2021-08-16 23:44:07,657 - mmaction - INFO - Epoch [3][980/2640] lr: 1.000e-02, eta: 20:18:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3563, top5_acc: 0.6195, loss_cls: 2.8550, loss: 2.8550, grad_norm: 5.4242 2021-08-16 23:44:18,634 - mmaction - INFO - Epoch [3][1000/2640] lr: 1.000e-02, eta: 20:17:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3336, top5_acc: 0.6258, loss_cls: 2.7702, loss: 2.7702, grad_norm: 5.3735 2021-08-16 23:44:29,592 - mmaction - INFO - Epoch [3][1020/2640] lr: 1.000e-02, eta: 20:17:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3477, top5_acc: 0.6266, loss_cls: 2.7727, loss: 2.7727, grad_norm: 5.6410 2021-08-16 23:44:40,571 - mmaction - INFO - Epoch [3][1040/2640] lr: 1.000e-02, eta: 20:17:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3625, top5_acc: 0.6367, loss_cls: 2.7273, loss: 2.7273, grad_norm: 5.6026 2021-08-16 23:44:51,526 - mmaction - INFO - Epoch [3][1060/2640] lr: 1.000e-02, eta: 20:16:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3352, top5_acc: 0.6094, loss_cls: 2.8350, loss: 2.8350, grad_norm: 5.5610 2021-08-16 23:45:02,492 - mmaction - INFO - Epoch [3][1080/2640] lr: 1.000e-02, eta: 20:16:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3367, top5_acc: 0.6008, loss_cls: 2.8630, loss: 2.8630, grad_norm: 5.5966 2021-08-16 23:45:13,450 - mmaction - INFO - Epoch [3][1100/2640] lr: 1.000e-02, eta: 20:15:49, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3375, top5_acc: 0.6195, loss_cls: 2.8536, loss: 2.8536, grad_norm: 5.3979 2021-08-16 23:45:24,412 - mmaction - INFO - Epoch [3][1120/2640] lr: 1.000e-02, eta: 20:15:24, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3531, top5_acc: 0.6367, loss_cls: 2.7037, loss: 2.7037, grad_norm: 5.4660 2021-08-16 23:45:35,379 - mmaction - INFO - Epoch [3][1140/2640] lr: 1.000e-02, eta: 20:15:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3398, top5_acc: 0.6195, loss_cls: 2.8634, loss: 2.8634, grad_norm: 5.5586 2021-08-16 23:45:46,367 - mmaction - INFO - Epoch [3][1160/2640] lr: 1.000e-02, eta: 20:14:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3656, top5_acc: 0.6188, loss_cls: 2.8147, loss: 2.8147, grad_norm: 5.4824 2021-08-16 23:45:57,329 - mmaction - INFO - Epoch [3][1180/2640] lr: 1.000e-02, eta: 20:14:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3523, top5_acc: 0.6398, loss_cls: 2.7223, loss: 2.7223, grad_norm: 5.7634 2021-08-16 23:46:08,295 - mmaction - INFO - Epoch [3][1200/2640] lr: 1.000e-02, eta: 20:13:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3664, top5_acc: 0.6141, loss_cls: 2.7477, loss: 2.7477, grad_norm: 5.4950 2021-08-16 23:46:19,268 - mmaction - INFO - Epoch [3][1220/2640] lr: 1.000e-02, eta: 20:13:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3563, top5_acc: 0.6188, loss_cls: 2.8116, loss: 2.8116, grad_norm: 5.5738 2021-08-16 23:46:30,273 - mmaction - INFO - Epoch [3][1240/2640] lr: 1.000e-02, eta: 20:13:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3719, top5_acc: 0.6234, loss_cls: 2.7536, loss: 2.7536, grad_norm: 5.4935 2021-08-16 23:46:41,253 - mmaction - INFO - Epoch [3][1260/2640] lr: 1.000e-02, eta: 20:12:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3602, top5_acc: 0.6344, loss_cls: 2.6849, loss: 2.6849, grad_norm: 5.6372 2021-08-16 23:46:52,219 - mmaction - INFO - Epoch [3][1280/2640] lr: 1.000e-02, eta: 20:12:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3461, top5_acc: 0.6406, loss_cls: 2.7033, loss: 2.7033, grad_norm: 5.5196 2021-08-16 23:47:03,155 - mmaction - INFO - Epoch [3][1300/2640] lr: 1.000e-02, eta: 20:11:50, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3242, top5_acc: 0.6016, loss_cls: 2.8794, loss: 2.8794, grad_norm: 5.8968 2021-08-16 23:47:14,108 - mmaction - INFO - Epoch [3][1320/2640] lr: 1.000e-02, eta: 20:11:26, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3438, top5_acc: 0.6289, loss_cls: 2.7319, loss: 2.7319, grad_norm: 5.4890 2021-08-16 23:47:25,069 - mmaction - INFO - Epoch [3][1340/2640] lr: 1.000e-02, eta: 20:11:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3555, top5_acc: 0.6383, loss_cls: 2.6944, loss: 2.6944, grad_norm: 5.5378 2021-08-16 23:47:36,029 - mmaction - INFO - Epoch [3][1360/2640] lr: 1.000e-02, eta: 20:10:39, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3414, top5_acc: 0.6203, loss_cls: 2.7938, loss: 2.7938, grad_norm: 5.8456 2021-08-16 23:47:46,984 - mmaction - INFO - Epoch [3][1380/2640] lr: 1.000e-02, eta: 20:10:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3531, top5_acc: 0.6367, loss_cls: 2.7218, loss: 2.7218, grad_norm: 5.7288 2021-08-16 23:47:57,927 - mmaction - INFO - Epoch [3][1400/2640] lr: 1.000e-02, eta: 20:09:52, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3391, top5_acc: 0.6031, loss_cls: 2.8183, loss: 2.8183, grad_norm: 5.4320 2021-08-16 23:48:08,862 - mmaction - INFO - Epoch [3][1420/2640] lr: 1.000e-02, eta: 20:09:28, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3398, top5_acc: 0.6070, loss_cls: 2.8035, loss: 2.8035, grad_norm: 5.8366 2021-08-16 23:48:19,813 - mmaction - INFO - Epoch [3][1440/2640] lr: 1.000e-02, eta: 20:09:04, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3766, top5_acc: 0.6359, loss_cls: 2.7293, loss: 2.7293, grad_norm: 5.7982 2021-08-16 23:48:30,748 - mmaction - INFO - Epoch [3][1460/2640] lr: 1.000e-02, eta: 20:08:41, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3406, top5_acc: 0.6070, loss_cls: 2.7959, loss: 2.7959, grad_norm: 5.8322 2021-08-16 23:48:41,707 - mmaction - INFO - Epoch [3][1480/2640] lr: 1.000e-02, eta: 20:08:18, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3484, top5_acc: 0.6305, loss_cls: 2.8108, loss: 2.8108, grad_norm: 5.7401 2021-08-16 23:48:52,650 - mmaction - INFO - Epoch [3][1500/2640] lr: 1.000e-02, eta: 20:07:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3672, top5_acc: 0.6211, loss_cls: 2.7709, loss: 2.7709, grad_norm: 5.7652 2021-08-16 23:49:03,599 - mmaction - INFO - Epoch [3][1520/2640] lr: 1.000e-02, eta: 20:07:31, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3703, top5_acc: 0.6523, loss_cls: 2.6417, loss: 2.6417, grad_norm: 6.0753 2021-08-16 23:49:14,548 - mmaction - INFO - Epoch [3][1540/2640] lr: 1.000e-02, eta: 20:07:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3516, top5_acc: 0.6344, loss_cls: 2.7275, loss: 2.7275, grad_norm: 5.9815 2021-08-16 23:49:25,511 - mmaction - INFO - Epoch [3][1560/2640] lr: 1.000e-02, eta: 20:06:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3617, top5_acc: 0.6391, loss_cls: 2.6935, loss: 2.6935, grad_norm: 5.5705 2021-08-16 23:49:36,453 - mmaction - INFO - Epoch [3][1580/2640] lr: 1.000e-02, eta: 20:06:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3766, top5_acc: 0.6367, loss_cls: 2.7035, loss: 2.7035, grad_norm: 5.8349 2021-08-16 23:49:47,394 - mmaction - INFO - Epoch [3][1600/2640] lr: 1.000e-02, eta: 20:06:00, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.3633, top5_acc: 0.6359, loss_cls: 2.7282, loss: 2.7282, grad_norm: 5.7962 2021-08-16 23:49:58,323 - mmaction - INFO - Epoch [3][1620/2640] lr: 1.000e-02, eta: 20:05:37, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3500, top5_acc: 0.6117, loss_cls: 2.8102, loss: 2.8102, grad_norm: 5.6138 2021-08-16 23:50:09,272 - mmaction - INFO - Epoch [3][1640/2640] lr: 1.000e-02, eta: 20:05:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3703, top5_acc: 0.6438, loss_cls: 2.6872, loss: 2.6872, grad_norm: 5.8344 2021-08-16 23:50:20,221 - mmaction - INFO - Epoch [3][1660/2640] lr: 1.000e-02, eta: 20:04:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3680, top5_acc: 0.6141, loss_cls: 2.7853, loss: 2.7853, grad_norm: 5.5914 2021-08-16 23:50:31,183 - mmaction - INFO - Epoch [3][1680/2640] lr: 1.000e-02, eta: 20:04:29, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3344, top5_acc: 0.6195, loss_cls: 2.7745, loss: 2.7745, grad_norm: 5.6788 2021-08-16 23:50:42,134 - mmaction - INFO - Epoch [3][1700/2640] lr: 1.000e-02, eta: 20:04:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3438, top5_acc: 0.6352, loss_cls: 2.7141, loss: 2.7141, grad_norm: 5.7895 2021-08-16 23:50:53,089 - mmaction - INFO - Epoch [3][1720/2640] lr: 1.000e-02, eta: 20:03:44, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3523, top5_acc: 0.6211, loss_cls: 2.7757, loss: 2.7757, grad_norm: 5.3574 2021-08-16 23:51:04,032 - mmaction - INFO - Epoch [3][1740/2640] lr: 1.000e-02, eta: 20:03:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3508, top5_acc: 0.6227, loss_cls: 2.8062, loss: 2.8062, grad_norm: 5.6546 2021-08-16 23:51:14,998 - mmaction - INFO - Epoch [3][1760/2640] lr: 1.000e-02, eta: 20:03:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3508, top5_acc: 0.6188, loss_cls: 2.7837, loss: 2.7837, grad_norm: 5.4556 2021-08-16 23:51:25,938 - mmaction - INFO - Epoch [3][1780/2640] lr: 1.000e-02, eta: 20:02:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3531, top5_acc: 0.6188, loss_cls: 2.7974, loss: 2.7974, grad_norm: 5.4498 2021-08-16 23:51:36,885 - mmaction - INFO - Epoch [3][1800/2640] lr: 1.000e-02, eta: 20:02:15, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.3461, top5_acc: 0.6141, loss_cls: 2.7422, loss: 2.7422, grad_norm: 5.6454 2021-08-16 23:51:47,860 - mmaction - INFO - Epoch [3][1820/2640] lr: 1.000e-02, eta: 20:01:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3898, top5_acc: 0.6352, loss_cls: 2.6575, loss: 2.6575, grad_norm: 5.3404 2021-08-16 23:51:58,817 - mmaction - INFO - Epoch [3][1840/2640] lr: 1.000e-02, eta: 20:01:31, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3312, top5_acc: 0.6242, loss_cls: 2.8552, loss: 2.8552, grad_norm: 5.5759 2021-08-16 23:52:09,774 - mmaction - INFO - Epoch [3][1860/2640] lr: 1.000e-02, eta: 20:01:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3602, top5_acc: 0.6203, loss_cls: 2.7679, loss: 2.7679, grad_norm: 5.8160 2021-08-16 23:52:20,711 - mmaction - INFO - Epoch [3][1880/2640] lr: 1.000e-02, eta: 20:00:47, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.3656, top5_acc: 0.6320, loss_cls: 2.7429, loss: 2.7429, grad_norm: 5.5164 2021-08-16 23:52:31,648 - mmaction - INFO - Epoch [3][1900/2640] lr: 1.000e-02, eta: 20:00:26, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3578, top5_acc: 0.6078, loss_cls: 2.7948, loss: 2.7948, grad_norm: 5.5978 2021-08-16 23:52:42,611 - mmaction - INFO - Epoch [3][1920/2640] lr: 1.000e-02, eta: 20:00:04, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3602, top5_acc: 0.6344, loss_cls: 2.6504, loss: 2.6504, grad_norm: 5.5613 2021-08-16 23:52:53,549 - mmaction - INFO - Epoch [3][1940/2640] lr: 1.000e-02, eta: 19:59:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3609, top5_acc: 0.6320, loss_cls: 2.6970, loss: 2.6970, grad_norm: 5.7421 2021-08-16 23:53:04,507 - mmaction - INFO - Epoch [3][1960/2640] lr: 1.000e-02, eta: 19:59:20, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3594, top5_acc: 0.6391, loss_cls: 2.6880, loss: 2.6880, grad_norm: 5.5607 2021-08-16 23:53:15,453 - mmaction - INFO - Epoch [3][1980/2640] lr: 1.000e-02, eta: 19:58:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3625, top5_acc: 0.6234, loss_cls: 2.7065, loss: 2.7065, grad_norm: 5.7079 2021-08-16 23:53:26,414 - mmaction - INFO - Epoch [3][2000/2640] lr: 1.000e-02, eta: 19:58:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3469, top5_acc: 0.5938, loss_cls: 2.8763, loss: 2.8763, grad_norm: 6.2112 2021-08-16 23:53:37,359 - mmaction - INFO - Epoch [3][2020/2640] lr: 1.000e-02, eta: 19:58:16, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3656, top5_acc: 0.6367, loss_cls: 2.6771, loss: 2.6771, grad_norm: 5.6881 2021-08-16 23:53:48,309 - mmaction - INFO - Epoch [3][2040/2640] lr: 1.000e-02, eta: 19:57:54, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3750, top5_acc: 0.6445, loss_cls: 2.6777, loss: 2.6777, grad_norm: 6.0758 2021-08-16 23:53:59,264 - mmaction - INFO - Epoch [3][2060/2640] lr: 1.000e-02, eta: 19:57:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3336, top5_acc: 0.5977, loss_cls: 2.8518, loss: 2.8518, grad_norm: 5.5743 2021-08-16 23:54:10,218 - mmaction - INFO - Epoch [3][2080/2640] lr: 1.000e-02, eta: 19:57:12, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3695, top5_acc: 0.6391, loss_cls: 2.6595, loss: 2.6595, grad_norm: 5.4695 2021-08-16 23:54:21,161 - mmaction - INFO - Epoch [3][2100/2640] lr: 1.000e-02, eta: 19:56:51, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3469, top5_acc: 0.6148, loss_cls: 2.7586, loss: 2.7586, grad_norm: 5.3011 2021-08-16 23:54:32,130 - mmaction - INFO - Epoch [3][2120/2640] lr: 1.000e-02, eta: 19:56:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3648, top5_acc: 0.6789, loss_cls: 2.6142, loss: 2.6142, grad_norm: 5.6796 2021-08-16 23:54:43,060 - mmaction - INFO - Epoch [3][2140/2640] lr: 1.000e-02, eta: 19:56:08, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3672, top5_acc: 0.6430, loss_cls: 2.6673, loss: 2.6673, grad_norm: 5.4912 2021-08-16 23:54:54,025 - mmaction - INFO - Epoch [3][2160/2640] lr: 1.000e-02, eta: 19:55:47, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3773, top5_acc: 0.6539, loss_cls: 2.6752, loss: 2.6752, grad_norm: 5.5156 2021-08-16 23:55:04,993 - mmaction - INFO - Epoch [3][2180/2640] lr: 1.000e-02, eta: 19:55:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3508, top5_acc: 0.6156, loss_cls: 2.7468, loss: 2.7468, grad_norm: 5.5374 2021-08-16 23:55:15,959 - mmaction - INFO - Epoch [3][2200/2640] lr: 1.000e-02, eta: 19:55:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3539, top5_acc: 0.6406, loss_cls: 2.7225, loss: 2.7225, grad_norm: 5.7117 2021-08-16 23:55:26,909 - mmaction - INFO - Epoch [3][2220/2640] lr: 1.000e-02, eta: 19:54:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3531, top5_acc: 0.6398, loss_cls: 2.7296, loss: 2.7296, grad_norm: 5.7051 2021-08-16 23:55:37,861 - mmaction - INFO - Epoch [3][2240/2640] lr: 1.000e-02, eta: 19:54:24, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3602, top5_acc: 0.6141, loss_cls: 2.8101, loss: 2.8101, grad_norm: 5.5389 2021-08-16 23:55:48,810 - mmaction - INFO - Epoch [3][2260/2640] lr: 1.000e-02, eta: 19:54:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3445, top5_acc: 0.6359, loss_cls: 2.7334, loss: 2.7334, grad_norm: 5.7711 2021-08-16 23:55:59,771 - mmaction - INFO - Epoch [3][2280/2640] lr: 1.000e-02, eta: 19:53:42, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3406, top5_acc: 0.6281, loss_cls: 2.7907, loss: 2.7907, grad_norm: 5.4822 2021-08-16 23:56:10,719 - mmaction - INFO - Epoch [3][2300/2640] lr: 1.000e-02, eta: 19:53:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3945, top5_acc: 0.6391, loss_cls: 2.6202, loss: 2.6202, grad_norm: 5.3908 2021-08-16 23:56:21,700 - mmaction - INFO - Epoch [3][2320/2640] lr: 1.000e-02, eta: 19:53:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3664, top5_acc: 0.6445, loss_cls: 2.7154, loss: 2.7154, grad_norm: 5.5050 2021-08-16 23:56:32,661 - mmaction - INFO - Epoch [3][2340/2640] lr: 1.000e-02, eta: 19:52:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3734, top5_acc: 0.6258, loss_cls: 2.7393, loss: 2.7393, grad_norm: 5.7881 2021-08-16 23:56:43,622 - mmaction - INFO - Epoch [3][2360/2640] lr: 1.000e-02, eta: 19:52:21, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3781, top5_acc: 0.6477, loss_cls: 2.6113, loss: 2.6113, grad_norm: 5.7287 2021-08-16 23:56:54,563 - mmaction - INFO - Epoch [3][2380/2640] lr: 1.000e-02, eta: 19:52:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3453, top5_acc: 0.6383, loss_cls: 2.7433, loss: 2.7433, grad_norm: 5.4301 2021-08-16 23:57:05,500 - mmaction - INFO - Epoch [3][2400/2640] lr: 1.000e-02, eta: 19:51:39, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.3453, top5_acc: 0.6406, loss_cls: 2.7700, loss: 2.7700, grad_norm: 5.7309 2021-08-16 23:57:16,442 - mmaction - INFO - Epoch [3][2420/2640] lr: 1.000e-02, eta: 19:51:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3609, top5_acc: 0.6508, loss_cls: 2.6632, loss: 2.6632, grad_norm: 5.4932 2021-08-16 23:57:27,420 - mmaction - INFO - Epoch [3][2440/2640] lr: 1.000e-02, eta: 19:50:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3500, top5_acc: 0.6258, loss_cls: 2.7737, loss: 2.7737, grad_norm: 5.3512 2021-08-16 23:57:38,366 - mmaction - INFO - Epoch [3][2460/2640] lr: 1.000e-02, eta: 19:50:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3523, top5_acc: 0.6523, loss_cls: 2.6897, loss: 2.6897, grad_norm: 5.6900 2021-08-16 23:57:49,319 - mmaction - INFO - Epoch [3][2480/2640] lr: 1.000e-02, eta: 19:50:18, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3469, top5_acc: 0.6164, loss_cls: 2.7379, loss: 2.7379, grad_norm: 5.4699 2021-08-16 23:58:00,272 - mmaction - INFO - Epoch [3][2500/2640] lr: 1.000e-02, eta: 19:49:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3578, top5_acc: 0.6398, loss_cls: 2.7465, loss: 2.7465, grad_norm: 5.7752 2021-08-16 23:58:11,225 - mmaction - INFO - Epoch [3][2520/2640] lr: 1.000e-02, eta: 19:49:38, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3719, top5_acc: 0.6391, loss_cls: 2.6951, loss: 2.6951, grad_norm: 5.4860 2021-08-16 23:58:22,175 - mmaction - INFO - Epoch [3][2540/2640] lr: 1.000e-02, eta: 19:49:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3758, top5_acc: 0.6406, loss_cls: 2.7127, loss: 2.7127, grad_norm: 5.6743 2021-08-16 23:58:33,137 - mmaction - INFO - Epoch [3][2560/2640] lr: 1.000e-02, eta: 19:48:58, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3711, top5_acc: 0.6391, loss_cls: 2.7359, loss: 2.7359, grad_norm: 5.7540 2021-08-16 23:58:44,090 - mmaction - INFO - Epoch [3][2580/2640] lr: 1.000e-02, eta: 19:48:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3930, top5_acc: 0.6820, loss_cls: 2.5917, loss: 2.5917, grad_norm: 5.7057 2021-08-16 23:58:55,034 - mmaction - INFO - Epoch [3][2600/2640] lr: 1.000e-02, eta: 19:48:18, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3922, top5_acc: 0.6445, loss_cls: 2.5987, loss: 2.5987, grad_norm: 5.7355 2021-08-16 23:59:05,993 - mmaction - INFO - Epoch [3][2620/2640] lr: 1.000e-02, eta: 19:47:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3766, top5_acc: 0.6188, loss_cls: 2.7510, loss: 2.7510, grad_norm: 5.6098 2021-08-16 23:59:16,639 - mmaction - INFO - Epoch [3][2640/2640] lr: 1.000e-02, eta: 19:47:33, time: 0.532, data_time: 0.002, memory: 7069, top1_acc: 0.3597, top5_acc: 0.6435, loss_cls: 2.7207, loss: 2.7207, grad_norm: 5.8097 2021-08-16 23:59:18,268 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-08-17 00:00:46,452 - mmaction - INFO - Epoch [4][20/2640] lr: 1.000e-02, eta: 20:07:05, time: 4.361, data_time: 3.807, memory: 7069, top1_acc: 0.3766, top5_acc: 0.6500, loss_cls: 2.5954, loss: 2.5954, grad_norm: 5.7663 2021-08-17 00:00:57,422 - mmaction - INFO - Epoch [4][40/2640] lr: 1.000e-02, eta: 20:06:42, time: 0.548, data_time: 0.004, memory: 7069, top1_acc: 0.3711, top5_acc: 0.6523, loss_cls: 2.6551, loss: 2.6551, grad_norm: 5.5231 2021-08-17 00:01:08,355 - mmaction - INFO - Epoch [4][60/2640] lr: 1.000e-02, eta: 20:06:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3984, top5_acc: 0.6586, loss_cls: 2.5762, loss: 2.5762, grad_norm: 5.6946 2021-08-17 00:01:19,280 - mmaction - INFO - Epoch [4][80/2640] lr: 1.000e-02, eta: 20:05:56, time: 0.545, data_time: 0.001, memory: 7069, top1_acc: 0.4008, top5_acc: 0.6656, loss_cls: 2.5516, loss: 2.5516, grad_norm: 5.5683 2021-08-17 00:01:30,243 - mmaction - INFO - Epoch [4][100/2640] lr: 1.000e-02, eta: 20:05:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3766, top5_acc: 0.6617, loss_cls: 2.6246, loss: 2.6246, grad_norm: 5.7494 2021-08-17 00:01:41,217 - mmaction - INFO - Epoch [4][120/2640] lr: 1.000e-02, eta: 20:05:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3578, top5_acc: 0.6250, loss_cls: 2.8039, loss: 2.8039, grad_norm: 6.8320 2021-08-17 00:01:52,203 - mmaction - INFO - Epoch [4][140/2640] lr: 1.000e-02, eta: 20:04:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3625, top5_acc: 0.6430, loss_cls: 2.7588, loss: 2.7588, grad_norm: 5.7339 2021-08-17 00:02:03,177 - mmaction - INFO - Epoch [4][160/2640] lr: 1.000e-02, eta: 20:04:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3391, top5_acc: 0.6266, loss_cls: 2.7751, loss: 2.7751, grad_norm: 5.6477 2021-08-17 00:02:14,119 - mmaction - INFO - Epoch [4][180/2640] lr: 1.000e-02, eta: 20:04:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3797, top5_acc: 0.6547, loss_cls: 2.6609, loss: 2.6609, grad_norm: 5.6879 2021-08-17 00:02:25,090 - mmaction - INFO - Epoch [4][200/2640] lr: 1.000e-02, eta: 20:03:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3516, top5_acc: 0.6398, loss_cls: 2.7330, loss: 2.7330, grad_norm: 5.8672 2021-08-17 00:02:36,050 - mmaction - INFO - Epoch [4][220/2640] lr: 1.000e-02, eta: 20:03:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3734, top5_acc: 0.6305, loss_cls: 2.6650, loss: 2.6650, grad_norm: 5.6899 2021-08-17 00:02:47,020 - mmaction - INFO - Epoch [4][240/2640] lr: 1.000e-02, eta: 20:02:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3445, top5_acc: 0.6305, loss_cls: 2.7049, loss: 2.7049, grad_norm: 5.6609 2021-08-17 00:02:58,002 - mmaction - INFO - Epoch [4][260/2640] lr: 1.000e-02, eta: 20:02:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3680, top5_acc: 0.6367, loss_cls: 2.6979, loss: 2.6979, grad_norm: 5.6938 2021-08-17 00:03:08,971 - mmaction - INFO - Epoch [4][280/2640] lr: 1.000e-02, eta: 20:02:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3898, top5_acc: 0.6789, loss_cls: 2.5684, loss: 2.5684, grad_norm: 6.0673 2021-08-17 00:03:19,932 - mmaction - INFO - Epoch [4][300/2640] lr: 1.000e-02, eta: 20:01:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3734, top5_acc: 0.6469, loss_cls: 2.6680, loss: 2.6680, grad_norm: 5.6818 2021-08-17 00:03:30,917 - mmaction - INFO - Epoch [4][320/2640] lr: 1.000e-02, eta: 20:01:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3852, top5_acc: 0.6477, loss_cls: 2.6483, loss: 2.6483, grad_norm: 5.6529 2021-08-17 00:03:41,898 - mmaction - INFO - Epoch [4][340/2640] lr: 1.000e-02, eta: 20:01:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3766, top5_acc: 0.6602, loss_cls: 2.6374, loss: 2.6374, grad_norm: 5.8889 2021-08-17 00:03:52,895 - mmaction - INFO - Epoch [4][360/2640] lr: 1.000e-02, eta: 20:00:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3844, top5_acc: 0.6508, loss_cls: 2.6255, loss: 2.6255, grad_norm: 5.6817 2021-08-17 00:04:03,837 - mmaction - INFO - Epoch [4][380/2640] lr: 1.000e-02, eta: 20:00:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3891, top5_acc: 0.6750, loss_cls: 2.5430, loss: 2.5430, grad_norm: 5.8511 2021-08-17 00:04:14,810 - mmaction - INFO - Epoch [4][400/2640] lr: 1.000e-02, eta: 20:00:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3828, top5_acc: 0.6406, loss_cls: 2.6967, loss: 2.6967, grad_norm: 5.6107 2021-08-17 00:04:25,776 - mmaction - INFO - Epoch [4][420/2640] lr: 1.000e-02, eta: 19:59:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3906, top5_acc: 0.6594, loss_cls: 2.5997, loss: 2.5997, grad_norm: 5.9937 2021-08-17 00:04:36,764 - mmaction - INFO - Epoch [4][440/2640] lr: 1.000e-02, eta: 19:59:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3594, top5_acc: 0.6406, loss_cls: 2.6826, loss: 2.6826, grad_norm: 5.7429 2021-08-17 00:04:47,756 - mmaction - INFO - Epoch [4][460/2640] lr: 1.000e-02, eta: 19:58:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3727, top5_acc: 0.6383, loss_cls: 2.6850, loss: 2.6850, grad_norm: 5.7277 2021-08-17 00:04:58,688 - mmaction - INFO - Epoch [4][480/2640] lr: 1.000e-02, eta: 19:58:37, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3914, top5_acc: 0.6625, loss_cls: 2.5833, loss: 2.5833, grad_norm: 5.8439 2021-08-17 00:05:09,668 - mmaction - INFO - Epoch [4][500/2640] lr: 1.000e-02, eta: 19:58:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3937, top5_acc: 0.6523, loss_cls: 2.5972, loss: 2.5972, grad_norm: 5.6951 2021-08-17 00:05:20,641 - mmaction - INFO - Epoch [4][520/2640] lr: 1.000e-02, eta: 19:57:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3820, top5_acc: 0.6516, loss_cls: 2.6189, loss: 2.6189, grad_norm: 5.7290 2021-08-17 00:05:31,609 - mmaction - INFO - Epoch [4][540/2640] lr: 1.000e-02, eta: 19:57:33, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3789, top5_acc: 0.6539, loss_cls: 2.6457, loss: 2.6457, grad_norm: 6.0128 2021-08-17 00:05:42,606 - mmaction - INFO - Epoch [4][560/2640] lr: 1.000e-02, eta: 19:57:12, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.3898, top5_acc: 0.6539, loss_cls: 2.6481, loss: 2.6481, grad_norm: 5.7091 2021-08-17 00:05:53,574 - mmaction - INFO - Epoch [4][580/2640] lr: 1.000e-02, eta: 19:56:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3961, top5_acc: 0.6781, loss_cls: 2.5639, loss: 2.5639, grad_norm: 5.6927 2021-08-17 00:06:04,548 - mmaction - INFO - Epoch [4][600/2640] lr: 1.000e-02, eta: 19:56:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3898, top5_acc: 0.6602, loss_cls: 2.5392, loss: 2.5392, grad_norm: 5.6644 2021-08-17 00:06:15,540 - mmaction - INFO - Epoch [4][620/2640] lr: 1.000e-02, eta: 19:56:08, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3656, top5_acc: 0.6469, loss_cls: 2.6971, loss: 2.6971, grad_norm: 5.5624 2021-08-17 00:06:26,500 - mmaction - INFO - Epoch [4][640/2640] lr: 1.000e-02, eta: 19:55:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3539, top5_acc: 0.6297, loss_cls: 2.7513, loss: 2.7513, grad_norm: 5.6622 2021-08-17 00:06:37,479 - mmaction - INFO - Epoch [4][660/2640] lr: 1.000e-02, eta: 19:55:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3836, top5_acc: 0.6578, loss_cls: 2.5647, loss: 2.5647, grad_norm: 5.8045 2021-08-17 00:06:48,460 - mmaction - INFO - Epoch [4][680/2640] lr: 1.000e-02, eta: 19:55:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4023, top5_acc: 0.6687, loss_cls: 2.5167, loss: 2.5167, grad_norm: 5.8133 2021-08-17 00:06:59,428 - mmaction - INFO - Epoch [4][700/2640] lr: 1.000e-02, eta: 19:54:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3828, top5_acc: 0.6234, loss_cls: 2.7128, loss: 2.7128, grad_norm: 5.7241 2021-08-17 00:07:10,399 - mmaction - INFO - Epoch [4][720/2640] lr: 1.000e-02, eta: 19:54:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3797, top5_acc: 0.6539, loss_cls: 2.6156, loss: 2.6156, grad_norm: 5.6197 2021-08-17 00:07:21,415 - mmaction - INFO - Epoch [4][740/2640] lr: 1.000e-02, eta: 19:54:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3789, top5_acc: 0.6586, loss_cls: 2.6087, loss: 2.6087, grad_norm: 5.8849 2021-08-17 00:07:32,410 - mmaction - INFO - Epoch [4][760/2640] lr: 1.000e-02, eta: 19:53:43, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.3937, top5_acc: 0.6633, loss_cls: 2.5670, loss: 2.5670, grad_norm: 5.6776 2021-08-17 00:07:43,403 - mmaction - INFO - Epoch [4][780/2640] lr: 1.000e-02, eta: 19:53:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3570, top5_acc: 0.6367, loss_cls: 2.7239, loss: 2.7239, grad_norm: 5.8257 2021-08-17 00:07:54,373 - mmaction - INFO - Epoch [4][800/2640] lr: 1.000e-02, eta: 19:53:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3977, top5_acc: 0.6625, loss_cls: 2.5726, loss: 2.5726, grad_norm: 5.7124 2021-08-17 00:08:05,367 - mmaction - INFO - Epoch [4][820/2640] lr: 1.000e-02, eta: 19:52:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3961, top5_acc: 0.6648, loss_cls: 2.6103, loss: 2.6103, grad_norm: 5.6155 2021-08-17 00:08:16,335 - mmaction - INFO - Epoch [4][840/2640] lr: 1.000e-02, eta: 19:52:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3695, top5_acc: 0.6453, loss_cls: 2.6848, loss: 2.6848, grad_norm: 5.5607 2021-08-17 00:08:27,325 - mmaction - INFO - Epoch [4][860/2640] lr: 1.000e-02, eta: 19:52:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3805, top5_acc: 0.6727, loss_cls: 2.5882, loss: 2.5882, grad_norm: 5.6076 2021-08-17 00:08:38,316 - mmaction - INFO - Epoch [4][880/2640] lr: 1.000e-02, eta: 19:51:40, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.3797, top5_acc: 0.6648, loss_cls: 2.5536, loss: 2.5536, grad_norm: 5.6007 2021-08-17 00:08:49,288 - mmaction - INFO - Epoch [4][900/2640] lr: 1.000e-02, eta: 19:51:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3805, top5_acc: 0.6414, loss_cls: 2.6772, loss: 2.6772, grad_norm: 5.6311 2021-08-17 00:09:00,279 - mmaction - INFO - Epoch [4][920/2640] lr: 1.000e-02, eta: 19:51:00, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.3828, top5_acc: 0.6422, loss_cls: 2.6628, loss: 2.6628, grad_norm: 5.7294 2021-08-17 00:09:11,249 - mmaction - INFO - Epoch [4][940/2640] lr: 1.000e-02, eta: 19:50:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3695, top5_acc: 0.6547, loss_cls: 2.6272, loss: 2.6272, grad_norm: 5.7162 2021-08-17 00:09:22,209 - mmaction - INFO - Epoch [4][960/2640] lr: 1.000e-02, eta: 19:50:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3734, top5_acc: 0.6320, loss_cls: 2.6788, loss: 2.6788, grad_norm: 5.7245 2021-08-17 00:09:33,172 - mmaction - INFO - Epoch [4][980/2640] lr: 1.000e-02, eta: 19:49:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3914, top5_acc: 0.6562, loss_cls: 2.6435, loss: 2.6435, grad_norm: 5.6089 2021-08-17 00:09:44,118 - mmaction - INFO - Epoch [4][1000/2640] lr: 1.000e-02, eta: 19:49:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3711, top5_acc: 0.6414, loss_cls: 2.6360, loss: 2.6360, grad_norm: 5.5905 2021-08-17 00:09:55,084 - mmaction - INFO - Epoch [4][1020/2640] lr: 1.000e-02, eta: 19:49:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3867, top5_acc: 0.6711, loss_cls: 2.5525, loss: 2.5525, grad_norm: 5.6264 2021-08-17 00:10:06,036 - mmaction - INFO - Epoch [4][1040/2640] lr: 1.000e-02, eta: 19:48:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3695, top5_acc: 0.6461, loss_cls: 2.6267, loss: 2.6267, grad_norm: 5.7353 2021-08-17 00:10:16,995 - mmaction - INFO - Epoch [4][1060/2640] lr: 1.000e-02, eta: 19:48:36, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.3633, top5_acc: 0.6383, loss_cls: 2.6686, loss: 2.6686, grad_norm: 5.8144 2021-08-17 00:10:27,960 - mmaction - INFO - Epoch [4][1080/2640] lr: 1.000e-02, eta: 19:48:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3812, top5_acc: 0.6602, loss_cls: 2.6541, loss: 2.6541, grad_norm: 5.6887 2021-08-17 00:10:38,917 - mmaction - INFO - Epoch [4][1100/2640] lr: 1.000e-02, eta: 19:47:56, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3648, top5_acc: 0.6508, loss_cls: 2.6298, loss: 2.6298, grad_norm: 5.7817 2021-08-17 00:10:49,900 - mmaction - INFO - Epoch [4][1120/2640] lr: 1.000e-02, eta: 19:47:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3633, top5_acc: 0.6469, loss_cls: 2.6511, loss: 2.6511, grad_norm: 5.7654 2021-08-17 00:11:00,876 - mmaction - INFO - Epoch [4][1140/2640] lr: 1.000e-02, eta: 19:47:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3812, top5_acc: 0.6547, loss_cls: 2.6311, loss: 2.6311, grad_norm: 5.9308 2021-08-17 00:11:11,855 - mmaction - INFO - Epoch [4][1160/2640] lr: 1.000e-02, eta: 19:46:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3688, top5_acc: 0.6398, loss_cls: 2.6748, loss: 2.6748, grad_norm: 5.4805 2021-08-17 00:11:22,832 - mmaction - INFO - Epoch [4][1180/2640] lr: 1.000e-02, eta: 19:46:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3695, top5_acc: 0.6516, loss_cls: 2.6380, loss: 2.6380, grad_norm: 5.4988 2021-08-17 00:11:33,790 - mmaction - INFO - Epoch [4][1200/2640] lr: 1.000e-02, eta: 19:46:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4031, top5_acc: 0.6508, loss_cls: 2.6053, loss: 2.6053, grad_norm: 5.5339 2021-08-17 00:11:44,767 - mmaction - INFO - Epoch [4][1220/2640] lr: 1.000e-02, eta: 19:45:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3914, top5_acc: 0.6656, loss_cls: 2.5794, loss: 2.5794, grad_norm: 5.7134 2021-08-17 00:11:55,739 - mmaction - INFO - Epoch [4][1240/2640] lr: 1.000e-02, eta: 19:45:37, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3961, top5_acc: 0.6703, loss_cls: 2.5598, loss: 2.5598, grad_norm: 5.5801 2021-08-17 00:12:06,699 - mmaction - INFO - Epoch [4][1260/2640] lr: 1.000e-02, eta: 19:45:17, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3617, top5_acc: 0.6547, loss_cls: 2.6609, loss: 2.6609, grad_norm: 5.7213 2021-08-17 00:12:17,674 - mmaction - INFO - Epoch [4][1280/2640] lr: 1.000e-02, eta: 19:44:58, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3695, top5_acc: 0.6656, loss_cls: 2.6243, loss: 2.6243, grad_norm: 5.5405 2021-08-17 00:12:28,651 - mmaction - INFO - Epoch [4][1300/2640] lr: 1.000e-02, eta: 19:44:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3922, top5_acc: 0.6500, loss_cls: 2.5896, loss: 2.5896, grad_norm: 5.7010 2021-08-17 00:12:39,625 - mmaction - INFO - Epoch [4][1320/2640] lr: 1.000e-02, eta: 19:44:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3977, top5_acc: 0.6562, loss_cls: 2.5710, loss: 2.5710, grad_norm: 5.9918 2021-08-17 00:12:50,591 - mmaction - INFO - Epoch [4][1340/2640] lr: 1.000e-02, eta: 19:43:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3781, top5_acc: 0.6695, loss_cls: 2.6029, loss: 2.6029, grad_norm: 5.8569 2021-08-17 00:13:01,548 - mmaction - INFO - Epoch [4][1360/2640] lr: 1.000e-02, eta: 19:43:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3766, top5_acc: 0.6625, loss_cls: 2.6595, loss: 2.6595, grad_norm: 5.8358 2021-08-17 00:13:12,508 - mmaction - INFO - Epoch [4][1380/2640] lr: 1.000e-02, eta: 19:43:19, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3742, top5_acc: 0.6555, loss_cls: 2.6127, loss: 2.6127, grad_norm: 5.5016 2021-08-17 00:13:23,486 - mmaction - INFO - Epoch [4][1400/2640] lr: 1.000e-02, eta: 19:43:00, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3750, top5_acc: 0.6516, loss_cls: 2.6385, loss: 2.6385, grad_norm: 5.7238 2021-08-17 00:13:34,473 - mmaction - INFO - Epoch [4][1420/2640] lr: 1.000e-02, eta: 19:42:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4047, top5_acc: 0.6625, loss_cls: 2.5468, loss: 2.5468, grad_norm: 5.7608 2021-08-17 00:13:45,442 - mmaction - INFO - Epoch [4][1440/2640] lr: 1.000e-02, eta: 19:42:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3750, top5_acc: 0.6398, loss_cls: 2.6629, loss: 2.6629, grad_norm: 5.7280 2021-08-17 00:13:56,418 - mmaction - INFO - Epoch [4][1460/2640] lr: 1.000e-02, eta: 19:42:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3937, top5_acc: 0.6594, loss_cls: 2.6022, loss: 2.6022, grad_norm: 5.7690 2021-08-17 00:14:07,393 - mmaction - INFO - Epoch [4][1480/2640] lr: 1.000e-02, eta: 19:41:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3922, top5_acc: 0.6875, loss_cls: 2.5278, loss: 2.5278, grad_norm: 5.7722 2021-08-17 00:14:18,369 - mmaction - INFO - Epoch [4][1500/2640] lr: 1.000e-02, eta: 19:41:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3852, top5_acc: 0.6719, loss_cls: 2.5704, loss: 2.5704, grad_norm: 5.6419 2021-08-17 00:14:29,349 - mmaction - INFO - Epoch [4][1520/2640] lr: 1.000e-02, eta: 19:41:04, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3867, top5_acc: 0.6438, loss_cls: 2.6304, loss: 2.6304, grad_norm: 5.7826 2021-08-17 00:14:40,327 - mmaction - INFO - Epoch [4][1540/2640] lr: 1.000e-02, eta: 19:40:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3977, top5_acc: 0.6719, loss_cls: 2.5359, loss: 2.5359, grad_norm: 5.7506 2021-08-17 00:14:51,338 - mmaction - INFO - Epoch [4][1560/2640] lr: 1.000e-02, eta: 19:40:26, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.3680, top5_acc: 0.6555, loss_cls: 2.6075, loss: 2.6075, grad_norm: 5.5970 2021-08-17 00:15:02,265 - mmaction - INFO - Epoch [4][1580/2640] lr: 1.000e-02, eta: 19:40:06, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.3875, top5_acc: 0.6477, loss_cls: 2.6529, loss: 2.6529, grad_norm: 5.6480 2021-08-17 00:15:13,200 - mmaction - INFO - Epoch [4][1600/2640] lr: 1.000e-02, eta: 19:39:47, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.3992, top5_acc: 0.6703, loss_cls: 2.5803, loss: 2.5803, grad_norm: 5.7966 2021-08-17 00:15:24,173 - mmaction - INFO - Epoch [4][1620/2640] lr: 1.000e-02, eta: 19:39:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4016, top5_acc: 0.6414, loss_cls: 2.6264, loss: 2.6264, grad_norm: 5.6855 2021-08-17 00:15:35,141 - mmaction - INFO - Epoch [4][1640/2640] lr: 1.000e-02, eta: 19:39:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3758, top5_acc: 0.6570, loss_cls: 2.6658, loss: 2.6658, grad_norm: 5.7112 2021-08-17 00:15:46,142 - mmaction - INFO - Epoch [4][1660/2640] lr: 1.000e-02, eta: 19:38:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3781, top5_acc: 0.6594, loss_cls: 2.6147, loss: 2.6147, grad_norm: 5.6991 2021-08-17 00:15:57,104 - mmaction - INFO - Epoch [4][1680/2640] lr: 1.000e-02, eta: 19:38:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3742, top5_acc: 0.6422, loss_cls: 2.6504, loss: 2.6504, grad_norm: 5.7258 2021-08-17 00:16:08,094 - mmaction - INFO - Epoch [4][1700/2640] lr: 1.000e-02, eta: 19:38:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3977, top5_acc: 0.6672, loss_cls: 2.5764, loss: 2.5764, grad_norm: 5.6993 2021-08-17 00:16:19,065 - mmaction - INFO - Epoch [4][1720/2640] lr: 1.000e-02, eta: 19:37:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3781, top5_acc: 0.6641, loss_cls: 2.6355, loss: 2.6355, grad_norm: 5.9052 2021-08-17 00:16:30,058 - mmaction - INFO - Epoch [4][1740/2640] lr: 1.000e-02, eta: 19:37:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3812, top5_acc: 0.6805, loss_cls: 2.5911, loss: 2.5911, grad_norm: 5.5553 2021-08-17 00:16:41,041 - mmaction - INFO - Epoch [4][1760/2640] lr: 1.000e-02, eta: 19:37:16, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4117, top5_acc: 0.6727, loss_cls: 2.5338, loss: 2.5338, grad_norm: 5.3445 2021-08-17 00:16:52,020 - mmaction - INFO - Epoch [4][1780/2640] lr: 1.000e-02, eta: 19:36:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3758, top5_acc: 0.6469, loss_cls: 2.6217, loss: 2.6217, grad_norm: 5.6218 2021-08-17 00:17:02,996 - mmaction - INFO - Epoch [4][1800/2640] lr: 1.000e-02, eta: 19:36:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3883, top5_acc: 0.6391, loss_cls: 2.6221, loss: 2.6221, grad_norm: 5.6675 2021-08-17 00:17:13,971 - mmaction - INFO - Epoch [4][1820/2640] lr: 1.000e-02, eta: 19:36:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3937, top5_acc: 0.6820, loss_cls: 2.5046, loss: 2.5046, grad_norm: 5.8220 2021-08-17 00:17:24,919 - mmaction - INFO - Epoch [4][1840/2640] lr: 1.000e-02, eta: 19:36:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3922, top5_acc: 0.6703, loss_cls: 2.5441, loss: 2.5441, grad_norm: 5.4420 2021-08-17 00:17:35,890 - mmaction - INFO - Epoch [4][1860/2640] lr: 1.000e-02, eta: 19:35:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3937, top5_acc: 0.6734, loss_cls: 2.5315, loss: 2.5315, grad_norm: 5.6864 2021-08-17 00:17:46,847 - mmaction - INFO - Epoch [4][1880/2640] lr: 1.000e-02, eta: 19:35:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3914, top5_acc: 0.6687, loss_cls: 2.5794, loss: 2.5794, grad_norm: 5.7120 2021-08-17 00:17:57,819 - mmaction - INFO - Epoch [4][1900/2640] lr: 1.000e-02, eta: 19:35:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4102, top5_acc: 0.6789, loss_cls: 2.4946, loss: 2.4946, grad_norm: 5.4736 2021-08-17 00:18:08,774 - mmaction - INFO - Epoch [4][1920/2640] lr: 1.000e-02, eta: 19:34:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4047, top5_acc: 0.6828, loss_cls: 2.4654, loss: 2.4654, grad_norm: 5.9563 2021-08-17 00:18:19,757 - mmaction - INFO - Epoch [4][1940/2640] lr: 1.000e-02, eta: 19:34:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3969, top5_acc: 0.6672, loss_cls: 2.5681, loss: 2.5681, grad_norm: 5.9711 2021-08-17 00:18:30,722 - mmaction - INFO - Epoch [4][1960/2640] lr: 1.000e-02, eta: 19:34:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3742, top5_acc: 0.6609, loss_cls: 2.6060, loss: 2.6060, grad_norm: 5.8695 2021-08-17 00:18:41,682 - mmaction - INFO - Epoch [4][1980/2640] lr: 1.000e-02, eta: 19:33:50, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4070, top5_acc: 0.6727, loss_cls: 2.5868, loss: 2.5868, grad_norm: 5.7628 2021-08-17 00:18:52,648 - mmaction - INFO - Epoch [4][2000/2640] lr: 1.000e-02, eta: 19:33:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3680, top5_acc: 0.6687, loss_cls: 2.6126, loss: 2.6126, grad_norm: 5.8273 2021-08-17 00:19:03,616 - mmaction - INFO - Epoch [4][2020/2640] lr: 1.000e-02, eta: 19:33:13, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4023, top5_acc: 0.6687, loss_cls: 2.5354, loss: 2.5354, grad_norm: 5.5589 2021-08-17 00:19:14,596 - mmaction - INFO - Epoch [4][2040/2640] lr: 1.000e-02, eta: 19:32:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3984, top5_acc: 0.6664, loss_cls: 2.5366, loss: 2.5366, grad_norm: 5.8844 2021-08-17 00:19:25,573 - mmaction - INFO - Epoch [4][2060/2640] lr: 1.000e-02, eta: 19:32:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3695, top5_acc: 0.6602, loss_cls: 2.6610, loss: 2.6610, grad_norm: 5.6988 2021-08-17 00:19:36,551 - mmaction - INFO - Epoch [4][2080/2640] lr: 1.000e-02, eta: 19:32:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4062, top5_acc: 0.6687, loss_cls: 2.5406, loss: 2.5406, grad_norm: 5.7453 2021-08-17 00:19:47,534 - mmaction - INFO - Epoch [4][2100/2640] lr: 1.000e-02, eta: 19:31:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3984, top5_acc: 0.6891, loss_cls: 2.5175, loss: 2.5175, grad_norm: 5.8460 2021-08-17 00:19:58,506 - mmaction - INFO - Epoch [4][2120/2640] lr: 1.000e-02, eta: 19:31:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3727, top5_acc: 0.6516, loss_cls: 2.6461, loss: 2.6461, grad_norm: 5.7780 2021-08-17 00:20:09,502 - mmaction - INFO - Epoch [4][2140/2640] lr: 1.000e-02, eta: 19:31:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3906, top5_acc: 0.6766, loss_cls: 2.5452, loss: 2.5452, grad_norm: 5.8767 2021-08-17 00:20:20,497 - mmaction - INFO - Epoch [4][2160/2640] lr: 1.000e-02, eta: 19:31:05, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.3602, top5_acc: 0.6438, loss_cls: 2.6799, loss: 2.6799, grad_norm: 5.6609 2021-08-17 00:20:31,460 - mmaction - INFO - Epoch [4][2180/2640] lr: 1.000e-02, eta: 19:30:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3836, top5_acc: 0.6531, loss_cls: 2.5713, loss: 2.5713, grad_norm: 5.5795 2021-08-17 00:20:42,445 - mmaction - INFO - Epoch [4][2200/2640] lr: 1.000e-02, eta: 19:30:29, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.3914, top5_acc: 0.6625, loss_cls: 2.6184, loss: 2.6184, grad_norm: 5.6086 2021-08-17 00:20:53,424 - mmaction - INFO - Epoch [4][2220/2640] lr: 1.000e-02, eta: 19:30:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3984, top5_acc: 0.6805, loss_cls: 2.4583, loss: 2.4583, grad_norm: 5.5779 2021-08-17 00:21:04,411 - mmaction - INFO - Epoch [4][2240/2640] lr: 1.000e-02, eta: 19:29:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3766, top5_acc: 0.6594, loss_cls: 2.5885, loss: 2.5885, grad_norm: 5.5843 2021-08-17 00:21:15,397 - mmaction - INFO - Epoch [4][2260/2640] lr: 1.000e-02, eta: 19:29:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3945, top5_acc: 0.6656, loss_cls: 2.5968, loss: 2.5968, grad_norm: 5.7585 2021-08-17 00:21:26,371 - mmaction - INFO - Epoch [4][2280/2640] lr: 1.000e-02, eta: 19:29:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4078, top5_acc: 0.6773, loss_cls: 2.5105, loss: 2.5105, grad_norm: 5.7786 2021-08-17 00:21:37,345 - mmaction - INFO - Epoch [4][2300/2640] lr: 1.000e-02, eta: 19:28:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3859, top5_acc: 0.6789, loss_cls: 2.5359, loss: 2.5359, grad_norm: 5.7615 2021-08-17 00:21:48,328 - mmaction - INFO - Epoch [4][2320/2640] lr: 1.000e-02, eta: 19:28:41, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.3859, top5_acc: 0.6453, loss_cls: 2.6299, loss: 2.6299, grad_norm: 5.7701 2021-08-17 00:21:59,320 - mmaction - INFO - Epoch [4][2340/2640] lr: 1.000e-02, eta: 19:28:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3898, top5_acc: 0.6930, loss_cls: 2.5186, loss: 2.5186, grad_norm: 5.9846 2021-08-17 00:22:10,301 - mmaction - INFO - Epoch [4][2360/2640] lr: 1.000e-02, eta: 19:28:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3812, top5_acc: 0.6594, loss_cls: 2.6247, loss: 2.6247, grad_norm: 5.7925 2021-08-17 00:22:21,277 - mmaction - INFO - Epoch [4][2380/2640] lr: 1.000e-02, eta: 19:27:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3945, top5_acc: 0.6594, loss_cls: 2.5800, loss: 2.5800, grad_norm: 5.8111 2021-08-17 00:22:32,305 - mmaction - INFO - Epoch [4][2400/2640] lr: 1.000e-02, eta: 19:27:30, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.3766, top5_acc: 0.6570, loss_cls: 2.5999, loss: 2.5999, grad_norm: 5.5602 2021-08-17 00:22:43,221 - mmaction - INFO - Epoch [4][2420/2640] lr: 1.000e-02, eta: 19:27:12, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.3844, top5_acc: 0.6617, loss_cls: 2.5130, loss: 2.5130, grad_norm: 6.0133 2021-08-17 00:22:54,202 - mmaction - INFO - Epoch [4][2440/2640] lr: 1.000e-02, eta: 19:26:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3977, top5_acc: 0.6773, loss_cls: 2.5591, loss: 2.5591, grad_norm: 5.6035 2021-08-17 00:23:05,195 - mmaction - INFO - Epoch [4][2460/2640] lr: 1.000e-02, eta: 19:26:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3664, top5_acc: 0.6602, loss_cls: 2.6405, loss: 2.6405, grad_norm: 5.7615 2021-08-17 00:23:16,165 - mmaction - INFO - Epoch [4][2480/2640] lr: 1.000e-02, eta: 19:26:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3852, top5_acc: 0.6672, loss_cls: 2.5988, loss: 2.5988, grad_norm: 5.7249 2021-08-17 00:23:27,160 - mmaction - INFO - Epoch [4][2500/2640] lr: 1.000e-02, eta: 19:26:01, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.3930, top5_acc: 0.6758, loss_cls: 2.5394, loss: 2.5394, grad_norm: 5.7186 2021-08-17 00:23:38,126 - mmaction - INFO - Epoch [4][2520/2640] lr: 1.000e-02, eta: 19:25:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3937, top5_acc: 0.6766, loss_cls: 2.5401, loss: 2.5401, grad_norm: 5.5477 2021-08-17 00:23:49,091 - mmaction - INFO - Epoch [4][2540/2640] lr: 1.000e-02, eta: 19:25:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3937, top5_acc: 0.6508, loss_cls: 2.6186, loss: 2.6186, grad_norm: 5.8832 2021-08-17 00:24:00,063 - mmaction - INFO - Epoch [4][2560/2640] lr: 1.000e-02, eta: 19:25:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4195, top5_acc: 0.6719, loss_cls: 2.5033, loss: 2.5033, grad_norm: 5.7458 2021-08-17 00:24:11,053 - mmaction - INFO - Epoch [4][2580/2640] lr: 1.000e-02, eta: 19:24:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3812, top5_acc: 0.6617, loss_cls: 2.6538, loss: 2.6538, grad_norm: 5.7676 2021-08-17 00:24:22,032 - mmaction - INFO - Epoch [4][2600/2640] lr: 1.000e-02, eta: 19:24:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3937, top5_acc: 0.6711, loss_cls: 2.5402, loss: 2.5402, grad_norm: 5.6701 2021-08-17 00:24:33,019 - mmaction - INFO - Epoch [4][2620/2640] lr: 1.000e-02, eta: 19:24:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3727, top5_acc: 0.6516, loss_cls: 2.6408, loss: 2.6408, grad_norm: 5.7757 2021-08-17 00:24:43,670 - mmaction - INFO - Epoch [4][2640/2640] lr: 1.000e-02, eta: 19:23:54, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.3565, top5_acc: 0.6371, loss_cls: 2.7219, loss: 2.7219, grad_norm: 5.9281 2021-08-17 00:24:46,052 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-08-17 00:26:10,808 - mmaction - INFO - Epoch [5][20/2640] lr: 1.000e-02, eta: 19:37:29, time: 4.175, data_time: 3.547, memory: 7069, top1_acc: 0.4031, top5_acc: 0.6797, loss_cls: 2.4882, loss: 2.4882, grad_norm: 5.7179 2021-08-17 00:26:21,785 - mmaction - INFO - Epoch [5][40/2640] lr: 1.000e-02, eta: 19:37:10, time: 0.550, data_time: 0.005, memory: 7069, top1_acc: 0.4023, top5_acc: 0.6750, loss_cls: 2.5588, loss: 2.5588, grad_norm: 5.7110 2021-08-17 00:26:32,718 - mmaction - INFO - Epoch [5][60/2640] lr: 1.000e-02, eta: 19:36:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3969, top5_acc: 0.6664, loss_cls: 2.5271, loss: 2.5271, grad_norm: 5.7075 2021-08-17 00:26:43,648 - mmaction - INFO - Epoch [5][80/2640] lr: 1.000e-02, eta: 19:36:30, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.3859, top5_acc: 0.6828, loss_cls: 2.5386, loss: 2.5386, grad_norm: 5.7323 2021-08-17 00:26:54,598 - mmaction - INFO - Epoch [5][100/2640] lr: 1.000e-02, eta: 19:36:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4188, top5_acc: 0.6789, loss_cls: 2.4956, loss: 2.4956, grad_norm: 5.5641 2021-08-17 00:27:05,550 - mmaction - INFO - Epoch [5][120/2640] lr: 1.000e-02, eta: 19:35:52, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4062, top5_acc: 0.6875, loss_cls: 2.4952, loss: 2.4952, grad_norm: 5.6612 2021-08-17 00:27:16,517 - mmaction - INFO - Epoch [5][140/2640] lr: 1.000e-02, eta: 19:35:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3797, top5_acc: 0.6547, loss_cls: 2.6476, loss: 2.6476, grad_norm: 5.9464 2021-08-17 00:27:27,503 - mmaction - INFO - Epoch [5][160/2640] lr: 1.000e-02, eta: 19:35:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3891, top5_acc: 0.6859, loss_cls: 2.4737, loss: 2.4737, grad_norm: 5.7366 2021-08-17 00:27:38,417 - mmaction - INFO - Epoch [5][180/2640] lr: 1.000e-02, eta: 19:34:54, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.3773, top5_acc: 0.6680, loss_cls: 2.6014, loss: 2.6014, grad_norm: 5.7777 2021-08-17 00:27:49,387 - mmaction - INFO - Epoch [5][200/2640] lr: 1.000e-02, eta: 19:34:35, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4016, top5_acc: 0.6773, loss_cls: 2.4967, loss: 2.4967, grad_norm: 5.8701 2021-08-17 00:28:00,372 - mmaction - INFO - Epoch [5][220/2640] lr: 1.000e-02, eta: 19:34:16, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3852, top5_acc: 0.6914, loss_cls: 2.5388, loss: 2.5388, grad_norm: 5.8738 2021-08-17 00:28:11,339 - mmaction - INFO - Epoch [5][240/2640] lr: 1.000e-02, eta: 19:33:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3984, top5_acc: 0.6609, loss_cls: 2.5689, loss: 2.5689, grad_norm: 5.7244 2021-08-17 00:28:22,306 - mmaction - INFO - Epoch [5][260/2640] lr: 1.000e-02, eta: 19:33:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4188, top5_acc: 0.6672, loss_cls: 2.5093, loss: 2.5093, grad_norm: 5.7393 2021-08-17 00:28:33,281 - mmaction - INFO - Epoch [5][280/2640] lr: 1.000e-02, eta: 19:33:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4055, top5_acc: 0.6867, loss_cls: 2.4444, loss: 2.4444, grad_norm: 5.6719 2021-08-17 00:28:44,257 - mmaction - INFO - Epoch [5][300/2640] lr: 1.000e-02, eta: 19:33:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3836, top5_acc: 0.6773, loss_cls: 2.5341, loss: 2.5341, grad_norm: 5.7552 2021-08-17 00:28:55,257 - mmaction - INFO - Epoch [5][320/2640] lr: 1.000e-02, eta: 19:32:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4039, top5_acc: 0.6844, loss_cls: 2.5140, loss: 2.5140, grad_norm: 6.0277 2021-08-17 00:29:06,243 - mmaction - INFO - Epoch [5][340/2640] lr: 1.000e-02, eta: 19:32:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3930, top5_acc: 0.6742, loss_cls: 2.5035, loss: 2.5035, grad_norm: 5.7545 2021-08-17 00:29:17,231 - mmaction - INFO - Epoch [5][360/2640] lr: 1.000e-02, eta: 19:32:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4023, top5_acc: 0.6719, loss_cls: 2.5181, loss: 2.5181, grad_norm: 5.6369 2021-08-17 00:29:28,223 - mmaction - INFO - Epoch [5][380/2640] lr: 1.000e-02, eta: 19:31:46, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.3984, top5_acc: 0.6602, loss_cls: 2.5414, loss: 2.5414, grad_norm: 5.7809 2021-08-17 00:29:39,209 - mmaction - INFO - Epoch [5][400/2640] lr: 1.000e-02, eta: 19:31:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4273, top5_acc: 0.6883, loss_cls: 2.3888, loss: 2.3888, grad_norm: 5.7909 2021-08-17 00:29:50,189 - mmaction - INFO - Epoch [5][420/2640] lr: 1.000e-02, eta: 19:31:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4070, top5_acc: 0.6719, loss_cls: 2.5040, loss: 2.5040, grad_norm: 6.0046 2021-08-17 00:30:01,168 - mmaction - INFO - Epoch [5][440/2640] lr: 1.000e-02, eta: 19:30:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3930, top5_acc: 0.6602, loss_cls: 2.5363, loss: 2.5363, grad_norm: 5.6885 2021-08-17 00:30:12,133 - mmaction - INFO - Epoch [5][460/2640] lr: 1.000e-02, eta: 19:30:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3953, top5_acc: 0.6602, loss_cls: 2.5408, loss: 2.5408, grad_norm: 5.7785 2021-08-17 00:30:23,094 - mmaction - INFO - Epoch [5][480/2640] lr: 1.000e-02, eta: 19:30:13, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3937, top5_acc: 0.6844, loss_cls: 2.4958, loss: 2.4958, grad_norm: 5.9248 2021-08-17 00:30:34,080 - mmaction - INFO - Epoch [5][500/2640] lr: 1.000e-02, eta: 19:29:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4102, top5_acc: 0.7023, loss_cls: 2.4159, loss: 2.4159, grad_norm: 5.8548 2021-08-17 00:30:45,064 - mmaction - INFO - Epoch [5][520/2640] lr: 1.000e-02, eta: 19:29:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4164, top5_acc: 0.7094, loss_cls: 2.3934, loss: 2.3934, grad_norm: 5.9550 2021-08-17 00:30:56,115 - mmaction - INFO - Epoch [5][540/2640] lr: 1.000e-02, eta: 19:29:18, time: 0.553, data_time: 0.002, memory: 7069, top1_acc: 0.4164, top5_acc: 0.6719, loss_cls: 2.4841, loss: 2.4841, grad_norm: 5.9651 2021-08-17 00:31:07,046 - mmaction - INFO - Epoch [5][560/2640] lr: 1.000e-02, eta: 19:28:59, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4078, top5_acc: 0.6922, loss_cls: 2.4703, loss: 2.4703, grad_norm: 5.7868 2021-08-17 00:31:18,035 - mmaction - INFO - Epoch [5][580/2640] lr: 1.000e-02, eta: 19:28:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4000, top5_acc: 0.6750, loss_cls: 2.4592, loss: 2.4592, grad_norm: 5.7855 2021-08-17 00:31:29,002 - mmaction - INFO - Epoch [5][600/2640] lr: 1.000e-02, eta: 19:28:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3867, top5_acc: 0.6742, loss_cls: 2.5232, loss: 2.5232, grad_norm: 5.7348 2021-08-17 00:31:39,982 - mmaction - INFO - Epoch [5][620/2640] lr: 1.000e-02, eta: 19:28:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3758, top5_acc: 0.6586, loss_cls: 2.5971, loss: 2.5971, grad_norm: 5.9045 2021-08-17 00:31:50,949 - mmaction - INFO - Epoch [5][640/2640] lr: 1.000e-02, eta: 19:27:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4070, top5_acc: 0.6813, loss_cls: 2.5118, loss: 2.5118, grad_norm: 5.5021 2021-08-17 00:32:01,925 - mmaction - INFO - Epoch [5][660/2640] lr: 1.000e-02, eta: 19:27:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3992, top5_acc: 0.6633, loss_cls: 2.5432, loss: 2.5432, grad_norm: 5.6764 2021-08-17 00:32:12,896 - mmaction - INFO - Epoch [5][680/2640] lr: 1.000e-02, eta: 19:27:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4141, top5_acc: 0.6766, loss_cls: 2.5099, loss: 2.5099, grad_norm: 5.6056 2021-08-17 00:32:23,876 - mmaction - INFO - Epoch [5][700/2640] lr: 1.000e-02, eta: 19:26:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4023, top5_acc: 0.6828, loss_cls: 2.4748, loss: 2.4748, grad_norm: 5.7240 2021-08-17 00:32:34,843 - mmaction - INFO - Epoch [5][720/2640] lr: 1.000e-02, eta: 19:26:33, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4070, top5_acc: 0.6758, loss_cls: 2.5244, loss: 2.5244, grad_norm: 5.9469 2021-08-17 00:32:45,824 - mmaction - INFO - Epoch [5][740/2640] lr: 1.000e-02, eta: 19:26:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4164, top5_acc: 0.6937, loss_cls: 2.4259, loss: 2.4259, grad_norm: 5.7734 2021-08-17 00:32:56,831 - mmaction - INFO - Epoch [5][760/2640] lr: 1.000e-02, eta: 19:25:57, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4016, top5_acc: 0.6805, loss_cls: 2.4735, loss: 2.4735, grad_norm: 5.7708 2021-08-17 00:33:07,803 - mmaction - INFO - Epoch [5][780/2640] lr: 1.000e-02, eta: 19:25:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3961, top5_acc: 0.6664, loss_cls: 2.5182, loss: 2.5182, grad_norm: 5.7150 2021-08-17 00:33:18,784 - mmaction - INFO - Epoch [5][800/2640] lr: 1.000e-02, eta: 19:25:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3945, top5_acc: 0.6773, loss_cls: 2.5006, loss: 2.5006, grad_norm: 5.7178 2021-08-17 00:33:29,765 - mmaction - INFO - Epoch [5][820/2640] lr: 1.000e-02, eta: 19:25:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3992, top5_acc: 0.6687, loss_cls: 2.5337, loss: 2.5337, grad_norm: 5.9390 2021-08-17 00:33:40,731 - mmaction - INFO - Epoch [5][840/2640] lr: 1.000e-02, eta: 19:24:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4047, top5_acc: 0.6695, loss_cls: 2.5013, loss: 2.5013, grad_norm: 5.5839 2021-08-17 00:33:51,702 - mmaction - INFO - Epoch [5][860/2640] lr: 1.000e-02, eta: 19:24:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4062, top5_acc: 0.6727, loss_cls: 2.5491, loss: 2.5491, grad_norm: 5.5879 2021-08-17 00:34:02,660 - mmaction - INFO - Epoch [5][880/2640] lr: 1.000e-02, eta: 19:24:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3961, top5_acc: 0.6844, loss_cls: 2.5008, loss: 2.5008, grad_norm: 5.9458 2021-08-17 00:34:13,641 - mmaction - INFO - Epoch [5][900/2640] lr: 1.000e-02, eta: 19:23:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4016, top5_acc: 0.6578, loss_cls: 2.5771, loss: 2.5771, grad_norm: 5.6895 2021-08-17 00:34:24,622 - mmaction - INFO - Epoch [5][920/2640] lr: 1.000e-02, eta: 19:23:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7008, loss_cls: 2.3663, loss: 2.3663, grad_norm: 5.7082 2021-08-17 00:34:35,614 - mmaction - INFO - Epoch [5][940/2640] lr: 1.000e-02, eta: 19:23:14, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4188, top5_acc: 0.6945, loss_cls: 2.4515, loss: 2.4515, grad_norm: 6.0440 2021-08-17 00:34:46,581 - mmaction - INFO - Epoch [5][960/2640] lr: 1.000e-02, eta: 19:22:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3953, top5_acc: 0.6773, loss_cls: 2.5471, loss: 2.5471, grad_norm: 5.9580 2021-08-17 00:34:57,555 - mmaction - INFO - Epoch [5][980/2640] lr: 1.000e-02, eta: 19:22:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4055, top5_acc: 0.6664, loss_cls: 2.5168, loss: 2.5168, grad_norm: 5.7879 2021-08-17 00:35:08,533 - mmaction - INFO - Epoch [5][1000/2640] lr: 1.000e-02, eta: 19:22:20, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3977, top5_acc: 0.6750, loss_cls: 2.5231, loss: 2.5231, grad_norm: 5.9332 2021-08-17 00:35:19,520 - mmaction - INFO - Epoch [5][1020/2640] lr: 1.000e-02, eta: 19:22:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3953, top5_acc: 0.6516, loss_cls: 2.5693, loss: 2.5693, grad_norm: 5.6659 2021-08-17 00:35:30,512 - mmaction - INFO - Epoch [5][1040/2640] lr: 1.000e-02, eta: 19:21:45, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.3930, top5_acc: 0.6711, loss_cls: 2.5460, loss: 2.5460, grad_norm: 5.4820 2021-08-17 00:35:41,488 - mmaction - INFO - Epoch [5][1060/2640] lr: 1.000e-02, eta: 19:21:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3867, top5_acc: 0.6820, loss_cls: 2.4794, loss: 2.4794, grad_norm: 5.8899 2021-08-17 00:35:52,461 - mmaction - INFO - Epoch [5][1080/2640] lr: 1.000e-02, eta: 19:21:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4297, top5_acc: 0.7125, loss_cls: 2.3574, loss: 2.3574, grad_norm: 5.6664 2021-08-17 00:36:03,451 - mmaction - INFO - Epoch [5][1100/2640] lr: 1.000e-02, eta: 19:20:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3937, top5_acc: 0.6805, loss_cls: 2.5547, loss: 2.5547, grad_norm: 5.9416 2021-08-17 00:36:14,431 - mmaction - INFO - Epoch [5][1120/2640] lr: 1.000e-02, eta: 19:20:34, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3953, top5_acc: 0.6836, loss_cls: 2.5151, loss: 2.5151, grad_norm: 5.7512 2021-08-17 00:36:25,419 - mmaction - INFO - Epoch [5][1140/2640] lr: 1.000e-02, eta: 19:20:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4172, top5_acc: 0.6758, loss_cls: 2.5085, loss: 2.5085, grad_norm: 5.7544 2021-08-17 00:36:36,405 - mmaction - INFO - Epoch [5][1160/2640] lr: 1.000e-02, eta: 19:19:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4117, top5_acc: 0.6984, loss_cls: 2.4941, loss: 2.4941, grad_norm: 5.8065 2021-08-17 00:36:47,379 - mmaction - INFO - Epoch [5][1180/2640] lr: 1.000e-02, eta: 19:19:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3922, top5_acc: 0.6617, loss_cls: 2.5414, loss: 2.5414, grad_norm: 5.8028 2021-08-17 00:36:58,341 - mmaction - INFO - Epoch [5][1200/2640] lr: 1.000e-02, eta: 19:19:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3820, top5_acc: 0.6641, loss_cls: 2.6223, loss: 2.6223, grad_norm: 5.7566 2021-08-17 00:37:09,332 - mmaction - INFO - Epoch [5][1220/2640] lr: 1.000e-02, eta: 19:19:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4117, top5_acc: 0.7008, loss_cls: 2.3914, loss: 2.3914, grad_norm: 5.6049 2021-08-17 00:37:20,353 - mmaction - INFO - Epoch [5][1240/2640] lr: 1.000e-02, eta: 19:18:48, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.4141, top5_acc: 0.6914, loss_cls: 2.4674, loss: 2.4674, grad_norm: 6.2722 2021-08-17 00:37:31,275 - mmaction - INFO - Epoch [5][1260/2640] lr: 1.000e-02, eta: 19:18:30, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.4266, top5_acc: 0.6891, loss_cls: 2.4977, loss: 2.4977, grad_norm: 5.7589 2021-08-17 00:37:42,248 - mmaction - INFO - Epoch [5][1280/2640] lr: 1.000e-02, eta: 19:18:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3984, top5_acc: 0.6773, loss_cls: 2.5227, loss: 2.5227, grad_norm: 5.6669 2021-08-17 00:37:53,242 - mmaction - INFO - Epoch [5][1300/2640] lr: 1.000e-02, eta: 19:17:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3898, top5_acc: 0.6664, loss_cls: 2.5509, loss: 2.5509, grad_norm: 5.8082 2021-08-17 00:38:04,226 - mmaction - INFO - Epoch [5][1320/2640] lr: 1.000e-02, eta: 19:17:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3867, top5_acc: 0.6797, loss_cls: 2.5443, loss: 2.5443, grad_norm: 5.8046 2021-08-17 00:38:15,192 - mmaction - INFO - Epoch [5][1340/2640] lr: 1.000e-02, eta: 19:17:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4172, top5_acc: 0.6852, loss_cls: 2.4758, loss: 2.4758, grad_norm: 5.9327 2021-08-17 00:38:26,176 - mmaction - INFO - Epoch [5][1360/2640] lr: 1.000e-02, eta: 19:17:03, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3953, top5_acc: 0.6813, loss_cls: 2.5268, loss: 2.5268, grad_norm: 5.9893 2021-08-17 00:38:37,134 - mmaction - INFO - Epoch [5][1380/2640] lr: 1.000e-02, eta: 19:16:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3953, top5_acc: 0.6750, loss_cls: 2.5271, loss: 2.5271, grad_norm: 5.7858 2021-08-17 00:38:48,123 - mmaction - INFO - Epoch [5][1400/2640] lr: 1.000e-02, eta: 19:16:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3945, top5_acc: 0.6852, loss_cls: 2.4584, loss: 2.4584, grad_norm: 5.8469 2021-08-17 00:38:59,082 - mmaction - INFO - Epoch [5][1420/2640] lr: 1.000e-02, eta: 19:16:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3984, top5_acc: 0.6578, loss_cls: 2.5807, loss: 2.5807, grad_norm: 5.7842 2021-08-17 00:39:10,060 - mmaction - INFO - Epoch [5][1440/2640] lr: 1.000e-02, eta: 19:15:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4125, top5_acc: 0.6875, loss_cls: 2.4540, loss: 2.4540, grad_norm: 5.8421 2021-08-17 00:39:21,022 - mmaction - INFO - Epoch [5][1460/2640] lr: 1.000e-02, eta: 19:15:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4078, top5_acc: 0.6711, loss_cls: 2.5496, loss: 2.5496, grad_norm: 5.7567 2021-08-17 00:39:31,977 - mmaction - INFO - Epoch [5][1480/2640] lr: 1.000e-02, eta: 19:15:18, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4180, top5_acc: 0.6766, loss_cls: 2.5085, loss: 2.5085, grad_norm: 5.5651 2021-08-17 00:39:42,951 - mmaction - INFO - Epoch [5][1500/2640] lr: 1.000e-02, eta: 19:15:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4383, top5_acc: 0.7016, loss_cls: 2.3803, loss: 2.3803, grad_norm: 5.8847 2021-08-17 00:39:53,931 - mmaction - INFO - Epoch [5][1520/2640] lr: 1.000e-02, eta: 19:14:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4125, top5_acc: 0.6773, loss_cls: 2.4479, loss: 2.4479, grad_norm: 5.8123 2021-08-17 00:40:04,903 - mmaction - INFO - Epoch [5][1540/2640] lr: 1.000e-02, eta: 19:14:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4133, top5_acc: 0.6805, loss_cls: 2.5652, loss: 2.5652, grad_norm: 6.0089 2021-08-17 00:40:15,888 - mmaction - INFO - Epoch [5][1560/2640] lr: 1.000e-02, eta: 19:14:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.3914, top5_acc: 0.6742, loss_cls: 2.5430, loss: 2.5430, grad_norm: 5.9021 2021-08-17 00:40:26,833 - mmaction - INFO - Epoch [5][1580/2640] lr: 1.000e-02, eta: 19:13:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4117, top5_acc: 0.7063, loss_cls: 2.4116, loss: 2.4116, grad_norm: 5.9192 2021-08-17 00:40:37,826 - mmaction - INFO - Epoch [5][1600/2640] lr: 1.000e-02, eta: 19:13:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4156, top5_acc: 0.6859, loss_cls: 2.4560, loss: 2.4560, grad_norm: 5.9156 2021-08-17 00:40:48,806 - mmaction - INFO - Epoch [5][1620/2640] lr: 1.000e-02, eta: 19:13:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3797, top5_acc: 0.6602, loss_cls: 2.6346, loss: 2.6346, grad_norm: 5.8998 2021-08-17 00:40:59,782 - mmaction - INFO - Epoch [5][1640/2640] lr: 1.000e-02, eta: 19:12:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4023, top5_acc: 0.6656, loss_cls: 2.5177, loss: 2.5177, grad_norm: 5.7384 2021-08-17 00:41:10,751 - mmaction - INFO - Epoch [5][1660/2640] lr: 1.000e-02, eta: 19:12:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4031, top5_acc: 0.6844, loss_cls: 2.5209, loss: 2.5209, grad_norm: 5.7385 2021-08-17 00:41:21,719 - mmaction - INFO - Epoch [5][1680/2640] lr: 1.000e-02, eta: 19:12:25, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4117, top5_acc: 0.6969, loss_cls: 2.4613, loss: 2.4613, grad_norm: 5.7639 2021-08-17 00:41:32,694 - mmaction - INFO - Epoch [5][1700/2640] lr: 1.000e-02, eta: 19:12:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4062, top5_acc: 0.6961, loss_cls: 2.4603, loss: 2.4603, grad_norm: 5.8203 2021-08-17 00:41:43,670 - mmaction - INFO - Epoch [5][1720/2640] lr: 1.000e-02, eta: 19:11:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3922, top5_acc: 0.6805, loss_cls: 2.5409, loss: 2.5409, grad_norm: 5.6996 2021-08-17 00:41:54,650 - mmaction - INFO - Epoch [5][1740/2640] lr: 1.000e-02, eta: 19:11:34, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4289, top5_acc: 0.6937, loss_cls: 2.3983, loss: 2.3983, grad_norm: 5.7507 2021-08-17 00:42:05,636 - mmaction - INFO - Epoch [5][1760/2640] lr: 1.000e-02, eta: 19:11:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4203, top5_acc: 0.6953, loss_cls: 2.4099, loss: 2.4099, grad_norm: 5.8345 2021-08-17 00:42:16,602 - mmaction - INFO - Epoch [5][1780/2640] lr: 1.000e-02, eta: 19:11:00, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4141, top5_acc: 0.6859, loss_cls: 2.4505, loss: 2.4505, grad_norm: 5.7164 2021-08-17 00:42:27,578 - mmaction - INFO - Epoch [5][1800/2640] lr: 1.000e-02, eta: 19:10:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4109, top5_acc: 0.6742, loss_cls: 2.5153, loss: 2.5153, grad_norm: 5.9936 2021-08-17 00:42:38,551 - mmaction - INFO - Epoch [5][1820/2640] lr: 1.000e-02, eta: 19:10:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3945, top5_acc: 0.6703, loss_cls: 2.5665, loss: 2.5665, grad_norm: 5.8424 2021-08-17 00:42:49,528 - mmaction - INFO - Epoch [5][1840/2640] lr: 1.000e-02, eta: 19:10:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4109, top5_acc: 0.7008, loss_cls: 2.4212, loss: 2.4212, grad_norm: 5.9299 2021-08-17 00:43:00,482 - mmaction - INFO - Epoch [5][1860/2640] lr: 1.000e-02, eta: 19:09:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3937, top5_acc: 0.6578, loss_cls: 2.5951, loss: 2.5951, grad_norm: 6.0094 2021-08-17 00:43:11,469 - mmaction - INFO - Epoch [5][1880/2640] lr: 1.000e-02, eta: 19:09:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3859, top5_acc: 0.6742, loss_cls: 2.5668, loss: 2.5668, grad_norm: 5.7431 2021-08-17 00:43:22,437 - mmaction - INFO - Epoch [5][1900/2640] lr: 1.000e-02, eta: 19:09:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4062, top5_acc: 0.6820, loss_cls: 2.4798, loss: 2.4798, grad_norm: 5.9795 2021-08-17 00:43:33,409 - mmaction - INFO - Epoch [5][1920/2640] lr: 1.000e-02, eta: 19:09:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4172, top5_acc: 0.6891, loss_cls: 2.4295, loss: 2.4295, grad_norm: 5.6917 2021-08-17 00:43:44,384 - mmaction - INFO - Epoch [5][1940/2640] lr: 1.000e-02, eta: 19:08:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4203, top5_acc: 0.7023, loss_cls: 2.4046, loss: 2.4046, grad_norm: 5.5248 2021-08-17 00:43:55,363 - mmaction - INFO - Epoch [5][1960/2640] lr: 1.000e-02, eta: 19:08:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4039, top5_acc: 0.6711, loss_cls: 2.5308, loss: 2.5308, grad_norm: 5.9921 2021-08-17 00:44:06,350 - mmaction - INFO - Epoch [5][1980/2640] lr: 1.000e-02, eta: 19:08:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3953, top5_acc: 0.6875, loss_cls: 2.5293, loss: 2.5293, grad_norm: 5.8080 2021-08-17 00:44:17,307 - mmaction - INFO - Epoch [5][2000/2640] lr: 1.000e-02, eta: 19:07:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4383, top5_acc: 0.6953, loss_cls: 2.3734, loss: 2.3734, grad_norm: 5.6679 2021-08-17 00:44:28,262 - mmaction - INFO - Epoch [5][2020/2640] lr: 1.000e-02, eta: 19:07:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4000, top5_acc: 0.6742, loss_cls: 2.5022, loss: 2.5022, grad_norm: 5.7905 2021-08-17 00:44:39,243 - mmaction - INFO - Epoch [5][2040/2640] lr: 1.000e-02, eta: 19:07:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3953, top5_acc: 0.6945, loss_cls: 2.4529, loss: 2.4529, grad_norm: 5.7565 2021-08-17 00:44:50,199 - mmaction - INFO - Epoch [5][2060/2640] lr: 1.000e-02, eta: 19:07:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4062, top5_acc: 0.6781, loss_cls: 2.4689, loss: 2.4689, grad_norm: 5.7055 2021-08-17 00:45:01,166 - mmaction - INFO - Epoch [5][2080/2640] lr: 1.000e-02, eta: 19:06:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4125, top5_acc: 0.6914, loss_cls: 2.4809, loss: 2.4809, grad_norm: 5.8106 2021-08-17 00:45:12,125 - mmaction - INFO - Epoch [5][2100/2640] lr: 1.000e-02, eta: 19:06:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3891, top5_acc: 0.6695, loss_cls: 2.5508, loss: 2.5508, grad_norm: 5.7902 2021-08-17 00:45:23,119 - mmaction - INFO - Epoch [5][2120/2640] lr: 1.000e-02, eta: 19:06:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4195, top5_acc: 0.6750, loss_cls: 2.4671, loss: 2.4671, grad_norm: 5.4966 2021-08-17 00:45:34,096 - mmaction - INFO - Epoch [5][2140/2640] lr: 1.000e-02, eta: 19:05:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4148, top5_acc: 0.6773, loss_cls: 2.5028, loss: 2.5028, grad_norm: 5.6712 2021-08-17 00:45:45,063 - mmaction - INFO - Epoch [5][2160/2640] lr: 1.000e-02, eta: 19:05:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4195, top5_acc: 0.6781, loss_cls: 2.4843, loss: 2.4843, grad_norm: 5.8156 2021-08-17 00:45:56,037 - mmaction - INFO - Epoch [5][2180/2640] lr: 1.000e-02, eta: 19:05:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4172, top5_acc: 0.6844, loss_cls: 2.4402, loss: 2.4402, grad_norm: 5.8030 2021-08-17 00:46:07,020 - mmaction - INFO - Epoch [5][2200/2640] lr: 1.000e-02, eta: 19:05:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4039, top5_acc: 0.6703, loss_cls: 2.5358, loss: 2.5358, grad_norm: 5.8051 2021-08-17 00:46:17,999 - mmaction - INFO - Epoch [5][2220/2640] lr: 1.000e-02, eta: 19:04:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4141, top5_acc: 0.6844, loss_cls: 2.4773, loss: 2.4773, grad_norm: 5.6485 2021-08-17 00:46:28,973 - mmaction - INFO - Epoch [5][2240/2640] lr: 1.000e-02, eta: 19:04:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3812, top5_acc: 0.6711, loss_cls: 2.5529, loss: 2.5529, grad_norm: 6.0983 2021-08-17 00:46:39,926 - mmaction - INFO - Epoch [5][2260/2640] lr: 1.000e-02, eta: 19:04:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3969, top5_acc: 0.6602, loss_cls: 2.5300, loss: 2.5300, grad_norm: 5.9044 2021-08-17 00:46:50,910 - mmaction - INFO - Epoch [5][2280/2640] lr: 1.000e-02, eta: 19:03:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4219, top5_acc: 0.6781, loss_cls: 2.4974, loss: 2.4974, grad_norm: 5.7621 2021-08-17 00:47:01,876 - mmaction - INFO - Epoch [5][2300/2640] lr: 1.000e-02, eta: 19:03:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4344, top5_acc: 0.6930, loss_cls: 2.4032, loss: 2.4032, grad_norm: 5.8649 2021-08-17 00:47:12,854 - mmaction - INFO - Epoch [5][2320/2640] lr: 1.000e-02, eta: 19:03:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3922, top5_acc: 0.6875, loss_cls: 2.5038, loss: 2.5038, grad_norm: 5.6263 2021-08-17 00:47:23,836 - mmaction - INFO - Epoch [5][2340/2640] lr: 1.000e-02, eta: 19:03:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4055, top5_acc: 0.6805, loss_cls: 2.4925, loss: 2.4925, grad_norm: 5.8545 2021-08-17 00:47:34,829 - mmaction - INFO - Epoch [5][2360/2640] lr: 1.000e-02, eta: 19:02:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4078, top5_acc: 0.6742, loss_cls: 2.4994, loss: 2.4994, grad_norm: 5.5491 2021-08-17 00:47:45,793 - mmaction - INFO - Epoch [5][2380/2640] lr: 1.000e-02, eta: 19:02:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4008, top5_acc: 0.6805, loss_cls: 2.5033, loss: 2.5033, grad_norm: 5.6433 2021-08-17 00:47:56,769 - mmaction - INFO - Epoch [5][2400/2640] lr: 1.000e-02, eta: 19:02:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4156, top5_acc: 0.6914, loss_cls: 2.4132, loss: 2.4132, grad_norm: 5.8425 2021-08-17 00:48:07,771 - mmaction - INFO - Epoch [5][2420/2640] lr: 1.000e-02, eta: 19:02:03, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4047, top5_acc: 0.6883, loss_cls: 2.4632, loss: 2.4632, grad_norm: 5.7630 2021-08-17 00:48:18,726 - mmaction - INFO - Epoch [5][2440/2640] lr: 1.000e-02, eta: 19:01:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4023, top5_acc: 0.6984, loss_cls: 2.4433, loss: 2.4433, grad_norm: 5.9798 2021-08-17 00:48:29,706 - mmaction - INFO - Epoch [5][2460/2640] lr: 1.000e-02, eta: 19:01:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3852, top5_acc: 0.6883, loss_cls: 2.4863, loss: 2.4863, grad_norm: 5.9185 2021-08-17 00:48:40,685 - mmaction - INFO - Epoch [5][2480/2640] lr: 1.000e-02, eta: 19:01:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4047, top5_acc: 0.6742, loss_cls: 2.5401, loss: 2.5401, grad_norm: 5.6864 2021-08-17 00:48:51,653 - mmaction - INFO - Epoch [5][2500/2640] lr: 1.000e-02, eta: 19:00:57, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.3891, top5_acc: 0.6805, loss_cls: 2.5305, loss: 2.5305, grad_norm: 5.9329 2021-08-17 00:49:02,629 - mmaction - INFO - Epoch [5][2520/2640] lr: 1.000e-02, eta: 19:00:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4242, top5_acc: 0.6875, loss_cls: 2.4483, loss: 2.4483, grad_norm: 5.9344 2021-08-17 00:49:13,557 - mmaction - INFO - Epoch [5][2540/2640] lr: 1.000e-02, eta: 19:00:24, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.4141, top5_acc: 0.6836, loss_cls: 2.4686, loss: 2.4686, grad_norm: 5.7848 2021-08-17 00:49:24,535 - mmaction - INFO - Epoch [5][2560/2640] lr: 1.000e-02, eta: 19:00:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4125, top5_acc: 0.6742, loss_cls: 2.4713, loss: 2.4713, grad_norm: 5.8148 2021-08-17 00:49:35,526 - mmaction - INFO - Epoch [5][2580/2640] lr: 1.000e-02, eta: 18:59:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4273, top5_acc: 0.6906, loss_cls: 2.4639, loss: 2.4639, grad_norm: 5.7838 2021-08-17 00:49:46,509 - mmaction - INFO - Epoch [5][2600/2640] lr: 1.000e-02, eta: 18:59:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4180, top5_acc: 0.6930, loss_cls: 2.4114, loss: 2.4114, grad_norm: 5.7283 2021-08-17 00:49:57,479 - mmaction - INFO - Epoch [5][2620/2640] lr: 1.000e-02, eta: 18:59:19, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4133, top5_acc: 0.6844, loss_cls: 2.4302, loss: 2.4302, grad_norm: 5.7551 2021-08-17 00:50:08,132 - mmaction - INFO - Epoch [5][2640/2640] lr: 1.000e-02, eta: 18:59:00, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.4040, top5_acc: 0.6702, loss_cls: 2.5475, loss: 2.5475, grad_norm: 5.8240 2021-08-17 00:50:10,605 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-08-17 00:51:32,558 - mmaction - INFO - Epoch [6][20/2640] lr: 1.000e-02, eta: 19:09:11, time: 4.042, data_time: 3.489, memory: 7069, top1_acc: 0.4031, top5_acc: 0.6797, loss_cls: 2.5213, loss: 2.5213, grad_norm: 5.7248 2021-08-17 00:51:43,546 - mmaction - INFO - Epoch [6][40/2640] lr: 1.000e-02, eta: 19:08:54, time: 0.548, data_time: 0.003, memory: 7069, top1_acc: 0.4242, top5_acc: 0.7047, loss_cls: 2.4019, loss: 2.4019, grad_norm: 5.8610 2021-08-17 00:51:54,485 - mmaction - INFO - Epoch [6][60/2640] lr: 1.000e-02, eta: 19:08:37, time: 0.548, data_time: 0.003, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7172, loss_cls: 2.3396, loss: 2.3396, grad_norm: 5.7204 2021-08-17 00:52:05,421 - mmaction - INFO - Epoch [6][80/2640] lr: 1.000e-02, eta: 19:08:19, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4289, top5_acc: 0.7063, loss_cls: 2.4160, loss: 2.4160, grad_norm: 6.0892 2021-08-17 00:52:16,360 - mmaction - INFO - Epoch [6][100/2640] lr: 1.000e-02, eta: 19:08:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.3820, top5_acc: 0.6742, loss_cls: 2.5374, loss: 2.5374, grad_norm: 5.8058 2021-08-17 00:52:27,328 - mmaction - INFO - Epoch [6][120/2640] lr: 1.000e-02, eta: 19:07:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4234, top5_acc: 0.6797, loss_cls: 2.4260, loss: 2.4260, grad_norm: 5.6390 2021-08-17 00:52:38,276 - mmaction - INFO - Epoch [6][140/2640] lr: 1.000e-02, eta: 19:07:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4383, top5_acc: 0.7016, loss_cls: 2.4038, loss: 2.4038, grad_norm: 5.5787 2021-08-17 00:52:49,246 - mmaction - INFO - Epoch [6][160/2640] lr: 1.000e-02, eta: 19:07:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4141, top5_acc: 0.6992, loss_cls: 2.3667, loss: 2.3667, grad_norm: 5.6763 2021-08-17 00:53:00,222 - mmaction - INFO - Epoch [6][180/2640] lr: 1.000e-02, eta: 19:06:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4109, top5_acc: 0.6789, loss_cls: 2.4601, loss: 2.4601, grad_norm: 5.7423 2021-08-17 00:53:11,187 - mmaction - INFO - Epoch [6][200/2640] lr: 1.000e-02, eta: 19:06:35, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4211, top5_acc: 0.6945, loss_cls: 2.4263, loss: 2.4263, grad_norm: 5.7338 2021-08-17 00:53:22,143 - mmaction - INFO - Epoch [6][220/2640] lr: 1.000e-02, eta: 19:06:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4133, top5_acc: 0.6977, loss_cls: 2.4332, loss: 2.4332, grad_norm: 5.9663 2021-08-17 00:53:33,108 - mmaction - INFO - Epoch [6][240/2640] lr: 1.000e-02, eta: 19:06:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4305, top5_acc: 0.6773, loss_cls: 2.4285, loss: 2.4285, grad_norm: 5.7548 2021-08-17 00:53:44,083 - mmaction - INFO - Epoch [6][260/2640] lr: 1.000e-02, eta: 19:05:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4047, top5_acc: 0.6719, loss_cls: 2.4982, loss: 2.4982, grad_norm: 5.9425 2021-08-17 00:53:55,060 - mmaction - INFO - Epoch [6][280/2640] lr: 1.000e-02, eta: 19:05:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4406, top5_acc: 0.7156, loss_cls: 2.3369, loss: 2.3369, grad_norm: 5.6952 2021-08-17 00:54:06,029 - mmaction - INFO - Epoch [6][300/2640] lr: 1.000e-02, eta: 19:05:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4070, top5_acc: 0.6852, loss_cls: 2.4833, loss: 2.4833, grad_norm: 5.7767 2021-08-17 00:54:16,994 - mmaction - INFO - Epoch [6][320/2640] lr: 1.000e-02, eta: 19:04:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4359, top5_acc: 0.7008, loss_cls: 2.3254, loss: 2.3254, grad_norm: 5.8091 2021-08-17 00:54:27,951 - mmaction - INFO - Epoch [6][340/2640] lr: 1.000e-02, eta: 19:04:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4000, top5_acc: 0.6859, loss_cls: 2.4711, loss: 2.4711, grad_norm: 6.0326 2021-08-17 00:54:38,935 - mmaction - INFO - Epoch [6][360/2640] lr: 1.000e-02, eta: 19:04:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4211, top5_acc: 0.7008, loss_cls: 2.4014, loss: 2.4014, grad_norm: 6.0474 2021-08-17 00:54:49,911 - mmaction - INFO - Epoch [6][380/2640] lr: 1.000e-02, eta: 19:04:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4258, top5_acc: 0.6852, loss_cls: 2.4549, loss: 2.4549, grad_norm: 5.7898 2021-08-17 00:55:00,883 - mmaction - INFO - Epoch [6][400/2640] lr: 1.000e-02, eta: 19:03:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4398, top5_acc: 0.6844, loss_cls: 2.4265, loss: 2.4265, grad_norm: 6.0475 2021-08-17 00:55:11,847 - mmaction - INFO - Epoch [6][420/2640] lr: 1.000e-02, eta: 19:03:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4203, top5_acc: 0.6656, loss_cls: 2.4847, loss: 2.4847, grad_norm: 5.7711 2021-08-17 00:55:22,801 - mmaction - INFO - Epoch [6][440/2640] lr: 1.000e-02, eta: 19:03:10, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4102, top5_acc: 0.6906, loss_cls: 2.4091, loss: 2.4091, grad_norm: 5.8051 2021-08-17 00:55:33,757 - mmaction - INFO - Epoch [6][460/2640] lr: 1.000e-02, eta: 19:02:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4180, top5_acc: 0.6937, loss_cls: 2.3868, loss: 2.3868, grad_norm: 5.8909 2021-08-17 00:55:44,738 - mmaction - INFO - Epoch [6][480/2640] lr: 1.000e-02, eta: 19:02:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4336, top5_acc: 0.6984, loss_cls: 2.3370, loss: 2.3370, grad_norm: 5.8876 2021-08-17 00:55:55,735 - mmaction - INFO - Epoch [6][500/2640] lr: 1.000e-02, eta: 19:02:19, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4008, top5_acc: 0.6844, loss_cls: 2.4756, loss: 2.4756, grad_norm: 5.9782 2021-08-17 00:56:06,729 - mmaction - INFO - Epoch [6][520/2640] lr: 1.000e-02, eta: 19:02:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4219, top5_acc: 0.7039, loss_cls: 2.4198, loss: 2.4198, grad_norm: 5.9641 2021-08-17 00:56:17,709 - mmaction - INFO - Epoch [6][540/2640] lr: 1.000e-02, eta: 19:01:46, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4328, top5_acc: 0.6891, loss_cls: 2.3644, loss: 2.3644, grad_norm: 5.6546 2021-08-17 00:56:28,671 - mmaction - INFO - Epoch [6][560/2640] lr: 1.000e-02, eta: 19:01:29, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4305, top5_acc: 0.6969, loss_cls: 2.3845, loss: 2.3845, grad_norm: 6.0134 2021-08-17 00:56:39,661 - mmaction - INFO - Epoch [6][580/2640] lr: 1.000e-02, eta: 19:01:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4344, top5_acc: 0.6977, loss_cls: 2.4238, loss: 2.4238, grad_norm: 5.8636 2021-08-17 00:56:50,643 - mmaction - INFO - Epoch [6][600/2640] lr: 1.000e-02, eta: 19:00:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4195, top5_acc: 0.6969, loss_cls: 2.4488, loss: 2.4488, grad_norm: 5.9496 2021-08-17 00:57:01,625 - mmaction - INFO - Epoch [6][620/2640] lr: 1.000e-02, eta: 19:00:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4141, top5_acc: 0.6937, loss_cls: 2.4123, loss: 2.4123, grad_norm: 6.0581 2021-08-17 00:57:12,620 - mmaction - INFO - Epoch [6][640/2640] lr: 1.000e-02, eta: 19:00:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4023, top5_acc: 0.6805, loss_cls: 2.4803, loss: 2.4803, grad_norm: 5.8854 2021-08-17 00:57:23,590 - mmaction - INFO - Epoch [6][660/2640] lr: 1.000e-02, eta: 19:00:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4281, top5_acc: 0.7008, loss_cls: 2.3869, loss: 2.3869, grad_norm: 6.0291 2021-08-17 00:57:34,558 - mmaction - INFO - Epoch [6][680/2640] lr: 1.000e-02, eta: 18:59:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3953, top5_acc: 0.6805, loss_cls: 2.5489, loss: 2.5489, grad_norm: 5.8952 2021-08-17 00:57:45,530 - mmaction - INFO - Epoch [6][700/2640] lr: 1.000e-02, eta: 18:59:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4289, top5_acc: 0.6875, loss_cls: 2.4347, loss: 2.4347, grad_norm: 5.6964 2021-08-17 00:57:56,518 - mmaction - INFO - Epoch [6][720/2640] lr: 1.000e-02, eta: 18:59:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4070, top5_acc: 0.6758, loss_cls: 2.4794, loss: 2.4794, grad_norm: 6.0362 2021-08-17 00:58:07,496 - mmaction - INFO - Epoch [6][740/2640] lr: 1.000e-02, eta: 18:58:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4070, top5_acc: 0.6789, loss_cls: 2.4749, loss: 2.4749, grad_norm: 5.7912 2021-08-17 00:58:18,508 - mmaction - INFO - Epoch [6][760/2640] lr: 1.000e-02, eta: 18:58:42, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.4055, top5_acc: 0.6664, loss_cls: 2.5402, loss: 2.5402, grad_norm: 5.7373 2021-08-17 00:58:29,447 - mmaction - INFO - Epoch [6][780/2640] lr: 1.000e-02, eta: 18:58:25, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4180, top5_acc: 0.6852, loss_cls: 2.4030, loss: 2.4030, grad_norm: 5.8704 2021-08-17 00:58:40,413 - mmaction - INFO - Epoch [6][800/2640] lr: 1.000e-02, eta: 18:58:08, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4250, top5_acc: 0.6898, loss_cls: 2.4290, loss: 2.4290, grad_norm: 5.9034 2021-08-17 00:58:51,385 - mmaction - INFO - Epoch [6][820/2640] lr: 1.000e-02, eta: 18:57:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4313, top5_acc: 0.7234, loss_cls: 2.3027, loss: 2.3027, grad_norm: 5.8816 2021-08-17 00:59:02,357 - mmaction - INFO - Epoch [6][840/2640] lr: 1.000e-02, eta: 18:57:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4078, top5_acc: 0.6844, loss_cls: 2.4247, loss: 2.4247, grad_norm: 5.7702 2021-08-17 00:59:13,326 - mmaction - INFO - Epoch [6][860/2640] lr: 1.000e-02, eta: 18:57:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7023, loss_cls: 2.3765, loss: 2.3765, grad_norm: 6.0212 2021-08-17 00:59:24,300 - mmaction - INFO - Epoch [6][880/2640] lr: 1.000e-02, eta: 18:57:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4391, top5_acc: 0.7086, loss_cls: 2.3206, loss: 2.3206, grad_norm: 5.8917 2021-08-17 00:59:35,268 - mmaction - INFO - Epoch [6][900/2640] lr: 1.000e-02, eta: 18:56:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4008, top5_acc: 0.6656, loss_cls: 2.5391, loss: 2.5391, grad_norm: 6.2995 2021-08-17 00:59:46,235 - mmaction - INFO - Epoch [6][920/2640] lr: 1.000e-02, eta: 18:56:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4062, top5_acc: 0.6984, loss_cls: 2.4359, loss: 2.4359, grad_norm: 5.9476 2021-08-17 00:59:57,207 - mmaction - INFO - Epoch [6][940/2640] lr: 1.000e-02, eta: 18:56:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4070, top5_acc: 0.6969, loss_cls: 2.4500, loss: 2.4500, grad_norm: 5.7090 2021-08-17 01:00:08,174 - mmaction - INFO - Epoch [6][960/2640] lr: 1.000e-02, eta: 18:55:55, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4211, top5_acc: 0.6797, loss_cls: 2.4678, loss: 2.4678, grad_norm: 5.8541 2021-08-17 01:00:19,168 - mmaction - INFO - Epoch [6][980/2640] lr: 1.000e-02, eta: 18:55:39, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4234, top5_acc: 0.6883, loss_cls: 2.4577, loss: 2.4577, grad_norm: 6.0850 2021-08-17 01:00:30,150 - mmaction - INFO - Epoch [6][1000/2640] lr: 1.000e-02, eta: 18:55:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4281, top5_acc: 0.6945, loss_cls: 2.3667, loss: 2.3667, grad_norm: 5.7175 2021-08-17 01:00:41,111 - mmaction - INFO - Epoch [6][1020/2640] lr: 1.000e-02, eta: 18:55:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4266, top5_acc: 0.6961, loss_cls: 2.4084, loss: 2.4084, grad_norm: 5.8435 2021-08-17 01:00:52,103 - mmaction - INFO - Epoch [6][1040/2640] lr: 1.000e-02, eta: 18:54:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4375, top5_acc: 0.7055, loss_cls: 2.3451, loss: 2.3451, grad_norm: 5.9873 2021-08-17 01:01:03,077 - mmaction - INFO - Epoch [6][1060/2640] lr: 1.000e-02, eta: 18:54:33, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4211, top5_acc: 0.6922, loss_cls: 2.4088, loss: 2.4088, grad_norm: 5.9603 2021-08-17 01:01:14,067 - mmaction - INFO - Epoch [6][1080/2640] lr: 1.000e-02, eta: 18:54:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4133, top5_acc: 0.6687, loss_cls: 2.5117, loss: 2.5117, grad_norm: 5.7211 2021-08-17 01:01:25,031 - mmaction - INFO - Epoch [6][1100/2640] lr: 1.000e-02, eta: 18:54:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4484, top5_acc: 0.6813, loss_cls: 2.4068, loss: 2.4068, grad_norm: 5.7622 2021-08-17 01:01:36,005 - mmaction - INFO - Epoch [6][1120/2640] lr: 1.000e-02, eta: 18:53:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4227, top5_acc: 0.6914, loss_cls: 2.4155, loss: 2.4155, grad_norm: 5.7921 2021-08-17 01:01:46,953 - mmaction - INFO - Epoch [6][1140/2640] lr: 1.000e-02, eta: 18:53:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4281, top5_acc: 0.6742, loss_cls: 2.4391, loss: 2.4391, grad_norm: 5.7069 2021-08-17 01:01:57,922 - mmaction - INFO - Epoch [6][1160/2640] lr: 1.000e-02, eta: 18:53:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7063, loss_cls: 2.3270, loss: 2.3270, grad_norm: 5.9674 2021-08-17 01:02:08,889 - mmaction - INFO - Epoch [6][1180/2640] lr: 1.000e-02, eta: 18:52:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4141, top5_acc: 0.6969, loss_cls: 2.4430, loss: 2.4430, grad_norm: 5.7674 2021-08-17 01:02:19,862 - mmaction - INFO - Epoch [6][1200/2640] lr: 1.000e-02, eta: 18:52:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4195, top5_acc: 0.6922, loss_cls: 2.4425, loss: 2.4425, grad_norm: 5.7375 2021-08-17 01:02:30,834 - mmaction - INFO - Epoch [6][1220/2640] lr: 1.000e-02, eta: 18:52:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4078, top5_acc: 0.6773, loss_cls: 2.5198, loss: 2.5198, grad_norm: 5.9522 2021-08-17 01:02:41,820 - mmaction - INFO - Epoch [6][1240/2640] lr: 1.000e-02, eta: 18:52:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4117, top5_acc: 0.6937, loss_cls: 2.4176, loss: 2.4176, grad_norm: 6.0825 2021-08-17 01:02:52,776 - mmaction - INFO - Epoch [6][1260/2640] lr: 1.000e-02, eta: 18:51:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4094, top5_acc: 0.6930, loss_cls: 2.4220, loss: 2.4220, grad_norm: 5.7865 2021-08-17 01:03:03,741 - mmaction - INFO - Epoch [6][1280/2640] lr: 1.000e-02, eta: 18:51:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4203, top5_acc: 0.7055, loss_cls: 2.4193, loss: 2.4193, grad_norm: 5.8463 2021-08-17 01:03:14,690 - mmaction - INFO - Epoch [6][1300/2640] lr: 1.000e-02, eta: 18:51:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.3984, top5_acc: 0.6766, loss_cls: 2.5167, loss: 2.5167, grad_norm: 5.8263 2021-08-17 01:03:25,659 - mmaction - INFO - Epoch [6][1320/2640] lr: 1.000e-02, eta: 18:51:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4117, top5_acc: 0.7078, loss_cls: 2.3999, loss: 2.3999, grad_norm: 6.2092 2021-08-17 01:03:36,639 - mmaction - INFO - Epoch [6][1340/2640] lr: 1.000e-02, eta: 18:50:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4039, top5_acc: 0.6937, loss_cls: 2.4795, loss: 2.4795, grad_norm: 6.0386 2021-08-17 01:03:47,607 - mmaction - INFO - Epoch [6][1360/2640] lr: 1.000e-02, eta: 18:50:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4062, top5_acc: 0.6984, loss_cls: 2.4358, loss: 2.4358, grad_norm: 5.9112 2021-08-17 01:03:58,569 - mmaction - INFO - Epoch [6][1380/2640] lr: 1.000e-02, eta: 18:50:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4211, top5_acc: 0.6930, loss_cls: 2.4132, loss: 2.4132, grad_norm: 5.8138 2021-08-17 01:04:09,543 - mmaction - INFO - Epoch [6][1400/2640] lr: 1.000e-02, eta: 18:49:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4492, top5_acc: 0.7320, loss_cls: 2.2811, loss: 2.2811, grad_norm: 6.0020 2021-08-17 01:04:20,566 - mmaction - INFO - Epoch [6][1420/2640] lr: 1.000e-02, eta: 18:49:40, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.4094, top5_acc: 0.6898, loss_cls: 2.5012, loss: 2.5012, grad_norm: 5.9514 2021-08-17 01:04:31,474 - mmaction - INFO - Epoch [6][1440/2640] lr: 1.000e-02, eta: 18:49:23, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4320, top5_acc: 0.6984, loss_cls: 2.3962, loss: 2.3962, grad_norm: 5.8593 2021-08-17 01:04:42,442 - mmaction - INFO - Epoch [6][1460/2640] lr: 1.000e-02, eta: 18:49:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4289, top5_acc: 0.7055, loss_cls: 2.3578, loss: 2.3578, grad_norm: 5.7402 2021-08-17 01:04:53,425 - mmaction - INFO - Epoch [6][1480/2640] lr: 1.000e-02, eta: 18:48:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4172, top5_acc: 0.6992, loss_cls: 2.4247, loss: 2.4247, grad_norm: 5.7667 2021-08-17 01:05:04,403 - mmaction - INFO - Epoch [6][1500/2640] lr: 1.000e-02, eta: 18:48:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4055, top5_acc: 0.6898, loss_cls: 2.4573, loss: 2.4573, grad_norm: 6.0604 2021-08-17 01:05:15,392 - mmaction - INFO - Epoch [6][1520/2640] lr: 1.000e-02, eta: 18:48:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3961, top5_acc: 0.6781, loss_cls: 2.4722, loss: 2.4722, grad_norm: 6.0369 2021-08-17 01:05:26,312 - mmaction - INFO - Epoch [6][1540/2640] lr: 1.000e-02, eta: 18:48:02, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7063, loss_cls: 2.3868, loss: 2.3868, grad_norm: 5.8557 2021-08-17 01:05:37,269 - mmaction - INFO - Epoch [6][1560/2640] lr: 1.000e-02, eta: 18:47:46, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4313, top5_acc: 0.7242, loss_cls: 2.3112, loss: 2.3112, grad_norm: 6.0073 2021-08-17 01:05:48,232 - mmaction - INFO - Epoch [6][1580/2640] lr: 1.000e-02, eta: 18:47:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4313, top5_acc: 0.7094, loss_cls: 2.3824, loss: 2.3824, grad_norm: 5.8188 2021-08-17 01:05:59,209 - mmaction - INFO - Epoch [6][1600/2640] lr: 1.000e-02, eta: 18:47:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4141, top5_acc: 0.6930, loss_cls: 2.4896, loss: 2.4896, grad_norm: 5.9213 2021-08-17 01:06:10,169 - mmaction - INFO - Epoch [6][1620/2640] lr: 1.000e-02, eta: 18:46:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4320, top5_acc: 0.7031, loss_cls: 2.4192, loss: 2.4192, grad_norm: 5.8982 2021-08-17 01:06:21,132 - mmaction - INFO - Epoch [6][1640/2640] lr: 1.000e-02, eta: 18:46:41, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4219, top5_acc: 0.6898, loss_cls: 2.4445, loss: 2.4445, grad_norm: 5.6000 2021-08-17 01:06:32,114 - mmaction - INFO - Epoch [6][1660/2640] lr: 1.000e-02, eta: 18:46:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4281, top5_acc: 0.6914, loss_cls: 2.4204, loss: 2.4204, grad_norm: 5.6743 2021-08-17 01:06:43,078 - mmaction - INFO - Epoch [6][1680/2640] lr: 1.000e-02, eta: 18:46:09, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4383, top5_acc: 0.7148, loss_cls: 2.2984, loss: 2.2984, grad_norm: 5.7629 2021-08-17 01:06:54,050 - mmaction - INFO - Epoch [6][1700/2640] lr: 1.000e-02, eta: 18:45:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4242, top5_acc: 0.7063, loss_cls: 2.3961, loss: 2.3961, grad_norm: 5.8994 2021-08-17 01:07:05,020 - mmaction - INFO - Epoch [6][1720/2640] lr: 1.000e-02, eta: 18:45:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7000, loss_cls: 2.3670, loss: 2.3670, grad_norm: 5.8175 2021-08-17 01:07:15,983 - mmaction - INFO - Epoch [6][1740/2640] lr: 1.000e-02, eta: 18:45:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4164, top5_acc: 0.6883, loss_cls: 2.4510, loss: 2.4510, grad_norm: 5.6826 2021-08-17 01:07:26,967 - mmaction - INFO - Epoch [6][1760/2640] lr: 1.000e-02, eta: 18:45:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4281, top5_acc: 0.7008, loss_cls: 2.3808, loss: 2.3808, grad_norm: 6.1955 2021-08-17 01:07:37,928 - mmaction - INFO - Epoch [6][1780/2640] lr: 1.000e-02, eta: 18:44:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4289, top5_acc: 0.7008, loss_cls: 2.3990, loss: 2.3990, grad_norm: 5.8255 2021-08-17 01:07:48,903 - mmaction - INFO - Epoch [6][1800/2640] lr: 1.000e-02, eta: 18:44:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7109, loss_cls: 2.3553, loss: 2.3553, grad_norm: 5.7118 2021-08-17 01:07:59,886 - mmaction - INFO - Epoch [6][1820/2640] lr: 1.000e-02, eta: 18:44:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4008, top5_acc: 0.6891, loss_cls: 2.4363, loss: 2.4363, grad_norm: 6.0005 2021-08-17 01:08:10,858 - mmaction - INFO - Epoch [6][1840/2640] lr: 1.000e-02, eta: 18:44:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4328, top5_acc: 0.7063, loss_cls: 2.3583, loss: 2.3583, grad_norm: 5.8190 2021-08-17 01:08:21,824 - mmaction - INFO - Epoch [6][1860/2640] lr: 1.000e-02, eta: 18:43:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4273, top5_acc: 0.7070, loss_cls: 2.3873, loss: 2.3873, grad_norm: 6.0720 2021-08-17 01:08:32,799 - mmaction - INFO - Epoch [6][1880/2640] lr: 1.000e-02, eta: 18:43:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4125, top5_acc: 0.6937, loss_cls: 2.4522, loss: 2.4522, grad_norm: 5.8636 2021-08-17 01:08:43,778 - mmaction - INFO - Epoch [6][1900/2640] lr: 1.000e-02, eta: 18:43:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4328, top5_acc: 0.7031, loss_cls: 2.4031, loss: 2.4031, grad_norm: 5.7743 2021-08-17 01:08:54,776 - mmaction - INFO - Epoch [6][1920/2640] lr: 1.000e-02, eta: 18:42:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4109, top5_acc: 0.7023, loss_cls: 2.4111, loss: 2.4111, grad_norm: 6.1412 2021-08-17 01:09:05,747 - mmaction - INFO - Epoch [6][1940/2640] lr: 1.000e-02, eta: 18:42:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4117, top5_acc: 0.6789, loss_cls: 2.4895, loss: 2.4895, grad_norm: 5.7217 2021-08-17 01:09:16,738 - mmaction - INFO - Epoch [6][1960/2640] lr: 1.000e-02, eta: 18:42:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4234, top5_acc: 0.6805, loss_cls: 2.3980, loss: 2.3980, grad_norm: 5.8731 2021-08-17 01:09:27,712 - mmaction - INFO - Epoch [6][1980/2640] lr: 1.000e-02, eta: 18:42:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4219, top5_acc: 0.6922, loss_cls: 2.4121, loss: 2.4121, grad_norm: 5.6475 2021-08-17 01:09:38,702 - mmaction - INFO - Epoch [6][2000/2640] lr: 1.000e-02, eta: 18:41:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.3891, top5_acc: 0.6602, loss_cls: 2.5799, loss: 2.5799, grad_norm: 6.0628 2021-08-17 01:09:49,672 - mmaction - INFO - Epoch [6][2020/2640] lr: 1.000e-02, eta: 18:41:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4313, top5_acc: 0.7211, loss_cls: 2.3270, loss: 2.3270, grad_norm: 5.7936 2021-08-17 01:10:00,655 - mmaction - INFO - Epoch [6][2040/2640] lr: 1.000e-02, eta: 18:41:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4195, top5_acc: 0.7031, loss_cls: 2.3931, loss: 2.3931, grad_norm: 5.9596 2021-08-17 01:10:11,626 - mmaction - INFO - Epoch [6][2060/2640] lr: 1.000e-02, eta: 18:41:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4078, top5_acc: 0.6805, loss_cls: 2.4886, loss: 2.4886, grad_norm: 5.7371 2021-08-17 01:10:22,592 - mmaction - INFO - Epoch [6][2080/2640] lr: 1.000e-02, eta: 18:40:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4414, top5_acc: 0.6883, loss_cls: 2.4085, loss: 2.4085, grad_norm: 5.7799 2021-08-17 01:10:33,551 - mmaction - INFO - Epoch [6][2100/2640] lr: 1.000e-02, eta: 18:40:37, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4461, top5_acc: 0.6914, loss_cls: 2.3530, loss: 2.3530, grad_norm: 5.7505 2021-08-17 01:10:44,524 - mmaction - INFO - Epoch [6][2120/2640] lr: 1.000e-02, eta: 18:40:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4406, top5_acc: 0.7117, loss_cls: 2.3512, loss: 2.3512, grad_norm: 5.8464 2021-08-17 01:10:55,480 - mmaction - INFO - Epoch [6][2140/2640] lr: 1.000e-02, eta: 18:40:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4078, top5_acc: 0.6859, loss_cls: 2.4902, loss: 2.4902, grad_norm: 5.9861 2021-08-17 01:11:06,467 - mmaction - INFO - Epoch [6][2160/2640] lr: 1.000e-02, eta: 18:39:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4180, top5_acc: 0.6852, loss_cls: 2.4501, loss: 2.4501, grad_norm: 5.9476 2021-08-17 01:11:17,434 - mmaction - INFO - Epoch [6][2180/2640] lr: 1.000e-02, eta: 18:39:34, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4156, top5_acc: 0.7008, loss_cls: 2.3675, loss: 2.3675, grad_norm: 5.8368 2021-08-17 01:11:28,413 - mmaction - INFO - Epoch [6][2200/2640] lr: 1.000e-02, eta: 18:39:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7172, loss_cls: 2.2948, loss: 2.2948, grad_norm: 5.9303 2021-08-17 01:11:39,372 - mmaction - INFO - Epoch [6][2220/2640] lr: 1.000e-02, eta: 18:39:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4133, top5_acc: 0.6898, loss_cls: 2.4291, loss: 2.4291, grad_norm: 5.8969 2021-08-17 01:11:50,341 - mmaction - INFO - Epoch [6][2240/2640] lr: 1.000e-02, eta: 18:38:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4070, top5_acc: 0.6977, loss_cls: 2.4882, loss: 2.4882, grad_norm: 5.8160 2021-08-17 01:12:01,321 - mmaction - INFO - Epoch [6][2260/2640] lr: 1.000e-02, eta: 18:38:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.3750, top5_acc: 0.6805, loss_cls: 2.5322, loss: 2.5322, grad_norm: 5.8954 2021-08-17 01:12:12,304 - mmaction - INFO - Epoch [6][2280/2640] lr: 1.000e-02, eta: 18:38:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4328, top5_acc: 0.7000, loss_cls: 2.3914, loss: 2.3914, grad_norm: 6.2628 2021-08-17 01:12:23,319 - mmaction - INFO - Epoch [6][2300/2640] lr: 1.000e-02, eta: 18:38:01, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4133, top5_acc: 0.6875, loss_cls: 2.4229, loss: 2.4229, grad_norm: 5.7932 2021-08-17 01:12:34,271 - mmaction - INFO - Epoch [6][2320/2640] lr: 1.000e-02, eta: 18:37:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4164, top5_acc: 0.7031, loss_cls: 2.3966, loss: 2.3966, grad_norm: 5.9413 2021-08-17 01:12:45,247 - mmaction - INFO - Epoch [6][2340/2640] lr: 1.000e-02, eta: 18:37:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4180, top5_acc: 0.7000, loss_cls: 2.3628, loss: 2.3628, grad_norm: 5.8719 2021-08-17 01:12:56,225 - mmaction - INFO - Epoch [6][2360/2640] lr: 1.000e-02, eta: 18:37:14, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4055, top5_acc: 0.6836, loss_cls: 2.4692, loss: 2.4692, grad_norm: 6.0359 2021-08-17 01:13:07,152 - mmaction - INFO - Epoch [6][2380/2640] lr: 1.000e-02, eta: 18:36:58, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7250, loss_cls: 2.2851, loss: 2.2851, grad_norm: 5.8785 2021-08-17 01:13:18,141 - mmaction - INFO - Epoch [6][2400/2640] lr: 1.000e-02, eta: 18:36:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4328, top5_acc: 0.6984, loss_cls: 2.4369, loss: 2.4369, grad_norm: 6.0883 2021-08-17 01:13:29,136 - mmaction - INFO - Epoch [6][2420/2640] lr: 1.000e-02, eta: 18:36:27, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4086, top5_acc: 0.6867, loss_cls: 2.5086, loss: 2.5086, grad_norm: 5.9290 2021-08-17 01:13:40,114 - mmaction - INFO - Epoch [6][2440/2640] lr: 1.000e-02, eta: 18:36:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4211, top5_acc: 0.6813, loss_cls: 2.4181, loss: 2.4181, grad_norm: 6.0714 2021-08-17 01:13:51,094 - mmaction - INFO - Epoch [6][2460/2640] lr: 1.000e-02, eta: 18:35:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4266, top5_acc: 0.6953, loss_cls: 2.3880, loss: 2.3880, grad_norm: 5.9133 2021-08-17 01:14:02,074 - mmaction - INFO - Epoch [6][2480/2640] lr: 1.000e-02, eta: 18:35:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4219, top5_acc: 0.7094, loss_cls: 2.4182, loss: 2.4182, grad_norm: 5.9843 2021-08-17 01:14:13,042 - mmaction - INFO - Epoch [6][2500/2640] lr: 1.000e-02, eta: 18:35:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4234, top5_acc: 0.6930, loss_cls: 2.3816, loss: 2.3816, grad_norm: 5.9149 2021-08-17 01:14:24,018 - mmaction - INFO - Epoch [6][2520/2640] lr: 1.000e-02, eta: 18:35:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4258, top5_acc: 0.6875, loss_cls: 2.4744, loss: 2.4744, grad_norm: 5.8394 2021-08-17 01:14:34,999 - mmaction - INFO - Epoch [6][2540/2640] lr: 1.000e-02, eta: 18:34:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4414, top5_acc: 0.7016, loss_cls: 2.3646, loss: 2.3646, grad_norm: 5.9284 2021-08-17 01:14:45,963 - mmaction - INFO - Epoch [6][2560/2640] lr: 1.000e-02, eta: 18:34:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4359, top5_acc: 0.6984, loss_cls: 2.3851, loss: 2.3851, grad_norm: 5.7418 2021-08-17 01:14:56,945 - mmaction - INFO - Epoch [6][2580/2640] lr: 1.000e-02, eta: 18:34:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4211, top5_acc: 0.7055, loss_cls: 2.3610, loss: 2.3610, grad_norm: 5.8162 2021-08-17 01:15:07,916 - mmaction - INFO - Epoch [6][2600/2640] lr: 1.000e-02, eta: 18:34:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4391, top5_acc: 0.7164, loss_cls: 2.3532, loss: 2.3532, grad_norm: 5.9636 2021-08-17 01:15:18,845 - mmaction - INFO - Epoch [6][2620/2640] lr: 1.000e-02, eta: 18:33:52, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4359, top5_acc: 0.7070, loss_cls: 2.3451, loss: 2.3451, grad_norm: 5.7581 2021-08-17 01:15:29,510 - mmaction - INFO - Epoch [6][2640/2640] lr: 1.000e-02, eta: 18:33:34, time: 0.532, data_time: 0.002, memory: 7069, top1_acc: 0.4379, top5_acc: 0.7073, loss_cls: 2.3518, loss: 2.3518, grad_norm: 6.0498 2021-08-17 01:15:31,271 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-08-17 01:16:48,717 - mmaction - INFO - Epoch [7][20/2640] lr: 1.000e-02, eta: 18:41:20, time: 3.830, data_time: 3.280, memory: 7069, top1_acc: 0.4352, top5_acc: 0.7055, loss_cls: 2.3640, loss: 2.3640, grad_norm: 5.9804 2021-08-17 01:16:59,691 - mmaction - INFO - Epoch [7][40/2640] lr: 1.000e-02, eta: 18:41:03, time: 0.548, data_time: 0.003, memory: 7069, top1_acc: 0.4266, top5_acc: 0.6937, loss_cls: 2.3842, loss: 2.3842, grad_norm: 6.0772 2021-08-17 01:17:10,629 - mmaction - INFO - Epoch [7][60/2640] lr: 1.000e-02, eta: 18:40:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4336, top5_acc: 0.7086, loss_cls: 2.3520, loss: 2.3520, grad_norm: 5.8194 2021-08-17 01:17:21,570 - mmaction - INFO - Epoch [7][80/2640] lr: 1.000e-02, eta: 18:40:31, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.4258, top5_acc: 0.7102, loss_cls: 2.3077, loss: 2.3077, grad_norm: 5.9081 2021-08-17 01:17:32,516 - mmaction - INFO - Epoch [7][100/2640] lr: 1.000e-02, eta: 18:40:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4398, top5_acc: 0.6977, loss_cls: 2.3549, loss: 2.3549, grad_norm: 5.6262 2021-08-17 01:17:43,476 - mmaction - INFO - Epoch [7][120/2640] lr: 1.000e-02, eta: 18:39:59, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7328, loss_cls: 2.3036, loss: 2.3036, grad_norm: 5.8804 2021-08-17 01:17:54,418 - mmaction - INFO - Epoch [7][140/2640] lr: 1.000e-02, eta: 18:39:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4328, top5_acc: 0.7063, loss_cls: 2.3782, loss: 2.3782, grad_norm: 5.7533 2021-08-17 01:18:05,386 - mmaction - INFO - Epoch [7][160/2640] lr: 1.000e-02, eta: 18:39:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4156, top5_acc: 0.7078, loss_cls: 2.3261, loss: 2.3261, grad_norm: 6.0575 2021-08-17 01:18:16,344 - mmaction - INFO - Epoch [7][180/2640] lr: 1.000e-02, eta: 18:39:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4219, top5_acc: 0.7117, loss_cls: 2.3421, loss: 2.3421, grad_norm: 5.8926 2021-08-17 01:18:27,320 - mmaction - INFO - Epoch [7][200/2640] lr: 1.000e-02, eta: 18:38:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4320, top5_acc: 0.7125, loss_cls: 2.2981, loss: 2.2981, grad_norm: 5.9431 2021-08-17 01:18:38,292 - mmaction - INFO - Epoch [7][220/2640] lr: 1.000e-02, eta: 18:38:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4281, top5_acc: 0.7180, loss_cls: 2.3494, loss: 2.3494, grad_norm: 5.8378 2021-08-17 01:18:49,262 - mmaction - INFO - Epoch [7][240/2640] lr: 1.000e-02, eta: 18:38:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7102, loss_cls: 2.3288, loss: 2.3288, grad_norm: 5.9324 2021-08-17 01:19:00,198 - mmaction - INFO - Epoch [7][260/2640] lr: 1.000e-02, eta: 18:38:06, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7211, loss_cls: 2.3089, loss: 2.3089, grad_norm: 5.9475 2021-08-17 01:19:11,159 - mmaction - INFO - Epoch [7][280/2640] lr: 1.000e-02, eta: 18:37:50, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7219, loss_cls: 2.2622, loss: 2.2622, grad_norm: 5.8249 2021-08-17 01:19:22,126 - mmaction - INFO - Epoch [7][300/2640] lr: 1.000e-02, eta: 18:37:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4117, top5_acc: 0.6852, loss_cls: 2.4121, loss: 2.4121, grad_norm: 6.2693 2021-08-17 01:19:33,089 - mmaction - INFO - Epoch [7][320/2640] lr: 1.000e-02, eta: 18:37:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4242, top5_acc: 0.6977, loss_cls: 2.4055, loss: 2.4055, grad_norm: 5.8066 2021-08-17 01:19:44,044 - mmaction - INFO - Epoch [7][340/2640] lr: 1.000e-02, eta: 18:37:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4313, top5_acc: 0.7078, loss_cls: 2.3816, loss: 2.3816, grad_norm: 5.9547 2021-08-17 01:19:55,011 - mmaction - INFO - Epoch [7][360/2640] lr: 1.000e-02, eta: 18:36:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7063, loss_cls: 2.3172, loss: 2.3172, grad_norm: 5.9741 2021-08-17 01:20:05,994 - mmaction - INFO - Epoch [7][380/2640] lr: 1.000e-02, eta: 18:36:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7102, loss_cls: 2.2936, loss: 2.2936, grad_norm: 5.8662 2021-08-17 01:20:16,958 - mmaction - INFO - Epoch [7][400/2640] lr: 1.000e-02, eta: 18:36:15, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7156, loss_cls: 2.2804, loss: 2.2804, grad_norm: 6.1808 2021-08-17 01:20:27,937 - mmaction - INFO - Epoch [7][420/2640] lr: 1.000e-02, eta: 18:35:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4133, top5_acc: 0.6828, loss_cls: 2.4706, loss: 2.4706, grad_norm: 5.7489 2021-08-17 01:20:38,913 - mmaction - INFO - Epoch [7][440/2640] lr: 1.000e-02, eta: 18:35:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4414, top5_acc: 0.6961, loss_cls: 2.3824, loss: 2.3824, grad_norm: 6.1967 2021-08-17 01:20:49,889 - mmaction - INFO - Epoch [7][460/2640] lr: 1.000e-02, eta: 18:35:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7148, loss_cls: 2.3276, loss: 2.3276, grad_norm: 5.9716 2021-08-17 01:21:00,872 - mmaction - INFO - Epoch [7][480/2640] lr: 1.000e-02, eta: 18:35:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7094, loss_cls: 2.3228, loss: 2.3228, grad_norm: 5.9886 2021-08-17 01:21:11,831 - mmaction - INFO - Epoch [7][500/2640] lr: 1.000e-02, eta: 18:34:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4367, top5_acc: 0.6945, loss_cls: 2.3765, loss: 2.3765, grad_norm: 5.9363 2021-08-17 01:21:22,803 - mmaction - INFO - Epoch [7][520/2640] lr: 1.000e-02, eta: 18:34:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7273, loss_cls: 2.2469, loss: 2.2469, grad_norm: 6.1409 2021-08-17 01:21:33,764 - mmaction - INFO - Epoch [7][540/2640] lr: 1.000e-02, eta: 18:34:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4281, top5_acc: 0.6922, loss_cls: 2.4223, loss: 2.4223, grad_norm: 6.1974 2021-08-17 01:21:44,722 - mmaction - INFO - Epoch [7][560/2640] lr: 1.000e-02, eta: 18:34:08, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4422, top5_acc: 0.6859, loss_cls: 2.3634, loss: 2.3634, grad_norm: 5.8085 2021-08-17 01:21:55,693 - mmaction - INFO - Epoch [7][580/2640] lr: 1.000e-02, eta: 18:33:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4188, top5_acc: 0.7102, loss_cls: 2.3578, loss: 2.3578, grad_norm: 6.1738 2021-08-17 01:22:06,666 - mmaction - INFO - Epoch [7][600/2640] lr: 1.000e-02, eta: 18:33:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7141, loss_cls: 2.2923, loss: 2.2923, grad_norm: 5.9225 2021-08-17 01:22:17,637 - mmaction - INFO - Epoch [7][620/2640] lr: 1.000e-02, eta: 18:33:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4289, top5_acc: 0.7055, loss_cls: 2.3690, loss: 2.3690, grad_norm: 5.9945 2021-08-17 01:22:28,600 - mmaction - INFO - Epoch [7][640/2640] lr: 1.000e-02, eta: 18:33:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4367, top5_acc: 0.7055, loss_cls: 2.3576, loss: 2.3576, grad_norm: 6.0001 2021-08-17 01:22:39,557 - mmaction - INFO - Epoch [7][660/2640] lr: 1.000e-02, eta: 18:32:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4391, top5_acc: 0.7000, loss_cls: 2.3885, loss: 2.3885, grad_norm: 5.7501 2021-08-17 01:22:50,535 - mmaction - INFO - Epoch [7][680/2640] lr: 1.000e-02, eta: 18:32:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7016, loss_cls: 2.3262, loss: 2.3262, grad_norm: 5.8062 2021-08-17 01:23:01,510 - mmaction - INFO - Epoch [7][700/2640] lr: 1.000e-02, eta: 18:32:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7016, loss_cls: 2.3168, loss: 2.3168, grad_norm: 5.8608 2021-08-17 01:23:12,491 - mmaction - INFO - Epoch [7][720/2640] lr: 1.000e-02, eta: 18:32:03, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4383, top5_acc: 0.7031, loss_cls: 2.3704, loss: 2.3704, grad_norm: 6.0590 2021-08-17 01:23:23,406 - mmaction - INFO - Epoch [7][740/2640] lr: 1.000e-02, eta: 18:31:47, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4227, top5_acc: 0.6969, loss_cls: 2.4005, loss: 2.4005, grad_norm: 5.9137 2021-08-17 01:23:34,368 - mmaction - INFO - Epoch [7][760/2640] lr: 1.000e-02, eta: 18:31:31, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4250, top5_acc: 0.6937, loss_cls: 2.4175, loss: 2.4175, grad_norm: 5.9918 2021-08-17 01:23:45,351 - mmaction - INFO - Epoch [7][780/2640] lr: 1.000e-02, eta: 18:31:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4359, top5_acc: 0.7055, loss_cls: 2.3308, loss: 2.3308, grad_norm: 5.9465 2021-08-17 01:23:56,323 - mmaction - INFO - Epoch [7][800/2640] lr: 1.000e-02, eta: 18:31:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4180, top5_acc: 0.6930, loss_cls: 2.4062, loss: 2.4062, grad_norm: 6.0408 2021-08-17 01:24:07,320 - mmaction - INFO - Epoch [7][820/2640] lr: 1.000e-02, eta: 18:30:44, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.4367, top5_acc: 0.7125, loss_cls: 2.3344, loss: 2.3344, grad_norm: 5.8371 2021-08-17 01:24:18,290 - mmaction - INFO - Epoch [7][840/2640] lr: 1.000e-02, eta: 18:30:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4180, top5_acc: 0.6891, loss_cls: 2.4190, loss: 2.4190, grad_norm: 6.0158 2021-08-17 01:24:29,255 - mmaction - INFO - Epoch [7][860/2640] lr: 1.000e-02, eta: 18:30:13, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4141, top5_acc: 0.7039, loss_cls: 2.4003, loss: 2.4003, grad_norm: 5.9965 2021-08-17 01:24:40,221 - mmaction - INFO - Epoch [7][880/2640] lr: 1.000e-02, eta: 18:29:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4125, top5_acc: 0.6961, loss_cls: 2.4479, loss: 2.4479, grad_norm: 5.8970 2021-08-17 01:24:51,178 - mmaction - INFO - Epoch [7][900/2640] lr: 1.000e-02, eta: 18:29:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4164, top5_acc: 0.7047, loss_cls: 2.3916, loss: 2.3916, grad_norm: 5.7933 2021-08-17 01:25:02,167 - mmaction - INFO - Epoch [7][920/2640] lr: 1.000e-02, eta: 18:29:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4219, top5_acc: 0.7195, loss_cls: 2.3315, loss: 2.3315, grad_norm: 5.8204 2021-08-17 01:25:13,118 - mmaction - INFO - Epoch [7][940/2640] lr: 1.000e-02, eta: 18:29:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4359, top5_acc: 0.6922, loss_cls: 2.3762, loss: 2.3762, grad_norm: 5.6173 2021-08-17 01:25:24,071 - mmaction - INFO - Epoch [7][960/2640] lr: 1.000e-02, eta: 18:28:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7273, loss_cls: 2.3032, loss: 2.3032, grad_norm: 6.0079 2021-08-17 01:25:34,986 - mmaction - INFO - Epoch [7][980/2640] lr: 1.000e-02, eta: 18:28:39, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.4039, top5_acc: 0.6781, loss_cls: 2.4643, loss: 2.4643, grad_norm: 5.8739 2021-08-17 01:25:45,958 - mmaction - INFO - Epoch [7][1000/2640] lr: 1.000e-02, eta: 18:28:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7039, loss_cls: 2.3201, loss: 2.3201, grad_norm: 5.8071 2021-08-17 01:25:56,948 - mmaction - INFO - Epoch [7][1020/2640] lr: 1.000e-02, eta: 18:28:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4297, top5_acc: 0.7156, loss_cls: 2.3676, loss: 2.3676, grad_norm: 6.0564 2021-08-17 01:26:07,914 - mmaction - INFO - Epoch [7][1040/2640] lr: 1.000e-02, eta: 18:27:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4203, top5_acc: 0.6945, loss_cls: 2.4333, loss: 2.4333, grad_norm: 5.8114 2021-08-17 01:26:18,880 - mmaction - INFO - Epoch [7][1060/2640] lr: 1.000e-02, eta: 18:27:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7055, loss_cls: 2.2880, loss: 2.2880, grad_norm: 5.8272 2021-08-17 01:26:29,854 - mmaction - INFO - Epoch [7][1080/2640] lr: 1.000e-02, eta: 18:27:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4391, top5_acc: 0.7203, loss_cls: 2.2761, loss: 2.2761, grad_norm: 5.8289 2021-08-17 01:26:40,819 - mmaction - INFO - Epoch [7][1100/2640] lr: 1.000e-02, eta: 18:27:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4352, top5_acc: 0.7008, loss_cls: 2.3409, loss: 2.3409, grad_norm: 6.2139 2021-08-17 01:26:51,797 - mmaction - INFO - Epoch [7][1120/2640] lr: 1.000e-02, eta: 18:26:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4172, top5_acc: 0.6852, loss_cls: 2.4814, loss: 2.4814, grad_norm: 6.0741 2021-08-17 01:27:02,763 - mmaction - INFO - Epoch [7][1140/2640] lr: 1.000e-02, eta: 18:26:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4203, top5_acc: 0.6813, loss_cls: 2.4360, loss: 2.4360, grad_norm: 5.9041 2021-08-17 01:27:13,731 - mmaction - INFO - Epoch [7][1160/2640] lr: 1.000e-02, eta: 18:26:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7375, loss_cls: 2.2595, loss: 2.2595, grad_norm: 5.9532 2021-08-17 01:27:24,717 - mmaction - INFO - Epoch [7][1180/2640] lr: 1.000e-02, eta: 18:26:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4328, top5_acc: 0.7133, loss_cls: 2.3696, loss: 2.3696, grad_norm: 6.1742 2021-08-17 01:27:35,688 - mmaction - INFO - Epoch [7][1200/2640] lr: 1.000e-02, eta: 18:25:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4203, top5_acc: 0.6922, loss_cls: 2.4245, loss: 2.4245, grad_norm: 5.8609 2021-08-17 01:27:46,638 - mmaction - INFO - Epoch [7][1220/2640] lr: 1.000e-02, eta: 18:25:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4141, top5_acc: 0.6891, loss_cls: 2.4148, loss: 2.4148, grad_norm: 5.7336 2021-08-17 01:27:57,599 - mmaction - INFO - Epoch [7][1240/2640] lr: 1.000e-02, eta: 18:25:18, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7164, loss_cls: 2.3218, loss: 2.3218, grad_norm: 5.8053 2021-08-17 01:28:08,550 - mmaction - INFO - Epoch [7][1260/2640] lr: 1.000e-02, eta: 18:25:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4367, top5_acc: 0.7266, loss_cls: 2.2857, loss: 2.2857, grad_norm: 5.8929 2021-08-17 01:28:19,524 - mmaction - INFO - Epoch [7][1280/2640] lr: 1.000e-02, eta: 18:24:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7125, loss_cls: 2.3095, loss: 2.3095, grad_norm: 5.8588 2021-08-17 01:28:30,506 - mmaction - INFO - Epoch [7][1300/2640] lr: 1.000e-02, eta: 18:24:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4430, top5_acc: 0.7008, loss_cls: 2.3673, loss: 2.3673, grad_norm: 5.9298 2021-08-17 01:28:41,487 - mmaction - INFO - Epoch [7][1320/2640] lr: 1.000e-02, eta: 18:24:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4359, top5_acc: 0.7063, loss_cls: 2.3482, loss: 2.3482, grad_norm: 6.1143 2021-08-17 01:28:52,447 - mmaction - INFO - Epoch [7][1340/2640] lr: 1.000e-02, eta: 18:24:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4188, top5_acc: 0.6977, loss_cls: 2.3663, loss: 2.3663, grad_norm: 6.1037 2021-08-17 01:29:03,421 - mmaction - INFO - Epoch [7][1360/2640] lr: 1.000e-02, eta: 18:23:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4164, top5_acc: 0.6828, loss_cls: 2.4596, loss: 2.4596, grad_norm: 5.8318 2021-08-17 01:29:14,400 - mmaction - INFO - Epoch [7][1380/2640] lr: 1.000e-02, eta: 18:23:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4273, top5_acc: 0.6906, loss_cls: 2.4110, loss: 2.4110, grad_norm: 5.9142 2021-08-17 01:29:25,376 - mmaction - INFO - Epoch [7][1400/2640] lr: 1.000e-02, eta: 18:23:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4297, top5_acc: 0.7070, loss_cls: 2.3846, loss: 2.3846, grad_norm: 6.0456 2021-08-17 01:29:36,351 - mmaction - INFO - Epoch [7][1420/2640] lr: 1.000e-02, eta: 18:23:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7125, loss_cls: 2.3085, loss: 2.3085, grad_norm: 5.9837 2021-08-17 01:29:47,336 - mmaction - INFO - Epoch [7][1440/2640] lr: 1.000e-02, eta: 18:22:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7094, loss_cls: 2.3330, loss: 2.3330, grad_norm: 6.0655 2021-08-17 01:29:58,313 - mmaction - INFO - Epoch [7][1460/2640] lr: 1.000e-02, eta: 18:22:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4375, top5_acc: 0.7117, loss_cls: 2.3404, loss: 2.3404, grad_norm: 6.0038 2021-08-17 01:30:09,284 - mmaction - INFO - Epoch [7][1480/2640] lr: 1.000e-02, eta: 18:22:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4281, top5_acc: 0.7078, loss_cls: 2.3857, loss: 2.3857, grad_norm: 5.8505 2021-08-17 01:30:20,259 - mmaction - INFO - Epoch [7][1500/2640] lr: 1.000e-02, eta: 18:21:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4156, top5_acc: 0.7078, loss_cls: 2.4054, loss: 2.4054, grad_norm: 5.9733 2021-08-17 01:30:31,242 - mmaction - INFO - Epoch [7][1520/2640] lr: 1.000e-02, eta: 18:21:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4203, top5_acc: 0.6914, loss_cls: 2.4108, loss: 2.4108, grad_norm: 5.8310 2021-08-17 01:30:42,212 - mmaction - INFO - Epoch [7][1540/2640] lr: 1.000e-02, eta: 18:21:29, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7102, loss_cls: 2.3433, loss: 2.3433, grad_norm: 5.8509 2021-08-17 01:30:53,174 - mmaction - INFO - Epoch [7][1560/2640] lr: 1.000e-02, eta: 18:21:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7273, loss_cls: 2.2374, loss: 2.2374, grad_norm: 5.8264 2021-08-17 01:31:04,141 - mmaction - INFO - Epoch [7][1580/2640] lr: 1.000e-02, eta: 18:20:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7117, loss_cls: 2.2998, loss: 2.2998, grad_norm: 5.7650 2021-08-17 01:31:15,113 - mmaction - INFO - Epoch [7][1600/2640] lr: 1.000e-02, eta: 18:20:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4336, top5_acc: 0.7180, loss_cls: 2.3359, loss: 2.3359, grad_norm: 5.7666 2021-08-17 01:31:26,093 - mmaction - INFO - Epoch [7][1620/2640] lr: 1.000e-02, eta: 18:20:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4250, top5_acc: 0.6937, loss_cls: 2.3684, loss: 2.3684, grad_norm: 5.9755 2021-08-17 01:31:37,055 - mmaction - INFO - Epoch [7][1640/2640] lr: 1.000e-02, eta: 18:20:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4406, top5_acc: 0.6781, loss_cls: 2.4416, loss: 2.4416, grad_norm: 6.0107 2021-08-17 01:31:48,007 - mmaction - INFO - Epoch [7][1660/2640] lr: 1.000e-02, eta: 18:19:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4172, top5_acc: 0.6875, loss_cls: 2.4609, loss: 2.4609, grad_norm: 5.9574 2021-08-17 01:31:58,994 - mmaction - INFO - Epoch [7][1680/2640] lr: 1.000e-02, eta: 18:19:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7102, loss_cls: 2.3364, loss: 2.3364, grad_norm: 5.8241 2021-08-17 01:32:09,966 - mmaction - INFO - Epoch [7][1700/2640] lr: 1.000e-02, eta: 18:19:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4359, top5_acc: 0.6930, loss_cls: 2.3390, loss: 2.3390, grad_norm: 5.7269 2021-08-17 01:32:20,932 - mmaction - INFO - Epoch [7][1720/2640] lr: 1.000e-02, eta: 18:19:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4195, top5_acc: 0.7031, loss_cls: 2.4176, loss: 2.4176, grad_norm: 5.9443 2021-08-17 01:32:31,899 - mmaction - INFO - Epoch [7][1740/2640] lr: 1.000e-02, eta: 18:18:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4102, top5_acc: 0.6875, loss_cls: 2.4511, loss: 2.4511, grad_norm: 5.8588 2021-08-17 01:32:42,872 - mmaction - INFO - Epoch [7][1760/2640] lr: 1.000e-02, eta: 18:18:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4383, top5_acc: 0.7180, loss_cls: 2.3264, loss: 2.3264, grad_norm: 5.7511 2021-08-17 01:32:53,830 - mmaction - INFO - Epoch [7][1780/2640] lr: 1.000e-02, eta: 18:18:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7156, loss_cls: 2.2992, loss: 2.2992, grad_norm: 5.7542 2021-08-17 01:33:04,803 - mmaction - INFO - Epoch [7][1800/2640] lr: 1.000e-02, eta: 18:18:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7133, loss_cls: 2.3237, loss: 2.3237, grad_norm: 5.8246 2021-08-17 01:33:15,752 - mmaction - INFO - Epoch [7][1820/2640] lr: 1.000e-02, eta: 18:17:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7047, loss_cls: 2.3511, loss: 2.3511, grad_norm: 5.8107 2021-08-17 01:33:26,721 - mmaction - INFO - Epoch [7][1840/2640] lr: 1.000e-02, eta: 18:17:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4500, top5_acc: 0.6930, loss_cls: 2.3868, loss: 2.3868, grad_norm: 5.8201 2021-08-17 01:33:37,695 - mmaction - INFO - Epoch [7][1860/2640] lr: 1.000e-02, eta: 18:17:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7195, loss_cls: 2.2714, loss: 2.2714, grad_norm: 5.8590 2021-08-17 01:33:48,663 - mmaction - INFO - Epoch [7][1880/2640] lr: 1.000e-02, eta: 18:17:11, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4266, top5_acc: 0.7016, loss_cls: 2.3770, loss: 2.3770, grad_norm: 5.9026 2021-08-17 01:33:59,617 - mmaction - INFO - Epoch [7][1900/2640] lr: 1.000e-02, eta: 18:16:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4266, top5_acc: 0.7086, loss_cls: 2.3546, loss: 2.3546, grad_norm: 5.9064 2021-08-17 01:34:10,590 - mmaction - INFO - Epoch [7][1920/2640] lr: 1.000e-02, eta: 18:16:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4289, top5_acc: 0.7125, loss_cls: 2.3386, loss: 2.3386, grad_norm: 5.9973 2021-08-17 01:34:21,550 - mmaction - INFO - Epoch [7][1940/2640] lr: 1.000e-02, eta: 18:16:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7250, loss_cls: 2.2775, loss: 2.2775, grad_norm: 5.8221 2021-08-17 01:34:32,525 - mmaction - INFO - Epoch [7][1960/2640] lr: 1.000e-02, eta: 18:16:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7156, loss_cls: 2.2909, loss: 2.2909, grad_norm: 5.8874 2021-08-17 01:34:43,486 - mmaction - INFO - Epoch [7][1980/2640] lr: 1.000e-02, eta: 18:15:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4367, top5_acc: 0.7109, loss_cls: 2.3738, loss: 2.3738, grad_norm: 5.8837 2021-08-17 01:34:54,478 - mmaction - INFO - Epoch [7][2000/2640] lr: 1.000e-02, eta: 18:15:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4094, top5_acc: 0.7016, loss_cls: 2.3821, loss: 2.3821, grad_norm: 5.9234 2021-08-17 01:35:05,475 - mmaction - INFO - Epoch [7][2020/2640] lr: 1.000e-02, eta: 18:15:26, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4375, top5_acc: 0.7063, loss_cls: 2.3084, loss: 2.3084, grad_norm: 5.9508 2021-08-17 01:35:16,448 - mmaction - INFO - Epoch [7][2040/2640] lr: 1.000e-02, eta: 18:15:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4062, top5_acc: 0.6867, loss_cls: 2.4165, loss: 2.4165, grad_norm: 6.0289 2021-08-17 01:35:27,419 - mmaction - INFO - Epoch [7][2060/2640] lr: 1.000e-02, eta: 18:14:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4258, top5_acc: 0.7148, loss_cls: 2.3017, loss: 2.3017, grad_norm: 5.8672 2021-08-17 01:35:38,402 - mmaction - INFO - Epoch [7][2080/2640] lr: 1.000e-02, eta: 18:14:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4430, top5_acc: 0.6945, loss_cls: 2.3771, loss: 2.3771, grad_norm: 5.9420 2021-08-17 01:35:49,374 - mmaction - INFO - Epoch [7][2100/2640] lr: 1.000e-02, eta: 18:14:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4352, top5_acc: 0.6992, loss_cls: 2.3965, loss: 2.3965, grad_norm: 5.8256 2021-08-17 01:36:00,360 - mmaction - INFO - Epoch [7][2120/2640] lr: 1.000e-02, eta: 18:14:11, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4391, top5_acc: 0.6906, loss_cls: 2.4186, loss: 2.4186, grad_norm: 5.8967 2021-08-17 01:36:11,356 - mmaction - INFO - Epoch [7][2140/2640] lr: 1.000e-02, eta: 18:13:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4102, top5_acc: 0.7039, loss_cls: 2.3877, loss: 2.3877, grad_norm: 6.0859 2021-08-17 01:36:22,329 - mmaction - INFO - Epoch [7][2160/2640] lr: 1.000e-02, eta: 18:13:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4352, top5_acc: 0.7211, loss_cls: 2.2576, loss: 2.2576, grad_norm: 5.9718 2021-08-17 01:36:33,279 - mmaction - INFO - Epoch [7][2180/2640] lr: 1.000e-02, eta: 18:13:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4172, top5_acc: 0.7078, loss_cls: 2.3513, loss: 2.3513, grad_norm: 5.9212 2021-08-17 01:36:44,261 - mmaction - INFO - Epoch [7][2200/2640] lr: 1.000e-02, eta: 18:13:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7125, loss_cls: 2.2576, loss: 2.2576, grad_norm: 5.8513 2021-08-17 01:36:55,242 - mmaction - INFO - Epoch [7][2220/2640] lr: 1.000e-02, eta: 18:12:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4242, top5_acc: 0.6906, loss_cls: 2.4103, loss: 2.4103, grad_norm: 6.0696 2021-08-17 01:37:06,212 - mmaction - INFO - Epoch [7][2240/2640] lr: 1.000e-02, eta: 18:12:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4430, top5_acc: 0.7063, loss_cls: 2.3555, loss: 2.3555, grad_norm: 5.7902 2021-08-17 01:37:17,177 - mmaction - INFO - Epoch [7][2260/2640] lr: 1.000e-02, eta: 18:12:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4336, top5_acc: 0.6945, loss_cls: 2.3805, loss: 2.3805, grad_norm: 6.0251 2021-08-17 01:37:28,156 - mmaction - INFO - Epoch [7][2280/2640] lr: 1.000e-02, eta: 18:12:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7031, loss_cls: 2.3448, loss: 2.3448, grad_norm: 5.7038 2021-08-17 01:37:39,140 - mmaction - INFO - Epoch [7][2300/2640] lr: 1.000e-02, eta: 18:11:57, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7117, loss_cls: 2.3394, loss: 2.3394, grad_norm: 5.9945 2021-08-17 01:37:50,112 - mmaction - INFO - Epoch [7][2320/2640] lr: 1.000e-02, eta: 18:11:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4320, top5_acc: 0.7063, loss_cls: 2.3658, loss: 2.3658, grad_norm: 5.6867 2021-08-17 01:38:01,102 - mmaction - INFO - Epoch [7][2340/2640] lr: 1.000e-02, eta: 18:11:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4281, top5_acc: 0.6781, loss_cls: 2.4806, loss: 2.4806, grad_norm: 5.8718 2021-08-17 01:38:12,078 - mmaction - INFO - Epoch [7][2360/2640] lr: 1.000e-02, eta: 18:11:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4305, top5_acc: 0.7203, loss_cls: 2.3567, loss: 2.3567, grad_norm: 5.9588 2021-08-17 01:38:23,032 - mmaction - INFO - Epoch [7][2380/2640] lr: 1.000e-02, eta: 18:10:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4133, top5_acc: 0.7297, loss_cls: 2.3389, loss: 2.3389, grad_norm: 6.0609 2021-08-17 01:38:33,993 - mmaction - INFO - Epoch [7][2400/2640] lr: 1.000e-02, eta: 18:10:43, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4461, top5_acc: 0.6984, loss_cls: 2.3612, loss: 2.3612, grad_norm: 5.8630 2021-08-17 01:38:44,951 - mmaction - INFO - Epoch [7][2420/2640] lr: 1.000e-02, eta: 18:10:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4219, top5_acc: 0.6852, loss_cls: 2.3998, loss: 2.3998, grad_norm: 5.7951 2021-08-17 01:38:55,947 - mmaction - INFO - Epoch [7][2440/2640] lr: 1.000e-02, eta: 18:10:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4328, top5_acc: 0.7148, loss_cls: 2.3232, loss: 2.3232, grad_norm: 5.8168 2021-08-17 01:39:06,921 - mmaction - INFO - Epoch [7][2460/2640] lr: 1.000e-02, eta: 18:09:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7000, loss_cls: 2.3415, loss: 2.3415, grad_norm: 5.8855 2021-08-17 01:39:17,895 - mmaction - INFO - Epoch [7][2480/2640] lr: 1.000e-02, eta: 18:09:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4344, top5_acc: 0.6937, loss_cls: 2.3569, loss: 2.3569, grad_norm: 5.8138 2021-08-17 01:39:28,868 - mmaction - INFO - Epoch [7][2500/2640] lr: 1.000e-02, eta: 18:09:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4180, top5_acc: 0.6984, loss_cls: 2.4191, loss: 2.4191, grad_norm: 5.7635 2021-08-17 01:39:39,840 - mmaction - INFO - Epoch [7][2520/2640] lr: 1.000e-02, eta: 18:09:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7141, loss_cls: 2.2854, loss: 2.2854, grad_norm: 5.8128 2021-08-17 01:39:50,813 - mmaction - INFO - Epoch [7][2540/2640] lr: 1.000e-02, eta: 18:08:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4328, top5_acc: 0.7063, loss_cls: 2.3580, loss: 2.3580, grad_norm: 5.8170 2021-08-17 01:40:01,789 - mmaction - INFO - Epoch [7][2560/2640] lr: 1.000e-02, eta: 18:08:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4250, top5_acc: 0.7195, loss_cls: 2.3547, loss: 2.3547, grad_norm: 5.5495 2021-08-17 01:40:12,747 - mmaction - INFO - Epoch [7][2580/2640] lr: 1.000e-02, eta: 18:08:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7133, loss_cls: 2.2865, loss: 2.2865, grad_norm: 5.7880 2021-08-17 01:40:23,724 - mmaction - INFO - Epoch [7][2600/2640] lr: 1.000e-02, eta: 18:08:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4367, top5_acc: 0.7375, loss_cls: 2.2442, loss: 2.2442, grad_norm: 5.7299 2021-08-17 01:40:34,678 - mmaction - INFO - Epoch [7][2620/2640] lr: 1.000e-02, eta: 18:08:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4305, top5_acc: 0.6961, loss_cls: 2.4100, loss: 2.4100, grad_norm: 5.8984 2021-08-17 01:40:45,342 - mmaction - INFO - Epoch [7][2640/2640] lr: 1.000e-02, eta: 18:07:43, time: 0.533, data_time: 0.001, memory: 7069, top1_acc: 0.4702, top5_acc: 0.7105, loss_cls: 2.2733, loss: 2.2733, grad_norm: 5.9079 2021-08-17 01:40:48,675 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-08-17 01:42:17,100 - mmaction - INFO - Epoch [8][20/2640] lr: 1.000e-02, eta: 18:15:20, time: 4.394, data_time: 3.844, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7180, loss_cls: 2.3006, loss: 2.3006, grad_norm: 6.0424 2021-08-17 01:42:28,058 - mmaction - INFO - Epoch [8][40/2640] lr: 1.000e-02, eta: 18:15:05, time: 0.548, data_time: 0.005, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7281, loss_cls: 2.2431, loss: 2.2431, grad_norm: 5.9999 2021-08-17 01:42:38,995 - mmaction - INFO - Epoch [8][60/2640] lr: 1.000e-02, eta: 18:14:49, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7266, loss_cls: 2.2580, loss: 2.2580, grad_norm: 5.7977 2021-08-17 01:42:49,932 - mmaction - INFO - Epoch [8][80/2640] lr: 1.000e-02, eta: 18:14:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7250, loss_cls: 2.2304, loss: 2.2304, grad_norm: 6.1200 2021-08-17 01:43:00,871 - mmaction - INFO - Epoch [8][100/2640] lr: 1.000e-02, eta: 18:14:18, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4406, top5_acc: 0.7258, loss_cls: 2.2976, loss: 2.2976, grad_norm: 5.9774 2021-08-17 01:43:11,816 - mmaction - INFO - Epoch [8][120/2640] lr: 1.000e-02, eta: 18:14:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4359, top5_acc: 0.7125, loss_cls: 2.3152, loss: 2.3152, grad_norm: 5.7472 2021-08-17 01:43:22,784 - mmaction - INFO - Epoch [8][140/2640] lr: 1.000e-02, eta: 18:13:48, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7367, loss_cls: 2.2374, loss: 2.2374, grad_norm: 5.7725 2021-08-17 01:43:33,750 - mmaction - INFO - Epoch [8][160/2640] lr: 1.000e-02, eta: 18:13:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7250, loss_cls: 2.2501, loss: 2.2501, grad_norm: 6.1831 2021-08-17 01:43:44,752 - mmaction - INFO - Epoch [8][180/2640] lr: 1.000e-02, eta: 18:13:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4359, top5_acc: 0.7063, loss_cls: 2.3456, loss: 2.3456, grad_norm: 6.1089 2021-08-17 01:43:55,663 - mmaction - INFO - Epoch [8][200/2640] lr: 1.000e-02, eta: 18:13:02, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.4250, top5_acc: 0.7078, loss_cls: 2.3917, loss: 2.3917, grad_norm: 5.8298 2021-08-17 01:44:06,618 - mmaction - INFO - Epoch [8][220/2640] lr: 1.000e-02, eta: 18:12:46, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7164, loss_cls: 2.2734, loss: 2.2734, grad_norm: 6.0516 2021-08-17 01:44:17,588 - mmaction - INFO - Epoch [8][240/2640] lr: 1.000e-02, eta: 18:12:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7227, loss_cls: 2.2393, loss: 2.2393, grad_norm: 6.0500 2021-08-17 01:44:28,562 - mmaction - INFO - Epoch [8][260/2640] lr: 1.000e-02, eta: 18:12:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4250, top5_acc: 0.6945, loss_cls: 2.3851, loss: 2.3851, grad_norm: 5.8094 2021-08-17 01:44:39,540 - mmaction - INFO - Epoch [8][280/2640] lr: 1.000e-02, eta: 18:12:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4367, top5_acc: 0.7219, loss_cls: 2.2946, loss: 2.2946, grad_norm: 6.1045 2021-08-17 01:44:50,527 - mmaction - INFO - Epoch [8][300/2640] lr: 1.000e-02, eta: 18:11:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4391, top5_acc: 0.7289, loss_cls: 2.2545, loss: 2.2545, grad_norm: 6.2228 2021-08-17 01:45:01,522 - mmaction - INFO - Epoch [8][320/2640] lr: 1.000e-02, eta: 18:11:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7086, loss_cls: 2.2770, loss: 2.2770, grad_norm: 5.9881 2021-08-17 01:45:12,870 - mmaction - INFO - Epoch [8][340/2640] lr: 1.000e-02, eta: 18:11:18, time: 0.567, data_time: 0.002, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7133, loss_cls: 2.3029, loss: 2.3029, grad_norm: 5.7174 2021-08-17 01:45:23,858 - mmaction - INFO - Epoch [8][360/2640] lr: 1.000e-02, eta: 18:11:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4328, top5_acc: 0.7148, loss_cls: 2.3187, loss: 2.3187, grad_norm: 6.0422 2021-08-17 01:45:34,840 - mmaction - INFO - Epoch [8][380/2640] lr: 1.000e-02, eta: 18:10:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7242, loss_cls: 2.2141, loss: 2.2141, grad_norm: 5.8469 2021-08-17 01:45:45,811 - mmaction - INFO - Epoch [8][400/2640] lr: 1.000e-02, eta: 18:10:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7219, loss_cls: 2.2533, loss: 2.2533, grad_norm: 6.2711 2021-08-17 01:45:56,786 - mmaction - INFO - Epoch [8][420/2640] lr: 1.000e-02, eta: 18:10:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4258, top5_acc: 0.7133, loss_cls: 2.3578, loss: 2.3578, grad_norm: 6.1942 2021-08-17 01:46:07,760 - mmaction - INFO - Epoch [8][440/2640] lr: 1.000e-02, eta: 18:10:02, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4406, top5_acc: 0.7031, loss_cls: 2.3189, loss: 2.3189, grad_norm: 5.8928 2021-08-17 01:46:18,732 - mmaction - INFO - Epoch [8][460/2640] lr: 1.000e-02, eta: 18:09:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4281, top5_acc: 0.6875, loss_cls: 2.3835, loss: 2.3835, grad_norm: 5.8912 2021-08-17 01:46:29,714 - mmaction - INFO - Epoch [8][480/2640] lr: 1.000e-02, eta: 18:09:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4258, top5_acc: 0.7070, loss_cls: 2.3601, loss: 2.3601, grad_norm: 5.8899 2021-08-17 01:46:40,684 - mmaction - INFO - Epoch [8][500/2640] lr: 1.000e-02, eta: 18:09:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7250, loss_cls: 2.2846, loss: 2.2846, grad_norm: 6.0012 2021-08-17 01:46:51,642 - mmaction - INFO - Epoch [8][520/2640] lr: 1.000e-02, eta: 18:09:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7023, loss_cls: 2.3293, loss: 2.3293, grad_norm: 5.8815 2021-08-17 01:47:02,627 - mmaction - INFO - Epoch [8][540/2640] lr: 1.000e-02, eta: 18:08:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4352, top5_acc: 0.7234, loss_cls: 2.2894, loss: 2.2894, grad_norm: 5.8783 2021-08-17 01:47:13,583 - mmaction - INFO - Epoch [8][560/2640] lr: 1.000e-02, eta: 18:08:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4305, top5_acc: 0.7000, loss_cls: 2.3793, loss: 2.3793, grad_norm: 5.7592 2021-08-17 01:47:24,561 - mmaction - INFO - Epoch [8][580/2640] lr: 1.000e-02, eta: 18:08:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7391, loss_cls: 2.2475, loss: 2.2475, grad_norm: 6.1082 2021-08-17 01:47:35,538 - mmaction - INFO - Epoch [8][600/2640] lr: 1.000e-02, eta: 18:08:02, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4313, top5_acc: 0.7109, loss_cls: 2.3363, loss: 2.3363, grad_norm: 6.1784 2021-08-17 01:47:46,509 - mmaction - INFO - Epoch [8][620/2640] lr: 1.000e-02, eta: 18:07:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7031, loss_cls: 2.3095, loss: 2.3095, grad_norm: 6.0271 2021-08-17 01:47:57,476 - mmaction - INFO - Epoch [8][640/2640] lr: 1.000e-02, eta: 18:07:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4305, top5_acc: 0.6969, loss_cls: 2.3574, loss: 2.3574, grad_norm: 5.8112 2021-08-17 01:48:08,466 - mmaction - INFO - Epoch [8][660/2640] lr: 1.000e-02, eta: 18:07:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7102, loss_cls: 2.3217, loss: 2.3217, grad_norm: 5.8953 2021-08-17 01:48:19,419 - mmaction - INFO - Epoch [8][680/2640] lr: 1.000e-02, eta: 18:07:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7258, loss_cls: 2.2586, loss: 2.2586, grad_norm: 5.9352 2021-08-17 01:48:30,392 - mmaction - INFO - Epoch [8][700/2640] lr: 1.000e-02, eta: 18:06:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7250, loss_cls: 2.2412, loss: 2.2412, grad_norm: 5.7885 2021-08-17 01:48:41,347 - mmaction - INFO - Epoch [8][720/2640] lr: 1.000e-02, eta: 18:06:31, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7164, loss_cls: 2.2775, loss: 2.2775, grad_norm: 5.7916 2021-08-17 01:48:52,321 - mmaction - INFO - Epoch [8][740/2640] lr: 1.000e-02, eta: 18:06:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7227, loss_cls: 2.3295, loss: 2.3295, grad_norm: 5.8189 2021-08-17 01:49:03,294 - mmaction - INFO - Epoch [8][760/2640] lr: 1.000e-02, eta: 18:06:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4227, top5_acc: 0.7227, loss_cls: 2.3572, loss: 2.3572, grad_norm: 6.2484 2021-08-17 01:49:14,259 - mmaction - INFO - Epoch [8][780/2640] lr: 1.000e-02, eta: 18:05:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4461, top5_acc: 0.6992, loss_cls: 2.3862, loss: 2.3862, grad_norm: 5.8992 2021-08-17 01:49:25,170 - mmaction - INFO - Epoch [8][800/2640] lr: 1.000e-02, eta: 18:05:31, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7039, loss_cls: 2.3438, loss: 2.3438, grad_norm: 5.8082 2021-08-17 01:49:36,123 - mmaction - INFO - Epoch [8][820/2640] lr: 1.000e-02, eta: 18:05:16, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4391, top5_acc: 0.6977, loss_cls: 2.3359, loss: 2.3359, grad_norm: 5.9630 2021-08-17 01:49:47,087 - mmaction - INFO - Epoch [8][840/2640] lr: 1.000e-02, eta: 18:05:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4148, top5_acc: 0.7008, loss_cls: 2.3911, loss: 2.3911, grad_norm: 6.3223 2021-08-17 01:49:58,057 - mmaction - INFO - Epoch [8][860/2640] lr: 1.000e-02, eta: 18:04:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7063, loss_cls: 2.2818, loss: 2.2818, grad_norm: 6.0972 2021-08-17 01:50:09,027 - mmaction - INFO - Epoch [8][880/2640] lr: 1.000e-02, eta: 18:04:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4281, top5_acc: 0.7086, loss_cls: 2.3299, loss: 2.3299, grad_norm: 6.0870 2021-08-17 01:50:20,007 - mmaction - INFO - Epoch [8][900/2640] lr: 1.000e-02, eta: 18:04:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7117, loss_cls: 2.3225, loss: 2.3225, grad_norm: 5.9994 2021-08-17 01:50:30,981 - mmaction - INFO - Epoch [8][920/2640] lr: 1.000e-02, eta: 18:04:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7141, loss_cls: 2.3247, loss: 2.3247, grad_norm: 5.9194 2021-08-17 01:50:41,961 - mmaction - INFO - Epoch [8][940/2640] lr: 1.000e-02, eta: 18:03:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7188, loss_cls: 2.2922, loss: 2.2922, grad_norm: 6.0886 2021-08-17 01:50:52,934 - mmaction - INFO - Epoch [8][960/2640] lr: 1.000e-02, eta: 18:03:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4328, top5_acc: 0.7063, loss_cls: 2.3542, loss: 2.3542, grad_norm: 6.0936 2021-08-17 01:51:03,917 - mmaction - INFO - Epoch [8][980/2640] lr: 1.000e-02, eta: 18:03:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4469, top5_acc: 0.7172, loss_cls: 2.3579, loss: 2.3579, grad_norm: 5.9721 2021-08-17 01:51:14,879 - mmaction - INFO - Epoch [8][1000/2640] lr: 1.000e-02, eta: 18:03:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4250, top5_acc: 0.6883, loss_cls: 2.3976, loss: 2.3976, grad_norm: 5.9726 2021-08-17 01:51:25,835 - mmaction - INFO - Epoch [8][1020/2640] lr: 1.000e-02, eta: 18:02:46, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4219, top5_acc: 0.6961, loss_cls: 2.3748, loss: 2.3748, grad_norm: 6.0966 2021-08-17 01:51:36,804 - mmaction - INFO - Epoch [8][1040/2640] lr: 1.000e-02, eta: 18:02:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7328, loss_cls: 2.2664, loss: 2.2664, grad_norm: 5.8010 2021-08-17 01:51:47,777 - mmaction - INFO - Epoch [8][1060/2640] lr: 1.000e-02, eta: 18:02:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7164, loss_cls: 2.2750, loss: 2.2750, grad_norm: 5.9500 2021-08-17 01:51:58,762 - mmaction - INFO - Epoch [8][1080/2640] lr: 1.000e-02, eta: 18:02:02, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4414, top5_acc: 0.7242, loss_cls: 2.2954, loss: 2.2954, grad_norm: 5.9560 2021-08-17 01:52:09,745 - mmaction - INFO - Epoch [8][1100/2640] lr: 1.000e-02, eta: 18:01:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7148, loss_cls: 2.2673, loss: 2.2673, grad_norm: 6.0913 2021-08-17 01:52:20,704 - mmaction - INFO - Epoch [8][1120/2640] lr: 1.000e-02, eta: 18:01:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4258, top5_acc: 0.7180, loss_cls: 2.3703, loss: 2.3703, grad_norm: 6.2291 2021-08-17 01:52:31,670 - mmaction - INFO - Epoch [8][1140/2640] lr: 1.000e-02, eta: 18:01:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4359, top5_acc: 0.7195, loss_cls: 2.3049, loss: 2.3049, grad_norm: 6.0874 2021-08-17 01:52:42,630 - mmaction - INFO - Epoch [8][1160/2640] lr: 1.000e-02, eta: 18:01:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4367, top5_acc: 0.6969, loss_cls: 2.4279, loss: 2.4279, grad_norm: 5.9614 2021-08-17 01:52:53,596 - mmaction - INFO - Epoch [8][1180/2640] lr: 1.000e-02, eta: 18:00:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4469, top5_acc: 0.7078, loss_cls: 2.2921, loss: 2.2921, grad_norm: 5.8952 2021-08-17 01:53:04,557 - mmaction - INFO - Epoch [8][1200/2640] lr: 1.000e-02, eta: 18:00:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7086, loss_cls: 2.3052, loss: 2.3052, grad_norm: 6.1052 2021-08-17 01:53:15,519 - mmaction - INFO - Epoch [8][1220/2640] lr: 1.000e-02, eta: 18:00:18, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7078, loss_cls: 2.2965, loss: 2.2965, grad_norm: 6.0742 2021-08-17 01:53:26,493 - mmaction - INFO - Epoch [8][1240/2640] lr: 1.000e-02, eta: 18:00:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4391, top5_acc: 0.7258, loss_cls: 2.2740, loss: 2.2740, grad_norm: 5.6853 2021-08-17 01:53:37,475 - mmaction - INFO - Epoch [8][1260/2640] lr: 1.000e-02, eta: 17:59:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4367, top5_acc: 0.7227, loss_cls: 2.3271, loss: 2.3271, grad_norm: 5.9313 2021-08-17 01:53:48,430 - mmaction - INFO - Epoch [8][1280/2640] lr: 1.000e-02, eta: 17:59:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7148, loss_cls: 2.2986, loss: 2.2986, grad_norm: 5.9976 2021-08-17 01:53:59,407 - mmaction - INFO - Epoch [8][1300/2640] lr: 1.000e-02, eta: 17:59:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7086, loss_cls: 2.2957, loss: 2.2957, grad_norm: 6.0196 2021-08-17 01:54:10,367 - mmaction - INFO - Epoch [8][1320/2640] lr: 1.000e-02, eta: 17:59:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4313, top5_acc: 0.6969, loss_cls: 2.3511, loss: 2.3511, grad_norm: 5.9920 2021-08-17 01:54:21,353 - mmaction - INFO - Epoch [8][1340/2640] lr: 1.000e-02, eta: 17:58:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4328, top5_acc: 0.7242, loss_cls: 2.2873, loss: 2.2873, grad_norm: 6.0332 2021-08-17 01:54:32,328 - mmaction - INFO - Epoch [8][1360/2640] lr: 1.000e-02, eta: 17:58:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4125, top5_acc: 0.7055, loss_cls: 2.4146, loss: 2.4146, grad_norm: 6.0066 2021-08-17 01:54:43,295 - mmaction - INFO - Epoch [8][1380/2640] lr: 1.000e-02, eta: 17:58:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7141, loss_cls: 2.2754, loss: 2.2754, grad_norm: 6.0882 2021-08-17 01:54:54,250 - mmaction - INFO - Epoch [8][1400/2640] lr: 1.000e-02, eta: 17:58:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4430, top5_acc: 0.7250, loss_cls: 2.3032, loss: 2.3032, grad_norm: 5.9052 2021-08-17 01:55:05,236 - mmaction - INFO - Epoch [8][1420/2640] lr: 1.000e-02, eta: 17:57:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4297, top5_acc: 0.7219, loss_cls: 2.3187, loss: 2.3187, grad_norm: 5.8709 2021-08-17 01:55:16,191 - mmaction - INFO - Epoch [8][1440/2640] lr: 1.000e-02, eta: 17:57:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7141, loss_cls: 2.3057, loss: 2.3057, grad_norm: 5.8527 2021-08-17 01:55:27,173 - mmaction - INFO - Epoch [8][1460/2640] lr: 1.000e-02, eta: 17:57:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7164, loss_cls: 2.3267, loss: 2.3267, grad_norm: 6.1683 2021-08-17 01:55:38,150 - mmaction - INFO - Epoch [8][1480/2640] lr: 1.000e-02, eta: 17:57:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7008, loss_cls: 2.3274, loss: 2.3274, grad_norm: 5.8899 2021-08-17 01:55:49,139 - mmaction - INFO - Epoch [8][1500/2640] lr: 1.000e-02, eta: 17:56:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7094, loss_cls: 2.3216, loss: 2.3216, grad_norm: 5.7510 2021-08-17 01:56:00,113 - mmaction - INFO - Epoch [8][1520/2640] lr: 1.000e-02, eta: 17:56:37, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7188, loss_cls: 2.2860, loss: 2.2860, grad_norm: 5.9512 2021-08-17 01:56:11,064 - mmaction - INFO - Epoch [8][1540/2640] lr: 1.000e-02, eta: 17:56:22, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4375, top5_acc: 0.6953, loss_cls: 2.3567, loss: 2.3567, grad_norm: 5.9116 2021-08-17 01:56:22,035 - mmaction - INFO - Epoch [8][1560/2640] lr: 1.000e-02, eta: 17:56:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7109, loss_cls: 2.2401, loss: 2.2401, grad_norm: 5.7842 2021-08-17 01:56:32,980 - mmaction - INFO - Epoch [8][1580/2640] lr: 1.000e-02, eta: 17:55:52, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7359, loss_cls: 2.2376, loss: 2.2376, grad_norm: 5.8694 2021-08-17 01:56:43,898 - mmaction - INFO - Epoch [8][1600/2640] lr: 1.000e-02, eta: 17:55:38, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4242, top5_acc: 0.7055, loss_cls: 2.4216, loss: 2.4216, grad_norm: 6.0774 2021-08-17 01:56:54,882 - mmaction - INFO - Epoch [8][1620/2640] lr: 1.000e-02, eta: 17:55:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7289, loss_cls: 2.2202, loss: 2.2202, grad_norm: 5.7891 2021-08-17 01:57:05,848 - mmaction - INFO - Epoch [8][1640/2640] lr: 1.000e-02, eta: 17:55:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7203, loss_cls: 2.2895, loss: 2.2895, grad_norm: 5.8956 2021-08-17 01:57:16,825 - mmaction - INFO - Epoch [8][1660/2640] lr: 1.000e-02, eta: 17:54:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7516, loss_cls: 2.1980, loss: 2.1980, grad_norm: 6.1376 2021-08-17 01:57:27,803 - mmaction - INFO - Epoch [8][1680/2640] lr: 1.000e-02, eta: 17:54:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4391, top5_acc: 0.7023, loss_cls: 2.3932, loss: 2.3932, grad_norm: 5.8686 2021-08-17 01:57:38,786 - mmaction - INFO - Epoch [8][1700/2640] lr: 1.000e-02, eta: 17:54:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7500, loss_cls: 2.1631, loss: 2.1631, grad_norm: 5.7774 2021-08-17 01:57:49,763 - mmaction - INFO - Epoch [8][1720/2640] lr: 1.000e-02, eta: 17:54:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4492, top5_acc: 0.7164, loss_cls: 2.2579, loss: 2.2579, grad_norm: 5.8945 2021-08-17 01:58:00,733 - mmaction - INFO - Epoch [8][1740/2640] lr: 1.000e-02, eta: 17:53:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4266, top5_acc: 0.7070, loss_cls: 2.3708, loss: 2.3708, grad_norm: 6.1265 2021-08-17 01:58:11,679 - mmaction - INFO - Epoch [8][1760/2640] lr: 1.000e-02, eta: 17:53:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7055, loss_cls: 2.2675, loss: 2.2675, grad_norm: 5.7515 2021-08-17 01:58:22,659 - mmaction - INFO - Epoch [8][1780/2640] lr: 1.000e-02, eta: 17:53:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7148, loss_cls: 2.3278, loss: 2.3278, grad_norm: 5.8270 2021-08-17 01:58:33,607 - mmaction - INFO - Epoch [8][1800/2640] lr: 1.000e-02, eta: 17:53:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4359, top5_acc: 0.7195, loss_cls: 2.2678, loss: 2.2678, grad_norm: 5.9644 2021-08-17 01:58:44,569 - mmaction - INFO - Epoch [8][1820/2640] lr: 1.000e-02, eta: 17:52:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7273, loss_cls: 2.2409, loss: 2.2409, grad_norm: 5.9908 2021-08-17 01:58:55,541 - mmaction - INFO - Epoch [8][1840/2640] lr: 1.000e-02, eta: 17:52:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7297, loss_cls: 2.2477, loss: 2.2477, grad_norm: 5.9564 2021-08-17 01:59:06,525 - mmaction - INFO - Epoch [8][1860/2640] lr: 1.000e-02, eta: 17:52:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7289, loss_cls: 2.2627, loss: 2.2627, grad_norm: 5.8538 2021-08-17 01:59:17,496 - mmaction - INFO - Epoch [8][1880/2640] lr: 1.000e-02, eta: 17:52:13, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4469, top5_acc: 0.7250, loss_cls: 2.2348, loss: 2.2348, grad_norm: 6.0022 2021-08-17 01:59:28,473 - mmaction - INFO - Epoch [8][1900/2640] lr: 1.000e-02, eta: 17:51:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7109, loss_cls: 2.2806, loss: 2.2806, grad_norm: 5.7503 2021-08-17 01:59:39,447 - mmaction - INFO - Epoch [8][1920/2640] lr: 1.000e-02, eta: 17:51:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7242, loss_cls: 2.2426, loss: 2.2426, grad_norm: 5.9595 2021-08-17 01:59:50,411 - mmaction - INFO - Epoch [8][1940/2640] lr: 1.000e-02, eta: 17:51:29, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7039, loss_cls: 2.3594, loss: 2.3594, grad_norm: 5.9623 2021-08-17 02:00:01,391 - mmaction - INFO - Epoch [8][1960/2640] lr: 1.000e-02, eta: 17:51:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4227, top5_acc: 0.6961, loss_cls: 2.3693, loss: 2.3693, grad_norm: 5.8664 2021-08-17 02:00:12,370 - mmaction - INFO - Epoch [8][1980/2640] lr: 1.000e-02, eta: 17:51:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4219, top5_acc: 0.6813, loss_cls: 2.3980, loss: 2.3980, grad_norm: 5.7522 2021-08-17 02:00:23,326 - mmaction - INFO - Epoch [8][2000/2640] lr: 1.000e-02, eta: 17:50:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7359, loss_cls: 2.2566, loss: 2.2566, grad_norm: 5.9775 2021-08-17 02:00:34,297 - mmaction - INFO - Epoch [8][2020/2640] lr: 1.000e-02, eta: 17:50:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7188, loss_cls: 2.2611, loss: 2.2611, grad_norm: 5.8755 2021-08-17 02:00:45,247 - mmaction - INFO - Epoch [8][2040/2640] lr: 1.000e-02, eta: 17:50:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7336, loss_cls: 2.1987, loss: 2.1987, grad_norm: 5.8660 2021-08-17 02:00:56,206 - mmaction - INFO - Epoch [8][2060/2640] lr: 1.000e-02, eta: 17:50:02, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7094, loss_cls: 2.3330, loss: 2.3330, grad_norm: 6.0384 2021-08-17 02:01:07,170 - mmaction - INFO - Epoch [8][2080/2640] lr: 1.000e-02, eta: 17:49:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4336, top5_acc: 0.6906, loss_cls: 2.3619, loss: 2.3619, grad_norm: 6.0772 2021-08-17 02:01:18,145 - mmaction - INFO - Epoch [8][2100/2640] lr: 1.000e-02, eta: 17:49:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4305, top5_acc: 0.7125, loss_cls: 2.2875, loss: 2.2875, grad_norm: 6.1028 2021-08-17 02:01:29,135 - mmaction - INFO - Epoch [8][2120/2640] lr: 1.000e-02, eta: 17:49:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4430, top5_acc: 0.7055, loss_cls: 2.3141, loss: 2.3141, grad_norm: 5.9565 2021-08-17 02:01:40,097 - mmaction - INFO - Epoch [8][2140/2640] lr: 1.000e-02, eta: 17:49:04, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4273, top5_acc: 0.6937, loss_cls: 2.3396, loss: 2.3396, grad_norm: 5.9243 2021-08-17 02:01:51,070 - mmaction - INFO - Epoch [8][2160/2640] lr: 1.000e-02, eta: 17:48:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4406, top5_acc: 0.6922, loss_cls: 2.3455, loss: 2.3455, grad_norm: 5.6586 2021-08-17 02:02:02,062 - mmaction - INFO - Epoch [8][2180/2640] lr: 1.000e-02, eta: 17:48:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4414, top5_acc: 0.7219, loss_cls: 2.3303, loss: 2.3303, grad_norm: 5.7198 2021-08-17 02:02:13,013 - mmaction - INFO - Epoch [8][2200/2640] lr: 1.000e-02, eta: 17:48:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4469, top5_acc: 0.7242, loss_cls: 2.2505, loss: 2.2505, grad_norm: 5.8974 2021-08-17 02:02:23,991 - mmaction - INFO - Epoch [8][2220/2640] lr: 1.000e-02, eta: 17:48:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7156, loss_cls: 2.3037, loss: 2.3037, grad_norm: 5.8453 2021-08-17 02:02:34,954 - mmaction - INFO - Epoch [8][2240/2640] lr: 1.000e-02, eta: 17:47:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4242, top5_acc: 0.7133, loss_cls: 2.3666, loss: 2.3666, grad_norm: 5.9883 2021-08-17 02:02:45,922 - mmaction - INFO - Epoch [8][2260/2640] lr: 1.000e-02, eta: 17:47:37, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4359, top5_acc: 0.7086, loss_cls: 2.3805, loss: 2.3805, grad_norm: 5.8330 2021-08-17 02:02:56,904 - mmaction - INFO - Epoch [8][2280/2640] lr: 1.000e-02, eta: 17:47:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7305, loss_cls: 2.2822, loss: 2.2822, grad_norm: 5.9069 2021-08-17 02:03:07,880 - mmaction - INFO - Epoch [8][2300/2640] lr: 1.000e-02, eta: 17:47:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7070, loss_cls: 2.3012, loss: 2.3012, grad_norm: 6.1822 2021-08-17 02:03:18,908 - mmaction - INFO - Epoch [8][2320/2640] lr: 1.000e-02, eta: 17:46:54, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7078, loss_cls: 2.4027, loss: 2.4027, grad_norm: 5.7396 2021-08-17 02:03:29,843 - mmaction - INFO - Epoch [8][2340/2640] lr: 1.000e-02, eta: 17:46:40, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7211, loss_cls: 2.2671, loss: 2.2671, grad_norm: 5.9204 2021-08-17 02:03:40,820 - mmaction - INFO - Epoch [8][2360/2640] lr: 1.000e-02, eta: 17:46:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7203, loss_cls: 2.3042, loss: 2.3042, grad_norm: 6.0690 2021-08-17 02:03:51,806 - mmaction - INFO - Epoch [8][2380/2640] lr: 1.000e-02, eta: 17:46:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7125, loss_cls: 2.2534, loss: 2.2534, grad_norm: 5.9120 2021-08-17 02:04:02,769 - mmaction - INFO - Epoch [8][2400/2640] lr: 1.000e-02, eta: 17:45:57, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4281, top5_acc: 0.7266, loss_cls: 2.3476, loss: 2.3476, grad_norm: 5.9997 2021-08-17 02:04:13,739 - mmaction - INFO - Epoch [8][2420/2640] lr: 1.000e-02, eta: 17:45:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4359, top5_acc: 0.6992, loss_cls: 2.3366, loss: 2.3366, grad_norm: 6.0075 2021-08-17 02:04:24,698 - mmaction - INFO - Epoch [8][2440/2640] lr: 1.000e-02, eta: 17:45:28, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4414, top5_acc: 0.7023, loss_cls: 2.2832, loss: 2.2832, grad_norm: 5.9250 2021-08-17 02:04:35,661 - mmaction - INFO - Epoch [8][2460/2640] lr: 1.000e-02, eta: 17:45:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7109, loss_cls: 2.3290, loss: 2.3290, grad_norm: 6.0521 2021-08-17 02:04:46,635 - mmaction - INFO - Epoch [8][2480/2640] lr: 1.000e-02, eta: 17:44:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7094, loss_cls: 2.3064, loss: 2.3064, grad_norm: 5.7857 2021-08-17 02:04:57,598 - mmaction - INFO - Epoch [8][2500/2640] lr: 1.000e-02, eta: 17:44:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4242, top5_acc: 0.7156, loss_cls: 2.3772, loss: 2.3772, grad_norm: 6.0794 2021-08-17 02:05:08,577 - mmaction - INFO - Epoch [8][2520/2640] lr: 1.000e-02, eta: 17:44:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7562, loss_cls: 2.1094, loss: 2.1094, grad_norm: 5.8703 2021-08-17 02:05:19,547 - mmaction - INFO - Epoch [8][2540/2640] lr: 1.000e-02, eta: 17:44:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4352, top5_acc: 0.7188, loss_cls: 2.3415, loss: 2.3415, grad_norm: 6.0363 2021-08-17 02:05:30,513 - mmaction - INFO - Epoch [8][2560/2640] lr: 1.000e-02, eta: 17:44:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4367, top5_acc: 0.7312, loss_cls: 2.2670, loss: 2.2670, grad_norm: 6.2278 2021-08-17 02:05:41,466 - mmaction - INFO - Epoch [8][2580/2640] lr: 1.000e-02, eta: 17:43:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4297, top5_acc: 0.6984, loss_cls: 2.3734, loss: 2.3734, grad_norm: 5.8026 2021-08-17 02:05:52,428 - mmaction - INFO - Epoch [8][2600/2640] lr: 1.000e-02, eta: 17:43:33, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4234, top5_acc: 0.6984, loss_cls: 2.3479, loss: 2.3479, grad_norm: 5.8091 2021-08-17 02:06:03,387 - mmaction - INFO - Epoch [8][2620/2640] lr: 1.000e-02, eta: 17:43:19, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7148, loss_cls: 2.3058, loss: 2.3058, grad_norm: 6.1542 2021-08-17 02:06:14,029 - mmaction - INFO - Epoch [8][2640/2640] lr: 1.000e-02, eta: 17:43:02, time: 0.532, data_time: 0.002, memory: 7069, top1_acc: 0.4234, top5_acc: 0.6911, loss_cls: 2.4111, loss: 2.4111, grad_norm: 5.9504 2021-08-17 02:06:16,722 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-08-17 02:07:39,725 - mmaction - INFO - Epoch [9][20/2640] lr: 1.000e-02, eta: 17:49:01, time: 4.107, data_time: 3.525, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7219, loss_cls: 2.2179, loss: 2.2179, grad_norm: 5.8024 2021-08-17 02:07:50,627 - mmaction - INFO - Epoch [9][40/2640] lr: 1.000e-02, eta: 17:48:46, time: 0.545, data_time: 0.001, memory: 7069, top1_acc: 0.4289, top5_acc: 0.7047, loss_cls: 2.3418, loss: 2.3418, grad_norm: 5.8881 2021-08-17 02:08:01,571 - mmaction - INFO - Epoch [9][60/2640] lr: 1.000e-02, eta: 17:48:31, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7203, loss_cls: 2.2590, loss: 2.2590, grad_norm: 6.2583 2021-08-17 02:08:12,514 - mmaction - INFO - Epoch [9][80/2640] lr: 1.000e-02, eta: 17:48:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7453, loss_cls: 2.1388, loss: 2.1388, grad_norm: 5.9418 2021-08-17 02:08:23,459 - mmaction - INFO - Epoch [9][100/2640] lr: 1.000e-02, eta: 17:48:02, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4320, top5_acc: 0.7203, loss_cls: 2.2837, loss: 2.2837, grad_norm: 5.9638 2021-08-17 02:08:34,406 - mmaction - INFO - Epoch [9][120/2640] lr: 1.000e-02, eta: 17:47:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7281, loss_cls: 2.2243, loss: 2.2243, grad_norm: 5.9436 2021-08-17 02:08:45,370 - mmaction - INFO - Epoch [9][140/2640] lr: 1.000e-02, eta: 17:47:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7305, loss_cls: 2.2614, loss: 2.2614, grad_norm: 6.2187 2021-08-17 02:08:56,335 - mmaction - INFO - Epoch [9][160/2640] lr: 1.000e-02, eta: 17:47:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7289, loss_cls: 2.2325, loss: 2.2325, grad_norm: 5.8903 2021-08-17 02:09:07,293 - mmaction - INFO - Epoch [9][180/2640] lr: 1.000e-02, eta: 17:47:03, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4398, top5_acc: 0.6984, loss_cls: 2.3345, loss: 2.3345, grad_norm: 6.0486 2021-08-17 02:09:18,253 - mmaction - INFO - Epoch [9][200/2640] lr: 1.000e-02, eta: 17:46:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7406, loss_cls: 2.2282, loss: 2.2282, grad_norm: 5.9637 2021-08-17 02:09:29,229 - mmaction - INFO - Epoch [9][220/2640] lr: 1.000e-02, eta: 17:46:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4266, top5_acc: 0.6922, loss_cls: 2.3809, loss: 2.3809, grad_norm: 5.9187 2021-08-17 02:09:40,199 - mmaction - INFO - Epoch [9][240/2640] lr: 1.000e-02, eta: 17:46:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7172, loss_cls: 2.2439, loss: 2.2439, grad_norm: 5.8882 2021-08-17 02:09:51,167 - mmaction - INFO - Epoch [9][260/2640] lr: 1.000e-02, eta: 17:46:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7289, loss_cls: 2.2601, loss: 2.2601, grad_norm: 5.9303 2021-08-17 02:10:02,242 - mmaction - INFO - Epoch [9][280/2640] lr: 1.000e-02, eta: 17:45:50, time: 0.554, data_time: 0.001, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7219, loss_cls: 2.2685, loss: 2.2685, grad_norm: 5.9678 2021-08-17 02:10:13,176 - mmaction - INFO - Epoch [9][300/2640] lr: 1.000e-02, eta: 17:45:35, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7234, loss_cls: 2.2479, loss: 2.2479, grad_norm: 6.2222 2021-08-17 02:10:24,150 - mmaction - INFO - Epoch [9][320/2640] lr: 1.000e-02, eta: 17:45:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7133, loss_cls: 2.2843, loss: 2.2843, grad_norm: 6.0777 2021-08-17 02:10:35,128 - mmaction - INFO - Epoch [9][340/2640] lr: 1.000e-02, eta: 17:45:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7258, loss_cls: 2.2561, loss: 2.2561, grad_norm: 6.0316 2021-08-17 02:10:46,111 - mmaction - INFO - Epoch [9][360/2640] lr: 1.000e-02, eta: 17:44:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7336, loss_cls: 2.2312, loss: 2.2312, grad_norm: 6.3000 2021-08-17 02:10:57,136 - mmaction - INFO - Epoch [9][380/2640] lr: 1.000e-02, eta: 17:44:37, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7133, loss_cls: 2.2869, loss: 2.2869, grad_norm: 5.9942 2021-08-17 02:11:08,058 - mmaction - INFO - Epoch [9][400/2640] lr: 1.000e-02, eta: 17:44:22, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7109, loss_cls: 2.2641, loss: 2.2641, grad_norm: 5.8280 2021-08-17 02:11:19,022 - mmaction - INFO - Epoch [9][420/2640] lr: 1.000e-02, eta: 17:44:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7281, loss_cls: 2.1988, loss: 2.1988, grad_norm: 5.9587 2021-08-17 02:11:29,990 - mmaction - INFO - Epoch [9][440/2640] lr: 1.000e-02, eta: 17:43:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7258, loss_cls: 2.2460, loss: 2.2460, grad_norm: 6.1698 2021-08-17 02:11:40,964 - mmaction - INFO - Epoch [9][460/2640] lr: 1.000e-02, eta: 17:43:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7312, loss_cls: 2.2052, loss: 2.2052, grad_norm: 5.8085 2021-08-17 02:11:51,934 - mmaction - INFO - Epoch [9][480/2640] lr: 1.000e-02, eta: 17:43:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4492, top5_acc: 0.7156, loss_cls: 2.2620, loss: 2.2620, grad_norm: 6.0042 2021-08-17 02:12:02,906 - mmaction - INFO - Epoch [9][500/2640] lr: 1.000e-02, eta: 17:43:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4352, top5_acc: 0.6984, loss_cls: 2.3706, loss: 2.3706, grad_norm: 5.9046 2021-08-17 02:12:13,854 - mmaction - INFO - Epoch [9][520/2640] lr: 1.000e-02, eta: 17:42:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7266, loss_cls: 2.2482, loss: 2.2482, grad_norm: 5.8716 2021-08-17 02:12:24,825 - mmaction - INFO - Epoch [9][540/2640] lr: 1.000e-02, eta: 17:42:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7453, loss_cls: 2.1241, loss: 2.1241, grad_norm: 6.2158 2021-08-17 02:12:35,821 - mmaction - INFO - Epoch [9][560/2640] lr: 1.000e-02, eta: 17:42:26, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7352, loss_cls: 2.1992, loss: 2.1992, grad_norm: 6.1473 2021-08-17 02:12:46,801 - mmaction - INFO - Epoch [9][580/2640] lr: 1.000e-02, eta: 17:42:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7125, loss_cls: 2.2887, loss: 2.2887, grad_norm: 5.9263 2021-08-17 02:12:57,771 - mmaction - INFO - Epoch [9][600/2640] lr: 1.000e-02, eta: 17:41:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4313, top5_acc: 0.7188, loss_cls: 2.3020, loss: 2.3020, grad_norm: 5.7923 2021-08-17 02:13:08,746 - mmaction - INFO - Epoch [9][620/2640] lr: 1.000e-02, eta: 17:41:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4336, top5_acc: 0.7109, loss_cls: 2.3279, loss: 2.3279, grad_norm: 6.0949 2021-08-17 02:13:19,734 - mmaction - INFO - Epoch [9][640/2640] lr: 1.000e-02, eta: 17:41:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7016, loss_cls: 2.3478, loss: 2.3478, grad_norm: 5.7521 2021-08-17 02:13:30,719 - mmaction - INFO - Epoch [9][660/2640] lr: 1.000e-02, eta: 17:41:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7063, loss_cls: 2.3073, loss: 2.3073, grad_norm: 5.9902 2021-08-17 02:13:41,700 - mmaction - INFO - Epoch [9][680/2640] lr: 1.000e-02, eta: 17:40:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7320, loss_cls: 2.2410, loss: 2.2410, grad_norm: 5.8994 2021-08-17 02:13:52,702 - mmaction - INFO - Epoch [9][700/2640] lr: 1.000e-02, eta: 17:40:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7328, loss_cls: 2.1997, loss: 2.1997, grad_norm: 5.9785 2021-08-17 02:14:03,664 - mmaction - INFO - Epoch [9][720/2640] lr: 1.000e-02, eta: 17:40:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7297, loss_cls: 2.2042, loss: 2.2042, grad_norm: 5.8813 2021-08-17 02:14:14,653 - mmaction - INFO - Epoch [9][740/2640] lr: 1.000e-02, eta: 17:40:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7203, loss_cls: 2.2773, loss: 2.2773, grad_norm: 6.0514 2021-08-17 02:14:25,604 - mmaction - INFO - Epoch [9][760/2640] lr: 1.000e-02, eta: 17:40:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4391, top5_acc: 0.7305, loss_cls: 2.2913, loss: 2.2913, grad_norm: 5.7892 2021-08-17 02:14:36,590 - mmaction - INFO - Epoch [9][780/2640] lr: 1.000e-02, eta: 17:39:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7258, loss_cls: 2.2398, loss: 2.2398, grad_norm: 5.8657 2021-08-17 02:14:47,555 - mmaction - INFO - Epoch [9][800/2640] lr: 1.000e-02, eta: 17:39:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7477, loss_cls: 2.1947, loss: 2.1947, grad_norm: 5.8773 2021-08-17 02:14:58,544 - mmaction - INFO - Epoch [9][820/2640] lr: 1.000e-02, eta: 17:39:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7273, loss_cls: 2.2171, loss: 2.2171, grad_norm: 6.0462 2021-08-17 02:15:09,514 - mmaction - INFO - Epoch [9][840/2640] lr: 1.000e-02, eta: 17:39:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7297, loss_cls: 2.2604, loss: 2.2604, grad_norm: 6.1612 2021-08-17 02:15:20,507 - mmaction - INFO - Epoch [9][860/2640] lr: 1.000e-02, eta: 17:38:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4492, top5_acc: 0.7039, loss_cls: 2.3121, loss: 2.3121, grad_norm: 6.0802 2021-08-17 02:15:31,469 - mmaction - INFO - Epoch [9][880/2640] lr: 1.000e-02, eta: 17:38:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7320, loss_cls: 2.2440, loss: 2.2440, grad_norm: 5.7472 2021-08-17 02:15:42,432 - mmaction - INFO - Epoch [9][900/2640] lr: 1.000e-02, eta: 17:38:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7273, loss_cls: 2.2115, loss: 2.2115, grad_norm: 5.9860 2021-08-17 02:15:53,425 - mmaction - INFO - Epoch [9][920/2640] lr: 1.000e-02, eta: 17:38:06, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7234, loss_cls: 2.2108, loss: 2.2108, grad_norm: 5.8718 2021-08-17 02:16:04,417 - mmaction - INFO - Epoch [9][940/2640] lr: 1.000e-02, eta: 17:37:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7297, loss_cls: 2.2630, loss: 2.2630, grad_norm: 6.0518 2021-08-17 02:16:15,385 - mmaction - INFO - Epoch [9][960/2640] lr: 1.000e-02, eta: 17:37:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7242, loss_cls: 2.2356, loss: 2.2356, grad_norm: 6.0444 2021-08-17 02:16:26,358 - mmaction - INFO - Epoch [9][980/2640] lr: 1.000e-02, eta: 17:37:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4492, top5_acc: 0.7367, loss_cls: 2.2244, loss: 2.2244, grad_norm: 6.0206 2021-08-17 02:16:37,316 - mmaction - INFO - Epoch [9][1000/2640] lr: 1.000e-02, eta: 17:37:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4437, top5_acc: 0.6984, loss_cls: 2.2941, loss: 2.2941, grad_norm: 6.0761 2021-08-17 02:16:48,293 - mmaction - INFO - Epoch [9][1020/2640] lr: 1.000e-02, eta: 17:36:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7344, loss_cls: 2.1964, loss: 2.1964, grad_norm: 6.0486 2021-08-17 02:16:59,271 - mmaction - INFO - Epoch [9][1040/2640] lr: 1.000e-02, eta: 17:36:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7242, loss_cls: 2.2439, loss: 2.2439, grad_norm: 6.1188 2021-08-17 02:17:10,236 - mmaction - INFO - Epoch [9][1060/2640] lr: 1.000e-02, eta: 17:36:25, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7289, loss_cls: 2.2716, loss: 2.2716, grad_norm: 5.7636 2021-08-17 02:17:21,214 - mmaction - INFO - Epoch [9][1080/2640] lr: 1.000e-02, eta: 17:36:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4258, top5_acc: 0.7133, loss_cls: 2.3753, loss: 2.3753, grad_norm: 6.2404 2021-08-17 02:17:32,186 - mmaction - INFO - Epoch [9][1100/2640] lr: 1.000e-02, eta: 17:35:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4313, top5_acc: 0.7109, loss_cls: 2.3170, loss: 2.3170, grad_norm: 5.8820 2021-08-17 02:17:43,154 - mmaction - INFO - Epoch [9][1120/2640] lr: 1.000e-02, eta: 17:35:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4539, top5_acc: 0.6992, loss_cls: 2.3569, loss: 2.3569, grad_norm: 6.0223 2021-08-17 02:17:54,143 - mmaction - INFO - Epoch [9][1140/2640] lr: 1.000e-02, eta: 17:35:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4172, top5_acc: 0.7258, loss_cls: 2.3326, loss: 2.3326, grad_norm: 6.0886 2021-08-17 02:18:05,156 - mmaction - INFO - Epoch [9][1160/2640] lr: 1.000e-02, eta: 17:35:14, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7242, loss_cls: 2.2858, loss: 2.2858, grad_norm: 5.8515 2021-08-17 02:18:16,131 - mmaction - INFO - Epoch [9][1180/2640] lr: 1.000e-02, eta: 17:34:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7172, loss_cls: 2.2596, loss: 2.2596, grad_norm: 6.0994 2021-08-17 02:18:27,089 - mmaction - INFO - Epoch [9][1200/2640] lr: 1.000e-02, eta: 17:34:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7086, loss_cls: 2.3327, loss: 2.3327, grad_norm: 6.1699 2021-08-17 02:18:38,067 - mmaction - INFO - Epoch [9][1220/2640] lr: 1.000e-02, eta: 17:34:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7164, loss_cls: 2.2680, loss: 2.2680, grad_norm: 5.9788 2021-08-17 02:18:49,036 - mmaction - INFO - Epoch [9][1240/2640] lr: 1.000e-02, eta: 17:34:16, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7164, loss_cls: 2.2702, loss: 2.2702, grad_norm: 6.0696 2021-08-17 02:19:00,019 - mmaction - INFO - Epoch [9][1260/2640] lr: 1.000e-02, eta: 17:34:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7172, loss_cls: 2.2905, loss: 2.2905, grad_norm: 5.6451 2021-08-17 02:19:10,998 - mmaction - INFO - Epoch [9][1280/2640] lr: 1.000e-02, eta: 17:33:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4352, top5_acc: 0.7078, loss_cls: 2.3263, loss: 2.3263, grad_norm: 5.8933 2021-08-17 02:19:21,975 - mmaction - INFO - Epoch [9][1300/2640] lr: 1.000e-02, eta: 17:33:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4453, top5_acc: 0.6992, loss_cls: 2.3639, loss: 2.3639, grad_norm: 6.2099 2021-08-17 02:19:32,958 - mmaction - INFO - Epoch [9][1320/2640] lr: 1.000e-02, eta: 17:33:19, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7008, loss_cls: 2.3036, loss: 2.3036, grad_norm: 5.9076 2021-08-17 02:19:43,942 - mmaction - INFO - Epoch [9][1340/2640] lr: 1.000e-02, eta: 17:33:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7305, loss_cls: 2.2242, loss: 2.2242, grad_norm: 5.6915 2021-08-17 02:19:54,916 - mmaction - INFO - Epoch [9][1360/2640] lr: 1.000e-02, eta: 17:32:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7188, loss_cls: 2.2937, loss: 2.2937, grad_norm: 6.0273 2021-08-17 02:20:05,908 - mmaction - INFO - Epoch [9][1380/2640] lr: 1.000e-02, eta: 17:32:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7312, loss_cls: 2.2327, loss: 2.2327, grad_norm: 6.2390 2021-08-17 02:20:16,870 - mmaction - INFO - Epoch [9][1400/2640] lr: 1.000e-02, eta: 17:32:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7297, loss_cls: 2.2367, loss: 2.2367, grad_norm: 6.0823 2021-08-17 02:20:27,818 - mmaction - INFO - Epoch [9][1420/2640] lr: 1.000e-02, eta: 17:32:08, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7148, loss_cls: 2.2729, loss: 2.2729, grad_norm: 5.9234 2021-08-17 02:20:38,791 - mmaction - INFO - Epoch [9][1440/2640] lr: 1.000e-02, eta: 17:31:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7219, loss_cls: 2.2663, loss: 2.2663, grad_norm: 6.0516 2021-08-17 02:20:49,728 - mmaction - INFO - Epoch [9][1460/2640] lr: 1.000e-02, eta: 17:31:39, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7203, loss_cls: 2.2935, loss: 2.2935, grad_norm: 6.1491 2021-08-17 02:21:00,684 - mmaction - INFO - Epoch [9][1480/2640] lr: 1.000e-02, eta: 17:31:25, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4336, top5_acc: 0.7000, loss_cls: 2.3323, loss: 2.3323, grad_norm: 6.0031 2021-08-17 02:21:11,630 - mmaction - INFO - Epoch [9][1500/2640] lr: 1.000e-02, eta: 17:31:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4414, top5_acc: 0.7258, loss_cls: 2.3049, loss: 2.3049, grad_norm: 6.1045 2021-08-17 02:21:22,594 - mmaction - INFO - Epoch [9][1520/2640] lr: 1.000e-02, eta: 17:30:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4352, top5_acc: 0.7133, loss_cls: 2.3236, loss: 2.3236, grad_norm: 5.7806 2021-08-17 02:21:33,557 - mmaction - INFO - Epoch [9][1540/2640] lr: 1.000e-02, eta: 17:30:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7133, loss_cls: 2.2432, loss: 2.2432, grad_norm: 5.8486 2021-08-17 02:21:44,523 - mmaction - INFO - Epoch [9][1560/2640] lr: 1.000e-02, eta: 17:30:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4359, top5_acc: 0.7133, loss_cls: 2.2680, loss: 2.2680, grad_norm: 5.9887 2021-08-17 02:21:55,493 - mmaction - INFO - Epoch [9][1580/2640] lr: 1.000e-02, eta: 17:30:13, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7203, loss_cls: 2.2058, loss: 2.2058, grad_norm: 6.0930 2021-08-17 02:22:06,476 - mmaction - INFO - Epoch [9][1600/2640] lr: 1.000e-02, eta: 17:29:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7094, loss_cls: 2.3379, loss: 2.3379, grad_norm: 6.2687 2021-08-17 02:22:17,462 - mmaction - INFO - Epoch [9][1620/2640] lr: 1.000e-02, eta: 17:29:45, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.4492, top5_acc: 0.7063, loss_cls: 2.2867, loss: 2.2867, grad_norm: 6.1644 2021-08-17 02:22:28,441 - mmaction - INFO - Epoch [9][1640/2640] lr: 1.000e-02, eta: 17:29:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7164, loss_cls: 2.2393, loss: 2.2393, grad_norm: 5.8914 2021-08-17 02:22:39,432 - mmaction - INFO - Epoch [9][1660/2640] lr: 1.000e-02, eta: 17:29:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7047, loss_cls: 2.2943, loss: 2.2943, grad_norm: 6.0537 2021-08-17 02:22:50,413 - mmaction - INFO - Epoch [9][1680/2640] lr: 1.000e-02, eta: 17:29:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7359, loss_cls: 2.1761, loss: 2.1761, grad_norm: 6.1335 2021-08-17 02:23:01,383 - mmaction - INFO - Epoch [9][1700/2640] lr: 1.000e-02, eta: 17:28:48, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7508, loss_cls: 2.1565, loss: 2.1565, grad_norm: 5.9240 2021-08-17 02:23:12,362 - mmaction - INFO - Epoch [9][1720/2640] lr: 1.000e-02, eta: 17:28:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4430, top5_acc: 0.7180, loss_cls: 2.2957, loss: 2.2957, grad_norm: 6.1650 2021-08-17 02:23:23,353 - mmaction - INFO - Epoch [9][1740/2640] lr: 1.000e-02, eta: 17:28:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7195, loss_cls: 2.2350, loss: 2.2350, grad_norm: 5.9719 2021-08-17 02:23:34,312 - mmaction - INFO - Epoch [9][1760/2640] lr: 1.000e-02, eta: 17:28:06, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4492, top5_acc: 0.7211, loss_cls: 2.2281, loss: 2.2281, grad_norm: 5.8879 2021-08-17 02:23:45,272 - mmaction - INFO - Epoch [9][1780/2640] lr: 1.000e-02, eta: 17:27:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4320, top5_acc: 0.7078, loss_cls: 2.2932, loss: 2.2932, grad_norm: 5.8776 2021-08-17 02:23:56,255 - mmaction - INFO - Epoch [9][1800/2640] lr: 1.000e-02, eta: 17:27:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4313, top5_acc: 0.7234, loss_cls: 2.3199, loss: 2.3199, grad_norm: 5.8187 2021-08-17 02:24:07,213 - mmaction - INFO - Epoch [9][1820/2640] lr: 1.000e-02, eta: 17:27:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7266, loss_cls: 2.2232, loss: 2.2232, grad_norm: 6.0247 2021-08-17 02:24:18,177 - mmaction - INFO - Epoch [9][1840/2640] lr: 1.000e-02, eta: 17:27:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4383, top5_acc: 0.7250, loss_cls: 2.2750, loss: 2.2750, grad_norm: 6.0132 2021-08-17 02:24:29,155 - mmaction - INFO - Epoch [9][1860/2640] lr: 1.000e-02, eta: 17:26:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7156, loss_cls: 2.3455, loss: 2.3455, grad_norm: 6.2848 2021-08-17 02:24:40,137 - mmaction - INFO - Epoch [9][1880/2640] lr: 1.000e-02, eta: 17:26:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7289, loss_cls: 2.1593, loss: 2.1593, grad_norm: 6.0910 2021-08-17 02:24:51,114 - mmaction - INFO - Epoch [9][1900/2640] lr: 1.000e-02, eta: 17:26:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4352, top5_acc: 0.7055, loss_cls: 2.3363, loss: 2.3363, grad_norm: 6.3292 2021-08-17 02:25:02,086 - mmaction - INFO - Epoch [9][1920/2640] lr: 1.000e-02, eta: 17:26:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7086, loss_cls: 2.3190, loss: 2.3190, grad_norm: 5.8918 2021-08-17 02:25:13,058 - mmaction - INFO - Epoch [9][1940/2640] lr: 1.000e-02, eta: 17:25:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7273, loss_cls: 2.2675, loss: 2.2675, grad_norm: 6.2044 2021-08-17 02:25:24,039 - mmaction - INFO - Epoch [9][1960/2640] lr: 1.000e-02, eta: 17:25:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7148, loss_cls: 2.3056, loss: 2.3056, grad_norm: 6.0859 2021-08-17 02:25:34,995 - mmaction - INFO - Epoch [9][1980/2640] lr: 1.000e-02, eta: 17:25:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7234, loss_cls: 2.3184, loss: 2.3184, grad_norm: 6.2251 2021-08-17 02:25:45,966 - mmaction - INFO - Epoch [9][2000/2640] lr: 1.000e-02, eta: 17:25:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4352, top5_acc: 0.7039, loss_cls: 2.3516, loss: 2.3516, grad_norm: 6.2315 2021-08-17 02:25:56,924 - mmaction - INFO - Epoch [9][2020/2640] lr: 1.000e-02, eta: 17:25:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7125, loss_cls: 2.3025, loss: 2.3025, grad_norm: 5.8031 2021-08-17 02:26:07,897 - mmaction - INFO - Epoch [9][2040/2640] lr: 1.000e-02, eta: 17:24:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7156, loss_cls: 2.2966, loss: 2.2966, grad_norm: 6.0974 2021-08-17 02:26:18,866 - mmaction - INFO - Epoch [9][2060/2640] lr: 1.000e-02, eta: 17:24:34, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7438, loss_cls: 2.2001, loss: 2.2001, grad_norm: 5.9831 2021-08-17 02:26:29,841 - mmaction - INFO - Epoch [9][2080/2640] lr: 1.000e-02, eta: 17:24:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7188, loss_cls: 2.2746, loss: 2.2746, grad_norm: 5.9375 2021-08-17 02:26:40,864 - mmaction - INFO - Epoch [9][2100/2640] lr: 1.000e-02, eta: 17:24:06, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7531, loss_cls: 2.1442, loss: 2.1442, grad_norm: 5.9112 2021-08-17 02:26:51,778 - mmaction - INFO - Epoch [9][2120/2640] lr: 1.000e-02, eta: 17:23:52, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7211, loss_cls: 2.2168, loss: 2.2168, grad_norm: 5.8108 2021-08-17 02:27:02,757 - mmaction - INFO - Epoch [9][2140/2640] lr: 1.000e-02, eta: 17:23:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4352, top5_acc: 0.7203, loss_cls: 2.3415, loss: 2.3415, grad_norm: 6.0000 2021-08-17 02:27:13,723 - mmaction - INFO - Epoch [9][2160/2640] lr: 1.000e-02, eta: 17:23:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7445, loss_cls: 2.1968, loss: 2.1968, grad_norm: 6.2579 2021-08-17 02:27:24,681 - mmaction - INFO - Epoch [9][2180/2640] lr: 1.000e-02, eta: 17:23:09, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7266, loss_cls: 2.2596, loss: 2.2596, grad_norm: 6.1646 2021-08-17 02:27:35,648 - mmaction - INFO - Epoch [9][2200/2640] lr: 1.000e-02, eta: 17:22:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4297, top5_acc: 0.7000, loss_cls: 2.3670, loss: 2.3670, grad_norm: 6.1610 2021-08-17 02:27:46,638 - mmaction - INFO - Epoch [9][2220/2640] lr: 1.000e-02, eta: 17:22:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4352, top5_acc: 0.7125, loss_cls: 2.2956, loss: 2.2956, grad_norm: 6.0095 2021-08-17 02:27:57,610 - mmaction - INFO - Epoch [9][2240/2640] lr: 1.000e-02, eta: 17:22:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7422, loss_cls: 2.1880, loss: 2.1880, grad_norm: 5.9132 2021-08-17 02:28:08,580 - mmaction - INFO - Epoch [9][2260/2640] lr: 1.000e-02, eta: 17:22:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7414, loss_cls: 2.2117, loss: 2.2117, grad_norm: 5.9374 2021-08-17 02:28:19,527 - mmaction - INFO - Epoch [9][2280/2640] lr: 1.000e-02, eta: 17:21:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7234, loss_cls: 2.3118, loss: 2.3118, grad_norm: 6.1470 2021-08-17 02:28:30,500 - mmaction - INFO - Epoch [9][2300/2640] lr: 1.000e-02, eta: 17:21:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7289, loss_cls: 2.2232, loss: 2.2232, grad_norm: 5.8834 2021-08-17 02:28:41,479 - mmaction - INFO - Epoch [9][2320/2640] lr: 1.000e-02, eta: 17:21:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7492, loss_cls: 2.1788, loss: 2.1788, grad_norm: 6.1408 2021-08-17 02:28:52,448 - mmaction - INFO - Epoch [9][2340/2640] lr: 1.000e-02, eta: 17:21:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4297, top5_acc: 0.7117, loss_cls: 2.3293, loss: 2.3293, grad_norm: 6.1973 2021-08-17 02:29:03,436 - mmaction - INFO - Epoch [9][2360/2640] lr: 1.000e-02, eta: 17:21:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4492, top5_acc: 0.7336, loss_cls: 2.2317, loss: 2.2317, grad_norm: 6.1066 2021-08-17 02:29:14,397 - mmaction - INFO - Epoch [9][2380/2640] lr: 1.000e-02, eta: 17:20:49, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7211, loss_cls: 2.2734, loss: 2.2734, grad_norm: 5.8872 2021-08-17 02:29:25,357 - mmaction - INFO - Epoch [9][2400/2640] lr: 1.000e-02, eta: 17:20:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7102, loss_cls: 2.2304, loss: 2.2304, grad_norm: 6.0583 2021-08-17 02:29:36,305 - mmaction - INFO - Epoch [9][2420/2640] lr: 1.000e-02, eta: 17:20:21, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7078, loss_cls: 2.3077, loss: 2.3077, grad_norm: 6.1248 2021-08-17 02:29:47,269 - mmaction - INFO - Epoch [9][2440/2640] lr: 1.000e-02, eta: 17:20:07, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7312, loss_cls: 2.2747, loss: 2.2747, grad_norm: 6.0615 2021-08-17 02:29:58,246 - mmaction - INFO - Epoch [9][2460/2640] lr: 1.000e-02, eta: 17:19:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7320, loss_cls: 2.2760, loss: 2.2760, grad_norm: 5.9672 2021-08-17 02:30:09,207 - mmaction - INFO - Epoch [9][2480/2640] lr: 1.000e-02, eta: 17:19:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4422, top5_acc: 0.7031, loss_cls: 2.3475, loss: 2.3475, grad_norm: 5.9336 2021-08-17 02:30:20,194 - mmaction - INFO - Epoch [9][2500/2640] lr: 1.000e-02, eta: 17:19:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7312, loss_cls: 2.2889, loss: 2.2889, grad_norm: 5.9926 2021-08-17 02:30:31,160 - mmaction - INFO - Epoch [9][2520/2640] lr: 1.000e-02, eta: 17:19:11, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7234, loss_cls: 2.3198, loss: 2.3198, grad_norm: 6.0005 2021-08-17 02:30:42,138 - mmaction - INFO - Epoch [9][2540/2640] lr: 1.000e-02, eta: 17:18:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7281, loss_cls: 2.2364, loss: 2.2364, grad_norm: 5.9940 2021-08-17 02:30:53,111 - mmaction - INFO - Epoch [9][2560/2640] lr: 1.000e-02, eta: 17:18:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7344, loss_cls: 2.2282, loss: 2.2282, grad_norm: 5.9289 2021-08-17 02:31:04,084 - mmaction - INFO - Epoch [9][2580/2640] lr: 1.000e-02, eta: 17:18:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7227, loss_cls: 2.2310, loss: 2.2310, grad_norm: 6.0335 2021-08-17 02:31:15,057 - mmaction - INFO - Epoch [9][2600/2640] lr: 1.000e-02, eta: 17:18:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7359, loss_cls: 2.2401, loss: 2.2401, grad_norm: 6.5935 2021-08-17 02:31:26,041 - mmaction - INFO - Epoch [9][2620/2640] lr: 1.000e-02, eta: 17:18:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7195, loss_cls: 2.3551, loss: 2.3551, grad_norm: 5.8603 2021-08-17 02:31:36,698 - mmaction - INFO - Epoch [9][2640/2640] lr: 1.000e-02, eta: 17:17:46, time: 0.534, data_time: 0.001, memory: 7069, top1_acc: 0.4387, top5_acc: 0.7298, loss_cls: 2.2802, loss: 2.2802, grad_norm: 6.1224 2021-08-17 02:31:38,800 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-08-17 02:33:02,213 - mmaction - INFO - Epoch [10][20/2640] lr: 1.000e-02, eta: 17:23:00, time: 4.153, data_time: 3.592, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7359, loss_cls: 2.1657, loss: 2.1657, grad_norm: 5.8172 2021-08-17 02:33:13,197 - mmaction - INFO - Epoch [10][40/2640] lr: 1.000e-02, eta: 17:22:46, time: 0.549, data_time: 0.005, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7445, loss_cls: 2.1440, loss: 2.1440, grad_norm: 5.9673 2021-08-17 02:33:24,074 - mmaction - INFO - Epoch [10][60/2640] lr: 1.000e-02, eta: 17:22:31, time: 0.544, data_time: 0.000, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7258, loss_cls: 2.2464, loss: 2.2464, grad_norm: 5.9649 2021-08-17 02:33:35,019 - mmaction - INFO - Epoch [10][80/2640] lr: 1.000e-02, eta: 17:22:17, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7156, loss_cls: 2.2419, loss: 2.2419, grad_norm: 6.0254 2021-08-17 02:33:45,959 - mmaction - INFO - Epoch [10][100/2640] lr: 1.000e-02, eta: 17:22:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7336, loss_cls: 2.2483, loss: 2.2483, grad_norm: 5.9312 2021-08-17 02:33:56,896 - mmaction - INFO - Epoch [10][120/2640] lr: 1.000e-02, eta: 17:21:48, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7477, loss_cls: 2.1523, loss: 2.1523, grad_norm: 6.3608 2021-08-17 02:34:07,849 - mmaction - INFO - Epoch [10][140/2640] lr: 1.000e-02, eta: 17:21:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7336, loss_cls: 2.1742, loss: 2.1742, grad_norm: 6.0701 2021-08-17 02:34:18,814 - mmaction - INFO - Epoch [10][160/2640] lr: 1.000e-02, eta: 17:21:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7328, loss_cls: 2.1945, loss: 2.1945, grad_norm: 5.9404 2021-08-17 02:34:29,790 - mmaction - INFO - Epoch [10][180/2640] lr: 1.000e-02, eta: 17:21:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7227, loss_cls: 2.2156, loss: 2.2156, grad_norm: 6.0680 2021-08-17 02:34:40,749 - mmaction - INFO - Epoch [10][200/2640] lr: 1.000e-02, eta: 17:20:51, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7438, loss_cls: 2.1535, loss: 2.1535, grad_norm: 5.8197 2021-08-17 02:34:51,718 - mmaction - INFO - Epoch [10][220/2640] lr: 1.000e-02, eta: 17:20:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7289, loss_cls: 2.1847, loss: 2.1847, grad_norm: 5.8637 2021-08-17 02:35:02,684 - mmaction - INFO - Epoch [10][240/2640] lr: 1.000e-02, eta: 17:20:22, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7500, loss_cls: 2.2018, loss: 2.2018, grad_norm: 5.9459 2021-08-17 02:35:13,645 - mmaction - INFO - Epoch [10][260/2640] lr: 1.000e-02, eta: 17:20:08, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7328, loss_cls: 2.2006, loss: 2.2006, grad_norm: 6.1846 2021-08-17 02:35:24,592 - mmaction - INFO - Epoch [10][280/2640] lr: 1.000e-02, eta: 17:19:54, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7297, loss_cls: 2.2491, loss: 2.2491, grad_norm: 5.9956 2021-08-17 02:35:35,553 - mmaction - INFO - Epoch [10][300/2640] lr: 1.000e-02, eta: 17:19:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7438, loss_cls: 2.1602, loss: 2.1602, grad_norm: 5.8770 2021-08-17 02:35:46,537 - mmaction - INFO - Epoch [10][320/2640] lr: 1.000e-02, eta: 17:19:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7258, loss_cls: 2.1986, loss: 2.1986, grad_norm: 6.1626 2021-08-17 02:35:57,519 - mmaction - INFO - Epoch [10][340/2640] lr: 1.000e-02, eta: 17:19:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7336, loss_cls: 2.1634, loss: 2.1634, grad_norm: 5.8264 2021-08-17 02:36:08,491 - mmaction - INFO - Epoch [10][360/2640] lr: 1.000e-02, eta: 17:18:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7367, loss_cls: 2.2033, loss: 2.2033, grad_norm: 5.9948 2021-08-17 02:36:19,438 - mmaction - INFO - Epoch [10][380/2640] lr: 1.000e-02, eta: 17:18:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7273, loss_cls: 2.2042, loss: 2.2042, grad_norm: 6.0247 2021-08-17 02:36:30,422 - mmaction - INFO - Epoch [10][400/2640] lr: 1.000e-02, eta: 17:18:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7266, loss_cls: 2.2426, loss: 2.2426, grad_norm: 6.0219 2021-08-17 02:36:41,399 - mmaction - INFO - Epoch [10][420/2640] lr: 1.000e-02, eta: 17:18:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4289, top5_acc: 0.7352, loss_cls: 2.2924, loss: 2.2924, grad_norm: 6.2552 2021-08-17 02:36:52,369 - mmaction - INFO - Epoch [10][440/2640] lr: 1.000e-02, eta: 17:18:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7461, loss_cls: 2.1569, loss: 2.1569, grad_norm: 5.9868 2021-08-17 02:37:03,353 - mmaction - INFO - Epoch [10][460/2640] lr: 1.000e-02, eta: 17:17:46, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7523, loss_cls: 2.1754, loss: 2.1754, grad_norm: 6.1662 2021-08-17 02:37:14,313 - mmaction - INFO - Epoch [10][480/2640] lr: 1.000e-02, eta: 17:17:32, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7422, loss_cls: 2.2579, loss: 2.2579, grad_norm: 6.0402 2021-08-17 02:37:25,302 - mmaction - INFO - Epoch [10][500/2640] lr: 1.000e-02, eta: 17:17:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7227, loss_cls: 2.2217, loss: 2.2217, grad_norm: 6.1012 2021-08-17 02:37:36,278 - mmaction - INFO - Epoch [10][520/2640] lr: 1.000e-02, eta: 17:17:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7250, loss_cls: 2.2259, loss: 2.2259, grad_norm: 6.1666 2021-08-17 02:37:47,245 - mmaction - INFO - Epoch [10][540/2640] lr: 1.000e-02, eta: 17:16:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7227, loss_cls: 2.2577, loss: 2.2577, grad_norm: 6.0137 2021-08-17 02:37:58,223 - mmaction - INFO - Epoch [10][560/2640] lr: 1.000e-02, eta: 17:16:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7430, loss_cls: 2.1517, loss: 2.1517, grad_norm: 6.0789 2021-08-17 02:38:09,179 - mmaction - INFO - Epoch [10][580/2640] lr: 1.000e-02, eta: 17:16:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4383, top5_acc: 0.7227, loss_cls: 2.2911, loss: 2.2911, grad_norm: 6.0295 2021-08-17 02:38:20,140 - mmaction - INFO - Epoch [10][600/2640] lr: 1.000e-02, eta: 17:16:07, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7094, loss_cls: 2.2882, loss: 2.2882, grad_norm: 6.0015 2021-08-17 02:38:31,119 - mmaction - INFO - Epoch [10][620/2640] lr: 1.000e-02, eta: 17:15:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7141, loss_cls: 2.3097, loss: 2.3097, grad_norm: 6.2159 2021-08-17 02:38:42,087 - mmaction - INFO - Epoch [10][640/2640] lr: 1.000e-02, eta: 17:15:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7250, loss_cls: 2.2127, loss: 2.2127, grad_norm: 5.8336 2021-08-17 02:38:53,062 - mmaction - INFO - Epoch [10][660/2640] lr: 1.000e-02, eta: 17:15:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7469, loss_cls: 2.1541, loss: 2.1541, grad_norm: 5.9144 2021-08-17 02:39:04,038 - mmaction - INFO - Epoch [10][680/2640] lr: 1.000e-02, eta: 17:15:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7320, loss_cls: 2.2303, loss: 2.2303, grad_norm: 5.9424 2021-08-17 02:39:15,008 - mmaction - INFO - Epoch [10][700/2640] lr: 1.000e-02, eta: 17:14:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7430, loss_cls: 2.1526, loss: 2.1526, grad_norm: 5.8614 2021-08-17 02:39:25,976 - mmaction - INFO - Epoch [10][720/2640] lr: 1.000e-02, eta: 17:14:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7227, loss_cls: 2.2568, loss: 2.2568, grad_norm: 6.1675 2021-08-17 02:39:36,951 - mmaction - INFO - Epoch [10][740/2640] lr: 1.000e-02, eta: 17:14:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7320, loss_cls: 2.1534, loss: 2.1534, grad_norm: 5.7120 2021-08-17 02:39:47,928 - mmaction - INFO - Epoch [10][760/2640] lr: 1.000e-02, eta: 17:14:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4266, top5_acc: 0.7344, loss_cls: 2.2604, loss: 2.2604, grad_norm: 5.9298 2021-08-17 02:39:58,880 - mmaction - INFO - Epoch [10][780/2640] lr: 1.000e-02, eta: 17:14:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7453, loss_cls: 2.1697, loss: 2.1697, grad_norm: 6.2352 2021-08-17 02:40:09,849 - mmaction - INFO - Epoch [10][800/2640] lr: 1.000e-02, eta: 17:13:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7312, loss_cls: 2.2418, loss: 2.2418, grad_norm: 6.1826 2021-08-17 02:40:20,824 - mmaction - INFO - Epoch [10][820/2640] lr: 1.000e-02, eta: 17:13:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7211, loss_cls: 2.2360, loss: 2.2360, grad_norm: 6.0472 2021-08-17 02:40:31,803 - mmaction - INFO - Epoch [10][840/2640] lr: 1.000e-02, eta: 17:13:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7398, loss_cls: 2.2222, loss: 2.2222, grad_norm: 5.9825 2021-08-17 02:40:42,800 - mmaction - INFO - Epoch [10][860/2640] lr: 1.000e-02, eta: 17:13:04, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7430, loss_cls: 2.2129, loss: 2.2129, grad_norm: 5.9474 2021-08-17 02:40:53,771 - mmaction - INFO - Epoch [10][880/2640] lr: 1.000e-02, eta: 17:12:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7414, loss_cls: 2.1759, loss: 2.1759, grad_norm: 5.9798 2021-08-17 02:41:04,757 - mmaction - INFO - Epoch [10][900/2640] lr: 1.000e-02, eta: 17:12:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7172, loss_cls: 2.2727, loss: 2.2727, grad_norm: 6.0422 2021-08-17 02:41:15,735 - mmaction - INFO - Epoch [10][920/2640] lr: 1.000e-02, eta: 17:12:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7438, loss_cls: 2.1120, loss: 2.1120, grad_norm: 5.9293 2021-08-17 02:41:26,691 - mmaction - INFO - Epoch [10][940/2640] lr: 1.000e-02, eta: 17:12:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7430, loss_cls: 2.1604, loss: 2.1604, grad_norm: 6.1203 2021-08-17 02:41:37,668 - mmaction - INFO - Epoch [10][960/2640] lr: 1.000e-02, eta: 17:11:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7141, loss_cls: 2.2528, loss: 2.2528, grad_norm: 6.0981 2021-08-17 02:41:48,630 - mmaction - INFO - Epoch [10][980/2640] lr: 1.000e-02, eta: 17:11:40, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7297, loss_cls: 2.2381, loss: 2.2381, grad_norm: 6.0228 2021-08-17 02:41:59,616 - mmaction - INFO - Epoch [10][1000/2640] lr: 1.000e-02, eta: 17:11:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7297, loss_cls: 2.2859, loss: 2.2859, grad_norm: 5.9950 2021-08-17 02:42:10,601 - mmaction - INFO - Epoch [10][1020/2640] lr: 1.000e-02, eta: 17:11:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7219, loss_cls: 2.2915, loss: 2.2915, grad_norm: 5.9110 2021-08-17 02:42:21,569 - mmaction - INFO - Epoch [10][1040/2640] lr: 1.000e-02, eta: 17:10:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7047, loss_cls: 2.2461, loss: 2.2461, grad_norm: 5.9372 2021-08-17 02:42:32,526 - mmaction - INFO - Epoch [10][1060/2640] lr: 1.000e-02, eta: 17:10:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7375, loss_cls: 2.2253, loss: 2.2253, grad_norm: 6.1263 2021-08-17 02:42:43,508 - mmaction - INFO - Epoch [10][1080/2640] lr: 1.000e-02, eta: 17:10:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7312, loss_cls: 2.2205, loss: 2.2205, grad_norm: 6.0260 2021-08-17 02:42:54,487 - mmaction - INFO - Epoch [10][1100/2640] lr: 1.000e-02, eta: 17:10:16, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7164, loss_cls: 2.2555, loss: 2.2555, grad_norm: 5.9465 2021-08-17 02:43:05,476 - mmaction - INFO - Epoch [10][1120/2640] lr: 1.000e-02, eta: 17:10:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7391, loss_cls: 2.1953, loss: 2.1953, grad_norm: 5.8891 2021-08-17 02:43:16,447 - mmaction - INFO - Epoch [10][1140/2640] lr: 1.000e-02, eta: 17:09:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7406, loss_cls: 2.2202, loss: 2.2202, grad_norm: 6.1766 2021-08-17 02:43:27,434 - mmaction - INFO - Epoch [10][1160/2640] lr: 1.000e-02, eta: 17:09:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7438, loss_cls: 2.1294, loss: 2.1294, grad_norm: 6.0686 2021-08-17 02:43:38,389 - mmaction - INFO - Epoch [10][1180/2640] lr: 1.000e-02, eta: 17:09:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7148, loss_cls: 2.2637, loss: 2.2637, grad_norm: 6.1169 2021-08-17 02:43:49,350 - mmaction - INFO - Epoch [10][1200/2640] lr: 1.000e-02, eta: 17:09:07, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7281, loss_cls: 2.2037, loss: 2.2037, grad_norm: 6.0687 2021-08-17 02:44:00,309 - mmaction - INFO - Epoch [10][1220/2640] lr: 1.000e-02, eta: 17:08:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4469, top5_acc: 0.7148, loss_cls: 2.2525, loss: 2.2525, grad_norm: 6.2974 2021-08-17 02:44:11,297 - mmaction - INFO - Epoch [10][1240/2640] lr: 1.000e-02, eta: 17:08:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7422, loss_cls: 2.1921, loss: 2.1921, grad_norm: 5.8663 2021-08-17 02:44:22,268 - mmaction - INFO - Epoch [10][1260/2640] lr: 1.000e-02, eta: 17:08:25, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7398, loss_cls: 2.1965, loss: 2.1965, grad_norm: 5.9390 2021-08-17 02:44:33,223 - mmaction - INFO - Epoch [10][1280/2640] lr: 1.000e-02, eta: 17:08:11, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4328, top5_acc: 0.7164, loss_cls: 2.3163, loss: 2.3163, grad_norm: 5.9703 2021-08-17 02:44:44,170 - mmaction - INFO - Epoch [10][1300/2640] lr: 1.000e-02, eta: 17:07:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7258, loss_cls: 2.2074, loss: 2.2074, grad_norm: 5.8523 2021-08-17 02:44:55,148 - mmaction - INFO - Epoch [10][1320/2640] lr: 1.000e-02, eta: 17:07:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7188, loss_cls: 2.2216, loss: 2.2216, grad_norm: 6.0626 2021-08-17 02:45:06,130 - mmaction - INFO - Epoch [10][1340/2640] lr: 1.000e-02, eta: 17:07:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7305, loss_cls: 2.2186, loss: 2.2186, grad_norm: 6.1209 2021-08-17 02:45:17,109 - mmaction - INFO - Epoch [10][1360/2640] lr: 1.000e-02, eta: 17:07:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4391, top5_acc: 0.7297, loss_cls: 2.2551, loss: 2.2551, grad_norm: 6.0908 2021-08-17 02:45:28,085 - mmaction - INFO - Epoch [10][1380/2640] lr: 1.000e-02, eta: 17:07:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7320, loss_cls: 2.2455, loss: 2.2455, grad_norm: 6.1499 2021-08-17 02:45:39,051 - mmaction - INFO - Epoch [10][1400/2640] lr: 1.000e-02, eta: 17:06:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7273, loss_cls: 2.2256, loss: 2.2256, grad_norm: 5.9731 2021-08-17 02:45:50,007 - mmaction - INFO - Epoch [10][1420/2640] lr: 1.000e-02, eta: 17:06:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7109, loss_cls: 2.3178, loss: 2.3178, grad_norm: 6.0523 2021-08-17 02:46:00,987 - mmaction - INFO - Epoch [10][1440/2640] lr: 1.000e-02, eta: 17:06:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7320, loss_cls: 2.1905, loss: 2.1905, grad_norm: 5.9725 2021-08-17 02:46:11,973 - mmaction - INFO - Epoch [10][1460/2640] lr: 1.000e-02, eta: 17:06:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7172, loss_cls: 2.2014, loss: 2.2014, grad_norm: 6.0100 2021-08-17 02:46:22,940 - mmaction - INFO - Epoch [10][1480/2640] lr: 1.000e-02, eta: 17:05:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7344, loss_cls: 2.2213, loss: 2.2213, grad_norm: 6.1785 2021-08-17 02:46:33,893 - mmaction - INFO - Epoch [10][1500/2640] lr: 1.000e-02, eta: 17:05:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7289, loss_cls: 2.2226, loss: 2.2226, grad_norm: 5.8303 2021-08-17 02:46:44,872 - mmaction - INFO - Epoch [10][1520/2640] lr: 1.000e-02, eta: 17:05:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7125, loss_cls: 2.2426, loss: 2.2426, grad_norm: 5.9896 2021-08-17 02:46:55,834 - mmaction - INFO - Epoch [10][1540/2640] lr: 1.000e-02, eta: 17:05:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7234, loss_cls: 2.2384, loss: 2.2384, grad_norm: 6.0212 2021-08-17 02:47:06,804 - mmaction - INFO - Epoch [10][1560/2640] lr: 1.000e-02, eta: 17:04:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7305, loss_cls: 2.2402, loss: 2.2402, grad_norm: 6.2596 2021-08-17 02:47:17,787 - mmaction - INFO - Epoch [10][1580/2640] lr: 1.000e-02, eta: 17:04:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7063, loss_cls: 2.3428, loss: 2.3428, grad_norm: 5.9682 2021-08-17 02:47:28,773 - mmaction - INFO - Epoch [10][1600/2640] lr: 1.000e-02, eta: 17:04:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7344, loss_cls: 2.2493, loss: 2.2493, grad_norm: 5.9056 2021-08-17 02:47:39,763 - mmaction - INFO - Epoch [10][1620/2640] lr: 1.000e-02, eta: 17:04:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7250, loss_cls: 2.2551, loss: 2.2551, grad_norm: 6.0809 2021-08-17 02:47:50,731 - mmaction - INFO - Epoch [10][1640/2640] lr: 1.000e-02, eta: 17:04:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7242, loss_cls: 2.2227, loss: 2.2227, grad_norm: 5.7951 2021-08-17 02:48:01,687 - mmaction - INFO - Epoch [10][1660/2640] lr: 1.000e-02, eta: 17:03:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7328, loss_cls: 2.1482, loss: 2.1482, grad_norm: 5.8088 2021-08-17 02:48:12,661 - mmaction - INFO - Epoch [10][1680/2640] lr: 1.000e-02, eta: 17:03:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7273, loss_cls: 2.2176, loss: 2.2176, grad_norm: 5.8398 2021-08-17 02:48:23,629 - mmaction - INFO - Epoch [10][1700/2640] lr: 1.000e-02, eta: 17:03:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7039, loss_cls: 2.3588, loss: 2.3588, grad_norm: 6.0759 2021-08-17 02:48:34,604 - mmaction - INFO - Epoch [10][1720/2640] lr: 1.000e-02, eta: 17:03:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7422, loss_cls: 2.1834, loss: 2.1834, grad_norm: 6.0177 2021-08-17 02:48:45,592 - mmaction - INFO - Epoch [10][1740/2640] lr: 1.000e-02, eta: 17:02:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7266, loss_cls: 2.2447, loss: 2.2447, grad_norm: 5.8131 2021-08-17 02:48:56,570 - mmaction - INFO - Epoch [10][1760/2640] lr: 1.000e-02, eta: 17:02:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7250, loss_cls: 2.2543, loss: 2.2543, grad_norm: 5.8774 2021-08-17 02:49:07,540 - mmaction - INFO - Epoch [10][1780/2640] lr: 1.000e-02, eta: 17:02:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7328, loss_cls: 2.1561, loss: 2.1561, grad_norm: 6.4587 2021-08-17 02:49:18,525 - mmaction - INFO - Epoch [10][1800/2640] lr: 1.000e-02, eta: 17:02:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7234, loss_cls: 2.2192, loss: 2.2192, grad_norm: 6.1295 2021-08-17 02:49:29,506 - mmaction - INFO - Epoch [10][1820/2640] lr: 1.000e-02, eta: 17:01:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7289, loss_cls: 2.2400, loss: 2.2400, grad_norm: 6.2321 2021-08-17 02:49:40,489 - mmaction - INFO - Epoch [10][1840/2640] lr: 1.000e-02, eta: 17:01:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7219, loss_cls: 2.2557, loss: 2.2557, grad_norm: 6.1208 2021-08-17 02:49:51,436 - mmaction - INFO - Epoch [10][1860/2640] lr: 1.000e-02, eta: 17:01:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4305, top5_acc: 0.7172, loss_cls: 2.3289, loss: 2.3289, grad_norm: 5.9907 2021-08-17 02:50:02,416 - mmaction - INFO - Epoch [10][1880/2640] lr: 1.000e-02, eta: 17:01:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7070, loss_cls: 2.2455, loss: 2.2455, grad_norm: 5.8782 2021-08-17 02:50:13,379 - mmaction - INFO - Epoch [10][1900/2640] lr: 1.000e-02, eta: 17:01:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7352, loss_cls: 2.1872, loss: 2.1872, grad_norm: 5.9260 2021-08-17 02:50:24,367 - mmaction - INFO - Epoch [10][1920/2640] lr: 1.000e-02, eta: 17:00:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7258, loss_cls: 2.2093, loss: 2.2093, grad_norm: 5.8040 2021-08-17 02:50:35,326 - mmaction - INFO - Epoch [10][1940/2640] lr: 1.000e-02, eta: 17:00:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7180, loss_cls: 2.2510, loss: 2.2510, grad_norm: 5.5869 2021-08-17 02:50:46,311 - mmaction - INFO - Epoch [10][1960/2640] lr: 1.000e-02, eta: 17:00:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7297, loss_cls: 2.2227, loss: 2.2227, grad_norm: 6.0920 2021-08-17 02:50:57,320 - mmaction - INFO - Epoch [10][1980/2640] lr: 1.000e-02, eta: 17:00:06, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7320, loss_cls: 2.2751, loss: 2.2751, grad_norm: 5.9742 2021-08-17 02:51:08,255 - mmaction - INFO - Epoch [10][2000/2640] lr: 1.000e-02, eta: 16:59:52, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7234, loss_cls: 2.2053, loss: 2.2053, grad_norm: 5.7472 2021-08-17 02:51:19,211 - mmaction - INFO - Epoch [10][2020/2640] lr: 1.000e-02, eta: 16:59:38, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7219, loss_cls: 2.2072, loss: 2.2072, grad_norm: 6.0013 2021-08-17 02:51:30,182 - mmaction - INFO - Epoch [10][2040/2640] lr: 1.000e-02, eta: 16:59:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4305, top5_acc: 0.7203, loss_cls: 2.2972, loss: 2.2972, grad_norm: 5.8348 2021-08-17 02:51:41,158 - mmaction - INFO - Epoch [10][2060/2640] lr: 1.000e-02, eta: 16:59:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7227, loss_cls: 2.2149, loss: 2.2149, grad_norm: 6.0868 2021-08-17 02:51:52,154 - mmaction - INFO - Epoch [10][2080/2640] lr: 1.000e-02, eta: 16:58:57, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7344, loss_cls: 2.2210, loss: 2.2210, grad_norm: 5.9338 2021-08-17 02:52:03,133 - mmaction - INFO - Epoch [10][2100/2640] lr: 1.000e-02, eta: 16:58:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7352, loss_cls: 2.1490, loss: 2.1490, grad_norm: 5.9558 2021-08-17 02:52:14,120 - mmaction - INFO - Epoch [10][2120/2640] lr: 1.000e-02, eta: 16:58:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7398, loss_cls: 2.2585, loss: 2.2585, grad_norm: 6.0625 2021-08-17 02:52:25,102 - mmaction - INFO - Epoch [10][2140/2640] lr: 1.000e-02, eta: 16:58:16, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7203, loss_cls: 2.2513, loss: 2.2513, grad_norm: 6.1042 2021-08-17 02:52:36,053 - mmaction - INFO - Epoch [10][2160/2640] lr: 1.000e-02, eta: 16:58:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7180, loss_cls: 2.2662, loss: 2.2662, grad_norm: 5.9204 2021-08-17 02:52:47,037 - mmaction - INFO - Epoch [10][2180/2640] lr: 1.000e-02, eta: 16:57:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7250, loss_cls: 2.2280, loss: 2.2280, grad_norm: 5.7430 2021-08-17 02:52:57,995 - mmaction - INFO - Epoch [10][2200/2640] lr: 1.000e-02, eta: 16:57:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7281, loss_cls: 2.1873, loss: 2.1873, grad_norm: 5.9646 2021-08-17 02:53:08,953 - mmaction - INFO - Epoch [10][2220/2640] lr: 1.000e-02, eta: 16:57:21, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7250, loss_cls: 2.1836, loss: 2.1836, grad_norm: 6.0166 2021-08-17 02:53:19,890 - mmaction - INFO - Epoch [10][2240/2640] lr: 1.000e-02, eta: 16:57:07, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7203, loss_cls: 2.2887, loss: 2.2887, grad_norm: 5.9602 2021-08-17 02:53:30,852 - mmaction - INFO - Epoch [10][2260/2640] lr: 1.000e-02, eta: 16:56:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7273, loss_cls: 2.2343, loss: 2.2343, grad_norm: 6.0269 2021-08-17 02:53:41,831 - mmaction - INFO - Epoch [10][2280/2640] lr: 1.000e-02, eta: 16:56:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4391, top5_acc: 0.7094, loss_cls: 2.3246, loss: 2.3246, grad_norm: 6.1173 2021-08-17 02:53:52,824 - mmaction - INFO - Epoch [10][2300/2640] lr: 1.000e-02, eta: 16:56:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7133, loss_cls: 2.3258, loss: 2.3258, grad_norm: 5.9836 2021-08-17 02:54:03,790 - mmaction - INFO - Epoch [10][2320/2640] lr: 1.000e-02, eta: 16:56:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7219, loss_cls: 2.2909, loss: 2.2909, grad_norm: 6.1686 2021-08-17 02:54:14,763 - mmaction - INFO - Epoch [10][2340/2640] lr: 1.000e-02, eta: 16:55:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7250, loss_cls: 2.2282, loss: 2.2282, grad_norm: 6.0451 2021-08-17 02:54:25,723 - mmaction - INFO - Epoch [10][2360/2640] lr: 1.000e-02, eta: 16:55:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7156, loss_cls: 2.2684, loss: 2.2684, grad_norm: 5.9511 2021-08-17 02:54:36,698 - mmaction - INFO - Epoch [10][2380/2640] lr: 1.000e-02, eta: 16:55:31, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7273, loss_cls: 2.2369, loss: 2.2369, grad_norm: 6.1054 2021-08-17 02:54:47,660 - mmaction - INFO - Epoch [10][2400/2640] lr: 1.000e-02, eta: 16:55:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7375, loss_cls: 2.1876, loss: 2.1876, grad_norm: 5.7802 2021-08-17 02:54:58,637 - mmaction - INFO - Epoch [10][2420/2640] lr: 1.000e-02, eta: 16:55:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7297, loss_cls: 2.1938, loss: 2.1938, grad_norm: 6.0329 2021-08-17 02:55:09,599 - mmaction - INFO - Epoch [10][2440/2640] lr: 1.000e-02, eta: 16:54:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7148, loss_cls: 2.2983, loss: 2.2983, grad_norm: 5.9514 2021-08-17 02:55:20,573 - mmaction - INFO - Epoch [10][2460/2640] lr: 1.000e-02, eta: 16:54:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7328, loss_cls: 2.2436, loss: 2.2436, grad_norm: 6.1013 2021-08-17 02:55:31,544 - mmaction - INFO - Epoch [10][2480/2640] lr: 1.000e-02, eta: 16:54:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7234, loss_cls: 2.2534, loss: 2.2534, grad_norm: 5.8863 2021-08-17 02:55:42,511 - mmaction - INFO - Epoch [10][2500/2640] lr: 1.000e-02, eta: 16:54:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7227, loss_cls: 2.2090, loss: 2.2090, grad_norm: 5.9127 2021-08-17 02:55:53,474 - mmaction - INFO - Epoch [10][2520/2640] lr: 1.000e-02, eta: 16:53:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7375, loss_cls: 2.1897, loss: 2.1897, grad_norm: 5.8833 2021-08-17 02:56:04,446 - mmaction - INFO - Epoch [10][2540/2640] lr: 1.000e-02, eta: 16:53:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7320, loss_cls: 2.2039, loss: 2.2039, grad_norm: 6.2043 2021-08-17 02:56:15,406 - mmaction - INFO - Epoch [10][2560/2640] lr: 1.000e-02, eta: 16:53:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4313, top5_acc: 0.7023, loss_cls: 2.3796, loss: 2.3796, grad_norm: 6.2605 2021-08-17 02:56:26,382 - mmaction - INFO - Epoch [10][2580/2640] lr: 1.000e-02, eta: 16:53:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4469, top5_acc: 0.7242, loss_cls: 2.2644, loss: 2.2644, grad_norm: 5.9053 2021-08-17 02:56:37,339 - mmaction - INFO - Epoch [10][2600/2640] lr: 1.000e-02, eta: 16:53:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7047, loss_cls: 2.2721, loss: 2.2721, grad_norm: 6.0803 2021-08-17 02:56:48,305 - mmaction - INFO - Epoch [10][2620/2640] lr: 1.000e-02, eta: 16:52:46, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4320, top5_acc: 0.7125, loss_cls: 2.3326, loss: 2.3326, grad_norm: 6.0395 2021-08-17 02:56:58,963 - mmaction - INFO - Epoch [10][2640/2640] lr: 1.000e-02, eta: 16:52:32, time: 0.534, data_time: 0.002, memory: 7069, top1_acc: 0.4532, top5_acc: 0.7379, loss_cls: 2.2360, loss: 2.2360, grad_norm: 6.0127 2021-08-17 02:57:01,033 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-08-17 02:58:18,781 - mmaction - INFO - Epoch [11][20/2640] lr: 1.000e-02, eta: 16:56:43, time: 3.867, data_time: 3.312, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7383, loss_cls: 2.1428, loss: 2.1428, grad_norm: 6.0749 2021-08-17 02:58:29,749 - mmaction - INFO - Epoch [11][40/2640] lr: 1.000e-02, eta: 16:56:29, time: 0.548, data_time: 0.004, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7312, loss_cls: 2.2165, loss: 2.2165, grad_norm: 5.9006 2021-08-17 02:58:40,684 - mmaction - INFO - Epoch [11][60/2640] lr: 1.000e-02, eta: 16:56:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7445, loss_cls: 2.1937, loss: 2.1937, grad_norm: 5.8816 2021-08-17 02:58:51,625 - mmaction - INFO - Epoch [11][80/2640] lr: 1.000e-02, eta: 16:56:01, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7516, loss_cls: 2.0940, loss: 2.0940, grad_norm: 6.0085 2021-08-17 02:59:02,576 - mmaction - INFO - Epoch [11][100/2640] lr: 1.000e-02, eta: 16:55:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7438, loss_cls: 2.1072, loss: 2.1072, grad_norm: 6.0183 2021-08-17 02:59:13,543 - mmaction - INFO - Epoch [11][120/2640] lr: 1.000e-02, eta: 16:55:33, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7375, loss_cls: 2.1492, loss: 2.1492, grad_norm: 6.0713 2021-08-17 02:59:24,500 - mmaction - INFO - Epoch [11][140/2640] lr: 1.000e-02, eta: 16:55:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7562, loss_cls: 2.0731, loss: 2.0731, grad_norm: 5.9944 2021-08-17 02:59:35,444 - mmaction - INFO - Epoch [11][160/2640] lr: 1.000e-02, eta: 16:55:05, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7383, loss_cls: 2.1774, loss: 2.1774, grad_norm: 6.0506 2021-08-17 02:59:46,399 - mmaction - INFO - Epoch [11][180/2640] lr: 1.000e-02, eta: 16:54:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7414, loss_cls: 2.1919, loss: 2.1919, grad_norm: 6.3457 2021-08-17 02:59:57,360 - mmaction - INFO - Epoch [11][200/2640] lr: 1.000e-02, eta: 16:54:38, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7125, loss_cls: 2.2838, loss: 2.2838, grad_norm: 5.9893 2021-08-17 03:00:08,323 - mmaction - INFO - Epoch [11][220/2640] lr: 1.000e-02, eta: 16:54:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7383, loss_cls: 2.2342, loss: 2.2342, grad_norm: 6.0639 2021-08-17 03:00:19,307 - mmaction - INFO - Epoch [11][240/2640] lr: 1.000e-02, eta: 16:54:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7367, loss_cls: 2.2429, loss: 2.2429, grad_norm: 6.0808 2021-08-17 03:00:30,279 - mmaction - INFO - Epoch [11][260/2640] lr: 1.000e-02, eta: 16:53:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7398, loss_cls: 2.1293, loss: 2.1293, grad_norm: 5.8327 2021-08-17 03:00:41,241 - mmaction - INFO - Epoch [11][280/2640] lr: 1.000e-02, eta: 16:53:42, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7375, loss_cls: 2.1237, loss: 2.1237, grad_norm: 6.0939 2021-08-17 03:00:52,207 - mmaction - INFO - Epoch [11][300/2640] lr: 1.000e-02, eta: 16:53:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7398, loss_cls: 2.1801, loss: 2.1801, grad_norm: 5.9974 2021-08-17 03:01:03,182 - mmaction - INFO - Epoch [11][320/2640] lr: 1.000e-02, eta: 16:53:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7406, loss_cls: 2.1667, loss: 2.1667, grad_norm: 5.7661 2021-08-17 03:01:14,142 - mmaction - INFO - Epoch [11][340/2640] lr: 1.000e-02, eta: 16:53:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7547, loss_cls: 2.1295, loss: 2.1295, grad_norm: 6.2827 2021-08-17 03:01:25,106 - mmaction - INFO - Epoch [11][360/2640] lr: 1.000e-02, eta: 16:52:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7211, loss_cls: 2.2699, loss: 2.2699, grad_norm: 6.1429 2021-08-17 03:01:36,075 - mmaction - INFO - Epoch [11][380/2640] lr: 1.000e-02, eta: 16:52:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7172, loss_cls: 2.2169, loss: 2.2169, grad_norm: 6.0645 2021-08-17 03:01:47,055 - mmaction - INFO - Epoch [11][400/2640] lr: 1.000e-02, eta: 16:52:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7445, loss_cls: 2.1618, loss: 2.1618, grad_norm: 6.1780 2021-08-17 03:01:58,030 - mmaction - INFO - Epoch [11][420/2640] lr: 1.000e-02, eta: 16:52:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7383, loss_cls: 2.1384, loss: 2.1384, grad_norm: 5.9533 2021-08-17 03:02:09,049 - mmaction - INFO - Epoch [11][440/2640] lr: 1.000e-02, eta: 16:51:52, time: 0.551, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7523, loss_cls: 2.1439, loss: 2.1439, grad_norm: 5.9255 2021-08-17 03:02:19,986 - mmaction - INFO - Epoch [11][460/2640] lr: 1.000e-02, eta: 16:51:38, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7328, loss_cls: 2.1795, loss: 2.1795, grad_norm: 6.1324 2021-08-17 03:02:30,960 - mmaction - INFO - Epoch [11][480/2640] lr: 1.000e-02, eta: 16:51:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7477, loss_cls: 2.0778, loss: 2.0778, grad_norm: 6.1123 2021-08-17 03:02:41,931 - mmaction - INFO - Epoch [11][500/2640] lr: 1.000e-02, eta: 16:51:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7188, loss_cls: 2.2300, loss: 2.2300, grad_norm: 6.0291 2021-08-17 03:02:52,920 - mmaction - INFO - Epoch [11][520/2640] lr: 1.000e-02, eta: 16:50:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7430, loss_cls: 2.2030, loss: 2.2030, grad_norm: 6.0109 2021-08-17 03:03:03,898 - mmaction - INFO - Epoch [11][540/2640] lr: 1.000e-02, eta: 16:50:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7336, loss_cls: 2.2492, loss: 2.2492, grad_norm: 6.1722 2021-08-17 03:03:14,872 - mmaction - INFO - Epoch [11][560/2640] lr: 1.000e-02, eta: 16:50:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7211, loss_cls: 2.2525, loss: 2.2525, grad_norm: 5.8086 2021-08-17 03:03:25,832 - mmaction - INFO - Epoch [11][580/2640] lr: 1.000e-02, eta: 16:50:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7414, loss_cls: 2.1639, loss: 2.1639, grad_norm: 6.0917 2021-08-17 03:03:36,796 - mmaction - INFO - Epoch [11][600/2640] lr: 1.000e-02, eta: 16:50:01, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7242, loss_cls: 2.1720, loss: 2.1720, grad_norm: 6.1171 2021-08-17 03:03:47,771 - mmaction - INFO - Epoch [11][620/2640] lr: 1.000e-02, eta: 16:49:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7602, loss_cls: 2.0676, loss: 2.0676, grad_norm: 5.9633 2021-08-17 03:03:58,754 - mmaction - INFO - Epoch [11][640/2640] lr: 1.000e-02, eta: 16:49:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7375, loss_cls: 2.2182, loss: 2.2182, grad_norm: 6.0757 2021-08-17 03:04:09,730 - mmaction - INFO - Epoch [11][660/2640] lr: 1.000e-02, eta: 16:49:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7281, loss_cls: 2.2089, loss: 2.2089, grad_norm: 5.9515 2021-08-17 03:04:20,691 - mmaction - INFO - Epoch [11][680/2640] lr: 1.000e-02, eta: 16:49:06, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7164, loss_cls: 2.2586, loss: 2.2586, grad_norm: 5.8493 2021-08-17 03:04:31,679 - mmaction - INFO - Epoch [11][700/2640] lr: 1.000e-02, eta: 16:48:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7336, loss_cls: 2.1488, loss: 2.1488, grad_norm: 5.8151 2021-08-17 03:04:42,668 - mmaction - INFO - Epoch [11][720/2640] lr: 1.000e-02, eta: 16:48:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7508, loss_cls: 2.1408, loss: 2.1408, grad_norm: 6.0047 2021-08-17 03:04:53,627 - mmaction - INFO - Epoch [11][740/2640] lr: 1.000e-02, eta: 16:48:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7070, loss_cls: 2.2939, loss: 2.2939, grad_norm: 6.2378 2021-08-17 03:05:04,597 - mmaction - INFO - Epoch [11][760/2640] lr: 1.000e-02, eta: 16:48:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7203, loss_cls: 2.2219, loss: 2.2219, grad_norm: 6.1797 2021-08-17 03:05:15,574 - mmaction - INFO - Epoch [11][780/2640] lr: 1.000e-02, eta: 16:47:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7391, loss_cls: 2.2328, loss: 2.2328, grad_norm: 6.0490 2021-08-17 03:05:26,565 - mmaction - INFO - Epoch [11][800/2640] lr: 1.000e-02, eta: 16:47:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7211, loss_cls: 2.1719, loss: 2.1719, grad_norm: 6.0695 2021-08-17 03:05:37,536 - mmaction - INFO - Epoch [11][820/2640] lr: 1.000e-02, eta: 16:47:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7297, loss_cls: 2.2393, loss: 2.2393, grad_norm: 6.2776 2021-08-17 03:05:48,516 - mmaction - INFO - Epoch [11][840/2640] lr: 1.000e-02, eta: 16:47:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7297, loss_cls: 2.2027, loss: 2.2027, grad_norm: 6.2516 2021-08-17 03:05:59,495 - mmaction - INFO - Epoch [11][860/2640] lr: 1.000e-02, eta: 16:47:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7297, loss_cls: 2.2263, loss: 2.2263, grad_norm: 6.7144 2021-08-17 03:06:10,462 - mmaction - INFO - Epoch [11][880/2640] lr: 1.000e-02, eta: 16:46:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7523, loss_cls: 2.1352, loss: 2.1352, grad_norm: 6.2208 2021-08-17 03:06:21,420 - mmaction - INFO - Epoch [11][900/2640] lr: 1.000e-02, eta: 16:46:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7328, loss_cls: 2.2375, loss: 2.2375, grad_norm: 6.2866 2021-08-17 03:06:32,397 - mmaction - INFO - Epoch [11][920/2640] lr: 1.000e-02, eta: 16:46:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4430, top5_acc: 0.7430, loss_cls: 2.1938, loss: 2.1938, grad_norm: 6.2971 2021-08-17 03:06:43,379 - mmaction - INFO - Epoch [11][940/2640] lr: 1.000e-02, eta: 16:46:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7273, loss_cls: 2.2106, loss: 2.2106, grad_norm: 6.0173 2021-08-17 03:06:54,362 - mmaction - INFO - Epoch [11][960/2640] lr: 1.000e-02, eta: 16:45:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7305, loss_cls: 2.1629, loss: 2.1629, grad_norm: 6.2108 2021-08-17 03:07:05,325 - mmaction - INFO - Epoch [11][980/2640] lr: 1.000e-02, eta: 16:45:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7492, loss_cls: 2.2090, loss: 2.2090, grad_norm: 5.7940 2021-08-17 03:07:16,297 - mmaction - INFO - Epoch [11][1000/2640] lr: 1.000e-02, eta: 16:45:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7523, loss_cls: 2.1162, loss: 2.1162, grad_norm: 6.2661 2021-08-17 03:07:27,265 - mmaction - INFO - Epoch [11][1020/2640] lr: 1.000e-02, eta: 16:45:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7023, loss_cls: 2.3146, loss: 2.3146, grad_norm: 5.9424 2021-08-17 03:07:38,235 - mmaction - INFO - Epoch [11][1040/2640] lr: 1.000e-02, eta: 16:45:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7266, loss_cls: 2.2505, loss: 2.2505, grad_norm: 6.1500 2021-08-17 03:07:49,207 - mmaction - INFO - Epoch [11][1060/2640] lr: 1.000e-02, eta: 16:44:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7414, loss_cls: 2.1967, loss: 2.1967, grad_norm: 5.9790 2021-08-17 03:08:00,174 - mmaction - INFO - Epoch [11][1080/2640] lr: 1.000e-02, eta: 16:44:32, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7047, loss_cls: 2.3246, loss: 2.3246, grad_norm: 6.0100 2021-08-17 03:08:11,146 - mmaction - INFO - Epoch [11][1100/2640] lr: 1.000e-02, eta: 16:44:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7258, loss_cls: 2.1999, loss: 2.1999, grad_norm: 5.9191 2021-08-17 03:08:22,131 - mmaction - INFO - Epoch [11][1120/2640] lr: 1.000e-02, eta: 16:44:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7328, loss_cls: 2.1835, loss: 2.1835, grad_norm: 6.1515 2021-08-17 03:08:33,090 - mmaction - INFO - Epoch [11][1140/2640] lr: 1.000e-02, eta: 16:43:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7289, loss_cls: 2.1674, loss: 2.1674, grad_norm: 6.0076 2021-08-17 03:08:44,056 - mmaction - INFO - Epoch [11][1160/2640] lr: 1.000e-02, eta: 16:43:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7258, loss_cls: 2.2933, loss: 2.2933, grad_norm: 5.9585 2021-08-17 03:08:55,014 - mmaction - INFO - Epoch [11][1180/2640] lr: 1.000e-02, eta: 16:43:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7102, loss_cls: 2.3076, loss: 2.3076, grad_norm: 6.1356 2021-08-17 03:09:06,003 - mmaction - INFO - Epoch [11][1200/2640] lr: 1.000e-02, eta: 16:43:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7531, loss_cls: 2.1349, loss: 2.1349, grad_norm: 5.8975 2021-08-17 03:09:16,978 - mmaction - INFO - Epoch [11][1220/2640] lr: 1.000e-02, eta: 16:42:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7391, loss_cls: 2.1476, loss: 2.1476, grad_norm: 6.0745 2021-08-17 03:09:27,957 - mmaction - INFO - Epoch [11][1240/2640] lr: 1.000e-02, eta: 16:42:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7273, loss_cls: 2.1611, loss: 2.1611, grad_norm: 5.9106 2021-08-17 03:09:38,908 - mmaction - INFO - Epoch [11][1260/2640] lr: 1.000e-02, eta: 16:42:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7172, loss_cls: 2.2025, loss: 2.2025, grad_norm: 5.9035 2021-08-17 03:09:49,875 - mmaction - INFO - Epoch [11][1280/2640] lr: 1.000e-02, eta: 16:42:16, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7289, loss_cls: 2.1706, loss: 2.1706, grad_norm: 6.1082 2021-08-17 03:10:00,850 - mmaction - INFO - Epoch [11][1300/2640] lr: 1.000e-02, eta: 16:42:02, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7328, loss_cls: 2.2551, loss: 2.2551, grad_norm: 6.2436 2021-08-17 03:10:11,849 - mmaction - INFO - Epoch [11][1320/2640] lr: 1.000e-02, eta: 16:41:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7422, loss_cls: 2.1474, loss: 2.1474, grad_norm: 6.2086 2021-08-17 03:10:22,833 - mmaction - INFO - Epoch [11][1340/2640] lr: 1.000e-02, eta: 16:41:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7445, loss_cls: 2.1704, loss: 2.1704, grad_norm: 6.2961 2021-08-17 03:10:33,797 - mmaction - INFO - Epoch [11][1360/2640] lr: 1.000e-02, eta: 16:41:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7305, loss_cls: 2.2230, loss: 2.2230, grad_norm: 6.2428 2021-08-17 03:10:44,754 - mmaction - INFO - Epoch [11][1380/2640] lr: 1.000e-02, eta: 16:41:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7211, loss_cls: 2.1935, loss: 2.1935, grad_norm: 6.1376 2021-08-17 03:10:55,734 - mmaction - INFO - Epoch [11][1400/2640] lr: 1.000e-02, eta: 16:40:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7312, loss_cls: 2.1680, loss: 2.1680, grad_norm: 6.0715 2021-08-17 03:11:06,710 - mmaction - INFO - Epoch [11][1420/2640] lr: 1.000e-02, eta: 16:40:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7461, loss_cls: 2.2165, loss: 2.2165, grad_norm: 6.0061 2021-08-17 03:11:17,695 - mmaction - INFO - Epoch [11][1440/2640] lr: 1.000e-02, eta: 16:40:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7266, loss_cls: 2.2161, loss: 2.2161, grad_norm: 6.1090 2021-08-17 03:11:28,675 - mmaction - INFO - Epoch [11][1460/2640] lr: 1.000e-02, eta: 16:40:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7203, loss_cls: 2.2736, loss: 2.2736, grad_norm: 6.0344 2021-08-17 03:11:39,650 - mmaction - INFO - Epoch [11][1480/2640] lr: 1.000e-02, eta: 16:40:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7273, loss_cls: 2.2003, loss: 2.2003, grad_norm: 6.0586 2021-08-17 03:11:50,625 - mmaction - INFO - Epoch [11][1500/2640] lr: 1.000e-02, eta: 16:39:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7508, loss_cls: 2.0273, loss: 2.0273, grad_norm: 5.8235 2021-08-17 03:12:01,592 - mmaction - INFO - Epoch [11][1520/2640] lr: 1.000e-02, eta: 16:39:33, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7312, loss_cls: 2.2166, loss: 2.2166, grad_norm: 6.1223 2021-08-17 03:12:12,571 - mmaction - INFO - Epoch [11][1540/2640] lr: 1.000e-02, eta: 16:39:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7258, loss_cls: 2.2497, loss: 2.2497, grad_norm: 6.0343 2021-08-17 03:12:23,551 - mmaction - INFO - Epoch [11][1560/2640] lr: 1.000e-02, eta: 16:39:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7258, loss_cls: 2.2232, loss: 2.2232, grad_norm: 6.1378 2021-08-17 03:12:34,549 - mmaction - INFO - Epoch [11][1580/2640] lr: 1.000e-02, eta: 16:38:52, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7383, loss_cls: 2.1787, loss: 2.1787, grad_norm: 6.0172 2021-08-17 03:12:45,505 - mmaction - INFO - Epoch [11][1600/2640] lr: 1.000e-02, eta: 16:38:39, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7352, loss_cls: 2.1607, loss: 2.1607, grad_norm: 6.4180 2021-08-17 03:12:56,478 - mmaction - INFO - Epoch [11][1620/2640] lr: 1.000e-02, eta: 16:38:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7258, loss_cls: 2.2053, loss: 2.2053, grad_norm: 6.0771 2021-08-17 03:13:07,456 - mmaction - INFO - Epoch [11][1640/2640] lr: 1.000e-02, eta: 16:38:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7180, loss_cls: 2.2224, loss: 2.2224, grad_norm: 5.7959 2021-08-17 03:13:18,404 - mmaction - INFO - Epoch [11][1660/2640] lr: 1.000e-02, eta: 16:37:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7461, loss_cls: 2.1082, loss: 2.1082, grad_norm: 5.8956 2021-08-17 03:13:29,370 - mmaction - INFO - Epoch [11][1680/2640] lr: 1.000e-02, eta: 16:37:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7406, loss_cls: 2.1004, loss: 2.1004, grad_norm: 5.8034 2021-08-17 03:13:40,320 - mmaction - INFO - Epoch [11][1700/2640] lr: 1.000e-02, eta: 16:37:31, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7258, loss_cls: 2.1957, loss: 2.1957, grad_norm: 5.8346 2021-08-17 03:13:51,307 - mmaction - INFO - Epoch [11][1720/2640] lr: 1.000e-02, eta: 16:37:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7445, loss_cls: 2.1664, loss: 2.1664, grad_norm: 6.0158 2021-08-17 03:14:02,269 - mmaction - INFO - Epoch [11][1740/2640] lr: 1.000e-02, eta: 16:37:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7430, loss_cls: 2.1829, loss: 2.1829, grad_norm: 5.9440 2021-08-17 03:14:13,239 - mmaction - INFO - Epoch [11][1760/2640] lr: 1.000e-02, eta: 16:36:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7320, loss_cls: 2.1918, loss: 2.1918, grad_norm: 5.9827 2021-08-17 03:14:24,214 - mmaction - INFO - Epoch [11][1780/2640] lr: 1.000e-02, eta: 16:36:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7258, loss_cls: 2.2558, loss: 2.2558, grad_norm: 5.9296 2021-08-17 03:14:35,201 - mmaction - INFO - Epoch [11][1800/2640] lr: 1.000e-02, eta: 16:36:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4344, top5_acc: 0.7242, loss_cls: 2.2949, loss: 2.2949, grad_norm: 6.1561 2021-08-17 03:14:46,176 - mmaction - INFO - Epoch [11][1820/2640] lr: 1.000e-02, eta: 16:36:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4492, top5_acc: 0.7336, loss_cls: 2.2081, loss: 2.2081, grad_norm: 6.0958 2021-08-17 03:14:57,153 - mmaction - INFO - Epoch [11][1840/2640] lr: 1.000e-02, eta: 16:35:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7391, loss_cls: 2.0995, loss: 2.0995, grad_norm: 6.0643 2021-08-17 03:15:08,109 - mmaction - INFO - Epoch [11][1860/2640] lr: 1.000e-02, eta: 16:35:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7492, loss_cls: 2.1906, loss: 2.1906, grad_norm: 5.9649 2021-08-17 03:15:19,071 - mmaction - INFO - Epoch [11][1880/2640] lr: 1.000e-02, eta: 16:35:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7555, loss_cls: 2.1520, loss: 2.1520, grad_norm: 6.1770 2021-08-17 03:15:30,038 - mmaction - INFO - Epoch [11][1900/2640] lr: 1.000e-02, eta: 16:35:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7328, loss_cls: 2.2246, loss: 2.2246, grad_norm: 6.1301 2021-08-17 03:15:41,020 - mmaction - INFO - Epoch [11][1920/2640] lr: 1.000e-02, eta: 16:35:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7164, loss_cls: 2.2889, loss: 2.2889, grad_norm: 6.3829 2021-08-17 03:15:51,999 - mmaction - INFO - Epoch [11][1940/2640] lr: 1.000e-02, eta: 16:34:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7336, loss_cls: 2.1691, loss: 2.1691, grad_norm: 6.1417 2021-08-17 03:16:02,962 - mmaction - INFO - Epoch [11][1960/2640] lr: 1.000e-02, eta: 16:34:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7148, loss_cls: 2.2429, loss: 2.2429, grad_norm: 6.2406 2021-08-17 03:16:13,924 - mmaction - INFO - Epoch [11][1980/2640] lr: 1.000e-02, eta: 16:34:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4430, top5_acc: 0.7273, loss_cls: 2.2896, loss: 2.2896, grad_norm: 6.2633 2021-08-17 03:16:24,886 - mmaction - INFO - Epoch [11][2000/2640] lr: 1.000e-02, eta: 16:34:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7078, loss_cls: 2.2722, loss: 2.2722, grad_norm: 6.3529 2021-08-17 03:16:35,848 - mmaction - INFO - Epoch [11][2020/2640] lr: 1.000e-02, eta: 16:33:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7234, loss_cls: 2.2538, loss: 2.2538, grad_norm: 6.3205 2021-08-17 03:16:46,816 - mmaction - INFO - Epoch [11][2040/2640] lr: 1.000e-02, eta: 16:33:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7336, loss_cls: 2.2144, loss: 2.2144, grad_norm: 5.8748 2021-08-17 03:16:57,778 - mmaction - INFO - Epoch [11][2060/2640] lr: 1.000e-02, eta: 16:33:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7336, loss_cls: 2.2109, loss: 2.2109, grad_norm: 6.0656 2021-08-17 03:17:08,745 - mmaction - INFO - Epoch [11][2080/2640] lr: 1.000e-02, eta: 16:33:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7047, loss_cls: 2.3457, loss: 2.3457, grad_norm: 6.1559 2021-08-17 03:17:19,724 - mmaction - INFO - Epoch [11][2100/2640] lr: 1.000e-02, eta: 16:33:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7109, loss_cls: 2.2559, loss: 2.2559, grad_norm: 5.8585 2021-08-17 03:17:30,702 - mmaction - INFO - Epoch [11][2120/2640] lr: 1.000e-02, eta: 16:32:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7461, loss_cls: 2.1467, loss: 2.1467, grad_norm: 6.0316 2021-08-17 03:17:41,662 - mmaction - INFO - Epoch [11][2140/2640] lr: 1.000e-02, eta: 16:32:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7391, loss_cls: 2.1748, loss: 2.1748, grad_norm: 6.1375 2021-08-17 03:17:52,636 - mmaction - INFO - Epoch [11][2160/2640] lr: 1.000e-02, eta: 16:32:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7344, loss_cls: 2.2063, loss: 2.2063, grad_norm: 5.7372 2021-08-17 03:18:03,592 - mmaction - INFO - Epoch [11][2180/2640] lr: 1.000e-02, eta: 16:32:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7258, loss_cls: 2.2241, loss: 2.2241, grad_norm: 6.1400 2021-08-17 03:18:14,558 - mmaction - INFO - Epoch [11][2200/2640] lr: 1.000e-02, eta: 16:31:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7344, loss_cls: 2.1882, loss: 2.1882, grad_norm: 5.8275 2021-08-17 03:18:25,518 - mmaction - INFO - Epoch [11][2220/2640] lr: 1.000e-02, eta: 16:31:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7391, loss_cls: 2.1158, loss: 2.1158, grad_norm: 5.6636 2021-08-17 03:18:36,493 - mmaction - INFO - Epoch [11][2240/2640] lr: 1.000e-02, eta: 16:31:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7359, loss_cls: 2.1851, loss: 2.1851, grad_norm: 6.0343 2021-08-17 03:18:47,465 - mmaction - INFO - Epoch [11][2260/2640] lr: 1.000e-02, eta: 16:31:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4258, top5_acc: 0.7117, loss_cls: 2.3854, loss: 2.3854, grad_norm: 6.3719 2021-08-17 03:18:58,450 - mmaction - INFO - Epoch [11][2280/2640] lr: 1.000e-02, eta: 16:30:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7289, loss_cls: 2.2370, loss: 2.2370, grad_norm: 6.3424 2021-08-17 03:19:09,417 - mmaction - INFO - Epoch [11][2300/2640] lr: 1.000e-02, eta: 16:30:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7219, loss_cls: 2.2555, loss: 2.2555, grad_norm: 6.2221 2021-08-17 03:19:20,390 - mmaction - INFO - Epoch [11][2320/2640] lr: 1.000e-02, eta: 16:30:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7367, loss_cls: 2.2005, loss: 2.2005, grad_norm: 5.9338 2021-08-17 03:19:31,356 - mmaction - INFO - Epoch [11][2340/2640] lr: 1.000e-02, eta: 16:30:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7422, loss_cls: 2.1978, loss: 2.1978, grad_norm: 5.9394 2021-08-17 03:19:42,336 - mmaction - INFO - Epoch [11][2360/2640] lr: 1.000e-02, eta: 16:30:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4477, top5_acc: 0.7125, loss_cls: 2.3405, loss: 2.3405, grad_norm: 5.9230 2021-08-17 03:19:53,353 - mmaction - INFO - Epoch [11][2380/2640] lr: 1.000e-02, eta: 16:29:52, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7266, loss_cls: 2.2118, loss: 2.2118, grad_norm: 5.9903 2021-08-17 03:20:04,281 - mmaction - INFO - Epoch [11][2400/2640] lr: 1.000e-02, eta: 16:29:38, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7531, loss_cls: 2.1466, loss: 2.1466, grad_norm: 6.0577 2021-08-17 03:20:15,282 - mmaction - INFO - Epoch [11][2420/2640] lr: 1.000e-02, eta: 16:29:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7461, loss_cls: 2.1629, loss: 2.1629, grad_norm: 5.7988 2021-08-17 03:20:26,257 - mmaction - INFO - Epoch [11][2440/2640] lr: 1.000e-02, eta: 16:29:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7266, loss_cls: 2.1723, loss: 2.1723, grad_norm: 6.1442 2021-08-17 03:20:37,237 - mmaction - INFO - Epoch [11][2460/2640] lr: 1.000e-02, eta: 16:28:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7227, loss_cls: 2.2791, loss: 2.2791, grad_norm: 6.0715 2021-08-17 03:20:48,203 - mmaction - INFO - Epoch [11][2480/2640] lr: 1.000e-02, eta: 16:28:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7344, loss_cls: 2.2081, loss: 2.2081, grad_norm: 6.1202 2021-08-17 03:20:59,200 - mmaction - INFO - Epoch [11][2500/2640] lr: 1.000e-02, eta: 16:28:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7219, loss_cls: 2.2442, loss: 2.2442, grad_norm: 6.0779 2021-08-17 03:21:10,162 - mmaction - INFO - Epoch [11][2520/2640] lr: 1.000e-02, eta: 16:28:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7367, loss_cls: 2.2044, loss: 2.2044, grad_norm: 5.9420 2021-08-17 03:21:21,140 - mmaction - INFO - Epoch [11][2540/2640] lr: 1.000e-02, eta: 16:28:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4469, top5_acc: 0.7305, loss_cls: 2.2222, loss: 2.2222, grad_norm: 5.9609 2021-08-17 03:21:32,109 - mmaction - INFO - Epoch [11][2560/2640] lr: 1.000e-02, eta: 16:27:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7289, loss_cls: 2.2438, loss: 2.2438, grad_norm: 6.3793 2021-08-17 03:21:43,072 - mmaction - INFO - Epoch [11][2580/2640] lr: 1.000e-02, eta: 16:27:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7469, loss_cls: 2.2406, loss: 2.2406, grad_norm: 6.2770 2021-08-17 03:21:54,046 - mmaction - INFO - Epoch [11][2600/2640] lr: 1.000e-02, eta: 16:27:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7352, loss_cls: 2.1655, loss: 2.1655, grad_norm: 5.7743 2021-08-17 03:22:05,039 - mmaction - INFO - Epoch [11][2620/2640] lr: 1.000e-02, eta: 16:27:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7344, loss_cls: 2.1805, loss: 2.1805, grad_norm: 6.1127 2021-08-17 03:22:15,683 - mmaction - INFO - Epoch [11][2640/2640] lr: 1.000e-02, eta: 16:26:57, time: 0.533, data_time: 0.001, memory: 7069, top1_acc: 0.4710, top5_acc: 0.7355, loss_cls: 2.1977, loss: 2.1977, grad_norm: 6.3345 2021-08-17 03:22:19,914 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-08-17 03:24:02,249 - mmaction - INFO - Epoch [12][20/2640] lr: 1.000e-02, eta: 16:32:04, time: 5.078, data_time: 4.478, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7242, loss_cls: 2.2021, loss: 2.2021, grad_norm: 6.2116 2021-08-17 03:24:13,184 - mmaction - INFO - Epoch [12][40/2640] lr: 1.000e-02, eta: 16:31:50, time: 0.547, data_time: 0.004, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7461, loss_cls: 2.0880, loss: 2.0880, grad_norm: 5.7902 2021-08-17 03:24:24,112 - mmaction - INFO - Epoch [12][60/2640] lr: 1.000e-02, eta: 16:31:37, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7414, loss_cls: 2.1654, loss: 2.1654, grad_norm: 5.9966 2021-08-17 03:24:35,065 - mmaction - INFO - Epoch [12][80/2640] lr: 1.000e-02, eta: 16:31:23, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7500, loss_cls: 2.1453, loss: 2.1453, grad_norm: 6.1797 2021-08-17 03:24:46,001 - mmaction - INFO - Epoch [12][100/2640] lr: 1.000e-02, eta: 16:31:09, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7453, loss_cls: 2.0920, loss: 2.0920, grad_norm: 5.7341 2021-08-17 03:24:56,952 - mmaction - INFO - Epoch [12][120/2640] lr: 1.000e-02, eta: 16:30:55, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7562, loss_cls: 2.0799, loss: 2.0799, grad_norm: 5.8050 2021-08-17 03:25:07,909 - mmaction - INFO - Epoch [12][140/2640] lr: 1.000e-02, eta: 16:30:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7586, loss_cls: 2.1109, loss: 2.1109, grad_norm: 6.0672 2021-08-17 03:25:18,881 - mmaction - INFO - Epoch [12][160/2640] lr: 1.000e-02, eta: 16:30:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7359, loss_cls: 2.1485, loss: 2.1485, grad_norm: 6.2685 2021-08-17 03:25:29,853 - mmaction - INFO - Epoch [12][180/2640] lr: 1.000e-02, eta: 16:30:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7438, loss_cls: 2.1492, loss: 2.1492, grad_norm: 5.8856 2021-08-17 03:25:40,811 - mmaction - INFO - Epoch [12][200/2640] lr: 1.000e-02, eta: 16:30:01, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7453, loss_cls: 2.1510, loss: 2.1510, grad_norm: 6.8740 2021-08-17 03:25:51,771 - mmaction - INFO - Epoch [12][220/2640] lr: 1.000e-02, eta: 16:29:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7375, loss_cls: 2.1733, loss: 2.1733, grad_norm: 6.6625 2021-08-17 03:26:02,734 - mmaction - INFO - Epoch [12][240/2640] lr: 1.000e-02, eta: 16:29:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4266, top5_acc: 0.7188, loss_cls: 2.2665, loss: 2.2665, grad_norm: 6.1561 2021-08-17 03:26:13,690 - mmaction - INFO - Epoch [12][260/2640] lr: 1.000e-02, eta: 16:29:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7328, loss_cls: 2.1698, loss: 2.1698, grad_norm: 6.0919 2021-08-17 03:26:24,673 - mmaction - INFO - Epoch [12][280/2640] lr: 1.000e-02, eta: 16:29:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7508, loss_cls: 2.1483, loss: 2.1483, grad_norm: 6.1326 2021-08-17 03:26:35,639 - mmaction - INFO - Epoch [12][300/2640] lr: 1.000e-02, eta: 16:28:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7398, loss_cls: 2.1624, loss: 2.1624, grad_norm: 6.0420 2021-08-17 03:26:46,611 - mmaction - INFO - Epoch [12][320/2640] lr: 1.000e-02, eta: 16:28:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7273, loss_cls: 2.1479, loss: 2.1479, grad_norm: 6.0433 2021-08-17 03:26:57,556 - mmaction - INFO - Epoch [12][340/2640] lr: 1.000e-02, eta: 16:28:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7227, loss_cls: 2.1979, loss: 2.1979, grad_norm: 6.1452 2021-08-17 03:27:08,498 - mmaction - INFO - Epoch [12][360/2640] lr: 1.000e-02, eta: 16:28:11, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7352, loss_cls: 2.1438, loss: 2.1438, grad_norm: 6.0573 2021-08-17 03:27:19,462 - mmaction - INFO - Epoch [12][380/2640] lr: 1.000e-02, eta: 16:27:58, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4430, top5_acc: 0.7273, loss_cls: 2.2411, loss: 2.2411, grad_norm: 6.2740 2021-08-17 03:27:30,440 - mmaction - INFO - Epoch [12][400/2640] lr: 1.000e-02, eta: 16:27:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7305, loss_cls: 2.2434, loss: 2.2434, grad_norm: 6.0099 2021-08-17 03:27:41,397 - mmaction - INFO - Epoch [12][420/2640] lr: 1.000e-02, eta: 16:27:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7719, loss_cls: 2.0396, loss: 2.0396, grad_norm: 6.0505 2021-08-17 03:27:52,379 - mmaction - INFO - Epoch [12][440/2640] lr: 1.000e-02, eta: 16:27:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7508, loss_cls: 2.1536, loss: 2.1536, grad_norm: 6.2158 2021-08-17 03:28:03,339 - mmaction - INFO - Epoch [12][460/2640] lr: 1.000e-02, eta: 16:27:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7484, loss_cls: 2.1797, loss: 2.1797, grad_norm: 6.1395 2021-08-17 03:28:14,309 - mmaction - INFO - Epoch [12][480/2640] lr: 1.000e-02, eta: 16:26:50, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7492, loss_cls: 2.1175, loss: 2.1175, grad_norm: 5.9188 2021-08-17 03:28:25,290 - mmaction - INFO - Epoch [12][500/2640] lr: 1.000e-02, eta: 16:26:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7438, loss_cls: 2.2185, loss: 2.2185, grad_norm: 6.4103 2021-08-17 03:28:36,254 - mmaction - INFO - Epoch [12][520/2640] lr: 1.000e-02, eta: 16:26:23, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7422, loss_cls: 2.1435, loss: 2.1435, grad_norm: 6.0004 2021-08-17 03:28:47,239 - mmaction - INFO - Epoch [12][540/2640] lr: 1.000e-02, eta: 16:26:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7180, loss_cls: 2.2769, loss: 2.2769, grad_norm: 6.1300 2021-08-17 03:28:58,192 - mmaction - INFO - Epoch [12][560/2640] lr: 1.000e-02, eta: 16:25:55, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7383, loss_cls: 2.1475, loss: 2.1475, grad_norm: 6.1794 2021-08-17 03:29:09,149 - mmaction - INFO - Epoch [12][580/2640] lr: 1.000e-02, eta: 16:25:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7547, loss_cls: 2.1271, loss: 2.1271, grad_norm: 5.9891 2021-08-17 03:29:20,128 - mmaction - INFO - Epoch [12][600/2640] lr: 1.000e-02, eta: 16:25:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7461, loss_cls: 2.1460, loss: 2.1460, grad_norm: 5.9160 2021-08-17 03:29:31,098 - mmaction - INFO - Epoch [12][620/2640] lr: 1.000e-02, eta: 16:25:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7492, loss_cls: 2.1111, loss: 2.1111, grad_norm: 5.9149 2021-08-17 03:29:42,088 - mmaction - INFO - Epoch [12][640/2640] lr: 1.000e-02, eta: 16:25:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7461, loss_cls: 2.1540, loss: 2.1540, grad_norm: 6.0280 2021-08-17 03:29:53,063 - mmaction - INFO - Epoch [12][660/2640] lr: 1.000e-02, eta: 16:24:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7391, loss_cls: 2.1720, loss: 2.1720, grad_norm: 6.1156 2021-08-17 03:30:04,039 - mmaction - INFO - Epoch [12][680/2640] lr: 1.000e-02, eta: 16:24:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7242, loss_cls: 2.2241, loss: 2.2241, grad_norm: 6.3387 2021-08-17 03:30:15,007 - mmaction - INFO - Epoch [12][700/2640] lr: 1.000e-02, eta: 16:24:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7258, loss_cls: 2.2321, loss: 2.2321, grad_norm: 6.1074 2021-08-17 03:30:25,964 - mmaction - INFO - Epoch [12][720/2640] lr: 1.000e-02, eta: 16:24:07, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7719, loss_cls: 1.9900, loss: 1.9900, grad_norm: 5.8776 2021-08-17 03:30:36,938 - mmaction - INFO - Epoch [12][740/2640] lr: 1.000e-02, eta: 16:23:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7477, loss_cls: 2.1250, loss: 2.1250, grad_norm: 6.0118 2021-08-17 03:30:47,911 - mmaction - INFO - Epoch [12][760/2640] lr: 1.000e-02, eta: 16:23:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7383, loss_cls: 2.1405, loss: 2.1405, grad_norm: 5.8669 2021-08-17 03:30:58,884 - mmaction - INFO - Epoch [12][780/2640] lr: 1.000e-02, eta: 16:23:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7523, loss_cls: 2.1508, loss: 2.1508, grad_norm: 6.1757 2021-08-17 03:31:09,850 - mmaction - INFO - Epoch [12][800/2640] lr: 1.000e-02, eta: 16:23:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7336, loss_cls: 2.1826, loss: 2.1826, grad_norm: 6.1403 2021-08-17 03:31:20,801 - mmaction - INFO - Epoch [12][820/2640] lr: 1.000e-02, eta: 16:22:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7312, loss_cls: 2.2196, loss: 2.2196, grad_norm: 5.9490 2021-08-17 03:31:31,776 - mmaction - INFO - Epoch [12][840/2640] lr: 1.000e-02, eta: 16:22:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7445, loss_cls: 2.1301, loss: 2.1301, grad_norm: 5.7880 2021-08-17 03:31:42,759 - mmaction - INFO - Epoch [12][860/2640] lr: 1.000e-02, eta: 16:22:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7531, loss_cls: 2.1742, loss: 2.1742, grad_norm: 6.2418 2021-08-17 03:31:53,736 - mmaction - INFO - Epoch [12][880/2640] lr: 1.000e-02, eta: 16:22:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7336, loss_cls: 2.2270, loss: 2.2270, grad_norm: 6.0927 2021-08-17 03:32:04,719 - mmaction - INFO - Epoch [12][900/2640] lr: 1.000e-02, eta: 16:22:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7328, loss_cls: 2.2269, loss: 2.2269, grad_norm: 5.8742 2021-08-17 03:32:15,700 - mmaction - INFO - Epoch [12][920/2640] lr: 1.000e-02, eta: 16:21:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7430, loss_cls: 2.1761, loss: 2.1761, grad_norm: 6.0496 2021-08-17 03:32:26,655 - mmaction - INFO - Epoch [12][940/2640] lr: 1.000e-02, eta: 16:21:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4469, top5_acc: 0.7250, loss_cls: 2.2528, loss: 2.2528, grad_norm: 6.1316 2021-08-17 03:32:37,621 - mmaction - INFO - Epoch [12][960/2640] lr: 1.000e-02, eta: 16:21:25, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7305, loss_cls: 2.2594, loss: 2.2594, grad_norm: 6.0406 2021-08-17 03:32:48,593 - mmaction - INFO - Epoch [12][980/2640] lr: 1.000e-02, eta: 16:21:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7273, loss_cls: 2.1820, loss: 2.1820, grad_norm: 6.0380 2021-08-17 03:32:59,562 - mmaction - INFO - Epoch [12][1000/2640] lr: 1.000e-02, eta: 16:20:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7234, loss_cls: 2.2793, loss: 2.2793, grad_norm: 6.1959 2021-08-17 03:33:10,524 - mmaction - INFO - Epoch [12][1020/2640] lr: 1.000e-02, eta: 16:20:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7484, loss_cls: 2.1136, loss: 2.1136, grad_norm: 5.8741 2021-08-17 03:33:21,496 - mmaction - INFO - Epoch [12][1040/2640] lr: 1.000e-02, eta: 16:20:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7156, loss_cls: 2.3010, loss: 2.3010, grad_norm: 5.9908 2021-08-17 03:33:32,447 - mmaction - INFO - Epoch [12][1060/2640] lr: 1.000e-02, eta: 16:20:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7523, loss_cls: 2.0808, loss: 2.0808, grad_norm: 6.1435 2021-08-17 03:33:43,415 - mmaction - INFO - Epoch [12][1080/2640] lr: 1.000e-02, eta: 16:20:04, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7359, loss_cls: 2.1971, loss: 2.1971, grad_norm: 6.0094 2021-08-17 03:33:54,393 - mmaction - INFO - Epoch [12][1100/2640] lr: 1.000e-02, eta: 16:19:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7312, loss_cls: 2.1808, loss: 2.1808, grad_norm: 6.1989 2021-08-17 03:34:05,365 - mmaction - INFO - Epoch [12][1120/2640] lr: 1.000e-02, eta: 16:19:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7250, loss_cls: 2.2057, loss: 2.2057, grad_norm: 6.1749 2021-08-17 03:34:16,345 - mmaction - INFO - Epoch [12][1140/2640] lr: 1.000e-02, eta: 16:19:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7570, loss_cls: 2.1439, loss: 2.1439, grad_norm: 6.1070 2021-08-17 03:34:27,313 - mmaction - INFO - Epoch [12][1160/2640] lr: 1.000e-02, eta: 16:19:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7367, loss_cls: 2.1332, loss: 2.1332, grad_norm: 6.2124 2021-08-17 03:34:38,267 - mmaction - INFO - Epoch [12][1180/2640] lr: 1.000e-02, eta: 16:18:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7289, loss_cls: 2.1900, loss: 2.1900, grad_norm: 6.1230 2021-08-17 03:34:49,239 - mmaction - INFO - Epoch [12][1200/2640] lr: 1.000e-02, eta: 16:18:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7508, loss_cls: 2.1154, loss: 2.1154, grad_norm: 6.0494 2021-08-17 03:35:00,203 - mmaction - INFO - Epoch [12][1220/2640] lr: 1.000e-02, eta: 16:18:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7492, loss_cls: 2.0822, loss: 2.0822, grad_norm: 5.9959 2021-08-17 03:35:11,181 - mmaction - INFO - Epoch [12][1240/2640] lr: 1.000e-02, eta: 16:18:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7273, loss_cls: 2.2060, loss: 2.2060, grad_norm: 6.1513 2021-08-17 03:35:22,145 - mmaction - INFO - Epoch [12][1260/2640] lr: 1.000e-02, eta: 16:18:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7219, loss_cls: 2.3245, loss: 2.3245, grad_norm: 6.4205 2021-08-17 03:35:33,121 - mmaction - INFO - Epoch [12][1280/2640] lr: 1.000e-02, eta: 16:17:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7281, loss_cls: 2.2389, loss: 2.2389, grad_norm: 5.9236 2021-08-17 03:35:44,079 - mmaction - INFO - Epoch [12][1300/2640] lr: 1.000e-02, eta: 16:17:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7469, loss_cls: 2.1308, loss: 2.1308, grad_norm: 6.0170 2021-08-17 03:35:55,065 - mmaction - INFO - Epoch [12][1320/2640] lr: 1.000e-02, eta: 16:17:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7383, loss_cls: 2.1612, loss: 2.1612, grad_norm: 5.9708 2021-08-17 03:36:06,053 - mmaction - INFO - Epoch [12][1340/2640] lr: 1.000e-02, eta: 16:17:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7250, loss_cls: 2.2589, loss: 2.2589, grad_norm: 6.1952 2021-08-17 03:36:17,033 - mmaction - INFO - Epoch [12][1360/2640] lr: 1.000e-02, eta: 16:16:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7359, loss_cls: 2.2047, loss: 2.2047, grad_norm: 6.2147 2021-08-17 03:36:28,051 - mmaction - INFO - Epoch [12][1380/2640] lr: 1.000e-02, eta: 16:16:42, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7219, loss_cls: 2.1900, loss: 2.1900, grad_norm: 5.9682 2021-08-17 03:36:38,974 - mmaction - INFO - Epoch [12][1400/2640] lr: 1.000e-02, eta: 16:16:28, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7211, loss_cls: 2.2350, loss: 2.2350, grad_norm: 6.2461 2021-08-17 03:36:49,940 - mmaction - INFO - Epoch [12][1420/2640] lr: 1.000e-02, eta: 16:16:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7422, loss_cls: 2.1955, loss: 2.1955, grad_norm: 6.1806 2021-08-17 03:37:00,895 - mmaction - INFO - Epoch [12][1440/2640] lr: 1.000e-02, eta: 16:16:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7211, loss_cls: 2.1778, loss: 2.1778, grad_norm: 5.9899 2021-08-17 03:37:11,871 - mmaction - INFO - Epoch [12][1460/2640] lr: 1.000e-02, eta: 16:15:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7414, loss_cls: 2.1214, loss: 2.1214, grad_norm: 5.8344 2021-08-17 03:37:22,836 - mmaction - INFO - Epoch [12][1480/2640] lr: 1.000e-02, eta: 16:15:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7516, loss_cls: 2.1133, loss: 2.1133, grad_norm: 6.1483 2021-08-17 03:37:33,797 - mmaction - INFO - Epoch [12][1500/2640] lr: 1.000e-02, eta: 16:15:21, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7250, loss_cls: 2.1996, loss: 2.1996, grad_norm: 6.0201 2021-08-17 03:37:44,771 - mmaction - INFO - Epoch [12][1520/2640] lr: 1.000e-02, eta: 16:15:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7344, loss_cls: 2.1737, loss: 2.1737, grad_norm: 6.1487 2021-08-17 03:37:55,737 - mmaction - INFO - Epoch [12][1540/2640] lr: 1.000e-02, eta: 16:14:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7234, loss_cls: 2.1888, loss: 2.1888, grad_norm: 6.2020 2021-08-17 03:38:06,714 - mmaction - INFO - Epoch [12][1560/2640] lr: 1.000e-02, eta: 16:14:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4398, top5_acc: 0.7164, loss_cls: 2.3084, loss: 2.3084, grad_norm: 6.0220 2021-08-17 03:38:17,682 - mmaction - INFO - Epoch [12][1580/2640] lr: 1.000e-02, eta: 16:14:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7469, loss_cls: 2.1806, loss: 2.1806, grad_norm: 6.0466 2021-08-17 03:38:28,635 - mmaction - INFO - Epoch [12][1600/2640] lr: 1.000e-02, eta: 16:14:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5078, top5_acc: 0.7648, loss_cls: 2.0446, loss: 2.0446, grad_norm: 6.0129 2021-08-17 03:38:39,611 - mmaction - INFO - Epoch [12][1620/2640] lr: 1.000e-02, eta: 16:14:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7594, loss_cls: 2.1004, loss: 2.1004, grad_norm: 6.2352 2021-08-17 03:38:50,578 - mmaction - INFO - Epoch [12][1640/2640] lr: 1.000e-02, eta: 16:13:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7297, loss_cls: 2.1758, loss: 2.1758, grad_norm: 6.1149 2021-08-17 03:39:01,568 - mmaction - INFO - Epoch [12][1660/2640] lr: 1.000e-02, eta: 16:13:34, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7406, loss_cls: 2.1281, loss: 2.1281, grad_norm: 6.0623 2021-08-17 03:39:12,537 - mmaction - INFO - Epoch [12][1680/2640] lr: 1.000e-02, eta: 16:13:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7555, loss_cls: 2.0985, loss: 2.0985, grad_norm: 6.0387 2021-08-17 03:39:23,515 - mmaction - INFO - Epoch [12][1700/2640] lr: 1.000e-02, eta: 16:13:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7289, loss_cls: 2.2179, loss: 2.2179, grad_norm: 6.2327 2021-08-17 03:39:34,477 - mmaction - INFO - Epoch [12][1720/2640] lr: 1.000e-02, eta: 16:12:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7414, loss_cls: 2.1625, loss: 2.1625, grad_norm: 5.8657 2021-08-17 03:39:45,446 - mmaction - INFO - Epoch [12][1740/2640] lr: 1.000e-02, eta: 16:12:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7328, loss_cls: 2.1552, loss: 2.1552, grad_norm: 6.1957 2021-08-17 03:39:56,414 - mmaction - INFO - Epoch [12][1760/2640] lr: 1.000e-02, eta: 16:12:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7531, loss_cls: 2.1824, loss: 2.1824, grad_norm: 6.1400 2021-08-17 03:40:07,383 - mmaction - INFO - Epoch [12][1780/2640] lr: 1.000e-02, eta: 16:12:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7219, loss_cls: 2.2003, loss: 2.2003, grad_norm: 6.2575 2021-08-17 03:40:18,342 - mmaction - INFO - Epoch [12][1800/2640] lr: 1.000e-02, eta: 16:12:00, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5047, top5_acc: 0.7453, loss_cls: 2.0955, loss: 2.0955, grad_norm: 5.8709 2021-08-17 03:40:29,321 - mmaction - INFO - Epoch [12][1820/2640] lr: 1.000e-02, eta: 16:11:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7367, loss_cls: 2.1373, loss: 2.1373, grad_norm: 6.0309 2021-08-17 03:40:40,277 - mmaction - INFO - Epoch [12][1840/2640] lr: 1.000e-02, eta: 16:11:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7477, loss_cls: 2.1396, loss: 2.1396, grad_norm: 6.2999 2021-08-17 03:40:51,247 - mmaction - INFO - Epoch [12][1860/2640] lr: 1.000e-02, eta: 16:11:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7250, loss_cls: 2.2135, loss: 2.2135, grad_norm: 6.2770 2021-08-17 03:41:02,208 - mmaction - INFO - Epoch [12][1880/2640] lr: 1.000e-02, eta: 16:11:07, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7516, loss_cls: 2.0777, loss: 2.0777, grad_norm: 5.7391 2021-08-17 03:41:13,186 - mmaction - INFO - Epoch [12][1900/2640] lr: 1.000e-02, eta: 16:10:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4492, top5_acc: 0.7383, loss_cls: 2.1807, loss: 2.1807, grad_norm: 6.2806 2021-08-17 03:41:24,166 - mmaction - INFO - Epoch [12][1920/2640] lr: 1.000e-02, eta: 16:10:40, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7430, loss_cls: 2.1210, loss: 2.1210, grad_norm: 5.9704 2021-08-17 03:41:35,136 - mmaction - INFO - Epoch [12][1940/2640] lr: 1.000e-02, eta: 16:10:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7359, loss_cls: 2.1991, loss: 2.1991, grad_norm: 5.9139 2021-08-17 03:41:46,120 - mmaction - INFO - Epoch [12][1960/2640] lr: 1.000e-02, eta: 16:10:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7414, loss_cls: 2.1179, loss: 2.1179, grad_norm: 5.8323 2021-08-17 03:41:57,095 - mmaction - INFO - Epoch [12][1980/2640] lr: 1.000e-02, eta: 16:10:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7500, loss_cls: 2.1691, loss: 2.1691, grad_norm: 5.8519 2021-08-17 03:42:08,064 - mmaction - INFO - Epoch [12][2000/2640] lr: 1.000e-02, eta: 16:09:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4445, top5_acc: 0.7219, loss_cls: 2.2921, loss: 2.2921, grad_norm: 6.2866 2021-08-17 03:42:19,034 - mmaction - INFO - Epoch [12][2020/2640] lr: 1.000e-02, eta: 16:09:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7328, loss_cls: 2.2563, loss: 2.2563, grad_norm: 6.0185 2021-08-17 03:42:29,985 - mmaction - INFO - Epoch [12][2040/2640] lr: 1.000e-02, eta: 16:09:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7586, loss_cls: 2.1089, loss: 2.1089, grad_norm: 5.9475 2021-08-17 03:42:40,977 - mmaction - INFO - Epoch [12][2060/2640] lr: 1.000e-02, eta: 16:09:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7352, loss_cls: 2.1985, loss: 2.1985, grad_norm: 6.0230 2021-08-17 03:42:51,954 - mmaction - INFO - Epoch [12][2080/2640] lr: 1.000e-02, eta: 16:08:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7422, loss_cls: 2.1628, loss: 2.1628, grad_norm: 6.1297 2021-08-17 03:43:02,943 - mmaction - INFO - Epoch [12][2100/2640] lr: 1.000e-02, eta: 16:08:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7406, loss_cls: 2.1781, loss: 2.1781, grad_norm: 6.1380 2021-08-17 03:43:13,901 - mmaction - INFO - Epoch [12][2120/2640] lr: 1.000e-02, eta: 16:08:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7531, loss_cls: 2.1651, loss: 2.1651, grad_norm: 6.0054 2021-08-17 03:43:24,872 - mmaction - INFO - Epoch [12][2140/2640] lr: 1.000e-02, eta: 16:08:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7219, loss_cls: 2.2156, loss: 2.2156, grad_norm: 5.9203 2021-08-17 03:43:35,847 - mmaction - INFO - Epoch [12][2160/2640] lr: 1.000e-02, eta: 16:08:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7336, loss_cls: 2.1347, loss: 2.1347, grad_norm: 6.1397 2021-08-17 03:43:46,818 - mmaction - INFO - Epoch [12][2180/2640] lr: 1.000e-02, eta: 16:07:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7547, loss_cls: 2.1384, loss: 2.1384, grad_norm: 6.2355 2021-08-17 03:43:57,778 - mmaction - INFO - Epoch [12][2200/2640] lr: 1.000e-02, eta: 16:07:34, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7195, loss_cls: 2.2576, loss: 2.2576, grad_norm: 6.1269 2021-08-17 03:44:08,746 - mmaction - INFO - Epoch [12][2220/2640] lr: 1.000e-02, eta: 16:07:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7508, loss_cls: 2.1307, loss: 2.1307, grad_norm: 5.8905 2021-08-17 03:44:19,728 - mmaction - INFO - Epoch [12][2240/2640] lr: 1.000e-02, eta: 16:07:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7398, loss_cls: 2.1549, loss: 2.1549, grad_norm: 5.9783 2021-08-17 03:44:30,712 - mmaction - INFO - Epoch [12][2260/2640] lr: 1.000e-02, eta: 16:06:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7391, loss_cls: 2.1628, loss: 2.1628, grad_norm: 6.1960 2021-08-17 03:44:41,689 - mmaction - INFO - Epoch [12][2280/2640] lr: 1.000e-02, eta: 16:06:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7453, loss_cls: 2.1975, loss: 2.1975, grad_norm: 6.2919 2021-08-17 03:44:52,660 - mmaction - INFO - Epoch [12][2300/2640] lr: 1.000e-02, eta: 16:06:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7250, loss_cls: 2.2329, loss: 2.2329, grad_norm: 6.3524 2021-08-17 03:45:03,629 - mmaction - INFO - Epoch [12][2320/2640] lr: 1.000e-02, eta: 16:06:14, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7531, loss_cls: 2.1863, loss: 2.1863, grad_norm: 5.9732 2021-08-17 03:45:14,611 - mmaction - INFO - Epoch [12][2340/2640] lr: 1.000e-02, eta: 16:06:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7664, loss_cls: 2.1215, loss: 2.1215, grad_norm: 6.1214 2021-08-17 03:45:25,574 - mmaction - INFO - Epoch [12][2360/2640] lr: 1.000e-02, eta: 16:05:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7219, loss_cls: 2.2445, loss: 2.2445, grad_norm: 6.3159 2021-08-17 03:45:36,552 - mmaction - INFO - Epoch [12][2380/2640] lr: 1.000e-02, eta: 16:05:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7188, loss_cls: 2.2386, loss: 2.2386, grad_norm: 6.1231 2021-08-17 03:45:47,515 - mmaction - INFO - Epoch [12][2400/2640] lr: 1.000e-02, eta: 16:05:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7211, loss_cls: 2.2508, loss: 2.2508, grad_norm: 6.2159 2021-08-17 03:45:58,499 - mmaction - INFO - Epoch [12][2420/2640] lr: 1.000e-02, eta: 16:05:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7344, loss_cls: 2.1939, loss: 2.1939, grad_norm: 6.3228 2021-08-17 03:46:09,486 - mmaction - INFO - Epoch [12][2440/2640] lr: 1.000e-02, eta: 16:04:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7383, loss_cls: 2.1704, loss: 2.1704, grad_norm: 6.1803 2021-08-17 03:46:20,468 - mmaction - INFO - Epoch [12][2460/2640] lr: 1.000e-02, eta: 16:04:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7539, loss_cls: 2.1491, loss: 2.1491, grad_norm: 5.9025 2021-08-17 03:46:31,427 - mmaction - INFO - Epoch [12][2480/2640] lr: 1.000e-02, eta: 16:04:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7586, loss_cls: 2.0998, loss: 2.0998, grad_norm: 6.3791 2021-08-17 03:46:42,407 - mmaction - INFO - Epoch [12][2500/2640] lr: 1.000e-02, eta: 16:04:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7359, loss_cls: 2.2061, loss: 2.2061, grad_norm: 6.0200 2021-08-17 03:46:53,381 - mmaction - INFO - Epoch [12][2520/2640] lr: 1.000e-02, eta: 16:04:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7461, loss_cls: 2.1734, loss: 2.1734, grad_norm: 6.0274 2021-08-17 03:47:04,359 - mmaction - INFO - Epoch [12][2540/2640] lr: 1.000e-02, eta: 16:03:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7484, loss_cls: 2.1777, loss: 2.1777, grad_norm: 6.0801 2021-08-17 03:47:15,304 - mmaction - INFO - Epoch [12][2560/2640] lr: 1.000e-02, eta: 16:03:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7438, loss_cls: 2.1198, loss: 2.1198, grad_norm: 6.0457 2021-08-17 03:47:26,275 - mmaction - INFO - Epoch [12][2580/2640] lr: 1.000e-02, eta: 16:03:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7281, loss_cls: 2.1565, loss: 2.1565, grad_norm: 6.1904 2021-08-17 03:47:37,229 - mmaction - INFO - Epoch [12][2600/2640] lr: 1.000e-02, eta: 16:03:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7477, loss_cls: 2.1456, loss: 2.1456, grad_norm: 5.9238 2021-08-17 03:47:48,212 - mmaction - INFO - Epoch [12][2620/2640] lr: 1.000e-02, eta: 16:02:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7398, loss_cls: 2.2008, loss: 2.2008, grad_norm: 6.1549 2021-08-17 03:47:58,869 - mmaction - INFO - Epoch [12][2640/2640] lr: 1.000e-02, eta: 16:02:41, time: 0.534, data_time: 0.002, memory: 7069, top1_acc: 0.4581, top5_acc: 0.7419, loss_cls: 2.1952, loss: 2.1952, grad_norm: 6.4433 2021-08-17 03:48:00,725 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-08-17 03:49:18,947 - mmaction - INFO - Epoch [13][20/2640] lr: 1.000e-02, eta: 16:05:58, time: 3.878, data_time: 3.322, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7766, loss_cls: 2.0117, loss: 2.0117, grad_norm: 6.0726 2021-08-17 03:49:29,921 - mmaction - INFO - Epoch [13][40/2640] lr: 1.000e-02, eta: 16:05:45, time: 0.549, data_time: 0.004, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7578, loss_cls: 2.0786, loss: 2.0786, grad_norm: 6.1429 2021-08-17 03:49:40,816 - mmaction - INFO - Epoch [13][60/2640] lr: 1.000e-02, eta: 16:05:31, time: 0.545, data_time: 0.000, memory: 7069, top1_acc: 0.5062, top5_acc: 0.7742, loss_cls: 2.0494, loss: 2.0494, grad_norm: 6.0848 2021-08-17 03:49:51,774 - mmaction - INFO - Epoch [13][80/2640] lr: 1.000e-02, eta: 16:05:18, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7438, loss_cls: 2.2145, loss: 2.2145, grad_norm: 6.1562 2021-08-17 03:50:02,733 - mmaction - INFO - Epoch [13][100/2640] lr: 1.000e-02, eta: 16:05:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7383, loss_cls: 2.1030, loss: 2.1030, grad_norm: 6.1642 2021-08-17 03:50:13,719 - mmaction - INFO - Epoch [13][120/2640] lr: 1.000e-02, eta: 16:04:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7531, loss_cls: 2.1152, loss: 2.1152, grad_norm: 6.1653 2021-08-17 03:50:24,681 - mmaction - INFO - Epoch [13][140/2640] lr: 1.000e-02, eta: 16:04:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7594, loss_cls: 2.0830, loss: 2.0830, grad_norm: 6.1276 2021-08-17 03:50:35,657 - mmaction - INFO - Epoch [13][160/2640] lr: 1.000e-02, eta: 16:04:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7406, loss_cls: 2.1938, loss: 2.1938, grad_norm: 6.3571 2021-08-17 03:50:46,611 - mmaction - INFO - Epoch [13][180/2640] lr: 1.000e-02, eta: 16:04:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7445, loss_cls: 2.0607, loss: 2.0607, grad_norm: 6.1512 2021-08-17 03:50:57,558 - mmaction - INFO - Epoch [13][200/2640] lr: 1.000e-02, eta: 16:03:57, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7367, loss_cls: 2.1830, loss: 2.1830, grad_norm: 6.2854 2021-08-17 03:51:08,517 - mmaction - INFO - Epoch [13][220/2640] lr: 1.000e-02, eta: 16:03:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7672, loss_cls: 2.0502, loss: 2.0502, grad_norm: 5.9343 2021-08-17 03:51:19,502 - mmaction - INFO - Epoch [13][240/2640] lr: 1.000e-02, eta: 16:03:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7625, loss_cls: 2.1468, loss: 2.1468, grad_norm: 6.1601 2021-08-17 03:51:30,468 - mmaction - INFO - Epoch [13][260/2640] lr: 1.000e-02, eta: 16:03:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7398, loss_cls: 2.1958, loss: 2.1958, grad_norm: 6.0117 2021-08-17 03:51:41,442 - mmaction - INFO - Epoch [13][280/2640] lr: 1.000e-02, eta: 16:03:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7508, loss_cls: 2.1145, loss: 2.1145, grad_norm: 5.9408 2021-08-17 03:51:52,403 - mmaction - INFO - Epoch [13][300/2640] lr: 1.000e-02, eta: 16:02:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7227, loss_cls: 2.2086, loss: 2.2086, grad_norm: 6.0867 2021-08-17 03:52:03,370 - mmaction - INFO - Epoch [13][320/2640] lr: 1.000e-02, eta: 16:02:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7383, loss_cls: 2.1487, loss: 2.1487, grad_norm: 6.1747 2021-08-17 03:52:14,326 - mmaction - INFO - Epoch [13][340/2640] lr: 1.000e-02, eta: 16:02:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7344, loss_cls: 2.1099, loss: 2.1099, grad_norm: 5.9997 2021-08-17 03:52:25,322 - mmaction - INFO - Epoch [13][360/2640] lr: 1.000e-02, eta: 16:02:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7688, loss_cls: 2.0833, loss: 2.0833, grad_norm: 6.2577 2021-08-17 03:52:36,295 - mmaction - INFO - Epoch [13][380/2640] lr: 1.000e-02, eta: 16:01:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7367, loss_cls: 2.0938, loss: 2.0938, grad_norm: 6.0342 2021-08-17 03:52:47,265 - mmaction - INFO - Epoch [13][400/2640] lr: 1.000e-02, eta: 16:01:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7406, loss_cls: 2.1390, loss: 2.1390, grad_norm: 6.1050 2021-08-17 03:52:58,230 - mmaction - INFO - Epoch [13][420/2640] lr: 1.000e-02, eta: 16:01:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7367, loss_cls: 2.2067, loss: 2.2067, grad_norm: 6.1966 2021-08-17 03:53:09,188 - mmaction - INFO - Epoch [13][440/2640] lr: 1.000e-02, eta: 16:01:17, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7258, loss_cls: 2.1929, loss: 2.1929, grad_norm: 5.9668 2021-08-17 03:53:20,157 - mmaction - INFO - Epoch [13][460/2640] lr: 1.000e-02, eta: 16:01:04, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7453, loss_cls: 2.0952, loss: 2.0952, grad_norm: 5.8588 2021-08-17 03:53:31,124 - mmaction - INFO - Epoch [13][480/2640] lr: 1.000e-02, eta: 16:00:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7461, loss_cls: 2.1666, loss: 2.1666, grad_norm: 6.0603 2021-08-17 03:53:42,082 - mmaction - INFO - Epoch [13][500/2640] lr: 1.000e-02, eta: 16:00:37, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7445, loss_cls: 2.1051, loss: 2.1051, grad_norm: 6.1327 2021-08-17 03:53:53,047 - mmaction - INFO - Epoch [13][520/2640] lr: 1.000e-02, eta: 16:00:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7523, loss_cls: 2.1199, loss: 2.1199, grad_norm: 6.2057 2021-08-17 03:54:03,997 - mmaction - INFO - Epoch [13][540/2640] lr: 1.000e-02, eta: 16:00:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7516, loss_cls: 2.1422, loss: 2.1422, grad_norm: 6.3785 2021-08-17 03:54:14,984 - mmaction - INFO - Epoch [13][560/2640] lr: 1.000e-02, eta: 15:59:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7273, loss_cls: 2.2097, loss: 2.2097, grad_norm: 6.1755 2021-08-17 03:54:25,955 - mmaction - INFO - Epoch [13][580/2640] lr: 1.000e-02, eta: 15:59:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7359, loss_cls: 2.2316, loss: 2.2316, grad_norm: 6.2360 2021-08-17 03:54:36,936 - mmaction - INFO - Epoch [13][600/2640] lr: 1.000e-02, eta: 15:59:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7531, loss_cls: 2.0900, loss: 2.0900, grad_norm: 6.0447 2021-08-17 03:54:47,899 - mmaction - INFO - Epoch [13][620/2640] lr: 1.000e-02, eta: 15:59:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7703, loss_cls: 2.0701, loss: 2.0701, grad_norm: 6.1804 2021-08-17 03:54:58,852 - mmaction - INFO - Epoch [13][640/2640] lr: 1.000e-02, eta: 15:59:03, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7453, loss_cls: 2.0961, loss: 2.0961, grad_norm: 6.2972 2021-08-17 03:55:09,802 - mmaction - INFO - Epoch [13][660/2640] lr: 1.000e-02, eta: 15:58:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7312, loss_cls: 2.2470, loss: 2.2470, grad_norm: 6.1834 2021-08-17 03:55:20,775 - mmaction - INFO - Epoch [13][680/2640] lr: 1.000e-02, eta: 15:58:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7359, loss_cls: 2.1817, loss: 2.1817, grad_norm: 5.8949 2021-08-17 03:55:31,760 - mmaction - INFO - Epoch [13][700/2640] lr: 1.000e-02, eta: 15:58:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7531, loss_cls: 2.0822, loss: 2.0822, grad_norm: 6.1314 2021-08-17 03:55:42,739 - mmaction - INFO - Epoch [13][720/2640] lr: 1.000e-02, eta: 15:58:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7508, loss_cls: 2.1025, loss: 2.1025, grad_norm: 6.1731 2021-08-17 03:55:53,717 - mmaction - INFO - Epoch [13][740/2640] lr: 1.000e-02, eta: 15:57:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7453, loss_cls: 2.1826, loss: 2.1826, grad_norm: 6.0863 2021-08-17 03:56:04,688 - mmaction - INFO - Epoch [13][760/2640] lr: 1.000e-02, eta: 15:57:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7312, loss_cls: 2.1749, loss: 2.1749, grad_norm: 6.0020 2021-08-17 03:56:15,649 - mmaction - INFO - Epoch [13][780/2640] lr: 1.000e-02, eta: 15:57:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7273, loss_cls: 2.2139, loss: 2.2139, grad_norm: 6.1685 2021-08-17 03:56:26,602 - mmaction - INFO - Epoch [13][800/2640] lr: 1.000e-02, eta: 15:57:17, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7547, loss_cls: 2.0568, loss: 2.0568, grad_norm: 5.9638 2021-08-17 03:56:37,558 - mmaction - INFO - Epoch [13][820/2640] lr: 1.000e-02, eta: 15:57:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7484, loss_cls: 2.1249, loss: 2.1249, grad_norm: 5.9799 2021-08-17 03:56:48,563 - mmaction - INFO - Epoch [13][840/2640] lr: 1.000e-02, eta: 15:56:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7555, loss_cls: 2.1182, loss: 2.1182, grad_norm: 5.9530 2021-08-17 03:56:59,542 - mmaction - INFO - Epoch [13][860/2640] lr: 1.000e-02, eta: 15:56:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7188, loss_cls: 2.2297, loss: 2.2297, grad_norm: 6.1582 2021-08-17 03:57:10,524 - mmaction - INFO - Epoch [13][880/2640] lr: 1.000e-02, eta: 15:56:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7398, loss_cls: 2.1336, loss: 2.1336, grad_norm: 6.1935 2021-08-17 03:57:21,499 - mmaction - INFO - Epoch [13][900/2640] lr: 1.000e-02, eta: 15:56:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7398, loss_cls: 2.1592, loss: 2.1592, grad_norm: 6.1322 2021-08-17 03:57:32,476 - mmaction - INFO - Epoch [13][920/2640] lr: 1.000e-02, eta: 15:55:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7766, loss_cls: 2.0183, loss: 2.0183, grad_norm: 5.8266 2021-08-17 03:57:43,444 - mmaction - INFO - Epoch [13][940/2640] lr: 1.000e-02, eta: 15:55:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7414, loss_cls: 2.1055, loss: 2.1055, grad_norm: 6.2262 2021-08-17 03:57:54,447 - mmaction - INFO - Epoch [13][960/2640] lr: 1.000e-02, eta: 15:55:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7227, loss_cls: 2.2104, loss: 2.2104, grad_norm: 6.1597 2021-08-17 03:58:05,434 - mmaction - INFO - Epoch [13][980/2640] lr: 1.000e-02, eta: 15:55:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7633, loss_cls: 2.0552, loss: 2.0552, grad_norm: 6.0326 2021-08-17 03:58:16,409 - mmaction - INFO - Epoch [13][1000/2640] lr: 1.000e-02, eta: 15:55:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7289, loss_cls: 2.1672, loss: 2.1672, grad_norm: 6.1644 2021-08-17 03:58:27,378 - mmaction - INFO - Epoch [13][1020/2640] lr: 1.000e-02, eta: 15:54:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7469, loss_cls: 2.1334, loss: 2.1334, grad_norm: 5.9139 2021-08-17 03:58:38,361 - mmaction - INFO - Epoch [13][1040/2640] lr: 1.000e-02, eta: 15:54:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7547, loss_cls: 2.1192, loss: 2.1192, grad_norm: 6.0529 2021-08-17 03:58:49,341 - mmaction - INFO - Epoch [13][1060/2640] lr: 1.000e-02, eta: 15:54:25, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7375, loss_cls: 2.1100, loss: 2.1100, grad_norm: 6.0245 2021-08-17 03:59:00,321 - mmaction - INFO - Epoch [13][1080/2640] lr: 1.000e-02, eta: 15:54:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7469, loss_cls: 2.1789, loss: 2.1789, grad_norm: 6.2067 2021-08-17 03:59:11,289 - mmaction - INFO - Epoch [13][1100/2640] lr: 1.000e-02, eta: 15:53:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7469, loss_cls: 2.0567, loss: 2.0567, grad_norm: 5.7929 2021-08-17 03:59:22,249 - mmaction - INFO - Epoch [13][1120/2640] lr: 1.000e-02, eta: 15:53:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7492, loss_cls: 2.0968, loss: 2.0968, grad_norm: 6.1063 2021-08-17 03:59:33,199 - mmaction - INFO - Epoch [13][1140/2640] lr: 1.000e-02, eta: 15:53:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4516, top5_acc: 0.7414, loss_cls: 2.1946, loss: 2.1946, grad_norm: 6.3884 2021-08-17 03:59:44,178 - mmaction - INFO - Epoch [13][1160/2640] lr: 1.000e-02, eta: 15:53:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7453, loss_cls: 2.1747, loss: 2.1747, grad_norm: 6.0233 2021-08-17 03:59:55,148 - mmaction - INFO - Epoch [13][1180/2640] lr: 1.000e-02, eta: 15:53:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7344, loss_cls: 2.1648, loss: 2.1648, grad_norm: 6.1521 2021-08-17 04:00:06,114 - mmaction - INFO - Epoch [13][1200/2640] lr: 1.000e-02, eta: 15:52:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7484, loss_cls: 2.1001, loss: 2.1001, grad_norm: 6.0560 2021-08-17 04:00:17,100 - mmaction - INFO - Epoch [13][1220/2640] lr: 1.000e-02, eta: 15:52:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7516, loss_cls: 2.0621, loss: 2.0621, grad_norm: 5.9775 2021-08-17 04:00:28,078 - mmaction - INFO - Epoch [13][1240/2640] lr: 1.000e-02, eta: 15:52:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7523, loss_cls: 2.1419, loss: 2.1419, grad_norm: 6.3077 2021-08-17 04:00:39,050 - mmaction - INFO - Epoch [13][1260/2640] lr: 1.000e-02, eta: 15:52:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7328, loss_cls: 2.2054, loss: 2.2054, grad_norm: 6.2385 2021-08-17 04:00:50,030 - mmaction - INFO - Epoch [13][1280/2640] lr: 1.000e-02, eta: 15:51:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7398, loss_cls: 2.1570, loss: 2.1570, grad_norm: 6.0312 2021-08-17 04:01:00,998 - mmaction - INFO - Epoch [13][1300/2640] lr: 1.000e-02, eta: 15:51:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4492, top5_acc: 0.7461, loss_cls: 2.1916, loss: 2.1916, grad_norm: 6.4881 2021-08-17 04:01:11,969 - mmaction - INFO - Epoch [13][1320/2640] lr: 1.000e-02, eta: 15:51:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7375, loss_cls: 2.1179, loss: 2.1179, grad_norm: 6.6884 2021-08-17 04:01:22,952 - mmaction - INFO - Epoch [13][1340/2640] lr: 1.000e-02, eta: 15:51:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7438, loss_cls: 2.1778, loss: 2.1778, grad_norm: 6.3379 2021-08-17 04:01:33,932 - mmaction - INFO - Epoch [13][1360/2640] lr: 1.000e-02, eta: 15:51:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7695, loss_cls: 2.0574, loss: 2.0574, grad_norm: 6.2606 2021-08-17 04:01:44,903 - mmaction - INFO - Epoch [13][1380/2640] lr: 1.000e-02, eta: 15:50:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4500, top5_acc: 0.7273, loss_cls: 2.1946, loss: 2.1946, grad_norm: 6.2167 2021-08-17 04:01:55,861 - mmaction - INFO - Epoch [13][1400/2640] lr: 1.000e-02, eta: 15:50:40, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4461, top5_acc: 0.7367, loss_cls: 2.2442, loss: 2.2442, grad_norm: 6.4141 2021-08-17 04:02:06,840 - mmaction - INFO - Epoch [13][1420/2640] lr: 1.000e-02, eta: 15:50:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7531, loss_cls: 2.0871, loss: 2.0871, grad_norm: 6.0317 2021-08-17 04:02:17,829 - mmaction - INFO - Epoch [13][1440/2640] lr: 1.000e-02, eta: 15:50:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7516, loss_cls: 2.1512, loss: 2.1512, grad_norm: 6.1887 2021-08-17 04:02:28,814 - mmaction - INFO - Epoch [13][1460/2640] lr: 1.000e-02, eta: 15:50:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7352, loss_cls: 2.2159, loss: 2.2159, grad_norm: 6.2000 2021-08-17 04:02:39,783 - mmaction - INFO - Epoch [13][1480/2640] lr: 1.000e-02, eta: 15:49:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7422, loss_cls: 2.1788, loss: 2.1788, grad_norm: 6.2421 2021-08-17 04:02:50,753 - mmaction - INFO - Epoch [13][1500/2640] lr: 1.000e-02, eta: 15:49:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7500, loss_cls: 2.0719, loss: 2.0719, grad_norm: 5.8271 2021-08-17 04:03:01,730 - mmaction - INFO - Epoch [13][1520/2640] lr: 1.000e-02, eta: 15:49:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7195, loss_cls: 2.2414, loss: 2.2414, grad_norm: 6.4029 2021-08-17 04:03:12,701 - mmaction - INFO - Epoch [13][1540/2640] lr: 1.000e-02, eta: 15:49:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7180, loss_cls: 2.3114, loss: 2.3114, grad_norm: 6.3563 2021-08-17 04:03:23,687 - mmaction - INFO - Epoch [13][1560/2640] lr: 1.000e-02, eta: 15:48:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7625, loss_cls: 2.0969, loss: 2.0969, grad_norm: 6.0206 2021-08-17 04:03:34,679 - mmaction - INFO - Epoch [13][1580/2640] lr: 1.000e-02, eta: 15:48:41, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7461, loss_cls: 2.1292, loss: 2.1292, grad_norm: 6.0766 2021-08-17 04:03:45,643 - mmaction - INFO - Epoch [13][1600/2640] lr: 1.000e-02, eta: 15:48:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7719, loss_cls: 2.0238, loss: 2.0238, grad_norm: 6.0663 2021-08-17 04:03:56,604 - mmaction - INFO - Epoch [13][1620/2640] lr: 1.000e-02, eta: 15:48:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4453, top5_acc: 0.7242, loss_cls: 2.2250, loss: 2.2250, grad_norm: 6.2250 2021-08-17 04:04:07,599 - mmaction - INFO - Epoch [13][1640/2640] lr: 1.000e-02, eta: 15:48:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7320, loss_cls: 2.2008, loss: 2.2008, grad_norm: 6.1369 2021-08-17 04:04:18,586 - mmaction - INFO - Epoch [13][1660/2640] lr: 1.000e-02, eta: 15:47:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7516, loss_cls: 2.1392, loss: 2.1392, grad_norm: 6.0986 2021-08-17 04:04:29,559 - mmaction - INFO - Epoch [13][1680/2640] lr: 1.000e-02, eta: 15:47:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7531, loss_cls: 2.1249, loss: 2.1249, grad_norm: 5.9364 2021-08-17 04:04:40,520 - mmaction - INFO - Epoch [13][1700/2640] lr: 1.000e-02, eta: 15:47:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7312, loss_cls: 2.1923, loss: 2.1923, grad_norm: 6.0420 2021-08-17 04:04:51,493 - mmaction - INFO - Epoch [13][1720/2640] lr: 1.000e-02, eta: 15:47:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7344, loss_cls: 2.1238, loss: 2.1238, grad_norm: 6.0423 2021-08-17 04:05:02,452 - mmaction - INFO - Epoch [13][1740/2640] lr: 1.000e-02, eta: 15:46:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7289, loss_cls: 2.1920, loss: 2.1920, grad_norm: 6.1392 2021-08-17 04:05:13,424 - mmaction - INFO - Epoch [13][1760/2640] lr: 1.000e-02, eta: 15:46:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7453, loss_cls: 2.0999, loss: 2.0999, grad_norm: 5.7926 2021-08-17 04:05:24,399 - mmaction - INFO - Epoch [13][1780/2640] lr: 1.000e-02, eta: 15:46:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7438, loss_cls: 2.1783, loss: 2.1783, grad_norm: 6.2089 2021-08-17 04:05:35,380 - mmaction - INFO - Epoch [13][1800/2640] lr: 1.000e-02, eta: 15:46:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7516, loss_cls: 2.0936, loss: 2.0936, grad_norm: 6.0436 2021-08-17 04:05:46,368 - mmaction - INFO - Epoch [13][1820/2640] lr: 1.000e-02, eta: 15:46:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7375, loss_cls: 2.1464, loss: 2.1464, grad_norm: 6.3446 2021-08-17 04:05:57,351 - mmaction - INFO - Epoch [13][1840/2640] lr: 1.000e-02, eta: 15:45:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5133, top5_acc: 0.7664, loss_cls: 2.0320, loss: 2.0320, grad_norm: 6.0666 2021-08-17 04:06:08,298 - mmaction - INFO - Epoch [13][1860/2640] lr: 1.000e-02, eta: 15:45:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7367, loss_cls: 2.0542, loss: 2.0542, grad_norm: 5.9650 2021-08-17 04:06:19,281 - mmaction - INFO - Epoch [13][1880/2640] lr: 1.000e-02, eta: 15:45:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7484, loss_cls: 2.1249, loss: 2.1249, grad_norm: 6.0730 2021-08-17 04:06:30,252 - mmaction - INFO - Epoch [13][1900/2640] lr: 1.000e-02, eta: 15:45:11, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7328, loss_cls: 2.1249, loss: 2.1249, grad_norm: 5.9980 2021-08-17 04:06:41,221 - mmaction - INFO - Epoch [13][1920/2640] lr: 1.000e-02, eta: 15:44:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7391, loss_cls: 2.1220, loss: 2.1220, grad_norm: 6.1900 2021-08-17 04:06:52,179 - mmaction - INFO - Epoch [13][1940/2640] lr: 1.000e-02, eta: 15:44:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7320, loss_cls: 2.1490, loss: 2.1490, grad_norm: 6.1713 2021-08-17 04:07:03,167 - mmaction - INFO - Epoch [13][1960/2640] lr: 1.000e-02, eta: 15:44:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7531, loss_cls: 2.1099, loss: 2.1099, grad_norm: 6.3405 2021-08-17 04:07:14,128 - mmaction - INFO - Epoch [13][1980/2640] lr: 1.000e-02, eta: 15:44:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7430, loss_cls: 2.1662, loss: 2.1662, grad_norm: 6.1696 2021-08-17 04:07:25,104 - mmaction - INFO - Epoch [13][2000/2640] lr: 1.000e-02, eta: 15:44:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7445, loss_cls: 2.0931, loss: 2.0931, grad_norm: 6.0804 2021-08-17 04:07:36,100 - mmaction - INFO - Epoch [13][2020/2640] lr: 1.000e-02, eta: 15:43:52, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7484, loss_cls: 2.1568, loss: 2.1568, grad_norm: 6.3238 2021-08-17 04:07:47,068 - mmaction - INFO - Epoch [13][2040/2640] lr: 1.000e-02, eta: 15:43:39, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7281, loss_cls: 2.1966, loss: 2.1966, grad_norm: 6.3332 2021-08-17 04:07:58,038 - mmaction - INFO - Epoch [13][2060/2640] lr: 1.000e-02, eta: 15:43:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7523, loss_cls: 2.1208, loss: 2.1208, grad_norm: 6.1170 2021-08-17 04:08:09,027 - mmaction - INFO - Epoch [13][2080/2640] lr: 1.000e-02, eta: 15:43:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7453, loss_cls: 2.1844, loss: 2.1844, grad_norm: 6.1755 2021-08-17 04:08:19,998 - mmaction - INFO - Epoch [13][2100/2640] lr: 1.000e-02, eta: 15:42:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7383, loss_cls: 2.1842, loss: 2.1842, grad_norm: 6.0288 2021-08-17 04:08:30,972 - mmaction - INFO - Epoch [13][2120/2640] lr: 1.000e-02, eta: 15:42:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7312, loss_cls: 2.1985, loss: 2.1985, grad_norm: 6.1113 2021-08-17 04:08:41,926 - mmaction - INFO - Epoch [13][2140/2640] lr: 1.000e-02, eta: 15:42:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7375, loss_cls: 2.1466, loss: 2.1466, grad_norm: 5.8814 2021-08-17 04:08:52,895 - mmaction - INFO - Epoch [13][2160/2640] lr: 1.000e-02, eta: 15:42:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7453, loss_cls: 2.0974, loss: 2.0974, grad_norm: 6.0936 2021-08-17 04:09:03,848 - mmaction - INFO - Epoch [13][2180/2640] lr: 1.000e-02, eta: 15:42:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7469, loss_cls: 2.1511, loss: 2.1511, grad_norm: 6.2171 2021-08-17 04:09:14,823 - mmaction - INFO - Epoch [13][2200/2640] lr: 1.000e-02, eta: 15:41:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7375, loss_cls: 2.1860, loss: 2.1860, grad_norm: 6.2438 2021-08-17 04:09:25,792 - mmaction - INFO - Epoch [13][2220/2640] lr: 1.000e-02, eta: 15:41:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7383, loss_cls: 2.1571, loss: 2.1571, grad_norm: 6.1450 2021-08-17 04:09:36,763 - mmaction - INFO - Epoch [13][2240/2640] lr: 1.000e-02, eta: 15:41:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7414, loss_cls: 2.1415, loss: 2.1415, grad_norm: 5.8708 2021-08-17 04:09:47,733 - mmaction - INFO - Epoch [13][2260/2640] lr: 1.000e-02, eta: 15:41:14, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7711, loss_cls: 2.0563, loss: 2.0563, grad_norm: 6.2142 2021-08-17 04:09:58,706 - mmaction - INFO - Epoch [13][2280/2640] lr: 1.000e-02, eta: 15:41:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7305, loss_cls: 2.2244, loss: 2.2244, grad_norm: 6.5225 2021-08-17 04:10:09,662 - mmaction - INFO - Epoch [13][2300/2640] lr: 1.000e-02, eta: 15:40:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7414, loss_cls: 2.1661, loss: 2.1661, grad_norm: 6.3616 2021-08-17 04:10:20,621 - mmaction - INFO - Epoch [13][2320/2640] lr: 1.000e-02, eta: 15:40:35, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7445, loss_cls: 2.1179, loss: 2.1179, grad_norm: 6.1580 2021-08-17 04:10:31,591 - mmaction - INFO - Epoch [13][2340/2640] lr: 1.000e-02, eta: 15:40:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4578, top5_acc: 0.7344, loss_cls: 2.2189, loss: 2.2189, grad_norm: 6.2608 2021-08-17 04:10:42,563 - mmaction - INFO - Epoch [13][2360/2640] lr: 1.000e-02, eta: 15:40:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7492, loss_cls: 2.1685, loss: 2.1685, grad_norm: 6.1221 2021-08-17 04:10:53,509 - mmaction - INFO - Epoch [13][2380/2640] lr: 1.000e-02, eta: 15:39:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7516, loss_cls: 2.1722, loss: 2.1722, grad_norm: 6.0987 2021-08-17 04:11:04,487 - mmaction - INFO - Epoch [13][2400/2640] lr: 1.000e-02, eta: 15:39:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7359, loss_cls: 2.1790, loss: 2.1790, grad_norm: 6.0526 2021-08-17 04:11:15,446 - mmaction - INFO - Epoch [13][2420/2640] lr: 1.000e-02, eta: 15:39:29, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7406, loss_cls: 2.1852, loss: 2.1852, grad_norm: 6.1182 2021-08-17 04:11:26,403 - mmaction - INFO - Epoch [13][2440/2640] lr: 1.000e-02, eta: 15:39:16, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7312, loss_cls: 2.1613, loss: 2.1613, grad_norm: 6.2031 2021-08-17 04:11:37,371 - mmaction - INFO - Epoch [13][2460/2640] lr: 1.000e-02, eta: 15:39:03, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4469, top5_acc: 0.7203, loss_cls: 2.2889, loss: 2.2889, grad_norm: 6.2266 2021-08-17 04:11:48,331 - mmaction - INFO - Epoch [13][2480/2640] lr: 1.000e-02, eta: 15:38:50, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7562, loss_cls: 2.1130, loss: 2.1130, grad_norm: 6.0184 2021-08-17 04:11:59,320 - mmaction - INFO - Epoch [13][2500/2640] lr: 1.000e-02, eta: 15:38:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7547, loss_cls: 2.0389, loss: 2.0389, grad_norm: 5.8504 2021-08-17 04:12:10,306 - mmaction - INFO - Epoch [13][2520/2640] lr: 1.000e-02, eta: 15:38:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7562, loss_cls: 2.1506, loss: 2.1506, grad_norm: 6.2288 2021-08-17 04:12:21,246 - mmaction - INFO - Epoch [13][2540/2640] lr: 1.000e-02, eta: 15:38:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7383, loss_cls: 2.2011, loss: 2.2011, grad_norm: 6.1250 2021-08-17 04:12:32,199 - mmaction - INFO - Epoch [13][2560/2640] lr: 1.000e-02, eta: 15:37:58, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7430, loss_cls: 2.1681, loss: 2.1681, grad_norm: 6.1721 2021-08-17 04:12:43,161 - mmaction - INFO - Epoch [13][2580/2640] lr: 1.000e-02, eta: 15:37:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7312, loss_cls: 2.1491, loss: 2.1491, grad_norm: 5.9953 2021-08-17 04:12:54,144 - mmaction - INFO - Epoch [13][2600/2640] lr: 1.000e-02, eta: 15:37:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4367, top5_acc: 0.7484, loss_cls: 2.1823, loss: 2.1823, grad_norm: 6.1329 2021-08-17 04:13:05,140 - mmaction - INFO - Epoch [13][2620/2640] lr: 1.000e-02, eta: 15:37:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7367, loss_cls: 2.1355, loss: 2.1355, grad_norm: 6.1706 2021-08-17 04:13:15,811 - mmaction - INFO - Epoch [13][2640/2640] lr: 1.000e-02, eta: 15:37:05, time: 0.534, data_time: 0.001, memory: 7069, top1_acc: 0.4637, top5_acc: 0.7403, loss_cls: 2.1885, loss: 2.1885, grad_norm: 6.3582 2021-08-17 04:13:17,710 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-08-17 04:14:35,408 - mmaction - INFO - Epoch [14][20/2640] lr: 1.000e-02, eta: 15:39:59, time: 3.841, data_time: 3.288, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7406, loss_cls: 2.0997, loss: 2.0997, grad_norm: 6.1560 2021-08-17 04:14:46,384 - mmaction - INFO - Epoch [14][40/2640] lr: 1.000e-02, eta: 15:39:46, time: 0.548, data_time: 0.003, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7617, loss_cls: 2.0531, loss: 2.0531, grad_norm: 6.0682 2021-08-17 04:14:57,305 - mmaction - INFO - Epoch [14][60/2640] lr: 1.000e-02, eta: 15:39:32, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7484, loss_cls: 2.0628, loss: 2.0628, grad_norm: 5.9711 2021-08-17 04:15:08,201 - mmaction - INFO - Epoch [14][80/2640] lr: 1.000e-02, eta: 15:39:19, time: 0.545, data_time: 0.001, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7602, loss_cls: 2.0706, loss: 2.0706, grad_norm: 6.2247 2021-08-17 04:15:19,161 - mmaction - INFO - Epoch [14][100/2640] lr: 1.000e-02, eta: 15:39:06, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4961, top5_acc: 0.7555, loss_cls: 2.0785, loss: 2.0785, grad_norm: 6.0530 2021-08-17 04:15:30,128 - mmaction - INFO - Epoch [14][120/2640] lr: 1.000e-02, eta: 15:38:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7352, loss_cls: 2.1247, loss: 2.1247, grad_norm: 6.1742 2021-08-17 04:15:41,025 - mmaction - INFO - Epoch [14][140/2640] lr: 1.000e-02, eta: 15:38:39, time: 0.545, data_time: 0.000, memory: 7069, top1_acc: 0.5164, top5_acc: 0.7625, loss_cls: 2.0076, loss: 2.0076, grad_norm: 6.2903 2021-08-17 04:15:51,987 - mmaction - INFO - Epoch [14][160/2640] lr: 1.000e-02, eta: 15:38:26, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7609, loss_cls: 2.0765, loss: 2.0765, grad_norm: 6.2885 2021-08-17 04:16:02,955 - mmaction - INFO - Epoch [14][180/2640] lr: 1.000e-02, eta: 15:38:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7406, loss_cls: 2.1212, loss: 2.1212, grad_norm: 6.2432 2021-08-17 04:16:13,929 - mmaction - INFO - Epoch [14][200/2640] lr: 1.000e-02, eta: 15:38:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7477, loss_cls: 2.0698, loss: 2.0698, grad_norm: 6.2940 2021-08-17 04:16:24,904 - mmaction - INFO - Epoch [14][220/2640] lr: 1.000e-02, eta: 15:37:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7273, loss_cls: 2.2040, loss: 2.2040, grad_norm: 6.1993 2021-08-17 04:16:35,886 - mmaction - INFO - Epoch [14][240/2640] lr: 1.000e-02, eta: 15:37:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7438, loss_cls: 2.0343, loss: 2.0343, grad_norm: 6.1830 2021-08-17 04:16:46,836 - mmaction - INFO - Epoch [14][260/2640] lr: 1.000e-02, eta: 15:37:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7633, loss_cls: 2.1140, loss: 2.1140, grad_norm: 6.3303 2021-08-17 04:16:57,812 - mmaction - INFO - Epoch [14][280/2640] lr: 1.000e-02, eta: 15:37:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7594, loss_cls: 2.1064, loss: 2.1064, grad_norm: 6.2628 2021-08-17 04:17:08,764 - mmaction - INFO - Epoch [14][300/2640] lr: 1.000e-02, eta: 15:36:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7477, loss_cls: 2.1396, loss: 2.1396, grad_norm: 6.3045 2021-08-17 04:17:19,723 - mmaction - INFO - Epoch [14][320/2640] lr: 1.000e-02, eta: 15:36:41, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7586, loss_cls: 2.0533, loss: 2.0533, grad_norm: 5.9937 2021-08-17 04:17:30,685 - mmaction - INFO - Epoch [14][340/2640] lr: 1.000e-02, eta: 15:36:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7594, loss_cls: 2.1028, loss: 2.1028, grad_norm: 6.1519 2021-08-17 04:17:41,657 - mmaction - INFO - Epoch [14][360/2640] lr: 1.000e-02, eta: 15:36:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7383, loss_cls: 2.1590, loss: 2.1590, grad_norm: 5.9764 2021-08-17 04:17:52,596 - mmaction - INFO - Epoch [14][380/2640] lr: 1.000e-02, eta: 15:36:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4430, top5_acc: 0.7469, loss_cls: 2.1605, loss: 2.1605, grad_norm: 6.0495 2021-08-17 04:18:03,548 - mmaction - INFO - Epoch [14][400/2640] lr: 1.000e-02, eta: 15:35:48, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7492, loss_cls: 2.1367, loss: 2.1367, grad_norm: 5.9749 2021-08-17 04:18:14,502 - mmaction - INFO - Epoch [14][420/2640] lr: 1.000e-02, eta: 15:35:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7531, loss_cls: 2.0897, loss: 2.0897, grad_norm: 6.1071 2021-08-17 04:18:25,486 - mmaction - INFO - Epoch [14][440/2640] lr: 1.000e-02, eta: 15:35:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7539, loss_cls: 2.1134, loss: 2.1134, grad_norm: 6.1089 2021-08-17 04:18:36,465 - mmaction - INFO - Epoch [14][460/2640] lr: 1.000e-02, eta: 15:35:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7367, loss_cls: 2.1847, loss: 2.1847, grad_norm: 6.1356 2021-08-17 04:18:47,431 - mmaction - INFO - Epoch [14][480/2640] lr: 1.000e-02, eta: 15:34:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7391, loss_cls: 2.1399, loss: 2.1399, grad_norm: 6.1155 2021-08-17 04:18:58,384 - mmaction - INFO - Epoch [14][500/2640] lr: 1.000e-02, eta: 15:34:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7445, loss_cls: 2.1463, loss: 2.1463, grad_norm: 5.9868 2021-08-17 04:19:09,349 - mmaction - INFO - Epoch [14][520/2640] lr: 1.000e-02, eta: 15:34:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7570, loss_cls: 2.1090, loss: 2.1090, grad_norm: 6.1181 2021-08-17 04:19:20,298 - mmaction - INFO - Epoch [14][540/2640] lr: 1.000e-02, eta: 15:34:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7641, loss_cls: 2.0119, loss: 2.0119, grad_norm: 5.8440 2021-08-17 04:19:31,277 - mmaction - INFO - Epoch [14][560/2640] lr: 1.000e-02, eta: 15:34:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7312, loss_cls: 2.1635, loss: 2.1635, grad_norm: 6.0455 2021-08-17 04:19:42,253 - mmaction - INFO - Epoch [14][580/2640] lr: 1.000e-02, eta: 15:33:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7297, loss_cls: 2.1371, loss: 2.1371, grad_norm: 6.1097 2021-08-17 04:19:53,228 - mmaction - INFO - Epoch [14][600/2640] lr: 1.000e-02, eta: 15:33:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7406, loss_cls: 2.1559, loss: 2.1559, grad_norm: 5.9096 2021-08-17 04:20:04,185 - mmaction - INFO - Epoch [14][620/2640] lr: 1.000e-02, eta: 15:33:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7398, loss_cls: 2.1137, loss: 2.1137, grad_norm: 5.8836 2021-08-17 04:20:15,168 - mmaction - INFO - Epoch [14][640/2640] lr: 1.000e-02, eta: 15:33:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7695, loss_cls: 2.0057, loss: 2.0057, grad_norm: 5.7964 2021-08-17 04:20:26,166 - mmaction - INFO - Epoch [14][660/2640] lr: 1.000e-02, eta: 15:32:57, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7547, loss_cls: 2.1786, loss: 2.1786, grad_norm: 6.2486 2021-08-17 04:20:37,146 - mmaction - INFO - Epoch [14][680/2640] lr: 1.000e-02, eta: 15:32:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7352, loss_cls: 2.1640, loss: 2.1640, grad_norm: 6.1102 2021-08-17 04:20:48,108 - mmaction - INFO - Epoch [14][700/2640] lr: 1.000e-02, eta: 15:32:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5117, top5_acc: 0.7586, loss_cls: 2.0360, loss: 2.0360, grad_norm: 5.9906 2021-08-17 04:20:59,097 - mmaction - INFO - Epoch [14][720/2640] lr: 1.000e-02, eta: 15:32:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7477, loss_cls: 2.0808, loss: 2.0808, grad_norm: 6.2122 2021-08-17 04:21:10,065 - mmaction - INFO - Epoch [14][740/2640] lr: 1.000e-02, eta: 15:32:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7516, loss_cls: 2.1278, loss: 2.1278, grad_norm: 6.1964 2021-08-17 04:21:21,036 - mmaction - INFO - Epoch [14][760/2640] lr: 1.000e-02, eta: 15:31:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7477, loss_cls: 2.1555, loss: 2.1555, grad_norm: 6.1114 2021-08-17 04:21:32,019 - mmaction - INFO - Epoch [14][780/2640] lr: 1.000e-02, eta: 15:31:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7461, loss_cls: 2.1618, loss: 2.1618, grad_norm: 6.3485 2021-08-17 04:21:42,998 - mmaction - INFO - Epoch [14][800/2640] lr: 1.000e-02, eta: 15:31:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7461, loss_cls: 2.1667, loss: 2.1667, grad_norm: 6.3859 2021-08-17 04:21:53,977 - mmaction - INFO - Epoch [14][820/2640] lr: 1.000e-02, eta: 15:31:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7578, loss_cls: 2.0807, loss: 2.0807, grad_norm: 6.3828 2021-08-17 04:22:04,957 - mmaction - INFO - Epoch [14][840/2640] lr: 1.000e-02, eta: 15:30:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7352, loss_cls: 2.1467, loss: 2.1467, grad_norm: 6.2550 2021-08-17 04:22:15,922 - mmaction - INFO - Epoch [14][860/2640] lr: 1.000e-02, eta: 15:30:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5188, top5_acc: 0.7578, loss_cls: 2.0540, loss: 2.0540, grad_norm: 6.0417 2021-08-17 04:22:26,901 - mmaction - INFO - Epoch [14][880/2640] lr: 1.000e-02, eta: 15:30:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7344, loss_cls: 2.2127, loss: 2.2127, grad_norm: 6.2072 2021-08-17 04:22:37,864 - mmaction - INFO - Epoch [14][900/2640] lr: 1.000e-02, eta: 15:30:20, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7625, loss_cls: 2.1302, loss: 2.1302, grad_norm: 6.2459 2021-08-17 04:22:48,845 - mmaction - INFO - Epoch [14][920/2640] lr: 1.000e-02, eta: 15:30:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7625, loss_cls: 2.1160, loss: 2.1160, grad_norm: 6.2590 2021-08-17 04:22:59,817 - mmaction - INFO - Epoch [14][940/2640] lr: 1.000e-02, eta: 15:29:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7492, loss_cls: 2.1007, loss: 2.1007, grad_norm: 6.2640 2021-08-17 04:23:10,801 - mmaction - INFO - Epoch [14][960/2640] lr: 1.000e-02, eta: 15:29:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7508, loss_cls: 2.1385, loss: 2.1385, grad_norm: 6.2387 2021-08-17 04:23:21,764 - mmaction - INFO - Epoch [14][980/2640] lr: 1.000e-02, eta: 15:29:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7578, loss_cls: 2.0523, loss: 2.0523, grad_norm: 6.0380 2021-08-17 04:23:32,732 - mmaction - INFO - Epoch [14][1000/2640] lr: 1.000e-02, eta: 15:29:15, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7578, loss_cls: 2.0724, loss: 2.0724, grad_norm: 6.0782 2021-08-17 04:23:43,696 - mmaction - INFO - Epoch [14][1020/2640] lr: 1.000e-02, eta: 15:29:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7484, loss_cls: 2.0897, loss: 2.0897, grad_norm: 6.1701 2021-08-17 04:23:54,678 - mmaction - INFO - Epoch [14][1040/2640] lr: 1.000e-02, eta: 15:28:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7391, loss_cls: 2.1580, loss: 2.1580, grad_norm: 5.8985 2021-08-17 04:24:05,643 - mmaction - INFO - Epoch [14][1060/2640] lr: 1.000e-02, eta: 15:28:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5172, top5_acc: 0.7617, loss_cls: 2.0214, loss: 2.0214, grad_norm: 5.8783 2021-08-17 04:24:16,610 - mmaction - INFO - Epoch [14][1080/2640] lr: 1.000e-02, eta: 15:28:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7422, loss_cls: 2.1762, loss: 2.1762, grad_norm: 6.1941 2021-08-17 04:24:27,569 - mmaction - INFO - Epoch [14][1100/2640] lr: 1.000e-02, eta: 15:28:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7516, loss_cls: 2.1676, loss: 2.1676, grad_norm: 6.2790 2021-08-17 04:24:38,547 - mmaction - INFO - Epoch [14][1120/2640] lr: 1.000e-02, eta: 15:27:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7570, loss_cls: 2.0605, loss: 2.0605, grad_norm: 5.9267 2021-08-17 04:24:49,500 - mmaction - INFO - Epoch [14][1140/2640] lr: 1.000e-02, eta: 15:27:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7352, loss_cls: 2.1620, loss: 2.1620, grad_norm: 6.2446 2021-08-17 04:25:00,473 - mmaction - INFO - Epoch [14][1160/2640] lr: 1.000e-02, eta: 15:27:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7609, loss_cls: 2.0511, loss: 2.0511, grad_norm: 6.0846 2021-08-17 04:25:11,438 - mmaction - INFO - Epoch [14][1180/2640] lr: 1.000e-02, eta: 15:27:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7273, loss_cls: 2.1578, loss: 2.1578, grad_norm: 5.9010 2021-08-17 04:25:22,405 - mmaction - INFO - Epoch [14][1200/2640] lr: 1.000e-02, eta: 15:27:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7664, loss_cls: 2.0317, loss: 2.0317, grad_norm: 5.9015 2021-08-17 04:25:33,370 - mmaction - INFO - Epoch [14][1220/2640] lr: 1.000e-02, eta: 15:26:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7570, loss_cls: 2.1335, loss: 2.1335, grad_norm: 5.8974 2021-08-17 04:25:44,355 - mmaction - INFO - Epoch [14][1240/2640] lr: 1.000e-02, eta: 15:26:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7680, loss_cls: 2.0268, loss: 2.0268, grad_norm: 5.9195 2021-08-17 04:25:55,339 - mmaction - INFO - Epoch [14][1260/2640] lr: 1.000e-02, eta: 15:26:25, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7297, loss_cls: 2.1786, loss: 2.1786, grad_norm: 6.3060 2021-08-17 04:26:06,310 - mmaction - INFO - Epoch [14][1280/2640] lr: 1.000e-02, eta: 15:26:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4648, top5_acc: 0.7469, loss_cls: 2.1592, loss: 2.1592, grad_norm: 5.9858 2021-08-17 04:26:17,259 - mmaction - INFO - Epoch [14][1300/2640] lr: 1.000e-02, eta: 15:25:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7539, loss_cls: 2.1088, loss: 2.1088, grad_norm: 6.4228 2021-08-17 04:26:28,246 - mmaction - INFO - Epoch [14][1320/2640] lr: 1.000e-02, eta: 15:25:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7344, loss_cls: 2.2215, loss: 2.2215, grad_norm: 6.2663 2021-08-17 04:26:39,198 - mmaction - INFO - Epoch [14][1340/2640] lr: 1.000e-02, eta: 15:25:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7617, loss_cls: 2.0761, loss: 2.0761, grad_norm: 5.9683 2021-08-17 04:26:50,179 - mmaction - INFO - Epoch [14][1360/2640] lr: 1.000e-02, eta: 15:25:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7367, loss_cls: 2.1566, loss: 2.1566, grad_norm: 6.1891 2021-08-17 04:27:01,172 - mmaction - INFO - Epoch [14][1380/2640] lr: 1.000e-02, eta: 15:25:07, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7383, loss_cls: 2.1626, loss: 2.1626, grad_norm: 6.1246 2021-08-17 04:27:12,138 - mmaction - INFO - Epoch [14][1400/2640] lr: 1.000e-02, eta: 15:24:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7562, loss_cls: 2.1187, loss: 2.1187, grad_norm: 6.1924 2021-08-17 04:27:23,090 - mmaction - INFO - Epoch [14][1420/2640] lr: 1.000e-02, eta: 15:24:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7375, loss_cls: 2.1626, loss: 2.1626, grad_norm: 6.0058 2021-08-17 04:27:34,063 - mmaction - INFO - Epoch [14][1440/2640] lr: 1.000e-02, eta: 15:24:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4562, top5_acc: 0.7305, loss_cls: 2.1758, loss: 2.1758, grad_norm: 6.0769 2021-08-17 04:27:45,001 - mmaction - INFO - Epoch [14][1460/2640] lr: 1.000e-02, eta: 15:24:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7320, loss_cls: 2.1914, loss: 2.1914, grad_norm: 6.1470 2021-08-17 04:27:55,984 - mmaction - INFO - Epoch [14][1480/2640] lr: 1.000e-02, eta: 15:24:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7750, loss_cls: 2.0865, loss: 2.0865, grad_norm: 6.1919 2021-08-17 04:28:06,953 - mmaction - INFO - Epoch [14][1500/2640] lr: 1.000e-02, eta: 15:23:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7492, loss_cls: 2.1693, loss: 2.1693, grad_norm: 6.1737 2021-08-17 04:28:17,931 - mmaction - INFO - Epoch [14][1520/2640] lr: 1.000e-02, eta: 15:23:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.0832, loss: 2.0832, grad_norm: 6.1634 2021-08-17 04:28:28,914 - mmaction - INFO - Epoch [14][1540/2640] lr: 1.000e-02, eta: 15:23:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7453, loss_cls: 2.1175, loss: 2.1175, grad_norm: 6.2140 2021-08-17 04:28:39,878 - mmaction - INFO - Epoch [14][1560/2640] lr: 1.000e-02, eta: 15:23:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7430, loss_cls: 2.1820, loss: 2.1820, grad_norm: 6.3228 2021-08-17 04:28:50,841 - mmaction - INFO - Epoch [14][1580/2640] lr: 1.000e-02, eta: 15:22:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7523, loss_cls: 2.1017, loss: 2.1017, grad_norm: 5.8879 2021-08-17 04:29:01,813 - mmaction - INFO - Epoch [14][1600/2640] lr: 1.000e-02, eta: 15:22:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7312, loss_cls: 2.1856, loss: 2.1856, grad_norm: 5.9932 2021-08-17 04:29:12,764 - mmaction - INFO - Epoch [14][1620/2640] lr: 1.000e-02, eta: 15:22:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7680, loss_cls: 2.0291, loss: 2.0291, grad_norm: 6.0578 2021-08-17 04:29:23,740 - mmaction - INFO - Epoch [14][1640/2640] lr: 1.000e-02, eta: 15:22:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7555, loss_cls: 2.1246, loss: 2.1246, grad_norm: 6.2587 2021-08-17 04:29:34,713 - mmaction - INFO - Epoch [14][1660/2640] lr: 1.000e-02, eta: 15:22:04, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7516, loss_cls: 2.0842, loss: 2.0842, grad_norm: 6.0759 2021-08-17 04:29:45,698 - mmaction - INFO - Epoch [14][1680/2640] lr: 1.000e-02, eta: 15:21:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4555, top5_acc: 0.7391, loss_cls: 2.1975, loss: 2.1975, grad_norm: 6.2012 2021-08-17 04:29:56,671 - mmaction - INFO - Epoch [14][1700/2640] lr: 1.000e-02, eta: 15:21:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7641, loss_cls: 2.0699, loss: 2.0699, grad_norm: 5.9782 2021-08-17 04:30:07,642 - mmaction - INFO - Epoch [14][1720/2640] lr: 1.000e-02, eta: 15:21:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7469, loss_cls: 2.1102, loss: 2.1102, grad_norm: 6.1156 2021-08-17 04:30:18,626 - mmaction - INFO - Epoch [14][1740/2640] lr: 1.000e-02, eta: 15:21:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7453, loss_cls: 2.1684, loss: 2.1684, grad_norm: 6.3122 2021-08-17 04:30:29,596 - mmaction - INFO - Epoch [14][1760/2640] lr: 1.000e-02, eta: 15:20:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4484, top5_acc: 0.7336, loss_cls: 2.2251, loss: 2.2251, grad_norm: 6.2511 2021-08-17 04:30:40,561 - mmaction - INFO - Epoch [14][1780/2640] lr: 1.000e-02, eta: 15:20:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7289, loss_cls: 2.1370, loss: 2.1370, grad_norm: 5.9563 2021-08-17 04:30:51,531 - mmaction - INFO - Epoch [14][1800/2640] lr: 1.000e-02, eta: 15:20:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7391, loss_cls: 2.1415, loss: 2.1415, grad_norm: 6.2678 2021-08-17 04:31:02,486 - mmaction - INFO - Epoch [14][1820/2640] lr: 1.000e-02, eta: 15:20:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7297, loss_cls: 2.1608, loss: 2.1608, grad_norm: 6.1135 2021-08-17 04:31:13,467 - mmaction - INFO - Epoch [14][1840/2640] lr: 1.000e-02, eta: 15:20:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7586, loss_cls: 2.1095, loss: 2.1095, grad_norm: 6.2141 2021-08-17 04:31:24,433 - mmaction - INFO - Epoch [14][1860/2640] lr: 1.000e-02, eta: 15:19:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7445, loss_cls: 2.1287, loss: 2.1287, grad_norm: 6.1363 2021-08-17 04:31:35,402 - mmaction - INFO - Epoch [14][1880/2640] lr: 1.000e-02, eta: 15:19:41, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7297, loss_cls: 2.2198, loss: 2.2198, grad_norm: 6.2172 2021-08-17 04:31:46,378 - mmaction - INFO - Epoch [14][1900/2640] lr: 1.000e-02, eta: 15:19:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7484, loss_cls: 2.1242, loss: 2.1242, grad_norm: 6.2100 2021-08-17 04:31:57,333 - mmaction - INFO - Epoch [14][1920/2640] lr: 1.000e-02, eta: 15:19:15, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7234, loss_cls: 2.2137, loss: 2.2137, grad_norm: 6.0161 2021-08-17 04:32:08,277 - mmaction - INFO - Epoch [14][1940/2640] lr: 1.000e-02, eta: 15:19:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7445, loss_cls: 2.1331, loss: 2.1331, grad_norm: 6.0994 2021-08-17 04:32:19,253 - mmaction - INFO - Epoch [14][1960/2640] lr: 1.000e-02, eta: 15:18:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7539, loss_cls: 2.1259, loss: 2.1259, grad_norm: 6.2211 2021-08-17 04:32:30,233 - mmaction - INFO - Epoch [14][1980/2640] lr: 1.000e-02, eta: 15:18:37, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7359, loss_cls: 2.1507, loss: 2.1507, grad_norm: 6.3940 2021-08-17 04:32:41,211 - mmaction - INFO - Epoch [14][2000/2640] lr: 1.000e-02, eta: 15:18:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7539, loss_cls: 2.1390, loss: 2.1390, grad_norm: 6.0322 2021-08-17 04:32:52,146 - mmaction - INFO - Epoch [14][2020/2640] lr: 1.000e-02, eta: 15:18:11, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7391, loss_cls: 2.1463, loss: 2.1463, grad_norm: 6.1751 2021-08-17 04:33:03,117 - mmaction - INFO - Epoch [14][2040/2640] lr: 1.000e-02, eta: 15:17:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7305, loss_cls: 2.1430, loss: 2.1430, grad_norm: 6.3991 2021-08-17 04:33:14,093 - mmaction - INFO - Epoch [14][2060/2640] lr: 1.000e-02, eta: 15:17:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7453, loss_cls: 2.1442, loss: 2.1442, grad_norm: 6.4041 2021-08-17 04:33:25,066 - mmaction - INFO - Epoch [14][2080/2640] lr: 1.000e-02, eta: 15:17:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4594, top5_acc: 0.7281, loss_cls: 2.1921, loss: 2.1921, grad_norm: 6.4213 2021-08-17 04:33:36,046 - mmaction - INFO - Epoch [14][2100/2640] lr: 1.000e-02, eta: 15:17:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7492, loss_cls: 2.1023, loss: 2.1023, grad_norm: 6.1227 2021-08-17 04:33:47,016 - mmaction - INFO - Epoch [14][2120/2640] lr: 1.000e-02, eta: 15:17:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7461, loss_cls: 2.1466, loss: 2.1466, grad_norm: 6.4247 2021-08-17 04:33:57,972 - mmaction - INFO - Epoch [14][2140/2640] lr: 1.000e-02, eta: 15:16:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7492, loss_cls: 2.1128, loss: 2.1128, grad_norm: 6.2665 2021-08-17 04:34:08,921 - mmaction - INFO - Epoch [14][2160/2640] lr: 1.000e-02, eta: 15:16:40, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7367, loss_cls: 2.2050, loss: 2.2050, grad_norm: 6.1301 2021-08-17 04:34:19,891 - mmaction - INFO - Epoch [14][2180/2640] lr: 1.000e-02, eta: 15:16:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7688, loss_cls: 2.0376, loss: 2.0376, grad_norm: 6.2712 2021-08-17 04:34:30,872 - mmaction - INFO - Epoch [14][2200/2640] lr: 1.000e-02, eta: 15:16:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7281, loss_cls: 2.2306, loss: 2.2306, grad_norm: 6.4039 2021-08-17 04:34:41,861 - mmaction - INFO - Epoch [14][2220/2640] lr: 1.000e-02, eta: 15:16:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7398, loss_cls: 2.1405, loss: 2.1405, grad_norm: 6.2244 2021-08-17 04:34:52,829 - mmaction - INFO - Epoch [14][2240/2640] lr: 1.000e-02, eta: 15:15:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7391, loss_cls: 2.1369, loss: 2.1369, grad_norm: 6.1052 2021-08-17 04:35:03,821 - mmaction - INFO - Epoch [14][2260/2640] lr: 1.000e-02, eta: 15:15:35, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7484, loss_cls: 2.1392, loss: 2.1392, grad_norm: 6.5593 2021-08-17 04:35:14,790 - mmaction - INFO - Epoch [14][2280/2640] lr: 1.000e-02, eta: 15:15:22, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7461, loss_cls: 2.1392, loss: 2.1392, grad_norm: 6.2387 2021-08-17 04:35:25,772 - mmaction - INFO - Epoch [14][2300/2640] lr: 1.000e-02, eta: 15:15:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7445, loss_cls: 2.0955, loss: 2.0955, grad_norm: 6.1016 2021-08-17 04:35:36,732 - mmaction - INFO - Epoch [14][2320/2640] lr: 1.000e-02, eta: 15:14:56, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7367, loss_cls: 2.1190, loss: 2.1190, grad_norm: 6.2065 2021-08-17 04:35:47,688 - mmaction - INFO - Epoch [14][2340/2640] lr: 1.000e-02, eta: 15:14:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7625, loss_cls: 2.1365, loss: 2.1365, grad_norm: 6.2688 2021-08-17 04:35:58,675 - mmaction - INFO - Epoch [14][2360/2640] lr: 1.000e-02, eta: 15:14:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7422, loss_cls: 2.1166, loss: 2.1166, grad_norm: 6.5939 2021-08-17 04:36:09,626 - mmaction - INFO - Epoch [14][2380/2640] lr: 1.000e-02, eta: 15:14:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4570, top5_acc: 0.7406, loss_cls: 2.2079, loss: 2.2079, grad_norm: 6.3667 2021-08-17 04:36:20,582 - mmaction - INFO - Epoch [14][2400/2640] lr: 1.000e-02, eta: 15:14:05, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7539, loss_cls: 2.1286, loss: 2.1286, grad_norm: 6.1011 2021-08-17 04:36:31,540 - mmaction - INFO - Epoch [14][2420/2640] lr: 1.000e-02, eta: 15:13:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7336, loss_cls: 2.2034, loss: 2.2034, grad_norm: 6.1403 2021-08-17 04:36:42,501 - mmaction - INFO - Epoch [14][2440/2640] lr: 1.000e-02, eta: 15:13:39, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7344, loss_cls: 2.1325, loss: 2.1325, grad_norm: 6.0151 2021-08-17 04:36:53,476 - mmaction - INFO - Epoch [14][2460/2640] lr: 1.000e-02, eta: 15:13:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7500, loss_cls: 2.0886, loss: 2.0886, grad_norm: 6.0112 2021-08-17 04:37:04,442 - mmaction - INFO - Epoch [14][2480/2640] lr: 1.000e-02, eta: 15:13:13, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7258, loss_cls: 2.2371, loss: 2.2371, grad_norm: 6.1928 2021-08-17 04:37:15,389 - mmaction - INFO - Epoch [14][2500/2640] lr: 1.000e-02, eta: 15:13:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7477, loss_cls: 2.1944, loss: 2.1944, grad_norm: 6.2015 2021-08-17 04:37:26,355 - mmaction - INFO - Epoch [14][2520/2640] lr: 1.000e-02, eta: 15:12:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7430, loss_cls: 2.1358, loss: 2.1358, grad_norm: 6.1541 2021-08-17 04:37:37,329 - mmaction - INFO - Epoch [14][2540/2640] lr: 1.000e-02, eta: 15:12:34, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7414, loss_cls: 2.1299, loss: 2.1299, grad_norm: 6.1862 2021-08-17 04:37:48,304 - mmaction - INFO - Epoch [14][2560/2640] lr: 1.000e-02, eta: 15:12:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7531, loss_cls: 2.1447, loss: 2.1447, grad_norm: 6.0901 2021-08-17 04:37:59,263 - mmaction - INFO - Epoch [14][2580/2640] lr: 1.000e-02, eta: 15:12:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7469, loss_cls: 2.1039, loss: 2.1039, grad_norm: 6.0217 2021-08-17 04:38:10,246 - mmaction - INFO - Epoch [14][2600/2640] lr: 1.000e-02, eta: 15:11:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7359, loss_cls: 2.2547, loss: 2.2547, grad_norm: 6.5331 2021-08-17 04:38:21,224 - mmaction - INFO - Epoch [14][2620/2640] lr: 1.000e-02, eta: 15:11:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7461, loss_cls: 2.1161, loss: 2.1161, grad_norm: 6.0665 2021-08-17 04:38:31,889 - mmaction - INFO - Epoch [14][2640/2640] lr: 1.000e-02, eta: 15:11:29, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.4702, top5_acc: 0.7476, loss_cls: 2.1734, loss: 2.1734, grad_norm: 6.2582 2021-08-17 04:38:33,854 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-08-17 04:39:53,781 - mmaction - INFO - Epoch [15][20/2640] lr: 1.000e-02, eta: 15:14:12, time: 3.975, data_time: 3.424, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7328, loss_cls: 2.1526, loss: 2.1526, grad_norm: 6.0250 2021-08-17 04:40:04,788 - mmaction - INFO - Epoch [15][40/2640] lr: 1.000e-02, eta: 15:13:59, time: 0.549, data_time: 0.004, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7406, loss_cls: 2.1626, loss: 2.1626, grad_norm: 5.8927 2021-08-17 04:40:15,718 - mmaction - INFO - Epoch [15][60/2640] lr: 1.000e-02, eta: 15:13:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4961, top5_acc: 0.7555, loss_cls: 2.0592, loss: 2.0592, grad_norm: 6.0626 2021-08-17 04:40:26,646 - mmaction - INFO - Epoch [15][80/2640] lr: 1.000e-02, eta: 15:13:33, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7609, loss_cls: 2.0289, loss: 2.0289, grad_norm: 5.9824 2021-08-17 04:40:37,590 - mmaction - INFO - Epoch [15][100/2640] lr: 1.000e-02, eta: 15:13:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5141, top5_acc: 0.7633, loss_cls: 1.9950, loss: 1.9950, grad_norm: 6.0314 2021-08-17 04:40:48,533 - mmaction - INFO - Epoch [15][120/2640] lr: 1.000e-02, eta: 15:13:07, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7695, loss_cls: 2.0379, loss: 2.0379, grad_norm: 6.2218 2021-08-17 04:40:59,503 - mmaction - INFO - Epoch [15][140/2640] lr: 1.000e-02, eta: 15:12:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5102, top5_acc: 0.7688, loss_cls: 2.0099, loss: 2.0099, grad_norm: 6.3198 2021-08-17 04:41:10,463 - mmaction - INFO - Epoch [15][160/2640] lr: 1.000e-02, eta: 15:12:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7609, loss_cls: 2.0929, loss: 2.0929, grad_norm: 6.1941 2021-08-17 04:41:21,403 - mmaction - INFO - Epoch [15][180/2640] lr: 1.000e-02, eta: 15:12:28, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7484, loss_cls: 2.0376, loss: 2.0376, grad_norm: 6.0377 2021-08-17 04:41:32,386 - mmaction - INFO - Epoch [15][200/2640] lr: 1.000e-02, eta: 15:12:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7625, loss_cls: 2.0664, loss: 2.0664, grad_norm: 6.1148 2021-08-17 04:41:43,344 - mmaction - INFO - Epoch [15][220/2640] lr: 1.000e-02, eta: 15:12:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7719, loss_cls: 1.9832, loss: 1.9832, grad_norm: 5.9889 2021-08-17 04:41:54,321 - mmaction - INFO - Epoch [15][240/2640] lr: 1.000e-02, eta: 15:11:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7500, loss_cls: 2.0508, loss: 2.0508, grad_norm: 6.2261 2021-08-17 04:42:05,293 - mmaction - INFO - Epoch [15][260/2640] lr: 1.000e-02, eta: 15:11:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7680, loss_cls: 2.0762, loss: 2.0762, grad_norm: 6.2679 2021-08-17 04:42:16,270 - mmaction - INFO - Epoch [15][280/2640] lr: 1.000e-02, eta: 15:11:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7555, loss_cls: 2.0681, loss: 2.0681, grad_norm: 6.2760 2021-08-17 04:42:27,221 - mmaction - INFO - Epoch [15][300/2640] lr: 1.000e-02, eta: 15:11:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7547, loss_cls: 2.0946, loss: 2.0946, grad_norm: 6.1933 2021-08-17 04:42:38,196 - mmaction - INFO - Epoch [15][320/2640] lr: 1.000e-02, eta: 15:10:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7531, loss_cls: 2.1158, loss: 2.1158, grad_norm: 6.1296 2021-08-17 04:42:49,158 - mmaction - INFO - Epoch [15][340/2640] lr: 1.000e-02, eta: 15:10:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7469, loss_cls: 2.1069, loss: 2.1069, grad_norm: 6.2393 2021-08-17 04:43:00,139 - mmaction - INFO - Epoch [15][360/2640] lr: 1.000e-02, eta: 15:10:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5188, top5_acc: 0.7656, loss_cls: 1.9889, loss: 1.9889, grad_norm: 6.0165 2021-08-17 04:43:11,096 - mmaction - INFO - Epoch [15][380/2640] lr: 1.000e-02, eta: 15:10:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7578, loss_cls: 2.1128, loss: 2.1128, grad_norm: 6.3430 2021-08-17 04:43:22,061 - mmaction - INFO - Epoch [15][400/2640] lr: 1.000e-02, eta: 15:10:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7680, loss_cls: 2.1337, loss: 2.1337, grad_norm: 6.2979 2021-08-17 04:43:33,026 - mmaction - INFO - Epoch [15][420/2640] lr: 1.000e-02, eta: 15:09:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7484, loss_cls: 2.0876, loss: 2.0876, grad_norm: 6.1636 2021-08-17 04:43:43,991 - mmaction - INFO - Epoch [15][440/2640] lr: 1.000e-02, eta: 15:09:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7406, loss_cls: 2.1392, loss: 2.1392, grad_norm: 6.0828 2021-08-17 04:43:54,959 - mmaction - INFO - Epoch [15][460/2640] lr: 1.000e-02, eta: 15:09:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7359, loss_cls: 2.1399, loss: 2.1399, grad_norm: 6.2953 2021-08-17 04:44:05,924 - mmaction - INFO - Epoch [15][480/2640] lr: 1.000e-02, eta: 15:09:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7500, loss_cls: 2.1167, loss: 2.1167, grad_norm: 6.2904 2021-08-17 04:44:16,882 - mmaction - INFO - Epoch [15][500/2640] lr: 1.000e-02, eta: 15:09:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7391, loss_cls: 2.1287, loss: 2.1287, grad_norm: 6.6398 2021-08-17 04:44:27,873 - mmaction - INFO - Epoch [15][520/2640] lr: 1.000e-02, eta: 15:08:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7383, loss_cls: 2.0926, loss: 2.0926, grad_norm: 6.1578 2021-08-17 04:44:38,868 - mmaction - INFO - Epoch [15][540/2640] lr: 1.000e-02, eta: 15:08:34, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7312, loss_cls: 2.1990, loss: 2.1990, grad_norm: 6.2342 2021-08-17 04:44:49,850 - mmaction - INFO - Epoch [15][560/2640] lr: 1.000e-02, eta: 15:08:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7398, loss_cls: 2.1020, loss: 2.1020, grad_norm: 6.1614 2021-08-17 04:45:00,806 - mmaction - INFO - Epoch [15][580/2640] lr: 1.000e-02, eta: 15:08:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7578, loss_cls: 2.0767, loss: 2.0767, grad_norm: 6.1194 2021-08-17 04:45:11,778 - mmaction - INFO - Epoch [15][600/2640] lr: 1.000e-02, eta: 15:07:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7602, loss_cls: 2.0802, loss: 2.0802, grad_norm: 5.9747 2021-08-17 04:45:22,747 - mmaction - INFO - Epoch [15][620/2640] lr: 1.000e-02, eta: 15:07:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7680, loss_cls: 2.0782, loss: 2.0782, grad_norm: 6.1944 2021-08-17 04:45:33,743 - mmaction - INFO - Epoch [15][640/2640] lr: 1.000e-02, eta: 15:07:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7430, loss_cls: 2.1437, loss: 2.1437, grad_norm: 6.1255 2021-08-17 04:45:44,712 - mmaction - INFO - Epoch [15][660/2640] lr: 1.000e-02, eta: 15:07:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7477, loss_cls: 2.0762, loss: 2.0762, grad_norm: 6.1575 2021-08-17 04:45:55,686 - mmaction - INFO - Epoch [15][680/2640] lr: 1.000e-02, eta: 15:07:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4523, top5_acc: 0.7359, loss_cls: 2.1587, loss: 2.1587, grad_norm: 6.1752 2021-08-17 04:46:06,651 - mmaction - INFO - Epoch [15][700/2640] lr: 1.000e-02, eta: 15:06:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7461, loss_cls: 2.1417, loss: 2.1417, grad_norm: 6.3980 2021-08-17 04:46:17,615 - mmaction - INFO - Epoch [15][720/2640] lr: 1.000e-02, eta: 15:06:37, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4602, top5_acc: 0.7492, loss_cls: 2.1812, loss: 2.1812, grad_norm: 6.2756 2021-08-17 04:46:28,600 - mmaction - INFO - Epoch [15][740/2640] lr: 1.000e-02, eta: 15:06:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5047, top5_acc: 0.7672, loss_cls: 2.0661, loss: 2.0661, grad_norm: 6.0146 2021-08-17 04:46:39,564 - mmaction - INFO - Epoch [15][760/2640] lr: 1.000e-02, eta: 15:06:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7484, loss_cls: 2.1455, loss: 2.1455, grad_norm: 6.1376 2021-08-17 04:46:50,509 - mmaction - INFO - Epoch [15][780/2640] lr: 1.000e-02, eta: 15:05:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7367, loss_cls: 2.0951, loss: 2.0951, grad_norm: 5.8757 2021-08-17 04:47:01,465 - mmaction - INFO - Epoch [15][800/2640] lr: 1.000e-02, eta: 15:05:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7516, loss_cls: 2.0319, loss: 2.0319, grad_norm: 6.0473 2021-08-17 04:47:12,419 - mmaction - INFO - Epoch [15][820/2640] lr: 1.000e-02, eta: 15:05:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7547, loss_cls: 2.0645, loss: 2.0645, grad_norm: 6.0311 2021-08-17 04:47:23,415 - mmaction - INFO - Epoch [15][840/2640] lr: 1.000e-02, eta: 15:05:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7570, loss_cls: 2.1335, loss: 2.1335, grad_norm: 6.4999 2021-08-17 04:47:34,395 - mmaction - INFO - Epoch [15][860/2640] lr: 1.000e-02, eta: 15:05:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7383, loss_cls: 2.1505, loss: 2.1505, grad_norm: 6.3799 2021-08-17 04:47:45,385 - mmaction - INFO - Epoch [15][880/2640] lr: 1.000e-02, eta: 15:04:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7430, loss_cls: 2.1606, loss: 2.1606, grad_norm: 6.2169 2021-08-17 04:47:56,366 - mmaction - INFO - Epoch [15][900/2640] lr: 1.000e-02, eta: 15:04:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7414, loss_cls: 2.1468, loss: 2.1468, grad_norm: 6.1915 2021-08-17 04:48:07,342 - mmaction - INFO - Epoch [15][920/2640] lr: 1.000e-02, eta: 15:04:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7523, loss_cls: 2.1078, loss: 2.1078, grad_norm: 6.3156 2021-08-17 04:48:18,303 - mmaction - INFO - Epoch [15][940/2640] lr: 1.000e-02, eta: 15:04:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4437, top5_acc: 0.7438, loss_cls: 2.2599, loss: 2.2599, grad_norm: 6.4671 2021-08-17 04:48:29,273 - mmaction - INFO - Epoch [15][960/2640] lr: 1.000e-02, eta: 15:04:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7414, loss_cls: 2.1332, loss: 2.1332, grad_norm: 6.1467 2021-08-17 04:48:40,252 - mmaction - INFO - Epoch [15][980/2640] lr: 1.000e-02, eta: 15:03:49, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7617, loss_cls: 2.0623, loss: 2.0623, grad_norm: 6.1233 2021-08-17 04:48:51,219 - mmaction - INFO - Epoch [15][1000/2640] lr: 1.000e-02, eta: 15:03:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7516, loss_cls: 2.0849, loss: 2.0849, grad_norm: 6.0594 2021-08-17 04:49:02,170 - mmaction - INFO - Epoch [15][1020/2640] lr: 1.000e-02, eta: 15:03:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7375, loss_cls: 2.1989, loss: 2.1989, grad_norm: 6.1827 2021-08-17 04:49:13,146 - mmaction - INFO - Epoch [15][1040/2640] lr: 1.000e-02, eta: 15:03:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7398, loss_cls: 2.1240, loss: 2.1240, grad_norm: 6.0847 2021-08-17 04:49:24,086 - mmaction - INFO - Epoch [15][1060/2640] lr: 1.000e-02, eta: 15:02:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7609, loss_cls: 2.0790, loss: 2.0790, grad_norm: 6.2370 2021-08-17 04:49:35,035 - mmaction - INFO - Epoch [15][1080/2640] lr: 1.000e-02, eta: 15:02:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7391, loss_cls: 2.1866, loss: 2.1866, grad_norm: 6.2387 2021-08-17 04:49:45,992 - mmaction - INFO - Epoch [15][1100/2640] lr: 1.000e-02, eta: 15:02:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7422, loss_cls: 2.1609, loss: 2.1609, grad_norm: 6.1759 2021-08-17 04:49:56,990 - mmaction - INFO - Epoch [15][1120/2640] lr: 1.000e-02, eta: 15:02:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7672, loss_cls: 2.0305, loss: 2.0305, grad_norm: 5.9139 2021-08-17 04:50:07,959 - mmaction - INFO - Epoch [15][1140/2640] lr: 1.000e-02, eta: 15:02:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7328, loss_cls: 2.1638, loss: 2.1638, grad_norm: 6.0660 2021-08-17 04:50:18,917 - mmaction - INFO - Epoch [15][1160/2640] lr: 1.000e-02, eta: 15:01:53, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7484, loss_cls: 2.0656, loss: 2.0656, grad_norm: 6.0166 2021-08-17 04:50:29,880 - mmaction - INFO - Epoch [15][1180/2640] lr: 1.000e-02, eta: 15:01:40, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7578, loss_cls: 2.0758, loss: 2.0758, grad_norm: 6.0679 2021-08-17 04:50:40,852 - mmaction - INFO - Epoch [15][1200/2640] lr: 1.000e-02, eta: 15:01:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5078, top5_acc: 0.7555, loss_cls: 2.0767, loss: 2.0767, grad_norm: 5.9062 2021-08-17 04:50:51,842 - mmaction - INFO - Epoch [15][1220/2640] lr: 1.000e-02, eta: 15:01:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4508, top5_acc: 0.7109, loss_cls: 2.2741, loss: 2.2741, grad_norm: 6.2579 2021-08-17 04:51:02,828 - mmaction - INFO - Epoch [15][1240/2640] lr: 1.000e-02, eta: 15:01:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7539, loss_cls: 2.1149, loss: 2.1149, grad_norm: 6.4144 2021-08-17 04:51:13,804 - mmaction - INFO - Epoch [15][1260/2640] lr: 1.000e-02, eta: 15:00:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5094, top5_acc: 0.7641, loss_cls: 2.0294, loss: 2.0294, grad_norm: 6.2034 2021-08-17 04:51:24,789 - mmaction - INFO - Epoch [15][1280/2640] lr: 1.000e-02, eta: 15:00:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7453, loss_cls: 2.1274, loss: 2.1274, grad_norm: 6.1609 2021-08-17 04:51:35,757 - mmaction - INFO - Epoch [15][1300/2640] lr: 1.000e-02, eta: 15:00:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7594, loss_cls: 2.0426, loss: 2.0426, grad_norm: 6.0898 2021-08-17 04:51:46,741 - mmaction - INFO - Epoch [15][1320/2640] lr: 1.000e-02, eta: 15:00:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7430, loss_cls: 2.0898, loss: 2.0898, grad_norm: 6.1359 2021-08-17 04:51:57,704 - mmaction - INFO - Epoch [15][1340/2640] lr: 1.000e-02, eta: 14:59:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7328, loss_cls: 2.1789, loss: 2.1789, grad_norm: 6.0406 2021-08-17 04:52:08,689 - mmaction - INFO - Epoch [15][1360/2640] lr: 1.000e-02, eta: 14:59:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7656, loss_cls: 2.0406, loss: 2.0406, grad_norm: 5.7119 2021-08-17 04:52:19,654 - mmaction - INFO - Epoch [15][1380/2640] lr: 1.000e-02, eta: 14:59:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4633, top5_acc: 0.7445, loss_cls: 2.1570, loss: 2.1570, grad_norm: 5.9940 2021-08-17 04:52:30,618 - mmaction - INFO - Epoch [15][1400/2640] lr: 1.000e-02, eta: 14:59:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7477, loss_cls: 2.1206, loss: 2.1206, grad_norm: 6.2441 2021-08-17 04:52:41,582 - mmaction - INFO - Epoch [15][1420/2640] lr: 1.000e-02, eta: 14:59:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7641, loss_cls: 2.0627, loss: 2.0627, grad_norm: 6.0565 2021-08-17 04:52:52,580 - mmaction - INFO - Epoch [15][1440/2640] lr: 1.000e-02, eta: 14:58:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7508, loss_cls: 2.1254, loss: 2.1254, grad_norm: 6.1260 2021-08-17 04:53:03,577 - mmaction - INFO - Epoch [15][1460/2640] lr: 1.000e-02, eta: 14:58:40, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7234, loss_cls: 2.2313, loss: 2.2313, grad_norm: 6.0419 2021-08-17 04:53:14,561 - mmaction - INFO - Epoch [15][1480/2640] lr: 1.000e-02, eta: 14:58:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7570, loss_cls: 2.0624, loss: 2.0624, grad_norm: 5.7932 2021-08-17 04:53:25,536 - mmaction - INFO - Epoch [15][1500/2640] lr: 1.000e-02, eta: 14:58:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7602, loss_cls: 2.1117, loss: 2.1117, grad_norm: 6.3283 2021-08-17 04:53:36,513 - mmaction - INFO - Epoch [15][1520/2640] lr: 1.000e-02, eta: 14:58:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7656, loss_cls: 2.0871, loss: 2.0871, grad_norm: 6.1405 2021-08-17 04:53:47,477 - mmaction - INFO - Epoch [15][1540/2640] lr: 1.000e-02, eta: 14:57:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7445, loss_cls: 2.0959, loss: 2.0959, grad_norm: 6.3025 2021-08-17 04:53:58,459 - mmaction - INFO - Epoch [15][1560/2640] lr: 1.000e-02, eta: 14:57:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7391, loss_cls: 2.1055, loss: 2.1055, grad_norm: 5.9589 2021-08-17 04:54:09,421 - mmaction - INFO - Epoch [15][1580/2640] lr: 1.000e-02, eta: 14:57:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7555, loss_cls: 2.0767, loss: 2.0767, grad_norm: 6.1605 2021-08-17 04:54:20,403 - mmaction - INFO - Epoch [15][1600/2640] lr: 1.000e-02, eta: 14:57:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7539, loss_cls: 2.0645, loss: 2.0645, grad_norm: 6.2386 2021-08-17 04:54:31,361 - mmaction - INFO - Epoch [15][1620/2640] lr: 1.000e-02, eta: 14:56:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5102, top5_acc: 0.7547, loss_cls: 2.0545, loss: 2.0545, grad_norm: 5.9876 2021-08-17 04:54:42,314 - mmaction - INFO - Epoch [15][1640/2640] lr: 1.000e-02, eta: 14:56:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7336, loss_cls: 2.1815, loss: 2.1815, grad_norm: 6.1335 2021-08-17 04:54:53,293 - mmaction - INFO - Epoch [15][1660/2640] lr: 1.000e-02, eta: 14:56:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7695, loss_cls: 2.0901, loss: 2.0901, grad_norm: 6.2679 2021-08-17 04:55:04,273 - mmaction - INFO - Epoch [15][1680/2640] lr: 1.000e-02, eta: 14:56:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7766, loss_cls: 1.9949, loss: 1.9949, grad_norm: 6.0032 2021-08-17 04:55:15,235 - mmaction - INFO - Epoch [15][1700/2640] lr: 1.000e-02, eta: 14:56:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7531, loss_cls: 2.0309, loss: 2.0309, grad_norm: 6.2057 2021-08-17 04:55:26,209 - mmaction - INFO - Epoch [15][1720/2640] lr: 1.000e-02, eta: 14:55:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7438, loss_cls: 2.1326, loss: 2.1326, grad_norm: 6.4024 2021-08-17 04:55:37,202 - mmaction - INFO - Epoch [15][1740/2640] lr: 1.000e-02, eta: 14:55:40, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4961, top5_acc: 0.7492, loss_cls: 2.1230, loss: 2.1230, grad_norm: 6.1716 2021-08-17 04:55:48,184 - mmaction - INFO - Epoch [15][1760/2640] lr: 1.000e-02, eta: 14:55:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7617, loss_cls: 2.0187, loss: 2.0187, grad_norm: 6.0900 2021-08-17 04:55:59,140 - mmaction - INFO - Epoch [15][1780/2640] lr: 1.000e-02, eta: 14:55:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7492, loss_cls: 2.0605, loss: 2.0605, grad_norm: 6.0358 2021-08-17 04:56:10,122 - mmaction - INFO - Epoch [15][1800/2640] lr: 1.000e-02, eta: 14:55:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7602, loss_cls: 2.0341, loss: 2.0341, grad_norm: 6.1206 2021-08-17 04:56:21,076 - mmaction - INFO - Epoch [15][1820/2640] lr: 1.000e-02, eta: 14:54:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7367, loss_cls: 2.1652, loss: 2.1652, grad_norm: 6.3080 2021-08-17 04:56:32,046 - mmaction - INFO - Epoch [15][1840/2640] lr: 1.000e-02, eta: 14:54:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7461, loss_cls: 2.1056, loss: 2.1056, grad_norm: 6.2251 2021-08-17 04:56:43,022 - mmaction - INFO - Epoch [15][1860/2640] lr: 1.000e-02, eta: 14:54:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7320, loss_cls: 2.1729, loss: 2.1729, grad_norm: 6.2802 2021-08-17 04:56:54,002 - mmaction - INFO - Epoch [15][1880/2640] lr: 1.000e-02, eta: 14:54:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7461, loss_cls: 2.0944, loss: 2.0944, grad_norm: 6.0991 2021-08-17 04:57:04,977 - mmaction - INFO - Epoch [15][1900/2640] lr: 1.000e-02, eta: 14:53:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7555, loss_cls: 2.0836, loss: 2.0836, grad_norm: 6.0146 2021-08-17 04:57:15,953 - mmaction - INFO - Epoch [15][1920/2640] lr: 1.000e-02, eta: 14:53:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7539, loss_cls: 2.0917, loss: 2.0917, grad_norm: 6.0527 2021-08-17 04:57:26,935 - mmaction - INFO - Epoch [15][1940/2640] lr: 1.000e-02, eta: 14:53:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7523, loss_cls: 2.0756, loss: 2.0756, grad_norm: 6.1854 2021-08-17 04:57:37,928 - mmaction - INFO - Epoch [15][1960/2640] lr: 1.000e-02, eta: 14:53:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7352, loss_cls: 2.1514, loss: 2.1514, grad_norm: 6.4197 2021-08-17 04:57:48,896 - mmaction - INFO - Epoch [15][1980/2640] lr: 1.000e-02, eta: 14:53:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7578, loss_cls: 2.0682, loss: 2.0682, grad_norm: 6.1103 2021-08-17 04:57:59,866 - mmaction - INFO - Epoch [15][2000/2640] lr: 1.000e-02, eta: 14:52:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7539, loss_cls: 2.1127, loss: 2.1127, grad_norm: 6.2610 2021-08-17 04:58:10,832 - mmaction - INFO - Epoch [15][2020/2640] lr: 1.000e-02, eta: 14:52:40, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7391, loss_cls: 2.1842, loss: 2.1842, grad_norm: 6.2325 2021-08-17 04:58:21,820 - mmaction - INFO - Epoch [15][2040/2640] lr: 1.000e-02, eta: 14:52:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7492, loss_cls: 2.1105, loss: 2.1105, grad_norm: 6.1063 2021-08-17 04:58:32,790 - mmaction - INFO - Epoch [15][2060/2640] lr: 1.000e-02, eta: 14:52:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7422, loss_cls: 2.1096, loss: 2.1096, grad_norm: 6.0851 2021-08-17 04:58:43,772 - mmaction - INFO - Epoch [15][2080/2640] lr: 1.000e-02, eta: 14:52:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7648, loss_cls: 2.0912, loss: 2.0912, grad_norm: 5.9571 2021-08-17 04:58:54,759 - mmaction - INFO - Epoch [15][2100/2640] lr: 1.000e-02, eta: 14:51:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7523, loss_cls: 2.0827, loss: 2.0827, grad_norm: 6.4442 2021-08-17 04:59:05,735 - mmaction - INFO - Epoch [15][2120/2640] lr: 1.000e-02, eta: 14:51:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7391, loss_cls: 2.1355, loss: 2.1355, grad_norm: 6.2539 2021-08-17 04:59:16,702 - mmaction - INFO - Epoch [15][2140/2640] lr: 1.000e-02, eta: 14:51:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7453, loss_cls: 2.1127, loss: 2.1127, grad_norm: 6.0324 2021-08-17 04:59:27,666 - mmaction - INFO - Epoch [15][2160/2640] lr: 1.000e-02, eta: 14:51:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7492, loss_cls: 2.0693, loss: 2.0693, grad_norm: 6.2447 2021-08-17 04:59:38,644 - mmaction - INFO - Epoch [15][2180/2640] lr: 1.000e-02, eta: 14:50:58, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7539, loss_cls: 2.0977, loss: 2.0977, grad_norm: 6.2333 2021-08-17 04:59:49,617 - mmaction - INFO - Epoch [15][2200/2640] lr: 1.000e-02, eta: 14:50:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7312, loss_cls: 2.1079, loss: 2.1079, grad_norm: 6.0952 2021-08-17 05:00:00,584 - mmaction - INFO - Epoch [15][2220/2640] lr: 1.000e-02, eta: 14:50:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7578, loss_cls: 2.0799, loss: 2.0799, grad_norm: 6.1855 2021-08-17 05:00:11,551 - mmaction - INFO - Epoch [15][2240/2640] lr: 1.000e-02, eta: 14:50:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4586, top5_acc: 0.7602, loss_cls: 2.1198, loss: 2.1198, grad_norm: 6.1097 2021-08-17 05:00:22,510 - mmaction - INFO - Epoch [15][2260/2640] lr: 1.000e-02, eta: 14:50:07, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7812, loss_cls: 2.0300, loss: 2.0300, grad_norm: 6.0501 2021-08-17 05:00:33,474 - mmaction - INFO - Epoch [15][2280/2640] lr: 1.000e-02, eta: 14:49:54, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7328, loss_cls: 2.1930, loss: 2.1930, grad_norm: 6.4179 2021-08-17 05:00:44,452 - mmaction - INFO - Epoch [15][2300/2640] lr: 1.000e-02, eta: 14:49:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5109, top5_acc: 0.7633, loss_cls: 2.0547, loss: 2.0547, grad_norm: 6.0714 2021-08-17 05:00:55,424 - mmaction - INFO - Epoch [15][2320/2640] lr: 1.000e-02, eta: 14:49:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7617, loss_cls: 2.0310, loss: 2.0310, grad_norm: 6.1369 2021-08-17 05:01:06,411 - mmaction - INFO - Epoch [15][2340/2640] lr: 1.000e-02, eta: 14:49:16, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7328, loss_cls: 2.1065, loss: 2.1065, grad_norm: 6.1932 2021-08-17 05:01:17,380 - mmaction - INFO - Epoch [15][2360/2640] lr: 1.000e-02, eta: 14:49:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.1126, loss: 2.1126, grad_norm: 5.9278 2021-08-17 05:01:28,369 - mmaction - INFO - Epoch [15][2380/2640] lr: 1.000e-02, eta: 14:48:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7547, loss_cls: 2.0687, loss: 2.0687, grad_norm: 5.8251 2021-08-17 05:01:39,337 - mmaction - INFO - Epoch [15][2400/2640] lr: 1.000e-02, eta: 14:48:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7773, loss_cls: 2.0316, loss: 2.0316, grad_norm: 6.2127 2021-08-17 05:01:50,293 - mmaction - INFO - Epoch [15][2420/2640] lr: 1.000e-02, eta: 14:48:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5094, top5_acc: 0.7469, loss_cls: 2.1080, loss: 2.1080, grad_norm: 6.0829 2021-08-17 05:02:01,258 - mmaction - INFO - Epoch [15][2440/2640] lr: 1.000e-02, eta: 14:48:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7328, loss_cls: 2.1405, loss: 2.1405, grad_norm: 6.1321 2021-08-17 05:02:12,222 - mmaction - INFO - Epoch [15][2460/2640] lr: 1.000e-02, eta: 14:47:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7562, loss_cls: 2.1048, loss: 2.1048, grad_norm: 6.3495 2021-08-17 05:02:23,205 - mmaction - INFO - Epoch [15][2480/2640] lr: 1.000e-02, eta: 14:47:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7430, loss_cls: 2.1384, loss: 2.1384, grad_norm: 6.2812 2021-08-17 05:02:34,169 - mmaction - INFO - Epoch [15][2500/2640] lr: 1.000e-02, eta: 14:47:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7375, loss_cls: 2.0976, loss: 2.0976, grad_norm: 6.2616 2021-08-17 05:02:45,136 - mmaction - INFO - Epoch [15][2520/2640] lr: 1.000e-02, eta: 14:47:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5133, top5_acc: 0.7539, loss_cls: 2.0049, loss: 2.0049, grad_norm: 5.8141 2021-08-17 05:02:56,105 - mmaction - INFO - Epoch [15][2540/2640] lr: 1.000e-02, eta: 14:47:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7445, loss_cls: 2.1288, loss: 2.1288, grad_norm: 6.2513 2021-08-17 05:03:07,092 - mmaction - INFO - Epoch [15][2560/2640] lr: 1.000e-02, eta: 14:46:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7688, loss_cls: 2.0296, loss: 2.0296, grad_norm: 6.0093 2021-08-17 05:03:18,080 - mmaction - INFO - Epoch [15][2580/2640] lr: 1.000e-02, eta: 14:46:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5047, top5_acc: 0.7578, loss_cls: 2.0531, loss: 2.0531, grad_norm: 5.9335 2021-08-17 05:03:29,056 - mmaction - INFO - Epoch [15][2600/2640] lr: 1.000e-02, eta: 14:46:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7633, loss_cls: 2.0660, loss: 2.0660, grad_norm: 6.1302 2021-08-17 05:03:40,021 - mmaction - INFO - Epoch [15][2620/2640] lr: 1.000e-02, eta: 14:46:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7406, loss_cls: 2.1178, loss: 2.1178, grad_norm: 6.1997 2021-08-17 05:03:50,671 - mmaction - INFO - Epoch [15][2640/2640] lr: 1.000e-02, eta: 14:46:03, time: 0.532, data_time: 0.002, memory: 7069, top1_acc: 0.4774, top5_acc: 0.7500, loss_cls: 2.0975, loss: 2.0975, grad_norm: 6.3980 2021-08-17 05:03:52,503 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-08-17 05:05:10,664 - mmaction - INFO - Epoch [16][20/2640] lr: 1.000e-02, eta: 14:48:26, time: 3.876, data_time: 3.325, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7656, loss_cls: 2.0606, loss: 2.0606, grad_norm: 6.2658 2021-08-17 05:05:21,654 - mmaction - INFO - Epoch [16][40/2640] lr: 1.000e-02, eta: 14:48:13, time: 0.548, data_time: 0.005, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7633, loss_cls: 2.0012, loss: 2.0012, grad_norm: 6.1239 2021-08-17 05:05:32,564 - mmaction - INFO - Epoch [16][60/2640] lr: 1.000e-02, eta: 14:48:00, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7547, loss_cls: 2.0396, loss: 2.0396, grad_norm: 6.1188 2021-08-17 05:05:43,508 - mmaction - INFO - Epoch [16][80/2640] lr: 1.000e-02, eta: 14:47:47, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7594, loss_cls: 2.0887, loss: 2.0887, grad_norm: 6.2729 2021-08-17 05:05:54,454 - mmaction - INFO - Epoch [16][100/2640] lr: 1.000e-02, eta: 14:47:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7406, loss_cls: 2.0682, loss: 2.0682, grad_norm: 6.2435 2021-08-17 05:06:05,422 - mmaction - INFO - Epoch [16][120/2640] lr: 1.000e-02, eta: 14:47:21, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7477, loss_cls: 2.0315, loss: 2.0315, grad_norm: 6.2885 2021-08-17 05:06:16,361 - mmaction - INFO - Epoch [16][140/2640] lr: 1.000e-02, eta: 14:47:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7453, loss_cls: 2.0707, loss: 2.0707, grad_norm: 6.2985 2021-08-17 05:06:27,330 - mmaction - INFO - Epoch [16][160/2640] lr: 1.000e-02, eta: 14:46:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7539, loss_cls: 2.0794, loss: 2.0794, grad_norm: 6.3767 2021-08-17 05:06:38,283 - mmaction - INFO - Epoch [16][180/2640] lr: 1.000e-02, eta: 14:46:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7500, loss_cls: 2.0418, loss: 2.0418, grad_norm: 6.2446 2021-08-17 05:06:49,233 - mmaction - INFO - Epoch [16][200/2640] lr: 1.000e-02, eta: 14:46:30, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7477, loss_cls: 2.1177, loss: 2.1177, grad_norm: 6.2286 2021-08-17 05:07:00,200 - mmaction - INFO - Epoch [16][220/2640] lr: 1.000e-02, eta: 14:46:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7547, loss_cls: 2.0610, loss: 2.0610, grad_norm: 6.1383 2021-08-17 05:07:11,187 - mmaction - INFO - Epoch [16][240/2640] lr: 1.000e-02, eta: 14:46:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7484, loss_cls: 2.0889, loss: 2.0889, grad_norm: 6.0582 2021-08-17 05:07:22,165 - mmaction - INFO - Epoch [16][260/2640] lr: 1.000e-02, eta: 14:45:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7680, loss_cls: 2.0666, loss: 2.0666, grad_norm: 5.9924 2021-08-17 05:07:33,125 - mmaction - INFO - Epoch [16][280/2640] lr: 1.000e-02, eta: 14:45:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7516, loss_cls: 2.0638, loss: 2.0638, grad_norm: 5.9474 2021-08-17 05:07:44,080 - mmaction - INFO - Epoch [16][300/2640] lr: 1.000e-02, eta: 14:45:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7648, loss_cls: 2.0507, loss: 2.0507, grad_norm: 6.2401 2021-08-17 05:07:55,059 - mmaction - INFO - Epoch [16][320/2640] lr: 1.000e-02, eta: 14:45:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7477, loss_cls: 2.0519, loss: 2.0519, grad_norm: 6.1770 2021-08-17 05:08:06,043 - mmaction - INFO - Epoch [16][340/2640] lr: 1.000e-02, eta: 14:45:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7469, loss_cls: 2.1335, loss: 2.1335, grad_norm: 6.2141 2021-08-17 05:08:17,009 - mmaction - INFO - Epoch [16][360/2640] lr: 1.000e-02, eta: 14:44:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7578, loss_cls: 2.0747, loss: 2.0747, grad_norm: 6.2867 2021-08-17 05:08:27,962 - mmaction - INFO - Epoch [16][380/2640] lr: 1.000e-02, eta: 14:44:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7445, loss_cls: 2.1061, loss: 2.1061, grad_norm: 6.1924 2021-08-17 05:08:38,931 - mmaction - INFO - Epoch [16][400/2640] lr: 1.000e-02, eta: 14:44:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7742, loss_cls: 2.0225, loss: 2.0225, grad_norm: 6.2585 2021-08-17 05:08:49,892 - mmaction - INFO - Epoch [16][420/2640] lr: 1.000e-02, eta: 14:44:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7523, loss_cls: 2.1235, loss: 2.1235, grad_norm: 6.1588 2021-08-17 05:09:00,876 - mmaction - INFO - Epoch [16][440/2640] lr: 1.000e-02, eta: 14:43:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7414, loss_cls: 2.1121, loss: 2.1121, grad_norm: 6.0340 2021-08-17 05:09:11,857 - mmaction - INFO - Epoch [16][460/2640] lr: 1.000e-02, eta: 14:43:43, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7688, loss_cls: 2.0311, loss: 2.0311, grad_norm: 6.3207 2021-08-17 05:09:22,843 - mmaction - INFO - Epoch [16][480/2640] lr: 1.000e-02, eta: 14:43:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7516, loss_cls: 2.0573, loss: 2.0573, grad_norm: 6.1932 2021-08-17 05:09:33,822 - mmaction - INFO - Epoch [16][500/2640] lr: 1.000e-02, eta: 14:43:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7305, loss_cls: 2.2070, loss: 2.2070, grad_norm: 6.4918 2021-08-17 05:09:44,797 - mmaction - INFO - Epoch [16][520/2640] lr: 1.000e-02, eta: 14:43:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7461, loss_cls: 2.0613, loss: 2.0613, grad_norm: 6.1022 2021-08-17 05:09:55,760 - mmaction - INFO - Epoch [16][540/2640] lr: 1.000e-02, eta: 14:42:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7445, loss_cls: 2.1216, loss: 2.1216, grad_norm: 6.2833 2021-08-17 05:10:06,734 - mmaction - INFO - Epoch [16][560/2640] lr: 1.000e-02, eta: 14:42:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7625, loss_cls: 2.0493, loss: 2.0493, grad_norm: 6.0337 2021-08-17 05:10:17,696 - mmaction - INFO - Epoch [16][580/2640] lr: 1.000e-02, eta: 14:42:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7562, loss_cls: 2.1073, loss: 2.1073, grad_norm: 6.1881 2021-08-17 05:10:28,670 - mmaction - INFO - Epoch [16][600/2640] lr: 1.000e-02, eta: 14:42:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7695, loss_cls: 2.0033, loss: 2.0033, grad_norm: 6.0957 2021-08-17 05:10:39,659 - mmaction - INFO - Epoch [16][620/2640] lr: 1.000e-02, eta: 14:42:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7617, loss_cls: 2.0598, loss: 2.0598, grad_norm: 6.1086 2021-08-17 05:10:50,656 - mmaction - INFO - Epoch [16][640/2640] lr: 1.000e-02, eta: 14:41:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7750, loss_cls: 2.0081, loss: 2.0081, grad_norm: 6.0740 2021-08-17 05:11:01,630 - mmaction - INFO - Epoch [16][660/2640] lr: 1.000e-02, eta: 14:41:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7500, loss_cls: 2.1273, loss: 2.1273, grad_norm: 6.1414 2021-08-17 05:11:12,610 - mmaction - INFO - Epoch [16][680/2640] lr: 1.000e-02, eta: 14:41:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5195, top5_acc: 0.7641, loss_cls: 2.0343, loss: 2.0343, grad_norm: 5.8671 2021-08-17 05:11:23,576 - mmaction - INFO - Epoch [16][700/2640] lr: 1.000e-02, eta: 14:41:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7500, loss_cls: 2.0444, loss: 2.0444, grad_norm: 6.3699 2021-08-17 05:11:34,568 - mmaction - INFO - Epoch [16][720/2640] lr: 1.000e-02, eta: 14:40:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5148, top5_acc: 0.7617, loss_cls: 2.0211, loss: 2.0211, grad_norm: 6.1541 2021-08-17 05:11:45,536 - mmaction - INFO - Epoch [16][740/2640] lr: 1.000e-02, eta: 14:40:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7555, loss_cls: 2.0484, loss: 2.0484, grad_norm: 6.1453 2021-08-17 05:11:56,511 - mmaction - INFO - Epoch [16][760/2640] lr: 1.000e-02, eta: 14:40:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7516, loss_cls: 2.1031, loss: 2.1031, grad_norm: 6.3521 2021-08-17 05:12:07,475 - mmaction - INFO - Epoch [16][780/2640] lr: 1.000e-02, eta: 14:40:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7312, loss_cls: 2.1469, loss: 2.1469, grad_norm: 6.1805 2021-08-17 05:12:18,452 - mmaction - INFO - Epoch [16][800/2640] lr: 1.000e-02, eta: 14:40:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7633, loss_cls: 2.0359, loss: 2.0359, grad_norm: 6.0865 2021-08-17 05:12:29,416 - mmaction - INFO - Epoch [16][820/2640] lr: 1.000e-02, eta: 14:39:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7531, loss_cls: 2.0945, loss: 2.0945, grad_norm: 6.1788 2021-08-17 05:12:40,377 - mmaction - INFO - Epoch [16][840/2640] lr: 1.000e-02, eta: 14:39:39, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7547, loss_cls: 2.0423, loss: 2.0423, grad_norm: 6.1914 2021-08-17 05:12:51,349 - mmaction - INFO - Epoch [16][860/2640] lr: 1.000e-02, eta: 14:39:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4547, top5_acc: 0.7359, loss_cls: 2.1972, loss: 2.1972, grad_norm: 6.4329 2021-08-17 05:13:02,313 - mmaction - INFO - Epoch [16][880/2640] lr: 1.000e-02, eta: 14:39:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7477, loss_cls: 2.0798, loss: 2.0798, grad_norm: 6.1089 2021-08-17 05:13:13,271 - mmaction - INFO - Epoch [16][900/2640] lr: 1.000e-02, eta: 14:39:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7602, loss_cls: 2.0495, loss: 2.0495, grad_norm: 6.2804 2021-08-17 05:13:24,250 - mmaction - INFO - Epoch [16][920/2640] lr: 1.000e-02, eta: 14:38:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7641, loss_cls: 2.0542, loss: 2.0542, grad_norm: 6.0845 2021-08-17 05:13:35,223 - mmaction - INFO - Epoch [16][940/2640] lr: 1.000e-02, eta: 14:38:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7500, loss_cls: 2.1194, loss: 2.1194, grad_norm: 6.4628 2021-08-17 05:13:46,199 - mmaction - INFO - Epoch [16][960/2640] lr: 1.000e-02, eta: 14:38:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7406, loss_cls: 2.1869, loss: 2.1869, grad_norm: 6.4502 2021-08-17 05:13:57,170 - mmaction - INFO - Epoch [16][980/2640] lr: 1.000e-02, eta: 14:38:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7734, loss_cls: 2.0541, loss: 2.0541, grad_norm: 6.1262 2021-08-17 05:14:08,166 - mmaction - INFO - Epoch [16][1000/2640] lr: 1.000e-02, eta: 14:37:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7633, loss_cls: 2.0617, loss: 2.0617, grad_norm: 6.1368 2021-08-17 05:14:19,130 - mmaction - INFO - Epoch [16][1020/2640] lr: 1.000e-02, eta: 14:37:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7352, loss_cls: 2.1015, loss: 2.1015, grad_norm: 6.2649 2021-08-17 05:14:30,111 - mmaction - INFO - Epoch [16][1040/2640] lr: 1.000e-02, eta: 14:37:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7570, loss_cls: 1.9977, loss: 1.9977, grad_norm: 6.0629 2021-08-17 05:14:41,085 - mmaction - INFO - Epoch [16][1060/2640] lr: 1.000e-02, eta: 14:37:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7633, loss_cls: 2.0738, loss: 2.0738, grad_norm: 6.2763 2021-08-17 05:14:52,043 - mmaction - INFO - Epoch [16][1080/2640] lr: 1.000e-02, eta: 14:37:06, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7383, loss_cls: 2.1372, loss: 2.1372, grad_norm: 6.1014 2021-08-17 05:15:03,025 - mmaction - INFO - Epoch [16][1100/2640] lr: 1.000e-02, eta: 14:36:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7492, loss_cls: 2.1014, loss: 2.1014, grad_norm: 6.2063 2021-08-17 05:15:14,010 - mmaction - INFO - Epoch [16][1120/2640] lr: 1.000e-02, eta: 14:36:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7742, loss_cls: 2.0153, loss: 2.0153, grad_norm: 6.1319 2021-08-17 05:15:24,984 - mmaction - INFO - Epoch [16][1140/2640] lr: 1.000e-02, eta: 14:36:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7578, loss_cls: 2.0475, loss: 2.0475, grad_norm: 6.2040 2021-08-17 05:15:35,967 - mmaction - INFO - Epoch [16][1160/2640] lr: 1.000e-02, eta: 14:36:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7594, loss_cls: 2.0408, loss: 2.0408, grad_norm: 6.2393 2021-08-17 05:15:46,933 - mmaction - INFO - Epoch [16][1180/2640] lr: 1.000e-02, eta: 14:36:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7578, loss_cls: 2.0206, loss: 2.0206, grad_norm: 6.3578 2021-08-17 05:15:57,922 - mmaction - INFO - Epoch [16][1200/2640] lr: 1.000e-02, eta: 14:35:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7438, loss_cls: 2.1607, loss: 2.1607, grad_norm: 6.2378 2021-08-17 05:16:08,881 - mmaction - INFO - Epoch [16][1220/2640] lr: 1.000e-02, eta: 14:35:37, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7516, loss_cls: 2.0528, loss: 2.0528, grad_norm: 5.8774 2021-08-17 05:16:19,868 - mmaction - INFO - Epoch [16][1240/2640] lr: 1.000e-02, eta: 14:35:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7648, loss_cls: 2.0841, loss: 2.0841, grad_norm: 6.3051 2021-08-17 05:16:30,837 - mmaction - INFO - Epoch [16][1260/2640] lr: 1.000e-02, eta: 14:35:11, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7672, loss_cls: 2.0348, loss: 2.0348, grad_norm: 6.2615 2021-08-17 05:16:41,805 - mmaction - INFO - Epoch [16][1280/2640] lr: 1.000e-02, eta: 14:34:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5188, top5_acc: 0.7898, loss_cls: 1.9294, loss: 1.9294, grad_norm: 6.1808 2021-08-17 05:16:52,769 - mmaction - INFO - Epoch [16][1300/2640] lr: 1.000e-02, eta: 14:34:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7398, loss_cls: 2.1648, loss: 2.1648, grad_norm: 6.4020 2021-08-17 05:17:03,741 - mmaction - INFO - Epoch [16][1320/2640] lr: 1.000e-02, eta: 14:34:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7625, loss_cls: 2.0631, loss: 2.0631, grad_norm: 6.1659 2021-08-17 05:17:14,743 - mmaction - INFO - Epoch [16][1340/2640] lr: 1.000e-02, eta: 14:34:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7547, loss_cls: 2.0832, loss: 2.0832, grad_norm: 6.2591 2021-08-17 05:17:25,686 - mmaction - INFO - Epoch [16][1360/2640] lr: 1.000e-02, eta: 14:34:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5195, top5_acc: 0.7609, loss_cls: 2.0262, loss: 2.0262, grad_norm: 6.2382 2021-08-17 05:17:36,639 - mmaction - INFO - Epoch [16][1380/2640] lr: 1.000e-02, eta: 14:33:55, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7727, loss_cls: 2.0370, loss: 2.0370, grad_norm: 6.2246 2021-08-17 05:17:47,608 - mmaction - INFO - Epoch [16][1400/2640] lr: 1.000e-02, eta: 14:33:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7523, loss_cls: 2.0701, loss: 2.0701, grad_norm: 6.2331 2021-08-17 05:17:58,597 - mmaction - INFO - Epoch [16][1420/2640] lr: 1.000e-02, eta: 14:33:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5109, top5_acc: 0.7688, loss_cls: 2.0139, loss: 2.0139, grad_norm: 6.1054 2021-08-17 05:18:09,574 - mmaction - INFO - Epoch [16][1440/2640] lr: 1.000e-02, eta: 14:33:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7359, loss_cls: 2.1716, loss: 2.1716, grad_norm: 6.3721 2021-08-17 05:18:20,521 - mmaction - INFO - Epoch [16][1460/2640] lr: 1.000e-02, eta: 14:33:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7664, loss_cls: 2.0767, loss: 2.0767, grad_norm: 6.1944 2021-08-17 05:18:31,506 - mmaction - INFO - Epoch [16][1480/2640] lr: 1.000e-02, eta: 14:32:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7609, loss_cls: 2.0562, loss: 2.0562, grad_norm: 6.1443 2021-08-17 05:18:42,474 - mmaction - INFO - Epoch [16][1500/2640] lr: 1.000e-02, eta: 14:32:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7562, loss_cls: 2.0677, loss: 2.0677, grad_norm: 6.2864 2021-08-17 05:18:53,446 - mmaction - INFO - Epoch [16][1520/2640] lr: 1.000e-02, eta: 14:32:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7602, loss_cls: 2.1078, loss: 2.1078, grad_norm: 6.4349 2021-08-17 05:19:04,422 - mmaction - INFO - Epoch [16][1540/2640] lr: 1.000e-02, eta: 14:32:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7570, loss_cls: 2.0695, loss: 2.0695, grad_norm: 6.2595 2021-08-17 05:19:15,410 - mmaction - INFO - Epoch [16][1560/2640] lr: 1.000e-02, eta: 14:32:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7578, loss_cls: 2.0767, loss: 2.0767, grad_norm: 6.2100 2021-08-17 05:19:26,383 - mmaction - INFO - Epoch [16][1580/2640] lr: 1.000e-02, eta: 14:31:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7523, loss_cls: 2.1123, loss: 2.1123, grad_norm: 6.4318 2021-08-17 05:19:37,355 - mmaction - INFO - Epoch [16][1600/2640] lr: 1.000e-02, eta: 14:31:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4609, top5_acc: 0.7398, loss_cls: 2.1625, loss: 2.1625, grad_norm: 6.3084 2021-08-17 05:19:48,325 - mmaction - INFO - Epoch [16][1620/2640] lr: 1.000e-02, eta: 14:31:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5109, top5_acc: 0.7617, loss_cls: 2.0155, loss: 2.0155, grad_norm: 6.0344 2021-08-17 05:19:59,304 - mmaction - INFO - Epoch [16][1640/2640] lr: 1.000e-02, eta: 14:31:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7289, loss_cls: 2.1515, loss: 2.1515, grad_norm: 6.4609 2021-08-17 05:20:10,268 - mmaction - INFO - Epoch [16][1660/2640] lr: 1.000e-02, eta: 14:30:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7430, loss_cls: 2.0950, loss: 2.0950, grad_norm: 6.1632 2021-08-17 05:20:21,239 - mmaction - INFO - Epoch [16][1680/2640] lr: 1.000e-02, eta: 14:30:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7617, loss_cls: 2.0430, loss: 2.0430, grad_norm: 6.1873 2021-08-17 05:20:32,215 - mmaction - INFO - Epoch [16][1700/2640] lr: 1.000e-02, eta: 14:30:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7500, loss_cls: 2.1257, loss: 2.1257, grad_norm: 6.2238 2021-08-17 05:20:43,190 - mmaction - INFO - Epoch [16][1720/2640] lr: 1.000e-02, eta: 14:30:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7484, loss_cls: 2.1278, loss: 2.1278, grad_norm: 6.1012 2021-08-17 05:20:54,162 - mmaction - INFO - Epoch [16][1740/2640] lr: 1.000e-02, eta: 14:30:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7430, loss_cls: 2.1076, loss: 2.1076, grad_norm: 6.2580 2021-08-17 05:21:05,135 - mmaction - INFO - Epoch [16][1760/2640] lr: 1.000e-02, eta: 14:29:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5062, top5_acc: 0.7797, loss_cls: 1.9743, loss: 1.9743, grad_norm: 6.0714 2021-08-17 05:21:16,121 - mmaction - INFO - Epoch [16][1780/2640] lr: 1.000e-02, eta: 14:29:40, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7461, loss_cls: 2.1122, loss: 2.1122, grad_norm: 6.4309 2021-08-17 05:21:27,120 - mmaction - INFO - Epoch [16][1800/2640] lr: 1.000e-02, eta: 14:29:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7789, loss_cls: 2.0106, loss: 2.0106, grad_norm: 6.3175 2021-08-17 05:21:38,106 - mmaction - INFO - Epoch [16][1820/2640] lr: 1.000e-02, eta: 14:29:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7484, loss_cls: 2.1106, loss: 2.1106, grad_norm: 6.2707 2021-08-17 05:21:49,096 - mmaction - INFO - Epoch [16][1840/2640] lr: 1.000e-02, eta: 14:29:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7672, loss_cls: 2.0494, loss: 2.0494, grad_norm: 6.3909 2021-08-17 05:22:00,091 - mmaction - INFO - Epoch [16][1860/2640] lr: 1.000e-02, eta: 14:28:50, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7531, loss_cls: 2.0535, loss: 2.0535, grad_norm: 6.1326 2021-08-17 05:22:11,059 - mmaction - INFO - Epoch [16][1880/2640] lr: 1.000e-02, eta: 14:28:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7375, loss_cls: 2.1417, loss: 2.1417, grad_norm: 6.4160 2021-08-17 05:22:22,013 - mmaction - INFO - Epoch [16][1900/2640] lr: 1.000e-02, eta: 14:28:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7250, loss_cls: 2.1837, loss: 2.1837, grad_norm: 6.0116 2021-08-17 05:22:32,996 - mmaction - INFO - Epoch [16][1920/2640] lr: 1.000e-02, eta: 14:28:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4961, top5_acc: 0.7344, loss_cls: 2.0961, loss: 2.0961, grad_norm: 6.0882 2021-08-17 05:22:43,966 - mmaction - INFO - Epoch [16][1940/2640] lr: 1.000e-02, eta: 14:27:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7539, loss_cls: 2.1324, loss: 2.1324, grad_norm: 5.9240 2021-08-17 05:22:54,947 - mmaction - INFO - Epoch [16][1960/2640] lr: 1.000e-02, eta: 14:27:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7547, loss_cls: 2.1215, loss: 2.1215, grad_norm: 6.0846 2021-08-17 05:23:05,960 - mmaction - INFO - Epoch [16][1980/2640] lr: 1.000e-02, eta: 14:27:34, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7508, loss_cls: 2.1097, loss: 2.1097, grad_norm: 6.0790 2021-08-17 05:23:16,884 - mmaction - INFO - Epoch [16][2000/2640] lr: 1.000e-02, eta: 14:27:21, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7336, loss_cls: 2.1122, loss: 2.1122, grad_norm: 5.7881 2021-08-17 05:23:27,871 - mmaction - INFO - Epoch [16][2020/2640] lr: 1.000e-02, eta: 14:27:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7484, loss_cls: 2.0905, loss: 2.0905, grad_norm: 6.0035 2021-08-17 05:23:38,847 - mmaction - INFO - Epoch [16][2040/2640] lr: 1.000e-02, eta: 14:26:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7570, loss_cls: 2.0563, loss: 2.0563, grad_norm: 6.3505 2021-08-17 05:23:49,820 - mmaction - INFO - Epoch [16][2060/2640] lr: 1.000e-02, eta: 14:26:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7391, loss_cls: 2.1719, loss: 2.1719, grad_norm: 6.3240 2021-08-17 05:24:00,777 - mmaction - INFO - Epoch [16][2080/2640] lr: 1.000e-02, eta: 14:26:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7383, loss_cls: 2.1000, loss: 2.1000, grad_norm: 6.1496 2021-08-17 05:24:11,762 - mmaction - INFO - Epoch [16][2100/2640] lr: 1.000e-02, eta: 14:26:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7211, loss_cls: 2.2172, loss: 2.2172, grad_norm: 6.1899 2021-08-17 05:24:22,750 - mmaction - INFO - Epoch [16][2120/2640] lr: 1.000e-02, eta: 14:26:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7578, loss_cls: 1.9935, loss: 1.9935, grad_norm: 6.0904 2021-08-17 05:24:33,732 - mmaction - INFO - Epoch [16][2140/2640] lr: 1.000e-02, eta: 14:25:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7477, loss_cls: 2.1266, loss: 2.1266, grad_norm: 6.3064 2021-08-17 05:24:44,679 - mmaction - INFO - Epoch [16][2160/2640] lr: 1.000e-02, eta: 14:25:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7523, loss_cls: 2.0604, loss: 2.0604, grad_norm: 6.3261 2021-08-17 05:24:55,656 - mmaction - INFO - Epoch [16][2180/2640] lr: 1.000e-02, eta: 14:25:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7578, loss_cls: 2.0860, loss: 2.0860, grad_norm: 6.1821 2021-08-17 05:25:06,619 - mmaction - INFO - Epoch [16][2200/2640] lr: 1.000e-02, eta: 14:25:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4672, top5_acc: 0.7273, loss_cls: 2.2235, loss: 2.2235, grad_norm: 6.3597 2021-08-17 05:25:17,593 - mmaction - INFO - Epoch [16][2220/2640] lr: 1.000e-02, eta: 14:25:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7422, loss_cls: 2.0978, loss: 2.0978, grad_norm: 6.2151 2021-08-17 05:25:28,568 - mmaction - INFO - Epoch [16][2240/2640] lr: 1.000e-02, eta: 14:24:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7523, loss_cls: 2.0829, loss: 2.0829, grad_norm: 6.2366 2021-08-17 05:25:39,528 - mmaction - INFO - Epoch [16][2260/2640] lr: 1.000e-02, eta: 14:24:36, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7422, loss_cls: 2.1254, loss: 2.1254, grad_norm: 6.6397 2021-08-17 05:25:50,506 - mmaction - INFO - Epoch [16][2280/2640] lr: 1.000e-02, eta: 14:24:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7602, loss_cls: 2.1012, loss: 2.1012, grad_norm: 6.4500 2021-08-17 05:26:01,477 - mmaction - INFO - Epoch [16][2300/2640] lr: 1.000e-02, eta: 14:24:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7406, loss_cls: 2.1242, loss: 2.1242, grad_norm: 6.2921 2021-08-17 05:26:12,425 - mmaction - INFO - Epoch [16][2320/2640] lr: 1.000e-02, eta: 14:23:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7422, loss_cls: 2.1245, loss: 2.1245, grad_norm: 6.2093 2021-08-17 05:26:23,398 - mmaction - INFO - Epoch [16][2340/2640] lr: 1.000e-02, eta: 14:23:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7391, loss_cls: 2.0478, loss: 2.0478, grad_norm: 6.4625 2021-08-17 05:26:34,348 - mmaction - INFO - Epoch [16][2360/2640] lr: 1.000e-02, eta: 14:23:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7492, loss_cls: 2.1339, loss: 2.1339, grad_norm: 6.4779 2021-08-17 05:26:45,337 - mmaction - INFO - Epoch [16][2380/2640] lr: 1.000e-02, eta: 14:23:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7477, loss_cls: 2.1370, loss: 2.1370, grad_norm: 6.2031 2021-08-17 05:26:56,309 - mmaction - INFO - Epoch [16][2400/2640] lr: 1.000e-02, eta: 14:23:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7578, loss_cls: 2.0563, loss: 2.0563, grad_norm: 6.1135 2021-08-17 05:27:07,268 - mmaction - INFO - Epoch [16][2420/2640] lr: 1.000e-02, eta: 14:22:55, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7602, loss_cls: 2.0733, loss: 2.0733, grad_norm: 6.2980 2021-08-17 05:27:18,228 - mmaction - INFO - Epoch [16][2440/2640] lr: 1.000e-02, eta: 14:22:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7492, loss_cls: 2.0891, loss: 2.0891, grad_norm: 6.2868 2021-08-17 05:27:29,183 - mmaction - INFO - Epoch [16][2460/2640] lr: 1.000e-02, eta: 14:22:29, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7672, loss_cls: 2.0842, loss: 2.0842, grad_norm: 6.1649 2021-08-17 05:27:40,138 - mmaction - INFO - Epoch [16][2480/2640] lr: 1.000e-02, eta: 14:22:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7500, loss_cls: 2.0934, loss: 2.0934, grad_norm: 6.2238 2021-08-17 05:27:51,107 - mmaction - INFO - Epoch [16][2500/2640] lr: 1.000e-02, eta: 14:22:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7656, loss_cls: 2.0025, loss: 2.0025, grad_norm: 6.2797 2021-08-17 05:28:02,070 - mmaction - INFO - Epoch [16][2520/2640] lr: 1.000e-02, eta: 14:21:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7500, loss_cls: 2.1697, loss: 2.1697, grad_norm: 6.4756 2021-08-17 05:28:13,045 - mmaction - INFO - Epoch [16][2540/2640] lr: 1.000e-02, eta: 14:21:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7500, loss_cls: 2.0903, loss: 2.0903, grad_norm: 5.9891 2021-08-17 05:28:24,010 - mmaction - INFO - Epoch [16][2560/2640] lr: 1.000e-02, eta: 14:21:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7336, loss_cls: 2.1439, loss: 2.1439, grad_norm: 6.1237 2021-08-17 05:28:34,974 - mmaction - INFO - Epoch [16][2580/2640] lr: 1.000e-02, eta: 14:21:13, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7469, loss_cls: 2.0980, loss: 2.0980, grad_norm: 6.1599 2021-08-17 05:28:45,961 - mmaction - INFO - Epoch [16][2600/2640] lr: 1.000e-02, eta: 14:21:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5102, top5_acc: 0.7586, loss_cls: 2.0533, loss: 2.0533, grad_norm: 6.1378 2021-08-17 05:28:56,941 - mmaction - INFO - Epoch [16][2620/2640] lr: 1.000e-02, eta: 14:20:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7516, loss_cls: 2.1166, loss: 2.1166, grad_norm: 6.1526 2021-08-17 05:29:07,597 - mmaction - INFO - Epoch [16][2640/2640] lr: 1.000e-02, eta: 14:20:35, time: 0.534, data_time: 0.002, memory: 7069, top1_acc: 0.4823, top5_acc: 0.7532, loss_cls: 2.0845, loss: 2.0845, grad_norm: 6.1906 2021-08-17 05:29:09,299 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-08-17 05:30:27,319 - mmaction - INFO - Epoch [17][20/2640] lr: 1.000e-02, eta: 14:22:44, time: 3.880, data_time: 3.321, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7633, loss_cls: 1.9941, loss: 1.9941, grad_norm: 5.9694 2021-08-17 05:30:38,254 - mmaction - INFO - Epoch [17][40/2640] lr: 1.000e-02, eta: 14:22:31, time: 0.546, data_time: 0.003, memory: 7069, top1_acc: 0.5102, top5_acc: 0.7672, loss_cls: 2.0184, loss: 2.0184, grad_norm: 6.0238 2021-08-17 05:30:49,177 - mmaction - INFO - Epoch [17][60/2640] lr: 1.000e-02, eta: 14:22:18, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7648, loss_cls: 2.0568, loss: 2.0568, grad_norm: 6.3367 2021-08-17 05:31:00,115 - mmaction - INFO - Epoch [17][80/2640] lr: 1.000e-02, eta: 14:22:05, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7773, loss_cls: 1.9973, loss: 1.9973, grad_norm: 6.1750 2021-08-17 05:31:11,052 - mmaction - INFO - Epoch [17][100/2640] lr: 1.000e-02, eta: 14:21:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7477, loss_cls: 2.1320, loss: 2.1320, grad_norm: 6.2275 2021-08-17 05:31:22,015 - mmaction - INFO - Epoch [17][120/2640] lr: 1.000e-02, eta: 14:21:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5094, top5_acc: 0.7672, loss_cls: 1.9889, loss: 1.9889, grad_norm: 6.3117 2021-08-17 05:31:32,952 - mmaction - INFO - Epoch [17][140/2640] lr: 1.000e-02, eta: 14:21:27, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7594, loss_cls: 2.0085, loss: 2.0085, grad_norm: 6.3651 2021-08-17 05:31:43,895 - mmaction - INFO - Epoch [17][160/2640] lr: 1.000e-02, eta: 14:21:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7828, loss_cls: 1.9905, loss: 1.9905, grad_norm: 6.3082 2021-08-17 05:31:54,840 - mmaction - INFO - Epoch [17][180/2640] lr: 1.000e-02, eta: 14:21:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5125, top5_acc: 0.7703, loss_cls: 1.9725, loss: 1.9725, grad_norm: 6.1696 2021-08-17 05:32:05,811 - mmaction - INFO - Epoch [17][200/2640] lr: 1.000e-02, eta: 14:20:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7562, loss_cls: 2.0885, loss: 2.0885, grad_norm: 6.1043 2021-08-17 05:32:16,767 - mmaction - INFO - Epoch [17][220/2640] lr: 1.000e-02, eta: 14:20:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5164, top5_acc: 0.7797, loss_cls: 1.9390, loss: 1.9390, grad_norm: 6.3226 2021-08-17 05:32:27,730 - mmaction - INFO - Epoch [17][240/2640] lr: 1.000e-02, eta: 14:20:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7445, loss_cls: 2.0734, loss: 2.0734, grad_norm: 6.1196 2021-08-17 05:32:38,697 - mmaction - INFO - Epoch [17][260/2640] lr: 1.000e-02, eta: 14:20:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7594, loss_cls: 2.0152, loss: 2.0152, grad_norm: 6.1102 2021-08-17 05:32:49,649 - mmaction - INFO - Epoch [17][280/2640] lr: 1.000e-02, eta: 14:19:57, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5211, top5_acc: 0.7727, loss_cls: 1.9675, loss: 1.9675, grad_norm: 6.2916 2021-08-17 05:33:00,610 - mmaction - INFO - Epoch [17][300/2640] lr: 1.000e-02, eta: 14:19:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5078, top5_acc: 0.7578, loss_cls: 2.0696, loss: 2.0696, grad_norm: 6.4243 2021-08-17 05:33:11,596 - mmaction - INFO - Epoch [17][320/2640] lr: 1.000e-02, eta: 14:19:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5312, top5_acc: 0.7773, loss_cls: 1.9323, loss: 1.9323, grad_norm: 6.3186 2021-08-17 05:33:22,563 - mmaction - INFO - Epoch [17][340/2640] lr: 1.000e-02, eta: 14:19:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7695, loss_cls: 2.0291, loss: 2.0291, grad_norm: 6.4523 2021-08-17 05:33:33,523 - mmaction - INFO - Epoch [17][360/2640] lr: 1.000e-02, eta: 14:19:07, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5219, top5_acc: 0.7594, loss_cls: 1.9528, loss: 1.9528, grad_norm: 6.0633 2021-08-17 05:33:44,483 - mmaction - INFO - Epoch [17][380/2640] lr: 1.000e-02, eta: 14:18:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5062, top5_acc: 0.7672, loss_cls: 2.0501, loss: 2.0501, grad_norm: 6.1223 2021-08-17 05:33:55,452 - mmaction - INFO - Epoch [17][400/2640] lr: 1.000e-02, eta: 14:18:41, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7656, loss_cls: 2.0278, loss: 2.0278, grad_norm: 6.1765 2021-08-17 05:34:06,416 - mmaction - INFO - Epoch [17][420/2640] lr: 1.000e-02, eta: 14:18:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7398, loss_cls: 2.1035, loss: 2.1035, grad_norm: 6.2511 2021-08-17 05:34:17,382 - mmaction - INFO - Epoch [17][440/2640] lr: 1.000e-02, eta: 14:18:16, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5297, top5_acc: 0.7719, loss_cls: 1.9415, loss: 1.9415, grad_norm: 5.8626 2021-08-17 05:34:28,354 - mmaction - INFO - Epoch [17][460/2640] lr: 1.000e-02, eta: 14:18:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7539, loss_cls: 2.0506, loss: 2.0506, grad_norm: 6.4170 2021-08-17 05:34:39,328 - mmaction - INFO - Epoch [17][480/2640] lr: 1.000e-02, eta: 14:17:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7648, loss_cls: 2.0473, loss: 2.0473, grad_norm: 6.0542 2021-08-17 05:34:50,291 - mmaction - INFO - Epoch [17][500/2640] lr: 1.000e-02, eta: 14:17:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7531, loss_cls: 2.1022, loss: 2.1022, grad_norm: 6.5917 2021-08-17 05:35:01,275 - mmaction - INFO - Epoch [17][520/2640] lr: 1.000e-02, eta: 14:17:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7477, loss_cls: 2.1100, loss: 2.1100, grad_norm: 6.3335 2021-08-17 05:35:12,237 - mmaction - INFO - Epoch [17][540/2640] lr: 1.000e-02, eta: 14:17:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7555, loss_cls: 2.0736, loss: 2.0736, grad_norm: 6.1387 2021-08-17 05:35:23,210 - mmaction - INFO - Epoch [17][560/2640] lr: 1.000e-02, eta: 14:17:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5047, top5_acc: 0.7773, loss_cls: 1.9970, loss: 1.9970, grad_norm: 6.3502 2021-08-17 05:35:34,156 - mmaction - INFO - Epoch [17][580/2640] lr: 1.000e-02, eta: 14:16:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7570, loss_cls: 2.0598, loss: 2.0598, grad_norm: 6.2915 2021-08-17 05:35:45,132 - mmaction - INFO - Epoch [17][600/2640] lr: 1.000e-02, eta: 14:16:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7477, loss_cls: 2.1061, loss: 2.1061, grad_norm: 6.4156 2021-08-17 05:35:56,095 - mmaction - INFO - Epoch [17][620/2640] lr: 1.000e-02, eta: 14:16:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7438, loss_cls: 2.0977, loss: 2.0977, grad_norm: 6.0292 2021-08-17 05:36:07,088 - mmaction - INFO - Epoch [17][640/2640] lr: 1.000e-02, eta: 14:16:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7367, loss_cls: 2.1472, loss: 2.1472, grad_norm: 6.0157 2021-08-17 05:36:18,071 - mmaction - INFO - Epoch [17][660/2640] lr: 1.000e-02, eta: 14:15:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5180, top5_acc: 0.7719, loss_cls: 1.9704, loss: 1.9704, grad_norm: 5.9266 2021-08-17 05:36:29,043 - mmaction - INFO - Epoch [17][680/2640] lr: 1.000e-02, eta: 14:15:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5172, top5_acc: 0.7656, loss_cls: 1.9834, loss: 1.9834, grad_norm: 6.0944 2021-08-17 05:36:40,020 - mmaction - INFO - Epoch [17][700/2640] lr: 1.000e-02, eta: 14:15:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7578, loss_cls: 2.0367, loss: 2.0367, grad_norm: 6.3567 2021-08-17 05:36:50,990 - mmaction - INFO - Epoch [17][720/2640] lr: 1.000e-02, eta: 14:15:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7641, loss_cls: 2.0359, loss: 2.0359, grad_norm: 6.2298 2021-08-17 05:37:01,942 - mmaction - INFO - Epoch [17][740/2640] lr: 1.000e-02, eta: 14:15:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7523, loss_cls: 2.0618, loss: 2.0618, grad_norm: 6.3559 2021-08-17 05:37:12,904 - mmaction - INFO - Epoch [17][760/2640] lr: 1.000e-02, eta: 14:14:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7516, loss_cls: 2.0827, loss: 2.0827, grad_norm: 6.2676 2021-08-17 05:37:23,864 - mmaction - INFO - Epoch [17][780/2640] lr: 1.000e-02, eta: 14:14:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7477, loss_cls: 2.0496, loss: 2.0496, grad_norm: 6.1631 2021-08-17 05:37:34,843 - mmaction - INFO - Epoch [17][800/2640] lr: 1.000e-02, eta: 14:14:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7695, loss_cls: 2.0343, loss: 2.0343, grad_norm: 6.2631 2021-08-17 05:37:45,825 - mmaction - INFO - Epoch [17][820/2640] lr: 1.000e-02, eta: 14:14:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7555, loss_cls: 2.0735, loss: 2.0735, grad_norm: 6.3616 2021-08-17 05:37:56,813 - mmaction - INFO - Epoch [17][840/2640] lr: 1.000e-02, eta: 14:14:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7461, loss_cls: 2.1301, loss: 2.1301, grad_norm: 6.2159 2021-08-17 05:38:07,786 - mmaction - INFO - Epoch [17][860/2640] lr: 1.000e-02, eta: 14:13:49, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5047, top5_acc: 0.7750, loss_cls: 1.9973, loss: 1.9973, grad_norm: 6.2095 2021-08-17 05:38:18,760 - mmaction - INFO - Epoch [17][880/2640] lr: 1.000e-02, eta: 14:13:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4961, top5_acc: 0.7602, loss_cls: 2.1042, loss: 2.1042, grad_norm: 6.4036 2021-08-17 05:38:29,727 - mmaction - INFO - Epoch [17][900/2640] lr: 1.000e-02, eta: 14:13:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7305, loss_cls: 2.2184, loss: 2.2184, grad_norm: 6.2775 2021-08-17 05:38:40,708 - mmaction - INFO - Epoch [17][920/2640] lr: 1.000e-02, eta: 14:13:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7297, loss_cls: 2.1807, loss: 2.1807, grad_norm: 6.2476 2021-08-17 05:38:51,703 - mmaction - INFO - Epoch [17][940/2640] lr: 1.000e-02, eta: 14:12:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7734, loss_cls: 2.0036, loss: 2.0036, grad_norm: 5.9914 2021-08-17 05:39:02,651 - mmaction - INFO - Epoch [17][960/2640] lr: 1.000e-02, eta: 14:12:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7602, loss_cls: 2.1097, loss: 2.1097, grad_norm: 6.4100 2021-08-17 05:39:13,630 - mmaction - INFO - Epoch [17][980/2640] lr: 1.000e-02, eta: 14:12:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7492, loss_cls: 2.0943, loss: 2.0943, grad_norm: 6.2666 2021-08-17 05:39:24,601 - mmaction - INFO - Epoch [17][1000/2640] lr: 1.000e-02, eta: 14:12:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7375, loss_cls: 2.1829, loss: 2.1829, grad_norm: 6.1864 2021-08-17 05:39:35,579 - mmaction - INFO - Epoch [17][1020/2640] lr: 1.000e-02, eta: 14:12:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7531, loss_cls: 2.0731, loss: 2.0731, grad_norm: 6.0641 2021-08-17 05:39:46,559 - mmaction - INFO - Epoch [17][1040/2640] lr: 1.000e-02, eta: 14:11:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5047, top5_acc: 0.7453, loss_cls: 2.0692, loss: 2.0692, grad_norm: 6.1763 2021-08-17 05:39:57,532 - mmaction - INFO - Epoch [17][1060/2640] lr: 1.000e-02, eta: 14:11:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7625, loss_cls: 2.0630, loss: 2.0630, grad_norm: 6.2108 2021-08-17 05:40:08,497 - mmaction - INFO - Epoch [17][1080/2640] lr: 1.000e-02, eta: 14:11:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7578, loss_cls: 2.1260, loss: 2.1260, grad_norm: 6.4476 2021-08-17 05:40:19,467 - mmaction - INFO - Epoch [17][1100/2640] lr: 1.000e-02, eta: 14:11:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7703, loss_cls: 2.0534, loss: 2.0534, grad_norm: 6.3551 2021-08-17 05:40:30,453 - mmaction - INFO - Epoch [17][1120/2640] lr: 1.000e-02, eta: 14:11:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7602, loss_cls: 2.0912, loss: 2.0912, grad_norm: 6.2706 2021-08-17 05:40:41,426 - mmaction - INFO - Epoch [17][1140/2640] lr: 1.000e-02, eta: 14:10:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7273, loss_cls: 2.1657, loss: 2.1657, grad_norm: 6.2465 2021-08-17 05:40:52,379 - mmaction - INFO - Epoch [17][1160/2640] lr: 1.000e-02, eta: 14:10:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7555, loss_cls: 2.0480, loss: 2.0480, grad_norm: 6.0108 2021-08-17 05:41:03,336 - mmaction - INFO - Epoch [17][1180/2640] lr: 1.000e-02, eta: 14:10:27, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7492, loss_cls: 2.0685, loss: 2.0685, grad_norm: 6.0674 2021-08-17 05:41:14,308 - mmaction - INFO - Epoch [17][1200/2640] lr: 1.000e-02, eta: 14:10:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5078, top5_acc: 0.7625, loss_cls: 2.0191, loss: 2.0191, grad_norm: 6.1811 2021-08-17 05:41:25,286 - mmaction - INFO - Epoch [17][1220/2640] lr: 1.000e-02, eta: 14:10:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7656, loss_cls: 2.0445, loss: 2.0445, grad_norm: 6.1388 2021-08-17 05:41:36,258 - mmaction - INFO - Epoch [17][1240/2640] lr: 1.000e-02, eta: 14:09:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7664, loss_cls: 2.0510, loss: 2.0510, grad_norm: 6.0915 2021-08-17 05:41:47,241 - mmaction - INFO - Epoch [17][1260/2640] lr: 1.000e-02, eta: 14:09:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7570, loss_cls: 2.0602, loss: 2.0602, grad_norm: 6.1162 2021-08-17 05:41:58,209 - mmaction - INFO - Epoch [17][1280/2640] lr: 1.000e-02, eta: 14:09:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7555, loss_cls: 2.1616, loss: 2.1616, grad_norm: 6.2391 2021-08-17 05:42:09,196 - mmaction - INFO - Epoch [17][1300/2640] lr: 1.000e-02, eta: 14:09:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7633, loss_cls: 2.0584, loss: 2.0584, grad_norm: 6.1646 2021-08-17 05:42:20,184 - mmaction - INFO - Epoch [17][1320/2640] lr: 1.000e-02, eta: 14:08:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7750, loss_cls: 2.0458, loss: 2.0458, grad_norm: 6.2722 2021-08-17 05:42:31,146 - mmaction - INFO - Epoch [17][1340/2640] lr: 1.000e-02, eta: 14:08:46, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4469, top5_acc: 0.7234, loss_cls: 2.2544, loss: 2.2544, grad_norm: 6.5434 2021-08-17 05:42:42,100 - mmaction - INFO - Epoch [17][1360/2640] lr: 1.000e-02, eta: 14:08:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7391, loss_cls: 2.1300, loss: 2.1300, grad_norm: 6.2178 2021-08-17 05:42:53,067 - mmaction - INFO - Epoch [17][1380/2640] lr: 1.000e-02, eta: 14:08:21, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7477, loss_cls: 2.1500, loss: 2.1500, grad_norm: 6.4939 2021-08-17 05:43:04,053 - mmaction - INFO - Epoch [17][1400/2640] lr: 1.000e-02, eta: 14:08:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7547, loss_cls: 2.0918, loss: 2.0918, grad_norm: 6.2466 2021-08-17 05:43:15,043 - mmaction - INFO - Epoch [17][1420/2640] lr: 1.000e-02, eta: 14:07:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7648, loss_cls: 2.0446, loss: 2.0446, grad_norm: 6.4692 2021-08-17 05:43:25,985 - mmaction - INFO - Epoch [17][1440/2640] lr: 1.000e-02, eta: 14:07:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5117, top5_acc: 0.7547, loss_cls: 2.0083, loss: 2.0083, grad_norm: 6.3587 2021-08-17 05:43:36,960 - mmaction - INFO - Epoch [17][1460/2640] lr: 1.000e-02, eta: 14:07:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7508, loss_cls: 2.1421, loss: 2.1421, grad_norm: 6.5167 2021-08-17 05:43:47,949 - mmaction - INFO - Epoch [17][1480/2640] lr: 1.000e-02, eta: 14:07:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7570, loss_cls: 2.1210, loss: 2.1210, grad_norm: 6.0555 2021-08-17 05:43:58,927 - mmaction - INFO - Epoch [17][1500/2640] lr: 1.000e-02, eta: 14:07:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7797, loss_cls: 1.9783, loss: 1.9783, grad_norm: 6.0912 2021-08-17 05:44:09,884 - mmaction - INFO - Epoch [17][1520/2640] lr: 1.000e-02, eta: 14:06:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7414, loss_cls: 2.1281, loss: 2.1281, grad_norm: 6.2347 2021-08-17 05:44:20,855 - mmaction - INFO - Epoch [17][1540/2640] lr: 1.000e-02, eta: 14:06:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7438, loss_cls: 2.1041, loss: 2.1041, grad_norm: 5.9763 2021-08-17 05:44:31,801 - mmaction - INFO - Epoch [17][1560/2640] lr: 1.000e-02, eta: 14:06:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7391, loss_cls: 2.1022, loss: 2.1022, grad_norm: 6.0691 2021-08-17 05:44:42,764 - mmaction - INFO - Epoch [17][1580/2640] lr: 1.000e-02, eta: 14:06:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7406, loss_cls: 2.1449, loss: 2.1449, grad_norm: 6.1372 2021-08-17 05:44:53,712 - mmaction - INFO - Epoch [17][1600/2640] lr: 1.000e-02, eta: 14:06:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7555, loss_cls: 2.1293, loss: 2.1293, grad_norm: 6.5209 2021-08-17 05:45:04,687 - mmaction - INFO - Epoch [17][1620/2640] lr: 1.000e-02, eta: 14:05:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7594, loss_cls: 2.0972, loss: 2.0972, grad_norm: 6.2757 2021-08-17 05:45:15,648 - mmaction - INFO - Epoch [17][1640/2640] lr: 1.000e-02, eta: 14:05:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7492, loss_cls: 2.0950, loss: 2.0950, grad_norm: 6.0136 2021-08-17 05:45:26,614 - mmaction - INFO - Epoch [17][1660/2640] lr: 1.000e-02, eta: 14:05:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5117, top5_acc: 0.7570, loss_cls: 1.9994, loss: 1.9994, grad_norm: 6.2545 2021-08-17 05:45:37,578 - mmaction - INFO - Epoch [17][1680/2640] lr: 1.000e-02, eta: 14:05:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7602, loss_cls: 2.0661, loss: 2.0661, grad_norm: 6.0494 2021-08-17 05:45:48,541 - mmaction - INFO - Epoch [17][1700/2640] lr: 1.000e-02, eta: 14:04:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7516, loss_cls: 2.0839, loss: 2.0839, grad_norm: 6.1611 2021-08-17 05:45:59,522 - mmaction - INFO - Epoch [17][1720/2640] lr: 1.000e-02, eta: 14:04:46, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7734, loss_cls: 2.0475, loss: 2.0475, grad_norm: 6.1188 2021-08-17 05:46:10,496 - mmaction - INFO - Epoch [17][1740/2640] lr: 1.000e-02, eta: 14:04:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5203, top5_acc: 0.7672, loss_cls: 1.9923, loss: 1.9923, grad_norm: 6.1651 2021-08-17 05:46:21,456 - mmaction - INFO - Epoch [17][1760/2640] lr: 1.000e-02, eta: 14:04:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7625, loss_cls: 2.0612, loss: 2.0612, grad_norm: 6.4596 2021-08-17 05:46:32,414 - mmaction - INFO - Epoch [17][1780/2640] lr: 1.000e-02, eta: 14:04:08, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7328, loss_cls: 2.1886, loss: 2.1886, grad_norm: 6.1716 2021-08-17 05:46:43,362 - mmaction - INFO - Epoch [17][1800/2640] lr: 1.000e-02, eta: 14:03:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7633, loss_cls: 2.0262, loss: 2.0262, grad_norm: 6.1305 2021-08-17 05:46:54,329 - mmaction - INFO - Epoch [17][1820/2640] lr: 1.000e-02, eta: 14:03:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7719, loss_cls: 2.0316, loss: 2.0316, grad_norm: 6.1414 2021-08-17 05:47:05,307 - mmaction - INFO - Epoch [17][1840/2640] lr: 1.000e-02, eta: 14:03:30, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7539, loss_cls: 2.1028, loss: 2.1028, grad_norm: 6.6993 2021-08-17 05:47:16,275 - mmaction - INFO - Epoch [17][1860/2640] lr: 1.000e-02, eta: 14:03:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7469, loss_cls: 2.0666, loss: 2.0666, grad_norm: 6.2009 2021-08-17 05:47:27,254 - mmaction - INFO - Epoch [17][1880/2640] lr: 1.000e-02, eta: 14:03:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7281, loss_cls: 2.1963, loss: 2.1963, grad_norm: 6.4270 2021-08-17 05:47:38,217 - mmaction - INFO - Epoch [17][1900/2640] lr: 1.000e-02, eta: 14:02:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7422, loss_cls: 2.0891, loss: 2.0891, grad_norm: 6.1587 2021-08-17 05:47:49,182 - mmaction - INFO - Epoch [17][1920/2640] lr: 1.000e-02, eta: 14:02:40, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7523, loss_cls: 2.0527, loss: 2.0527, grad_norm: 6.0053 2021-08-17 05:48:00,151 - mmaction - INFO - Epoch [17][1940/2640] lr: 1.000e-02, eta: 14:02:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7594, loss_cls: 2.0961, loss: 2.0961, grad_norm: 6.5545 2021-08-17 05:48:11,106 - mmaction - INFO - Epoch [17][1960/2640] lr: 1.000e-02, eta: 14:02:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7602, loss_cls: 2.1062, loss: 2.1062, grad_norm: 6.2523 2021-08-17 05:48:22,091 - mmaction - INFO - Epoch [17][1980/2640] lr: 1.000e-02, eta: 14:02:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7484, loss_cls: 2.0561, loss: 2.0561, grad_norm: 6.1130 2021-08-17 05:48:33,060 - mmaction - INFO - Epoch [17][2000/2640] lr: 1.000e-02, eta: 14:01:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4664, top5_acc: 0.7102, loss_cls: 2.2199, loss: 2.2199, grad_norm: 6.1660 2021-08-17 05:48:44,022 - mmaction - INFO - Epoch [17][2020/2640] lr: 1.000e-02, eta: 14:01:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7430, loss_cls: 2.1504, loss: 2.1504, grad_norm: 6.2684 2021-08-17 05:48:54,973 - mmaction - INFO - Epoch [17][2040/2640] lr: 1.000e-02, eta: 14:01:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5188, top5_acc: 0.7695, loss_cls: 1.9876, loss: 1.9876, grad_norm: 6.0058 2021-08-17 05:49:05,950 - mmaction - INFO - Epoch [17][2060/2640] lr: 1.000e-02, eta: 14:01:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7531, loss_cls: 2.0685, loss: 2.0685, grad_norm: 6.1707 2021-08-17 05:49:16,917 - mmaction - INFO - Epoch [17][2080/2640] lr: 1.000e-02, eta: 14:00:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7320, loss_cls: 2.1704, loss: 2.1704, grad_norm: 6.1533 2021-08-17 05:49:27,877 - mmaction - INFO - Epoch [17][2100/2640] lr: 1.000e-02, eta: 14:00:47, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7516, loss_cls: 2.1145, loss: 2.1145, grad_norm: 6.6039 2021-08-17 05:49:38,850 - mmaction - INFO - Epoch [17][2120/2640] lr: 1.000e-02, eta: 14:00:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4688, top5_acc: 0.7508, loss_cls: 2.1322, loss: 2.1322, grad_norm: 6.2289 2021-08-17 05:49:49,830 - mmaction - INFO - Epoch [17][2140/2640] lr: 1.000e-02, eta: 14:00:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7391, loss_cls: 2.1647, loss: 2.1647, grad_norm: 6.1979 2021-08-17 05:50:00,810 - mmaction - INFO - Epoch [17][2160/2640] lr: 1.000e-02, eta: 14:00:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7547, loss_cls: 2.1195, loss: 2.1195, grad_norm: 6.2556 2021-08-17 05:50:11,781 - mmaction - INFO - Epoch [17][2180/2640] lr: 1.000e-02, eta: 13:59:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5047, top5_acc: 0.7555, loss_cls: 2.0364, loss: 2.0364, grad_norm: 6.2087 2021-08-17 05:50:22,733 - mmaction - INFO - Epoch [17][2200/2640] lr: 1.000e-02, eta: 13:59:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7617, loss_cls: 2.0716, loss: 2.0716, grad_norm: 6.2175 2021-08-17 05:50:33,707 - mmaction - INFO - Epoch [17][2220/2640] lr: 1.000e-02, eta: 13:59:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7648, loss_cls: 2.0501, loss: 2.0501, grad_norm: 6.2889 2021-08-17 05:50:44,654 - mmaction - INFO - Epoch [17][2240/2640] lr: 1.000e-02, eta: 13:59:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5172, top5_acc: 0.7570, loss_cls: 2.0057, loss: 2.0057, grad_norm: 6.1251 2021-08-17 05:50:55,626 - mmaction - INFO - Epoch [17][2260/2640] lr: 1.000e-02, eta: 13:59:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7492, loss_cls: 2.0731, loss: 2.0731, grad_norm: 6.2783 2021-08-17 05:51:06,587 - mmaction - INFO - Epoch [17][2280/2640] lr: 1.000e-02, eta: 13:58:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5062, top5_acc: 0.7508, loss_cls: 2.0645, loss: 2.0645, grad_norm: 6.0863 2021-08-17 05:51:17,554 - mmaction - INFO - Epoch [17][2300/2640] lr: 1.000e-02, eta: 13:58:41, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7625, loss_cls: 2.0340, loss: 2.0340, grad_norm: 6.1113 2021-08-17 05:51:28,536 - mmaction - INFO - Epoch [17][2320/2640] lr: 1.000e-02, eta: 13:58:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7430, loss_cls: 2.1333, loss: 2.1333, grad_norm: 6.3390 2021-08-17 05:51:39,519 - mmaction - INFO - Epoch [17][2340/2640] lr: 1.000e-02, eta: 13:58:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7406, loss_cls: 2.1452, loss: 2.1452, grad_norm: 6.0209 2021-08-17 05:51:50,503 - mmaction - INFO - Epoch [17][2360/2640] lr: 1.000e-02, eta: 13:58:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7523, loss_cls: 2.1076, loss: 2.1076, grad_norm: 5.9829 2021-08-17 05:52:01,472 - mmaction - INFO - Epoch [17][2380/2640] lr: 1.000e-02, eta: 13:57:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4781, top5_acc: 0.7414, loss_cls: 2.1422, loss: 2.1422, grad_norm: 6.1056 2021-08-17 05:52:12,429 - mmaction - INFO - Epoch [17][2400/2640] lr: 1.000e-02, eta: 13:57:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7453, loss_cls: 2.1725, loss: 2.1725, grad_norm: 6.0840 2021-08-17 05:52:23,402 - mmaction - INFO - Epoch [17][2420/2640] lr: 1.000e-02, eta: 13:57:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7469, loss_cls: 2.1130, loss: 2.1130, grad_norm: 5.9510 2021-08-17 05:52:34,367 - mmaction - INFO - Epoch [17][2440/2640] lr: 1.000e-02, eta: 13:57:13, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7664, loss_cls: 2.0710, loss: 2.0710, grad_norm: 6.0934 2021-08-17 05:52:45,340 - mmaction - INFO - Epoch [17][2460/2640] lr: 1.000e-02, eta: 13:57:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7617, loss_cls: 2.0792, loss: 2.0792, grad_norm: 6.0925 2021-08-17 05:52:56,304 - mmaction - INFO - Epoch [17][2480/2640] lr: 1.000e-02, eta: 13:56:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7539, loss_cls: 2.0302, loss: 2.0302, grad_norm: 6.2036 2021-08-17 05:53:07,282 - mmaction - INFO - Epoch [17][2500/2640] lr: 1.000e-02, eta: 13:56:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7594, loss_cls: 2.0728, loss: 2.0728, grad_norm: 6.2901 2021-08-17 05:53:18,235 - mmaction - INFO - Epoch [17][2520/2640] lr: 1.000e-02, eta: 13:56:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7469, loss_cls: 2.1056, loss: 2.1056, grad_norm: 6.2276 2021-08-17 05:53:29,201 - mmaction - INFO - Epoch [17][2540/2640] lr: 1.000e-02, eta: 13:56:10, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7523, loss_cls: 2.0872, loss: 2.0872, grad_norm: 6.3466 2021-08-17 05:53:40,164 - mmaction - INFO - Epoch [17][2560/2640] lr: 1.000e-02, eta: 13:55:58, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7453, loss_cls: 2.1241, loss: 2.1241, grad_norm: 6.3004 2021-08-17 05:53:51,142 - mmaction - INFO - Epoch [17][2580/2640] lr: 1.000e-02, eta: 13:55:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7492, loss_cls: 2.1201, loss: 2.1201, grad_norm: 6.3017 2021-08-17 05:54:02,125 - mmaction - INFO - Epoch [17][2600/2640] lr: 1.000e-02, eta: 13:55:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7516, loss_cls: 2.1149, loss: 2.1149, grad_norm: 6.1521 2021-08-17 05:54:13,081 - mmaction - INFO - Epoch [17][2620/2640] lr: 1.000e-02, eta: 13:55:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7664, loss_cls: 2.0101, loss: 2.0101, grad_norm: 5.9661 2021-08-17 05:54:23,715 - mmaction - INFO - Epoch [17][2640/2640] lr: 1.000e-02, eta: 13:55:07, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.5048, top5_acc: 0.7750, loss_cls: 2.0138, loss: 2.0138, grad_norm: 6.1251 2021-08-17 05:54:27,367 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-08-17 05:56:05,723 - mmaction - INFO - Epoch [18][20/2640] lr: 1.000e-02, eta: 13:57:43, time: 4.890, data_time: 4.299, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7469, loss_cls: 2.1339, loss: 2.1339, grad_norm: 6.2781 2021-08-17 05:56:16,678 - mmaction - INFO - Epoch [18][40/2640] lr: 1.000e-02, eta: 13:57:30, time: 0.548, data_time: 0.004, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7383, loss_cls: 2.1066, loss: 2.1066, grad_norm: 6.2141 2021-08-17 05:56:27,615 - mmaction - INFO - Epoch [18][60/2640] lr: 1.000e-02, eta: 13:57:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5156, top5_acc: 0.7719, loss_cls: 1.9809, loss: 1.9809, grad_norm: 6.0802 2021-08-17 05:56:38,550 - mmaction - INFO - Epoch [18][80/2640] lr: 1.000e-02, eta: 13:57:05, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.5141, top5_acc: 0.7742, loss_cls: 1.9992, loss: 1.9992, grad_norm: 6.4392 2021-08-17 05:56:49,488 - mmaction - INFO - Epoch [18][100/2640] lr: 1.000e-02, eta: 13:56:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7695, loss_cls: 1.9757, loss: 1.9757, grad_norm: 6.1852 2021-08-17 05:57:00,415 - mmaction - INFO - Epoch [18][120/2640] lr: 1.000e-02, eta: 13:56:39, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7617, loss_cls: 2.0557, loss: 2.0557, grad_norm: 6.2387 2021-08-17 05:57:11,333 - mmaction - INFO - Epoch [18][140/2640] lr: 1.000e-02, eta: 13:56:27, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.5164, top5_acc: 0.7797, loss_cls: 1.9666, loss: 1.9666, grad_norm: 6.0405 2021-08-17 05:57:22,274 - mmaction - INFO - Epoch [18][160/2640] lr: 1.000e-02, eta: 13:56:14, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7547, loss_cls: 2.0481, loss: 2.0481, grad_norm: 6.2949 2021-08-17 05:57:33,203 - mmaction - INFO - Epoch [18][180/2640] lr: 1.000e-02, eta: 13:56:01, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7625, loss_cls: 2.0156, loss: 2.0156, grad_norm: 6.2292 2021-08-17 05:57:44,179 - mmaction - INFO - Epoch [18][200/2640] lr: 1.000e-02, eta: 13:55:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7523, loss_cls: 2.0870, loss: 2.0870, grad_norm: 6.0074 2021-08-17 05:57:55,146 - mmaction - INFO - Epoch [18][220/2640] lr: 1.000e-02, eta: 13:55:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5109, top5_acc: 0.7688, loss_cls: 1.9860, loss: 1.9860, grad_norm: 5.9115 2021-08-17 05:58:06,111 - mmaction - INFO - Epoch [18][240/2640] lr: 1.000e-02, eta: 13:55:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7586, loss_cls: 2.0850, loss: 2.0850, grad_norm: 6.1919 2021-08-17 05:58:17,049 - mmaction - INFO - Epoch [18][260/2640] lr: 1.000e-02, eta: 13:55:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7547, loss_cls: 2.0257, loss: 2.0257, grad_norm: 6.0548 2021-08-17 05:58:28,023 - mmaction - INFO - Epoch [18][280/2640] lr: 1.000e-02, eta: 13:54:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7453, loss_cls: 2.1174, loss: 2.1174, grad_norm: 6.1847 2021-08-17 05:58:38,969 - mmaction - INFO - Epoch [18][300/2640] lr: 1.000e-02, eta: 13:54:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5156, top5_acc: 0.8023, loss_cls: 1.8969, loss: 1.8969, grad_norm: 6.0400 2021-08-17 05:58:49,928 - mmaction - INFO - Epoch [18][320/2640] lr: 1.000e-02, eta: 13:54:33, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5133, top5_acc: 0.7828, loss_cls: 1.9764, loss: 1.9764, grad_norm: 6.1265 2021-08-17 05:59:00,886 - mmaction - INFO - Epoch [18][340/2640] lr: 1.000e-02, eta: 13:54:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5078, top5_acc: 0.7805, loss_cls: 1.9846, loss: 1.9846, grad_norm: 6.0039 2021-08-17 05:59:11,851 - mmaction - INFO - Epoch [18][360/2640] lr: 1.000e-02, eta: 13:54:07, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7680, loss_cls: 2.0126, loss: 2.0126, grad_norm: 6.2186 2021-08-17 05:59:22,813 - mmaction - INFO - Epoch [18][380/2640] lr: 1.000e-02, eta: 13:53:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5188, top5_acc: 0.7555, loss_cls: 2.0018, loss: 2.0018, grad_norm: 6.1101 2021-08-17 05:59:33,769 - mmaction - INFO - Epoch [18][400/2640] lr: 1.000e-02, eta: 13:53:42, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7711, loss_cls: 2.0343, loss: 2.0343, grad_norm: 6.3093 2021-08-17 05:59:44,726 - mmaction - INFO - Epoch [18][420/2640] lr: 1.000e-02, eta: 13:53:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7531, loss_cls: 2.1010, loss: 2.1010, grad_norm: 6.2511 2021-08-17 05:59:55,687 - mmaction - INFO - Epoch [18][440/2640] lr: 1.000e-02, eta: 13:53:17, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5164, top5_acc: 0.7797, loss_cls: 1.9602, loss: 1.9602, grad_norm: 5.9922 2021-08-17 06:00:07,846 - mmaction - INFO - Epoch [18][460/2640] lr: 1.000e-02, eta: 13:53:06, time: 0.606, data_time: 0.003, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7148, loss_cls: 2.1560, loss: 2.1560, grad_norm: 6.3677 2021-08-17 06:00:18,790 - mmaction - INFO - Epoch [18][480/2640] lr: 1.000e-02, eta: 13:52:54, time: 0.550, data_time: 0.004, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7680, loss_cls: 2.0172, loss: 2.0172, grad_norm: 6.1540 2021-08-17 06:00:29,768 - mmaction - INFO - Epoch [18][500/2640] lr: 1.000e-02, eta: 13:52:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7648, loss_cls: 2.0497, loss: 2.0497, grad_norm: 6.2963 2021-08-17 06:00:40,683 - mmaction - INFO - Epoch [18][520/2640] lr: 1.000e-02, eta: 13:52:28, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7641, loss_cls: 2.0194, loss: 2.0194, grad_norm: 6.3124 2021-08-17 06:00:51,660 - mmaction - INFO - Epoch [18][540/2640] lr: 1.000e-02, eta: 13:52:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4617, top5_acc: 0.7492, loss_cls: 2.1433, loss: 2.1433, grad_norm: 6.4328 2021-08-17 06:01:02,644 - mmaction - INFO - Epoch [18][560/2640] lr: 1.000e-02, eta: 13:52:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5109, top5_acc: 0.7836, loss_cls: 1.9499, loss: 1.9499, grad_norm: 5.9793 2021-08-17 06:01:13,624 - mmaction - INFO - Epoch [18][580/2640] lr: 1.000e-02, eta: 13:51:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7617, loss_cls: 2.0408, loss: 2.0408, grad_norm: 6.1872 2021-08-17 06:01:24,611 - mmaction - INFO - Epoch [18][600/2640] lr: 1.000e-02, eta: 13:51:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7602, loss_cls: 2.0077, loss: 2.0077, grad_norm: 6.3655 2021-08-17 06:01:35,601 - mmaction - INFO - Epoch [18][620/2640] lr: 1.000e-02, eta: 13:51:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7492, loss_cls: 2.1394, loss: 2.1394, grad_norm: 6.1290 2021-08-17 06:01:46,579 - mmaction - INFO - Epoch [18][640/2640] lr: 1.000e-02, eta: 13:51:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5242, top5_acc: 0.7781, loss_cls: 1.9768, loss: 1.9768, grad_norm: 6.1598 2021-08-17 06:01:57,553 - mmaction - INFO - Epoch [18][660/2640] lr: 1.000e-02, eta: 13:51:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4961, top5_acc: 0.7648, loss_cls: 2.0122, loss: 2.0122, grad_norm: 6.0607 2021-08-17 06:02:08,517 - mmaction - INFO - Epoch [18][680/2640] lr: 1.000e-02, eta: 13:50:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7430, loss_cls: 2.0683, loss: 2.0683, grad_norm: 6.3730 2021-08-17 06:02:19,501 - mmaction - INFO - Epoch [18][700/2640] lr: 1.000e-02, eta: 13:50:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7523, loss_cls: 2.1011, loss: 2.1011, grad_norm: 6.1619 2021-08-17 06:02:30,463 - mmaction - INFO - Epoch [18][720/2640] lr: 1.000e-02, eta: 13:50:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7492, loss_cls: 2.0656, loss: 2.0656, grad_norm: 6.1260 2021-08-17 06:02:41,442 - mmaction - INFO - Epoch [18][740/2640] lr: 1.000e-02, eta: 13:50:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7570, loss_cls: 2.0963, loss: 2.0963, grad_norm: 6.1717 2021-08-17 06:02:52,431 - mmaction - INFO - Epoch [18][760/2640] lr: 1.000e-02, eta: 13:49:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7508, loss_cls: 2.0391, loss: 2.0391, grad_norm: 6.1934 2021-08-17 06:03:03,407 - mmaction - INFO - Epoch [18][780/2640] lr: 1.000e-02, eta: 13:49:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7500, loss_cls: 2.0335, loss: 2.0335, grad_norm: 6.0487 2021-08-17 06:03:14,377 - mmaction - INFO - Epoch [18][800/2640] lr: 1.000e-02, eta: 13:49:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7508, loss_cls: 2.1417, loss: 2.1417, grad_norm: 6.2938 2021-08-17 06:03:25,359 - mmaction - INFO - Epoch [18][820/2640] lr: 1.000e-02, eta: 13:49:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4711, top5_acc: 0.7414, loss_cls: 2.1599, loss: 2.1599, grad_norm: 6.4006 2021-08-17 06:03:36,338 - mmaction - INFO - Epoch [18][840/2640] lr: 1.000e-02, eta: 13:49:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5281, top5_acc: 0.7648, loss_cls: 1.9860, loss: 1.9860, grad_norm: 6.2491 2021-08-17 06:03:47,322 - mmaction - INFO - Epoch [18][860/2640] lr: 1.000e-02, eta: 13:48:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5117, top5_acc: 0.7758, loss_cls: 1.9810, loss: 1.9810, grad_norm: 6.2185 2021-08-17 06:03:58,306 - mmaction - INFO - Epoch [18][880/2640] lr: 1.000e-02, eta: 13:48:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7461, loss_cls: 2.1799, loss: 2.1799, grad_norm: 6.4302 2021-08-17 06:04:09,276 - mmaction - INFO - Epoch [18][900/2640] lr: 1.000e-02, eta: 13:48:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7570, loss_cls: 2.0889, loss: 2.0889, grad_norm: 6.1141 2021-08-17 06:04:20,242 - mmaction - INFO - Epoch [18][920/2640] lr: 1.000e-02, eta: 13:48:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7383, loss_cls: 2.0793, loss: 2.0793, grad_norm: 6.3351 2021-08-17 06:04:31,213 - mmaction - INFO - Epoch [18][940/2640] lr: 1.000e-02, eta: 13:48:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7438, loss_cls: 2.0749, loss: 2.0749, grad_norm: 6.1728 2021-08-17 06:04:42,190 - mmaction - INFO - Epoch [18][960/2640] lr: 1.000e-02, eta: 13:47:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7555, loss_cls: 2.1053, loss: 2.1053, grad_norm: 6.1040 2021-08-17 06:04:53,179 - mmaction - INFO - Epoch [18][980/2640] lr: 1.000e-02, eta: 13:47:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4625, top5_acc: 0.7555, loss_cls: 2.1248, loss: 2.1248, grad_norm: 6.2006 2021-08-17 06:05:04,159 - mmaction - INFO - Epoch [18][1000/2640] lr: 1.000e-02, eta: 13:47:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7750, loss_cls: 2.0003, loss: 2.0003, grad_norm: 6.1135 2021-08-17 06:05:15,120 - mmaction - INFO - Epoch [18][1020/2640] lr: 1.000e-02, eta: 13:47:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5258, top5_acc: 0.7797, loss_cls: 1.9288, loss: 1.9288, grad_norm: 6.0757 2021-08-17 06:05:26,078 - mmaction - INFO - Epoch [18][1040/2640] lr: 1.000e-02, eta: 13:47:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7406, loss_cls: 2.1503, loss: 2.1503, grad_norm: 6.2866 2021-08-17 06:05:37,051 - mmaction - INFO - Epoch [18][1060/2640] lr: 1.000e-02, eta: 13:46:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5109, top5_acc: 0.7766, loss_cls: 1.9951, loss: 1.9951, grad_norm: 6.0961 2021-08-17 06:05:48,030 - mmaction - INFO - Epoch [18][1080/2640] lr: 1.000e-02, eta: 13:46:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5141, top5_acc: 0.7719, loss_cls: 2.0167, loss: 2.0167, grad_norm: 6.2460 2021-08-17 06:05:59,009 - mmaction - INFO - Epoch [18][1100/2640] lr: 1.000e-02, eta: 13:46:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5180, top5_acc: 0.7625, loss_cls: 2.0162, loss: 2.0162, grad_norm: 6.1785 2021-08-17 06:06:09,965 - mmaction - INFO - Epoch [18][1120/2640] lr: 1.000e-02, eta: 13:46:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5117, top5_acc: 0.7656, loss_cls: 1.9982, loss: 1.9982, grad_norm: 6.3400 2021-08-17 06:06:20,920 - mmaction - INFO - Epoch [18][1140/2640] lr: 1.000e-02, eta: 13:45:58, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5125, top5_acc: 0.7523, loss_cls: 2.0096, loss: 2.0096, grad_norm: 6.2218 2021-08-17 06:06:31,873 - mmaction - INFO - Epoch [18][1160/2640] lr: 1.000e-02, eta: 13:45:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7586, loss_cls: 2.0602, loss: 2.0602, grad_norm: 6.2767 2021-08-17 06:06:42,845 - mmaction - INFO - Epoch [18][1180/2640] lr: 1.000e-02, eta: 13:45:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7445, loss_cls: 2.0729, loss: 2.0729, grad_norm: 6.0494 2021-08-17 06:06:53,822 - mmaction - INFO - Epoch [18][1200/2640] lr: 1.000e-02, eta: 13:45:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7672, loss_cls: 2.0251, loss: 2.0251, grad_norm: 6.3339 2021-08-17 06:07:04,790 - mmaction - INFO - Epoch [18][1220/2640] lr: 1.000e-02, eta: 13:45:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7414, loss_cls: 2.1203, loss: 2.1203, grad_norm: 6.2470 2021-08-17 06:07:15,756 - mmaction - INFO - Epoch [18][1240/2640] lr: 1.000e-02, eta: 13:44:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4844, top5_acc: 0.7547, loss_cls: 2.0777, loss: 2.0777, grad_norm: 6.0256 2021-08-17 06:07:26,735 - mmaction - INFO - Epoch [18][1260/2640] lr: 1.000e-02, eta: 13:44:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7500, loss_cls: 2.1105, loss: 2.1105, grad_norm: 6.0943 2021-08-17 06:07:37,698 - mmaction - INFO - Epoch [18][1280/2640] lr: 1.000e-02, eta: 13:44:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7523, loss_cls: 2.0675, loss: 2.0675, grad_norm: 5.9412 2021-08-17 06:07:48,666 - mmaction - INFO - Epoch [18][1300/2640] lr: 1.000e-02, eta: 13:44:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7594, loss_cls: 2.0570, loss: 2.0570, grad_norm: 5.9552 2021-08-17 06:07:59,636 - mmaction - INFO - Epoch [18][1320/2640] lr: 1.000e-02, eta: 13:44:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7609, loss_cls: 2.0824, loss: 2.0824, grad_norm: 6.1952 2021-08-17 06:08:10,653 - mmaction - INFO - Epoch [18][1340/2640] lr: 1.000e-02, eta: 13:43:53, time: 0.551, data_time: 0.001, memory: 7069, top1_acc: 0.5062, top5_acc: 0.7445, loss_cls: 2.0507, loss: 2.0507, grad_norm: 6.1181 2021-08-17 06:08:21,573 - mmaction - INFO - Epoch [18][1360/2640] lr: 1.000e-02, eta: 13:43:40, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7609, loss_cls: 2.0177, loss: 2.0177, grad_norm: 5.9731 2021-08-17 06:08:32,541 - mmaction - INFO - Epoch [18][1380/2640] lr: 1.000e-02, eta: 13:43:28, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7531, loss_cls: 2.0726, loss: 2.0726, grad_norm: 5.9044 2021-08-17 06:08:43,504 - mmaction - INFO - Epoch [18][1400/2640] lr: 1.000e-02, eta: 13:43:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7539, loss_cls: 2.0656, loss: 2.0656, grad_norm: 5.9687 2021-08-17 06:08:54,470 - mmaction - INFO - Epoch [18][1420/2640] lr: 1.000e-02, eta: 13:43:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7703, loss_cls: 2.0578, loss: 2.0578, grad_norm: 6.1543 2021-08-17 06:09:05,427 - mmaction - INFO - Epoch [18][1440/2640] lr: 1.000e-02, eta: 13:42:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7617, loss_cls: 2.0300, loss: 2.0300, grad_norm: 6.1750 2021-08-17 06:09:16,413 - mmaction - INFO - Epoch [18][1460/2640] lr: 1.000e-02, eta: 13:42:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5211, top5_acc: 0.7680, loss_cls: 2.0213, loss: 2.0213, grad_norm: 6.1630 2021-08-17 06:09:27,364 - mmaction - INFO - Epoch [18][1480/2640] lr: 1.000e-02, eta: 13:42:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7641, loss_cls: 2.0459, loss: 2.0459, grad_norm: 6.1971 2021-08-17 06:09:38,320 - mmaction - INFO - Epoch [18][1500/2640] lr: 1.000e-02, eta: 13:42:12, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7602, loss_cls: 2.0964, loss: 2.0964, grad_norm: 6.1716 2021-08-17 06:09:49,314 - mmaction - INFO - Epoch [18][1520/2640] lr: 1.000e-02, eta: 13:42:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7484, loss_cls: 2.0705, loss: 2.0705, grad_norm: 6.0783 2021-08-17 06:10:00,283 - mmaction - INFO - Epoch [18][1540/2640] lr: 1.000e-02, eta: 13:41:47, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7555, loss_cls: 2.0411, loss: 2.0411, grad_norm: 6.2400 2021-08-17 06:10:11,254 - mmaction - INFO - Epoch [18][1560/2640] lr: 1.000e-02, eta: 13:41:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7625, loss_cls: 2.0132, loss: 2.0132, grad_norm: 6.2121 2021-08-17 06:10:22,241 - mmaction - INFO - Epoch [18][1580/2640] lr: 1.000e-02, eta: 13:41:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7633, loss_cls: 2.0381, loss: 2.0381, grad_norm: 6.1789 2021-08-17 06:10:33,209 - mmaction - INFO - Epoch [18][1600/2640] lr: 1.000e-02, eta: 13:41:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4938, top5_acc: 0.7508, loss_cls: 2.0812, loss: 2.0812, grad_norm: 6.0406 2021-08-17 06:10:44,183 - mmaction - INFO - Epoch [18][1620/2640] lr: 1.000e-02, eta: 13:40:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7594, loss_cls: 2.1118, loss: 2.1118, grad_norm: 6.2921 2021-08-17 06:10:55,138 - mmaction - INFO - Epoch [18][1640/2640] lr: 1.000e-02, eta: 13:40:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7555, loss_cls: 2.0740, loss: 2.0740, grad_norm: 6.1652 2021-08-17 06:11:06,111 - mmaction - INFO - Epoch [18][1660/2640] lr: 1.000e-02, eta: 13:40:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7578, loss_cls: 2.0376, loss: 2.0376, grad_norm: 6.0993 2021-08-17 06:11:17,073 - mmaction - INFO - Epoch [18][1680/2640] lr: 1.000e-02, eta: 13:40:19, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5289, top5_acc: 0.7734, loss_cls: 1.9763, loss: 1.9763, grad_norm: 6.1117 2021-08-17 06:11:28,038 - mmaction - INFO - Epoch [18][1700/2640] lr: 1.000e-02, eta: 13:40:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7555, loss_cls: 2.0764, loss: 2.0764, grad_norm: 6.0799 2021-08-17 06:11:39,006 - mmaction - INFO - Epoch [18][1720/2640] lr: 1.000e-02, eta: 13:39:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7594, loss_cls: 2.0242, loss: 2.0242, grad_norm: 6.0631 2021-08-17 06:11:49,977 - mmaction - INFO - Epoch [18][1740/2640] lr: 1.000e-02, eta: 13:39:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5047, top5_acc: 0.7641, loss_cls: 2.0428, loss: 2.0428, grad_norm: 6.3254 2021-08-17 06:12:00,961 - mmaction - INFO - Epoch [18][1760/2640] lr: 1.000e-02, eta: 13:39:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5125, top5_acc: 0.7625, loss_cls: 1.9969, loss: 1.9969, grad_norm: 5.9602 2021-08-17 06:12:11,931 - mmaction - INFO - Epoch [18][1780/2640] lr: 1.000e-02, eta: 13:39:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5125, top5_acc: 0.7742, loss_cls: 1.9626, loss: 1.9626, grad_norm: 6.0826 2021-08-17 06:12:22,898 - mmaction - INFO - Epoch [18][1800/2640] lr: 1.000e-02, eta: 13:39:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7688, loss_cls: 2.0090, loss: 2.0090, grad_norm: 6.4282 2021-08-17 06:12:33,888 - mmaction - INFO - Epoch [18][1820/2640] lr: 1.000e-02, eta: 13:38:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7586, loss_cls: 2.0631, loss: 2.0631, grad_norm: 6.4980 2021-08-17 06:12:44,841 - mmaction - INFO - Epoch [18][1840/2640] lr: 1.000e-02, eta: 13:38:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5062, top5_acc: 0.7625, loss_cls: 2.0412, loss: 2.0412, grad_norm: 6.2704 2021-08-17 06:12:55,824 - mmaction - INFO - Epoch [18][1860/2640] lr: 1.000e-02, eta: 13:38:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7648, loss_cls: 2.0049, loss: 2.0049, grad_norm: 6.1126 2021-08-17 06:13:06,801 - mmaction - INFO - Epoch [18][1880/2640] lr: 1.000e-02, eta: 13:38:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7516, loss_cls: 2.0775, loss: 2.0775, grad_norm: 6.3334 2021-08-17 06:13:17,790 - mmaction - INFO - Epoch [18][1900/2640] lr: 1.000e-02, eta: 13:38:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7641, loss_cls: 2.0686, loss: 2.0686, grad_norm: 6.5342 2021-08-17 06:13:28,780 - mmaction - INFO - Epoch [18][1920/2640] lr: 1.000e-02, eta: 13:37:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7477, loss_cls: 2.0926, loss: 2.0926, grad_norm: 6.0975 2021-08-17 06:13:39,768 - mmaction - INFO - Epoch [18][1940/2640] lr: 1.000e-02, eta: 13:37:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7523, loss_cls: 2.0700, loss: 2.0700, grad_norm: 6.0169 2021-08-17 06:13:50,730 - mmaction - INFO - Epoch [18][1960/2640] lr: 1.000e-02, eta: 13:37:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7414, loss_cls: 2.1440, loss: 2.1440, grad_norm: 6.0582 2021-08-17 06:14:01,702 - mmaction - INFO - Epoch [18][1980/2640] lr: 1.000e-02, eta: 13:37:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7547, loss_cls: 2.0636, loss: 2.0636, grad_norm: 6.1740 2021-08-17 06:14:12,662 - mmaction - INFO - Epoch [18][2000/2640] lr: 1.000e-02, eta: 13:36:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7508, loss_cls: 2.1205, loss: 2.1205, grad_norm: 6.2648 2021-08-17 06:14:23,655 - mmaction - INFO - Epoch [18][2020/2640] lr: 1.000e-02, eta: 13:36:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5133, top5_acc: 0.7812, loss_cls: 1.9856, loss: 1.9856, grad_norm: 6.2586 2021-08-17 06:14:34,626 - mmaction - INFO - Epoch [18][2040/2640] lr: 1.000e-02, eta: 13:36:34, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5133, top5_acc: 0.7664, loss_cls: 1.9626, loss: 1.9626, grad_norm: 6.0809 2021-08-17 06:14:45,603 - mmaction - INFO - Epoch [18][2060/2640] lr: 1.000e-02, eta: 13:36:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7719, loss_cls: 2.0440, loss: 2.0440, grad_norm: 6.2629 2021-08-17 06:14:56,578 - mmaction - INFO - Epoch [18][2080/2640] lr: 1.000e-02, eta: 13:36:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4641, top5_acc: 0.7352, loss_cls: 2.1421, loss: 2.1421, grad_norm: 6.1642 2021-08-17 06:15:07,552 - mmaction - INFO - Epoch [18][2100/2640] lr: 1.000e-02, eta: 13:35:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5117, top5_acc: 0.7867, loss_cls: 2.0211, loss: 2.0211, grad_norm: 6.2275 2021-08-17 06:15:18,530 - mmaction - INFO - Epoch [18][2120/2640] lr: 1.000e-02, eta: 13:35:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5219, top5_acc: 0.7633, loss_cls: 1.9705, loss: 1.9705, grad_norm: 6.1119 2021-08-17 06:15:29,516 - mmaction - INFO - Epoch [18][2140/2640] lr: 1.000e-02, eta: 13:35:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7438, loss_cls: 2.0655, loss: 2.0655, grad_norm: 6.2923 2021-08-17 06:15:40,482 - mmaction - INFO - Epoch [18][2160/2640] lr: 1.000e-02, eta: 13:35:19, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7523, loss_cls: 2.1025, loss: 2.1025, grad_norm: 6.5064 2021-08-17 06:15:51,463 - mmaction - INFO - Epoch [18][2180/2640] lr: 1.000e-02, eta: 13:35:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7750, loss_cls: 1.9966, loss: 1.9966, grad_norm: 6.1467 2021-08-17 06:16:02,420 - mmaction - INFO - Epoch [18][2200/2640] lr: 1.000e-02, eta: 13:34:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5195, top5_acc: 0.7562, loss_cls: 1.9987, loss: 1.9987, grad_norm: 6.2551 2021-08-17 06:16:13,416 - mmaction - INFO - Epoch [18][2220/2640] lr: 1.000e-02, eta: 13:34:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5195, top5_acc: 0.7734, loss_cls: 2.0069, loss: 2.0069, grad_norm: 6.1134 2021-08-17 06:16:24,378 - mmaction - INFO - Epoch [18][2240/2640] lr: 1.000e-02, eta: 13:34:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7469, loss_cls: 2.0707, loss: 2.0707, grad_norm: 6.2648 2021-08-17 06:16:35,344 - mmaction - INFO - Epoch [18][2260/2640] lr: 1.000e-02, eta: 13:34:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7664, loss_cls: 2.0300, loss: 2.0300, grad_norm: 6.4171 2021-08-17 06:16:46,324 - mmaction - INFO - Epoch [18][2280/2640] lr: 1.000e-02, eta: 13:34:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5078, top5_acc: 0.7617, loss_cls: 2.0095, loss: 2.0095, grad_norm: 6.0575 2021-08-17 06:16:57,298 - mmaction - INFO - Epoch [18][2300/2640] lr: 1.000e-02, eta: 13:33:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7648, loss_cls: 2.0260, loss: 2.0260, grad_norm: 6.0656 2021-08-17 06:17:08,251 - mmaction - INFO - Epoch [18][2320/2640] lr: 1.000e-02, eta: 13:33:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7594, loss_cls: 2.0610, loss: 2.0610, grad_norm: 6.3758 2021-08-17 06:17:19,221 - mmaction - INFO - Epoch [18][2340/2640] lr: 1.000e-02, eta: 13:33:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5312, top5_acc: 0.7789, loss_cls: 1.9297, loss: 1.9297, grad_norm: 6.2119 2021-08-17 06:17:30,174 - mmaction - INFO - Epoch [18][2360/2640] lr: 1.000e-02, eta: 13:33:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4539, top5_acc: 0.7398, loss_cls: 2.2098, loss: 2.2098, grad_norm: 6.2771 2021-08-17 06:17:41,158 - mmaction - INFO - Epoch [18][2380/2640] lr: 1.000e-02, eta: 13:33:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5164, top5_acc: 0.7695, loss_cls: 2.0051, loss: 2.0051, grad_norm: 5.9277 2021-08-17 06:17:52,120 - mmaction - INFO - Epoch [18][2400/2640] lr: 1.000e-02, eta: 13:32:49, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5125, top5_acc: 0.7617, loss_cls: 2.0466, loss: 2.0466, grad_norm: 6.1271 2021-08-17 06:18:03,110 - mmaction - INFO - Epoch [18][2420/2640] lr: 1.000e-02, eta: 13:32:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7445, loss_cls: 2.0556, loss: 2.0556, grad_norm: 6.0673 2021-08-17 06:18:14,076 - mmaction - INFO - Epoch [18][2440/2640] lr: 1.000e-02, eta: 13:32:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7594, loss_cls: 2.0547, loss: 2.0547, grad_norm: 6.1860 2021-08-17 06:18:25,051 - mmaction - INFO - Epoch [18][2460/2640] lr: 1.000e-02, eta: 13:32:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7594, loss_cls: 2.0537, loss: 2.0537, grad_norm: 6.1279 2021-08-17 06:18:36,042 - mmaction - INFO - Epoch [18][2480/2640] lr: 1.000e-02, eta: 13:31:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4703, top5_acc: 0.7531, loss_cls: 2.1517, loss: 2.1517, grad_norm: 6.2790 2021-08-17 06:18:47,022 - mmaction - INFO - Epoch [18][2500/2640] lr: 1.000e-02, eta: 13:31:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7789, loss_cls: 1.9645, loss: 1.9645, grad_norm: 6.1690 2021-08-17 06:18:57,997 - mmaction - INFO - Epoch [18][2520/2640] lr: 1.000e-02, eta: 13:31:34, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5133, top5_acc: 0.7641, loss_cls: 2.0371, loss: 2.0371, grad_norm: 6.1974 2021-08-17 06:19:08,981 - mmaction - INFO - Epoch [18][2540/2640] lr: 1.000e-02, eta: 13:31:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5227, top5_acc: 0.7812, loss_cls: 1.9371, loss: 1.9371, grad_norm: 5.9995 2021-08-17 06:19:19,957 - mmaction - INFO - Epoch [18][2560/2640] lr: 1.000e-02, eta: 13:31:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7672, loss_cls: 2.0436, loss: 2.0436, grad_norm: 6.1828 2021-08-17 06:19:30,928 - mmaction - INFO - Epoch [18][2580/2640] lr: 1.000e-02, eta: 13:30:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7477, loss_cls: 2.1471, loss: 2.1471, grad_norm: 6.4784 2021-08-17 06:19:41,882 - mmaction - INFO - Epoch [18][2600/2640] lr: 1.000e-02, eta: 13:30:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7703, loss_cls: 2.0140, loss: 2.0140, grad_norm: 6.3961 2021-08-17 06:19:52,864 - mmaction - INFO - Epoch [18][2620/2640] lr: 1.000e-02, eta: 13:30:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7617, loss_cls: 2.0693, loss: 2.0693, grad_norm: 6.0501 2021-08-17 06:20:03,539 - mmaction - INFO - Epoch [18][2640/2640] lr: 1.000e-02, eta: 13:30:19, time: 0.535, data_time: 0.003, memory: 7069, top1_acc: 0.5032, top5_acc: 0.7702, loss_cls: 2.0247, loss: 2.0247, grad_norm: 6.0781 2021-08-17 06:20:06,367 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-08-17 06:21:29,116 - mmaction - INFO - Epoch [19][20/2640] lr: 1.000e-02, eta: 13:32:13, time: 4.108, data_time: 3.554, memory: 7069, top1_acc: 0.5445, top5_acc: 0.7836, loss_cls: 1.9724, loss: 1.9724, grad_norm: 6.0472 2021-08-17 06:21:40,126 - mmaction - INFO - Epoch [19][40/2640] lr: 1.000e-02, eta: 13:32:01, time: 0.550, data_time: 0.006, memory: 7069, top1_acc: 0.5117, top5_acc: 0.7516, loss_cls: 2.0132, loss: 2.0132, grad_norm: 6.1298 2021-08-17 06:21:51,051 - mmaction - INFO - Epoch [19][60/2640] lr: 1.000e-02, eta: 13:31:48, time: 0.548, data_time: 0.003, memory: 7069, top1_acc: 0.5148, top5_acc: 0.7680, loss_cls: 1.9708, loss: 1.9708, grad_norm: 6.2504 2021-08-17 06:22:02,008 - mmaction - INFO - Epoch [19][80/2640] lr: 1.000e-02, eta: 13:31:35, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5234, top5_acc: 0.7711, loss_cls: 2.0131, loss: 2.0131, grad_norm: 6.1101 2021-08-17 06:22:12,949 - mmaction - INFO - Epoch [19][100/2640] lr: 1.000e-02, eta: 13:31:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5195, top5_acc: 0.7602, loss_cls: 1.9513, loss: 1.9513, grad_norm: 6.0726 2021-08-17 06:22:23,905 - mmaction - INFO - Epoch [19][120/2640] lr: 1.000e-02, eta: 13:31:10, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5062, top5_acc: 0.7625, loss_cls: 1.9983, loss: 1.9983, grad_norm: 6.2223 2021-08-17 06:22:34,833 - mmaction - INFO - Epoch [19][140/2640] lr: 1.000e-02, eta: 13:30:58, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5141, top5_acc: 0.7789, loss_cls: 1.9558, loss: 1.9558, grad_norm: 6.2006 2021-08-17 06:22:45,794 - mmaction - INFO - Epoch [19][160/2640] lr: 1.000e-02, eta: 13:30:45, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5258, top5_acc: 0.7820, loss_cls: 1.9244, loss: 1.9244, grad_norm: 6.2574 2021-08-17 06:22:56,759 - mmaction - INFO - Epoch [19][180/2640] lr: 1.000e-02, eta: 13:30:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7703, loss_cls: 2.0062, loss: 2.0062, grad_norm: 6.1040 2021-08-17 06:23:07,710 - mmaction - INFO - Epoch [19][200/2640] lr: 1.000e-02, eta: 13:30:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5164, top5_acc: 0.7719, loss_cls: 1.9736, loss: 1.9736, grad_norm: 6.0597 2021-08-17 06:23:18,674 - mmaction - INFO - Epoch [19][220/2640] lr: 1.000e-02, eta: 13:30:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5117, top5_acc: 0.7734, loss_cls: 2.0098, loss: 2.0098, grad_norm: 6.2237 2021-08-17 06:23:29,643 - mmaction - INFO - Epoch [19][240/2640] lr: 1.000e-02, eta: 13:29:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7625, loss_cls: 2.0491, loss: 2.0491, grad_norm: 6.3008 2021-08-17 06:23:40,611 - mmaction - INFO - Epoch [19][260/2640] lr: 1.000e-02, eta: 13:29:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5305, top5_acc: 0.7609, loss_cls: 1.9640, loss: 1.9640, grad_norm: 5.9072 2021-08-17 06:23:51,574 - mmaction - INFO - Epoch [19][280/2640] lr: 1.000e-02, eta: 13:29:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7641, loss_cls: 2.0347, loss: 2.0347, grad_norm: 6.1756 2021-08-17 06:24:02,535 - mmaction - INFO - Epoch [19][300/2640] lr: 1.000e-02, eta: 13:29:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7664, loss_cls: 2.0115, loss: 2.0115, grad_norm: 6.4296 2021-08-17 06:24:13,510 - mmaction - INFO - Epoch [19][320/2640] lr: 1.000e-02, eta: 13:29:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7477, loss_cls: 2.1150, loss: 2.1150, grad_norm: 6.6129 2021-08-17 06:24:24,490 - mmaction - INFO - Epoch [19][340/2640] lr: 1.000e-02, eta: 13:28:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7836, loss_cls: 1.9765, loss: 1.9765, grad_norm: 6.2451 2021-08-17 06:24:35,466 - mmaction - INFO - Epoch [19][360/2640] lr: 1.000e-02, eta: 13:28:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5344, top5_acc: 0.7758, loss_cls: 1.9502, loss: 1.9502, grad_norm: 6.0110 2021-08-17 06:24:46,434 - mmaction - INFO - Epoch [19][380/2640] lr: 1.000e-02, eta: 13:28:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7820, loss_cls: 1.9996, loss: 1.9996, grad_norm: 6.3771 2021-08-17 06:24:57,423 - mmaction - INFO - Epoch [19][400/2640] lr: 1.000e-02, eta: 13:28:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7664, loss_cls: 2.0277, loss: 2.0277, grad_norm: 6.3340 2021-08-17 06:25:08,377 - mmaction - INFO - Epoch [19][420/2640] lr: 1.000e-02, eta: 13:28:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7570, loss_cls: 2.0616, loss: 2.0616, grad_norm: 6.3171 2021-08-17 06:25:19,341 - mmaction - INFO - Epoch [19][440/2640] lr: 1.000e-02, eta: 13:27:50, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5250, top5_acc: 0.7648, loss_cls: 1.9311, loss: 1.9311, grad_norm: 6.0702 2021-08-17 06:25:30,328 - mmaction - INFO - Epoch [19][460/2640] lr: 1.000e-02, eta: 13:27:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5133, top5_acc: 0.7625, loss_cls: 1.9894, loss: 1.9894, grad_norm: 6.3974 2021-08-17 06:25:41,268 - mmaction - INFO - Epoch [19][480/2640] lr: 1.000e-02, eta: 13:27:24, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7688, loss_cls: 2.0042, loss: 2.0042, grad_norm: 6.4719 2021-08-17 06:25:52,234 - mmaction - INFO - Epoch [19][500/2640] lr: 1.000e-02, eta: 13:27:12, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7844, loss_cls: 2.0074, loss: 2.0074, grad_norm: 6.3326 2021-08-17 06:26:03,208 - mmaction - INFO - Epoch [19][520/2640] lr: 1.000e-02, eta: 13:26:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7453, loss_cls: 2.1165, loss: 2.1165, grad_norm: 6.3262 2021-08-17 06:26:14,196 - mmaction - INFO - Epoch [19][540/2640] lr: 1.000e-02, eta: 13:26:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7391, loss_cls: 2.1465, loss: 2.1465, grad_norm: 6.2478 2021-08-17 06:26:25,168 - mmaction - INFO - Epoch [19][560/2640] lr: 1.000e-02, eta: 13:26:34, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7406, loss_cls: 2.1044, loss: 2.1044, grad_norm: 6.3032 2021-08-17 06:26:36,151 - mmaction - INFO - Epoch [19][580/2640] lr: 1.000e-02, eta: 13:26:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7805, loss_cls: 1.9708, loss: 1.9708, grad_norm: 6.1431 2021-08-17 06:26:47,105 - mmaction - INFO - Epoch [19][600/2640] lr: 1.000e-02, eta: 13:26:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7391, loss_cls: 2.1522, loss: 2.1522, grad_norm: 6.6668 2021-08-17 06:26:58,069 - mmaction - INFO - Epoch [19][620/2640] lr: 1.000e-02, eta: 13:25:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5164, top5_acc: 0.7492, loss_cls: 2.0615, loss: 2.0615, grad_norm: 6.2410 2021-08-17 06:27:09,025 - mmaction - INFO - Epoch [19][640/2640] lr: 1.000e-02, eta: 13:25:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7703, loss_cls: 2.0123, loss: 2.0123, grad_norm: 6.1871 2021-08-17 06:27:20,011 - mmaction - INFO - Epoch [19][660/2640] lr: 1.000e-02, eta: 13:25:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7703, loss_cls: 1.9983, loss: 1.9983, grad_norm: 6.2729 2021-08-17 06:27:30,979 - mmaction - INFO - Epoch [19][680/2640] lr: 1.000e-02, eta: 13:25:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7547, loss_cls: 2.0959, loss: 2.0959, grad_norm: 6.5195 2021-08-17 06:27:41,949 - mmaction - INFO - Epoch [19][700/2640] lr: 1.000e-02, eta: 13:25:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7578, loss_cls: 2.0489, loss: 2.0489, grad_norm: 6.2951 2021-08-17 06:27:52,920 - mmaction - INFO - Epoch [19][720/2640] lr: 1.000e-02, eta: 13:24:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7570, loss_cls: 2.0688, loss: 2.0688, grad_norm: 6.2321 2021-08-17 06:28:03,885 - mmaction - INFO - Epoch [19][740/2640] lr: 1.000e-02, eta: 13:24:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5195, top5_acc: 0.7930, loss_cls: 1.9394, loss: 1.9394, grad_norm: 6.1681 2021-08-17 06:28:14,826 - mmaction - INFO - Epoch [19][760/2640] lr: 1.000e-02, eta: 13:24:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7516, loss_cls: 2.1257, loss: 2.1257, grad_norm: 6.5660 2021-08-17 06:28:25,794 - mmaction - INFO - Epoch [19][780/2640] lr: 1.000e-02, eta: 13:24:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5078, top5_acc: 0.7625, loss_cls: 2.0254, loss: 2.0254, grad_norm: 6.2278 2021-08-17 06:28:36,752 - mmaction - INFO - Epoch [19][800/2640] lr: 1.000e-02, eta: 13:24:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5242, top5_acc: 0.7766, loss_cls: 1.9359, loss: 1.9359, grad_norm: 6.2076 2021-08-17 06:28:47,719 - mmaction - INFO - Epoch [19][820/2640] lr: 1.000e-02, eta: 13:23:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7383, loss_cls: 2.1164, loss: 2.1164, grad_norm: 6.2788 2021-08-17 06:28:58,668 - mmaction - INFO - Epoch [19][840/2640] lr: 1.000e-02, eta: 13:23:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7672, loss_cls: 2.0186, loss: 2.0186, grad_norm: 6.2852 2021-08-17 06:29:09,629 - mmaction - INFO - Epoch [19][860/2640] lr: 1.000e-02, eta: 13:23:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7312, loss_cls: 2.1683, loss: 2.1683, grad_norm: 6.1446 2021-08-17 06:29:20,616 - mmaction - INFO - Epoch [19][880/2640] lr: 1.000e-02, eta: 13:23:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7555, loss_cls: 2.0405, loss: 2.0405, grad_norm: 6.0901 2021-08-17 06:29:31,592 - mmaction - INFO - Epoch [19][900/2640] lr: 1.000e-02, eta: 13:23:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7695, loss_cls: 2.0316, loss: 2.0316, grad_norm: 6.2984 2021-08-17 06:29:42,558 - mmaction - INFO - Epoch [19][920/2640] lr: 1.000e-02, eta: 13:22:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7609, loss_cls: 2.0880, loss: 2.0880, grad_norm: 6.2426 2021-08-17 06:29:53,534 - mmaction - INFO - Epoch [19][940/2640] lr: 1.000e-02, eta: 13:22:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4734, top5_acc: 0.7422, loss_cls: 2.1111, loss: 2.1111, grad_norm: 6.0939 2021-08-17 06:30:04,480 - mmaction - INFO - Epoch [19][960/2640] lr: 1.000e-02, eta: 13:22:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7602, loss_cls: 2.0324, loss: 2.0324, grad_norm: 6.2745 2021-08-17 06:30:15,456 - mmaction - INFO - Epoch [19][980/2640] lr: 1.000e-02, eta: 13:22:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7688, loss_cls: 2.0470, loss: 2.0470, grad_norm: 6.5983 2021-08-17 06:30:26,423 - mmaction - INFO - Epoch [19][1000/2640] lr: 1.000e-02, eta: 13:21:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7625, loss_cls: 2.0312, loss: 2.0312, grad_norm: 6.2831 2021-08-17 06:30:37,395 - mmaction - INFO - Epoch [19][1020/2640] lr: 1.000e-02, eta: 13:21:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4750, top5_acc: 0.7539, loss_cls: 2.1315, loss: 2.1315, grad_norm: 6.3593 2021-08-17 06:30:48,361 - mmaction - INFO - Epoch [19][1040/2640] lr: 1.000e-02, eta: 13:21:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7719, loss_cls: 1.9798, loss: 1.9798, grad_norm: 6.0891 2021-08-17 06:30:59,336 - mmaction - INFO - Epoch [19][1060/2640] lr: 1.000e-02, eta: 13:21:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5336, top5_acc: 0.7602, loss_cls: 1.9768, loss: 1.9768, grad_norm: 6.3511 2021-08-17 06:31:10,288 - mmaction - INFO - Epoch [19][1080/2640] lr: 1.000e-02, eta: 13:21:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7609, loss_cls: 2.0426, loss: 2.0426, grad_norm: 6.3863 2021-08-17 06:31:21,239 - mmaction - INFO - Epoch [19][1100/2640] lr: 1.000e-02, eta: 13:20:57, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7562, loss_cls: 2.0940, loss: 2.0940, grad_norm: 6.2775 2021-08-17 06:31:32,184 - mmaction - INFO - Epoch [19][1120/2640] lr: 1.000e-02, eta: 13:20:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7562, loss_cls: 2.0913, loss: 2.0913, grad_norm: 6.3012 2021-08-17 06:31:43,165 - mmaction - INFO - Epoch [19][1140/2640] lr: 1.000e-02, eta: 13:20:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4859, top5_acc: 0.7531, loss_cls: 2.0855, loss: 2.0855, grad_norm: 6.0421 2021-08-17 06:31:54,139 - mmaction - INFO - Epoch [19][1160/2640] lr: 1.000e-02, eta: 13:20:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7586, loss_cls: 1.9879, loss: 1.9879, grad_norm: 6.1084 2021-08-17 06:32:05,120 - mmaction - INFO - Epoch [19][1180/2640] lr: 1.000e-02, eta: 13:20:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5047, top5_acc: 0.7453, loss_cls: 2.0278, loss: 2.0278, grad_norm: 6.0402 2021-08-17 06:32:16,085 - mmaction - INFO - Epoch [19][1200/2640] lr: 1.000e-02, eta: 13:19:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5094, top5_acc: 0.7508, loss_cls: 2.0378, loss: 2.0378, grad_norm: 6.1676 2021-08-17 06:32:27,053 - mmaction - INFO - Epoch [19][1220/2640] lr: 1.000e-02, eta: 13:19:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7625, loss_cls: 2.0482, loss: 2.0482, grad_norm: 6.1281 2021-08-17 06:32:38,018 - mmaction - INFO - Epoch [19][1240/2640] lr: 1.000e-02, eta: 13:19:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7547, loss_cls: 2.0623, loss: 2.0623, grad_norm: 6.1812 2021-08-17 06:32:49,003 - mmaction - INFO - Epoch [19][1260/2640] lr: 1.000e-02, eta: 13:19:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7688, loss_cls: 2.0305, loss: 2.0305, grad_norm: 6.1394 2021-08-17 06:32:59,979 - mmaction - INFO - Epoch [19][1280/2640] lr: 1.000e-02, eta: 13:19:04, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5203, top5_acc: 0.7750, loss_cls: 1.9883, loss: 1.9883, grad_norm: 6.2590 2021-08-17 06:33:10,931 - mmaction - INFO - Epoch [19][1300/2640] lr: 1.000e-02, eta: 13:18:52, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7438, loss_cls: 2.1205, loss: 2.1205, grad_norm: 6.5268 2021-08-17 06:33:21,899 - mmaction - INFO - Epoch [19][1320/2640] lr: 1.000e-02, eta: 13:18:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7727, loss_cls: 1.9912, loss: 1.9912, grad_norm: 6.3426 2021-08-17 06:33:32,875 - mmaction - INFO - Epoch [19][1340/2640] lr: 1.000e-02, eta: 13:18:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7586, loss_cls: 2.0682, loss: 2.0682, grad_norm: 6.2096 2021-08-17 06:33:43,871 - mmaction - INFO - Epoch [19][1360/2640] lr: 1.000e-02, eta: 13:18:15, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.5250, top5_acc: 0.7672, loss_cls: 1.9773, loss: 1.9773, grad_norm: 5.9729 2021-08-17 06:33:54,829 - mmaction - INFO - Epoch [19][1380/2640] lr: 1.000e-02, eta: 13:18:02, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7648, loss_cls: 2.0106, loss: 2.0106, grad_norm: 6.2593 2021-08-17 06:34:05,790 - mmaction - INFO - Epoch [19][1400/2640] lr: 1.000e-02, eta: 13:17:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7445, loss_cls: 2.0743, loss: 2.0743, grad_norm: 6.2739 2021-08-17 06:34:16,756 - mmaction - INFO - Epoch [19][1420/2640] lr: 1.000e-02, eta: 13:17:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7664, loss_cls: 2.0404, loss: 2.0404, grad_norm: 6.1255 2021-08-17 06:34:27,721 - mmaction - INFO - Epoch [19][1440/2640] lr: 1.000e-02, eta: 13:17:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7555, loss_cls: 2.1077, loss: 2.1077, grad_norm: 6.2268 2021-08-17 06:34:38,689 - mmaction - INFO - Epoch [19][1460/2640] lr: 1.000e-02, eta: 13:17:12, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.4773, top5_acc: 0.7641, loss_cls: 2.0875, loss: 2.0875, grad_norm: 6.3459 2021-08-17 06:34:49,647 - mmaction - INFO - Epoch [19][1480/2640] lr: 1.000e-02, eta: 13:17:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4742, top5_acc: 0.7648, loss_cls: 2.0303, loss: 2.0303, grad_norm: 6.2955 2021-08-17 06:35:00,610 - mmaction - INFO - Epoch [19][1500/2640] lr: 1.000e-02, eta: 13:16:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7648, loss_cls: 2.0609, loss: 2.0609, grad_norm: 6.4210 2021-08-17 06:35:11,573 - mmaction - INFO - Epoch [19][1520/2640] lr: 1.000e-02, eta: 13:16:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7602, loss_cls: 2.0686, loss: 2.0686, grad_norm: 6.3682 2021-08-17 06:35:22,539 - mmaction - INFO - Epoch [19][1540/2640] lr: 1.000e-02, eta: 13:16:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7438, loss_cls: 2.1155, loss: 2.1155, grad_norm: 6.2621 2021-08-17 06:35:33,492 - mmaction - INFO - Epoch [19][1560/2640] lr: 1.000e-02, eta: 13:16:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7578, loss_cls: 2.0719, loss: 2.0719, grad_norm: 6.3498 2021-08-17 06:35:44,468 - mmaction - INFO - Epoch [19][1580/2640] lr: 1.000e-02, eta: 13:15:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7680, loss_cls: 2.0447, loss: 2.0447, grad_norm: 6.0354 2021-08-17 06:35:55,446 - mmaction - INFO - Epoch [19][1600/2640] lr: 1.000e-02, eta: 13:15:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7633, loss_cls: 2.0220, loss: 2.0220, grad_norm: 5.9717 2021-08-17 06:36:06,432 - mmaction - INFO - Epoch [19][1620/2640] lr: 1.000e-02, eta: 13:15:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7430, loss_cls: 2.1652, loss: 2.1652, grad_norm: 6.2833 2021-08-17 06:36:17,417 - mmaction - INFO - Epoch [19][1640/2640] lr: 1.000e-02, eta: 13:15:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7625, loss_cls: 2.0048, loss: 2.0048, grad_norm: 6.0926 2021-08-17 06:36:28,396 - mmaction - INFO - Epoch [19][1660/2640] lr: 1.000e-02, eta: 13:15:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5242, top5_acc: 0.7906, loss_cls: 1.9099, loss: 1.9099, grad_norm: 6.1794 2021-08-17 06:36:39,336 - mmaction - INFO - Epoch [19][1680/2640] lr: 1.000e-02, eta: 13:14:55, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5078, top5_acc: 0.7492, loss_cls: 2.0536, loss: 2.0536, grad_norm: 6.2316 2021-08-17 06:36:50,358 - mmaction - INFO - Epoch [19][1700/2640] lr: 1.000e-02, eta: 13:14:43, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4961, top5_acc: 0.7547, loss_cls: 2.0780, loss: 2.0780, grad_norm: 6.3077 2021-08-17 06:37:01,298 - mmaction - INFO - Epoch [19][1720/2640] lr: 1.000e-02, eta: 13:14:30, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4680, top5_acc: 0.7438, loss_cls: 2.1363, loss: 2.1363, grad_norm: 6.3742 2021-08-17 06:37:12,279 - mmaction - INFO - Epoch [19][1740/2640] lr: 1.000e-02, eta: 13:14:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4852, top5_acc: 0.7727, loss_cls: 2.0299, loss: 2.0299, grad_norm: 6.2879 2021-08-17 06:37:23,254 - mmaction - INFO - Epoch [19][1760/2640] lr: 1.000e-02, eta: 13:14:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5109, top5_acc: 0.7492, loss_cls: 2.0574, loss: 2.0574, grad_norm: 6.1165 2021-08-17 06:37:34,212 - mmaction - INFO - Epoch [19][1780/2640] lr: 1.000e-02, eta: 13:13:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5125, top5_acc: 0.7570, loss_cls: 2.0292, loss: 2.0292, grad_norm: 6.1997 2021-08-17 06:37:45,156 - mmaction - INFO - Epoch [19][1800/2640] lr: 1.000e-02, eta: 13:13:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7586, loss_cls: 2.0247, loss: 2.0247, grad_norm: 6.0563 2021-08-17 06:37:56,128 - mmaction - INFO - Epoch [19][1820/2640] lr: 1.000e-02, eta: 13:13:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4531, top5_acc: 0.7234, loss_cls: 2.1813, loss: 2.1813, grad_norm: 6.3512 2021-08-17 06:38:07,123 - mmaction - INFO - Epoch [19][1840/2640] lr: 1.000e-02, eta: 13:13:16, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7414, loss_cls: 2.1037, loss: 2.1037, grad_norm: 6.0875 2021-08-17 06:38:18,082 - mmaction - INFO - Epoch [19][1860/2640] lr: 1.000e-02, eta: 13:13:03, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5117, top5_acc: 0.7719, loss_cls: 1.9446, loss: 1.9446, grad_norm: 6.1007 2021-08-17 06:38:29,038 - mmaction - INFO - Epoch [19][1880/2640] lr: 1.000e-02, eta: 13:12:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7672, loss_cls: 2.0290, loss: 2.0290, grad_norm: 6.3900 2021-08-17 06:38:40,019 - mmaction - INFO - Epoch [19][1900/2640] lr: 1.000e-02, eta: 13:12:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5266, top5_acc: 0.7758, loss_cls: 1.9486, loss: 1.9486, grad_norm: 6.1650 2021-08-17 06:38:50,970 - mmaction - INFO - Epoch [19][1920/2640] lr: 1.000e-02, eta: 13:12:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7664, loss_cls: 2.0570, loss: 2.0570, grad_norm: 6.2316 2021-08-17 06:39:01,934 - mmaction - INFO - Epoch [19][1940/2640] lr: 1.000e-02, eta: 13:12:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7500, loss_cls: 2.0752, loss: 2.0752, grad_norm: 6.2032 2021-08-17 06:39:12,910 - mmaction - INFO - Epoch [19][1960/2640] lr: 1.000e-02, eta: 13:12:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5047, top5_acc: 0.7742, loss_cls: 1.9950, loss: 1.9950, grad_norm: 6.0126 2021-08-17 06:39:23,890 - mmaction - INFO - Epoch [19][1980/2640] lr: 1.000e-02, eta: 13:11:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7609, loss_cls: 2.0709, loss: 2.0709, grad_norm: 6.1253 2021-08-17 06:39:34,858 - mmaction - INFO - Epoch [19][2000/2640] lr: 1.000e-02, eta: 13:11:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5164, top5_acc: 0.7578, loss_cls: 1.9920, loss: 1.9920, grad_norm: 6.1632 2021-08-17 06:39:45,841 - mmaction - INFO - Epoch [19][2020/2640] lr: 1.000e-02, eta: 13:11:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7484, loss_cls: 2.0417, loss: 2.0417, grad_norm: 6.4162 2021-08-17 06:39:56,796 - mmaction - INFO - Epoch [19][2040/2640] lr: 1.000e-02, eta: 13:11:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7586, loss_cls: 2.0940, loss: 2.0940, grad_norm: 6.4166 2021-08-17 06:40:07,771 - mmaction - INFO - Epoch [19][2060/2640] lr: 1.000e-02, eta: 13:10:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7578, loss_cls: 2.0606, loss: 2.0606, grad_norm: 6.4238 2021-08-17 06:40:18,732 - mmaction - INFO - Epoch [19][2080/2640] lr: 1.000e-02, eta: 13:10:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7336, loss_cls: 2.0685, loss: 2.0685, grad_norm: 5.8335 2021-08-17 06:40:29,710 - mmaction - INFO - Epoch [19][2100/2640] lr: 1.000e-02, eta: 13:10:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5125, top5_acc: 0.7742, loss_cls: 1.9837, loss: 1.9837, grad_norm: 6.1647 2021-08-17 06:40:40,698 - mmaction - INFO - Epoch [19][2120/2640] lr: 1.000e-02, eta: 13:10:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5047, top5_acc: 0.7750, loss_cls: 1.9914, loss: 1.9914, grad_norm: 6.1299 2021-08-17 06:40:51,668 - mmaction - INFO - Epoch [19][2140/2640] lr: 1.000e-02, eta: 13:10:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7797, loss_cls: 1.9288, loss: 1.9288, grad_norm: 5.8939 2021-08-17 06:41:02,632 - mmaction - INFO - Epoch [19][2160/2640] lr: 1.000e-02, eta: 13:09:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7859, loss_cls: 1.9320, loss: 1.9320, grad_norm: 6.1668 2021-08-17 06:41:13,634 - mmaction - INFO - Epoch [19][2180/2640] lr: 1.000e-02, eta: 13:09:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7656, loss_cls: 1.9950, loss: 1.9950, grad_norm: 6.2597 2021-08-17 06:41:24,607 - mmaction - INFO - Epoch [19][2200/2640] lr: 1.000e-02, eta: 13:09:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7508, loss_cls: 2.0915, loss: 2.0915, grad_norm: 6.2469 2021-08-17 06:41:35,575 - mmaction - INFO - Epoch [19][2220/2640] lr: 1.000e-02, eta: 13:09:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7609, loss_cls: 2.0386, loss: 2.0386, grad_norm: 6.0402 2021-08-17 06:41:46,532 - mmaction - INFO - Epoch [19][2240/2640] lr: 1.000e-02, eta: 13:09:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7594, loss_cls: 2.0844, loss: 2.0844, grad_norm: 6.2432 2021-08-17 06:41:57,509 - mmaction - INFO - Epoch [19][2260/2640] lr: 1.000e-02, eta: 13:08:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7508, loss_cls: 2.0893, loss: 2.0893, grad_norm: 6.0413 2021-08-17 06:42:08,479 - mmaction - INFO - Epoch [19][2280/2640] lr: 1.000e-02, eta: 13:08:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7688, loss_cls: 2.0104, loss: 2.0104, grad_norm: 5.9863 2021-08-17 06:42:19,457 - mmaction - INFO - Epoch [19][2300/2640] lr: 1.000e-02, eta: 13:08:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5156, top5_acc: 0.7656, loss_cls: 2.0425, loss: 2.0425, grad_norm: 5.9158 2021-08-17 06:42:30,428 - mmaction - INFO - Epoch [19][2320/2640] lr: 1.000e-02, eta: 13:08:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7539, loss_cls: 2.0930, loss: 2.0930, grad_norm: 6.0776 2021-08-17 06:42:41,410 - mmaction - INFO - Epoch [19][2340/2640] lr: 1.000e-02, eta: 13:08:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7688, loss_cls: 2.0561, loss: 2.0561, grad_norm: 6.1218 2021-08-17 06:42:52,375 - mmaction - INFO - Epoch [19][2360/2640] lr: 1.000e-02, eta: 13:07:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5141, top5_acc: 0.7914, loss_cls: 1.8773, loss: 1.8773, grad_norm: 6.1977 2021-08-17 06:43:03,352 - mmaction - INFO - Epoch [19][2380/2640] lr: 1.000e-02, eta: 13:07:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7500, loss_cls: 2.1069, loss: 2.1069, grad_norm: 6.4212 2021-08-17 06:43:14,304 - mmaction - INFO - Epoch [19][2400/2640] lr: 1.000e-02, eta: 13:07:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5320, top5_acc: 0.7812, loss_cls: 1.9187, loss: 1.9187, grad_norm: 6.0323 2021-08-17 06:43:25,281 - mmaction - INFO - Epoch [19][2420/2640] lr: 1.000e-02, eta: 13:07:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7805, loss_cls: 2.0246, loss: 2.0246, grad_norm: 6.2777 2021-08-17 06:43:36,249 - mmaction - INFO - Epoch [19][2440/2640] lr: 1.000e-02, eta: 13:07:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7602, loss_cls: 1.9914, loss: 1.9914, grad_norm: 5.9775 2021-08-17 06:43:47,219 - mmaction - INFO - Epoch [19][2460/2640] lr: 1.000e-02, eta: 13:06:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7617, loss_cls: 2.0408, loss: 2.0408, grad_norm: 6.1746 2021-08-17 06:43:58,172 - mmaction - INFO - Epoch [19][2480/2640] lr: 1.000e-02, eta: 13:06:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5172, top5_acc: 0.7766, loss_cls: 2.0012, loss: 2.0012, grad_norm: 6.0976 2021-08-17 06:44:09,121 - mmaction - INFO - Epoch [19][2500/2640] lr: 1.000e-02, eta: 13:06:26, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7609, loss_cls: 1.9943, loss: 1.9943, grad_norm: 6.1721 2021-08-17 06:44:20,089 - mmaction - INFO - Epoch [19][2520/2640] lr: 1.000e-02, eta: 13:06:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7625, loss_cls: 2.0467, loss: 2.0467, grad_norm: 6.1279 2021-08-17 06:44:31,044 - mmaction - INFO - Epoch [19][2540/2640] lr: 1.000e-02, eta: 13:06:01, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7484, loss_cls: 2.0344, loss: 2.0344, grad_norm: 6.1043 2021-08-17 06:44:42,023 - mmaction - INFO - Epoch [19][2560/2640] lr: 1.000e-02, eta: 13:05:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5195, top5_acc: 0.7688, loss_cls: 1.9645, loss: 1.9645, grad_norm: 6.1549 2021-08-17 06:44:52,992 - mmaction - INFO - Epoch [19][2580/2640] lr: 1.000e-02, eta: 13:05:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5312, top5_acc: 0.7984, loss_cls: 1.8913, loss: 1.8913, grad_norm: 6.3610 2021-08-17 06:45:03,979 - mmaction - INFO - Epoch [19][2600/2640] lr: 1.000e-02, eta: 13:05:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5188, top5_acc: 0.7664, loss_cls: 2.0002, loss: 2.0002, grad_norm: 6.1564 2021-08-17 06:45:14,952 - mmaction - INFO - Epoch [19][2620/2640] lr: 1.000e-02, eta: 13:05:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7570, loss_cls: 2.0637, loss: 2.0637, grad_norm: 6.1974 2021-08-17 06:45:25,591 - mmaction - INFO - Epoch [19][2640/2640] lr: 1.000e-02, eta: 13:04:59, time: 0.533, data_time: 0.002, memory: 7069, top1_acc: 0.4968, top5_acc: 0.7597, loss_cls: 2.0657, loss: 2.0657, grad_norm: 6.3489 2021-08-17 06:45:27,563 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-08-17 06:46:48,246 - mmaction - INFO - Epoch [20][20/2640] lr: 1.000e-02, eta: 13:06:39, time: 4.002, data_time: 3.372, memory: 7069, top1_acc: 0.4977, top5_acc: 0.7492, loss_cls: 2.1194, loss: 2.1194, grad_norm: 6.1164 2021-08-17 06:46:59,251 - mmaction - INFO - Epoch [20][40/2640] lr: 1.000e-02, eta: 13:06:26, time: 0.549, data_time: 0.004, memory: 7069, top1_acc: 0.5258, top5_acc: 0.7844, loss_cls: 1.9190, loss: 1.9190, grad_norm: 6.2757 2021-08-17 06:47:10,190 - mmaction - INFO - Epoch [20][60/2640] lr: 1.000e-02, eta: 13:06:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5266, top5_acc: 0.7648, loss_cls: 1.9294, loss: 1.9294, grad_norm: 6.0826 2021-08-17 06:47:21,135 - mmaction - INFO - Epoch [20][80/2640] lr: 1.000e-02, eta: 13:06:01, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5195, top5_acc: 0.7820, loss_cls: 1.9468, loss: 1.9468, grad_norm: 6.5060 2021-08-17 06:47:32,092 - mmaction - INFO - Epoch [20][100/2640] lr: 1.000e-02, eta: 13:05:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5180, top5_acc: 0.7859, loss_cls: 1.9462, loss: 1.9462, grad_norm: 6.3744 2021-08-17 06:47:43,071 - mmaction - INFO - Epoch [20][120/2640] lr: 1.000e-02, eta: 13:05:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4836, top5_acc: 0.7422, loss_cls: 2.0752, loss: 2.0752, grad_norm: 6.4635 2021-08-17 06:47:54,032 - mmaction - INFO - Epoch [20][140/2640] lr: 1.000e-02, eta: 13:05:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5109, top5_acc: 0.7750, loss_cls: 1.9394, loss: 1.9394, grad_norm: 5.9997 2021-08-17 06:48:05,003 - mmaction - INFO - Epoch [20][160/2640] lr: 1.000e-02, eta: 13:05:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4875, top5_acc: 0.7633, loss_cls: 2.0378, loss: 2.0378, grad_norm: 6.4146 2021-08-17 06:48:15,954 - mmaction - INFO - Epoch [20][180/2640] lr: 1.000e-02, eta: 13:04:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5250, top5_acc: 0.7633, loss_cls: 1.9665, loss: 1.9665, grad_norm: 6.2065 2021-08-17 06:48:26,908 - mmaction - INFO - Epoch [20][200/2640] lr: 1.000e-02, eta: 13:04:47, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5109, top5_acc: 0.7828, loss_cls: 1.9583, loss: 1.9583, grad_norm: 6.2517 2021-08-17 06:48:37,864 - mmaction - INFO - Epoch [20][220/2640] lr: 1.000e-02, eta: 13:04:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7414, loss_cls: 2.0843, loss: 2.0843, grad_norm: 6.4874 2021-08-17 06:48:48,838 - mmaction - INFO - Epoch [20][240/2640] lr: 1.000e-02, eta: 13:04:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7258, loss_cls: 2.1308, loss: 2.1308, grad_norm: 5.9850 2021-08-17 06:48:59,798 - mmaction - INFO - Epoch [20][260/2640] lr: 1.000e-02, eta: 13:04:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5188, top5_acc: 0.7734, loss_cls: 1.9689, loss: 1.9689, grad_norm: 6.0462 2021-08-17 06:49:10,764 - mmaction - INFO - Epoch [20][280/2640] lr: 1.000e-02, eta: 13:03:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5102, top5_acc: 0.7820, loss_cls: 1.9878, loss: 1.9878, grad_norm: 6.3752 2021-08-17 06:49:21,733 - mmaction - INFO - Epoch [20][300/2640] lr: 1.000e-02, eta: 13:03:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5102, top5_acc: 0.7750, loss_cls: 1.9343, loss: 1.9343, grad_norm: 6.0410 2021-08-17 06:49:32,707 - mmaction - INFO - Epoch [20][320/2640] lr: 1.000e-02, eta: 13:03:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5094, top5_acc: 0.7734, loss_cls: 1.9965, loss: 1.9965, grad_norm: 6.3016 2021-08-17 06:49:43,671 - mmaction - INFO - Epoch [20][340/2640] lr: 1.000e-02, eta: 13:03:19, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5391, top5_acc: 0.7773, loss_cls: 1.9531, loss: 1.9531, grad_norm: 6.1368 2021-08-17 06:49:54,683 - mmaction - INFO - Epoch [20][360/2640] lr: 1.000e-02, eta: 13:03:07, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7750, loss_cls: 1.9955, loss: 1.9955, grad_norm: 6.2918 2021-08-17 06:50:05,614 - mmaction - INFO - Epoch [20][380/2640] lr: 1.000e-02, eta: 13:02:54, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7664, loss_cls: 2.0495, loss: 2.0495, grad_norm: 6.3462 2021-08-17 06:50:16,586 - mmaction - INFO - Epoch [20][400/2640] lr: 1.000e-02, eta: 13:02:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7617, loss_cls: 2.0568, loss: 2.0568, grad_norm: 6.4365 2021-08-17 06:50:27,567 - mmaction - INFO - Epoch [20][420/2640] lr: 1.000e-02, eta: 13:02:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7336, loss_cls: 2.0649, loss: 2.0649, grad_norm: 6.1881 2021-08-17 06:50:38,566 - mmaction - INFO - Epoch [20][440/2640] lr: 1.000e-02, eta: 13:02:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7727, loss_cls: 1.9739, loss: 1.9739, grad_norm: 6.3227 2021-08-17 06:50:49,540 - mmaction - INFO - Epoch [20][460/2640] lr: 1.000e-02, eta: 13:02:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7602, loss_cls: 2.0615, loss: 2.0615, grad_norm: 6.2826 2021-08-17 06:51:00,523 - mmaction - INFO - Epoch [20][480/2640] lr: 1.000e-02, eta: 13:01:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4891, top5_acc: 0.7625, loss_cls: 2.0950, loss: 2.0950, grad_norm: 6.5593 2021-08-17 06:51:11,484 - mmaction - INFO - Epoch [20][500/2640] lr: 1.000e-02, eta: 13:01:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7523, loss_cls: 2.0364, loss: 2.0364, grad_norm: 6.1667 2021-08-17 06:51:22,461 - mmaction - INFO - Epoch [20][520/2640] lr: 1.000e-02, eta: 13:01:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5094, top5_acc: 0.7609, loss_cls: 2.0232, loss: 2.0232, grad_norm: 6.4981 2021-08-17 06:51:33,448 - mmaction - INFO - Epoch [20][540/2640] lr: 1.000e-02, eta: 13:01:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4945, top5_acc: 0.7633, loss_cls: 2.0772, loss: 2.0772, grad_norm: 6.4513 2021-08-17 06:51:44,415 - mmaction - INFO - Epoch [20][560/2640] lr: 1.000e-02, eta: 13:01:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5102, top5_acc: 0.7820, loss_cls: 1.9747, loss: 1.9747, grad_norm: 6.0336 2021-08-17 06:51:55,414 - mmaction - INFO - Epoch [20][580/2640] lr: 1.000e-02, eta: 13:00:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7695, loss_cls: 2.0022, loss: 2.0022, grad_norm: 6.1903 2021-08-17 06:52:06,382 - mmaction - INFO - Epoch [20][600/2640] lr: 1.000e-02, eta: 13:00:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7750, loss_cls: 1.9671, loss: 1.9671, grad_norm: 6.3130 2021-08-17 06:52:17,350 - mmaction - INFO - Epoch [20][620/2640] lr: 1.000e-02, eta: 13:00:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5125, top5_acc: 0.7773, loss_cls: 1.9809, loss: 1.9809, grad_norm: 6.1894 2021-08-17 06:52:28,346 - mmaction - INFO - Epoch [20][640/2640] lr: 1.000e-02, eta: 13:00:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5102, top5_acc: 0.7664, loss_cls: 2.0430, loss: 2.0430, grad_norm: 6.4651 2021-08-17 06:52:39,337 - mmaction - INFO - Epoch [20][660/2640] lr: 1.000e-02, eta: 13:00:01, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7641, loss_cls: 2.0015, loss: 2.0015, grad_norm: 6.2281 2021-08-17 06:52:50,314 - mmaction - INFO - Epoch [20][680/2640] lr: 1.000e-02, eta: 12:59:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5094, top5_acc: 0.7648, loss_cls: 2.0090, loss: 2.0090, grad_norm: 6.5850 2021-08-17 06:53:01,265 - mmaction - INFO - Epoch [20][700/2640] lr: 1.000e-02, eta: 12:59:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7562, loss_cls: 2.0380, loss: 2.0380, grad_norm: 6.2688 2021-08-17 06:53:12,260 - mmaction - INFO - Epoch [20][720/2640] lr: 1.000e-02, eta: 12:59:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5234, top5_acc: 0.7695, loss_cls: 1.9887, loss: 1.9887, grad_norm: 6.4156 2021-08-17 06:53:23,245 - mmaction - INFO - Epoch [20][740/2640] lr: 1.000e-02, eta: 12:59:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5305, top5_acc: 0.7789, loss_cls: 1.9442, loss: 1.9442, grad_norm: 6.3709 2021-08-17 06:53:34,240 - mmaction - INFO - Epoch [20][760/2640] lr: 1.000e-02, eta: 12:58:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4961, top5_acc: 0.7695, loss_cls: 2.0474, loss: 2.0474, grad_norm: 6.5832 2021-08-17 06:53:45,187 - mmaction - INFO - Epoch [20][780/2640] lr: 1.000e-02, eta: 12:58:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7719, loss_cls: 2.0219, loss: 2.0219, grad_norm: 6.3887 2021-08-17 06:53:56,168 - mmaction - INFO - Epoch [20][800/2640] lr: 1.000e-02, eta: 12:58:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7531, loss_cls: 2.0471, loss: 2.0471, grad_norm: 6.2708 2021-08-17 06:54:07,144 - mmaction - INFO - Epoch [20][820/2640] lr: 1.000e-02, eta: 12:58:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7484, loss_cls: 2.1286, loss: 2.1286, grad_norm: 6.3437 2021-08-17 06:54:18,127 - mmaction - INFO - Epoch [20][840/2640] lr: 1.000e-02, eta: 12:58:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5109, top5_acc: 0.7742, loss_cls: 1.9472, loss: 1.9472, grad_norm: 6.2575 2021-08-17 06:54:29,094 - mmaction - INFO - Epoch [20][860/2640] lr: 1.000e-02, eta: 12:57:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4766, top5_acc: 0.7484, loss_cls: 2.1194, loss: 2.1194, grad_norm: 6.2243 2021-08-17 06:54:40,082 - mmaction - INFO - Epoch [20][880/2640] lr: 1.000e-02, eta: 12:57:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7602, loss_cls: 1.9939, loss: 1.9939, grad_norm: 6.0333 2021-08-17 06:54:51,078 - mmaction - INFO - Epoch [20][900/2640] lr: 1.000e-02, eta: 12:57:32, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.4797, top5_acc: 0.7422, loss_cls: 2.1593, loss: 2.1593, grad_norm: 6.3739 2021-08-17 06:55:02,048 - mmaction - INFO - Epoch [20][920/2640] lr: 1.000e-02, eta: 12:57:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4992, top5_acc: 0.7602, loss_cls: 2.0330, loss: 2.0330, grad_norm: 6.1424 2021-08-17 06:55:13,006 - mmaction - INFO - Epoch [20][940/2640] lr: 1.000e-02, eta: 12:57:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7758, loss_cls: 1.9820, loss: 1.9820, grad_norm: 6.2815 2021-08-17 06:55:23,977 - mmaction - INFO - Epoch [20][960/2640] lr: 1.000e-02, eta: 12:56:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7625, loss_cls: 2.0132, loss: 2.0132, grad_norm: 6.3279 2021-08-17 06:55:34,939 - mmaction - INFO - Epoch [20][980/2640] lr: 1.000e-02, eta: 12:56:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7664, loss_cls: 2.0814, loss: 2.0814, grad_norm: 6.2936 2021-08-17 06:55:45,909 - mmaction - INFO - Epoch [20][1000/2640] lr: 1.000e-02, eta: 12:56:30, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4883, top5_acc: 0.7602, loss_cls: 2.0694, loss: 2.0694, grad_norm: 6.3584 2021-08-17 06:55:56,893 - mmaction - INFO - Epoch [20][1020/2640] lr: 1.000e-02, eta: 12:56:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5102, top5_acc: 0.7539, loss_cls: 2.0125, loss: 2.0125, grad_norm: 6.1300 2021-08-17 06:56:07,863 - mmaction - INFO - Epoch [20][1040/2640] lr: 1.000e-02, eta: 12:56:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4656, top5_acc: 0.7516, loss_cls: 2.1597, loss: 2.1597, grad_norm: 6.4363 2021-08-17 06:56:18,849 - mmaction - INFO - Epoch [20][1060/2640] lr: 1.000e-02, eta: 12:55:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7617, loss_cls: 2.0599, loss: 2.0599, grad_norm: 6.3573 2021-08-17 06:56:29,807 - mmaction - INFO - Epoch [20][1080/2640] lr: 1.000e-02, eta: 12:55:40, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4758, top5_acc: 0.7508, loss_cls: 2.1389, loss: 2.1389, grad_norm: 6.3952 2021-08-17 06:56:40,761 - mmaction - INFO - Epoch [20][1100/2640] lr: 1.000e-02, eta: 12:55:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7641, loss_cls: 2.0155, loss: 2.0155, grad_norm: 6.3075 2021-08-17 06:56:51,752 - mmaction - INFO - Epoch [20][1120/2640] lr: 1.000e-02, eta: 12:55:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5203, top5_acc: 0.7750, loss_cls: 1.9735, loss: 1.9735, grad_norm: 6.2052 2021-08-17 06:57:02,728 - mmaction - INFO - Epoch [20][1140/2640] lr: 1.000e-02, eta: 12:55:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4805, top5_acc: 0.7328, loss_cls: 2.1244, loss: 2.1244, grad_norm: 6.4773 2021-08-17 06:57:13,694 - mmaction - INFO - Epoch [20][1160/2640] lr: 1.000e-02, eta: 12:54:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4914, top5_acc: 0.7516, loss_cls: 2.0422, loss: 2.0422, grad_norm: 6.4230 2021-08-17 06:57:24,658 - mmaction - INFO - Epoch [20][1180/2640] lr: 1.000e-02, eta: 12:54:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7461, loss_cls: 2.0672, loss: 2.0672, grad_norm: 6.2031 2021-08-17 06:57:35,625 - mmaction - INFO - Epoch [20][1200/2640] lr: 1.000e-02, eta: 12:54:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7398, loss_cls: 2.0818, loss: 2.0818, grad_norm: 6.2878 2021-08-17 06:57:46,594 - mmaction - INFO - Epoch [20][1220/2640] lr: 1.000e-02, eta: 12:54:13, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7781, loss_cls: 2.0103, loss: 2.0103, grad_norm: 6.4764 2021-08-17 06:57:57,577 - mmaction - INFO - Epoch [20][1240/2640] lr: 1.000e-02, eta: 12:54:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7383, loss_cls: 2.1126, loss: 2.1126, grad_norm: 6.0948 2021-08-17 06:58:08,538 - mmaction - INFO - Epoch [20][1260/2640] lr: 1.000e-02, eta: 12:53:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7531, loss_cls: 2.0544, loss: 2.0544, grad_norm: 6.0536 2021-08-17 06:58:19,492 - mmaction - INFO - Epoch [20][1280/2640] lr: 1.000e-02, eta: 12:53:36, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5133, top5_acc: 0.7711, loss_cls: 1.9710, loss: 1.9710, grad_norm: 6.0432 2021-08-17 06:58:30,457 - mmaction - INFO - Epoch [20][1300/2640] lr: 1.000e-02, eta: 12:53:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5234, top5_acc: 0.7719, loss_cls: 1.9781, loss: 1.9781, grad_norm: 6.0516 2021-08-17 06:58:41,443 - mmaction - INFO - Epoch [20][1320/2640] lr: 1.000e-02, eta: 12:53:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5211, top5_acc: 0.7836, loss_cls: 1.9311, loss: 1.9311, grad_norm: 6.1972 2021-08-17 06:58:52,409 - mmaction - INFO - Epoch [20][1340/2640] lr: 1.000e-02, eta: 12:52:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7836, loss_cls: 1.9815, loss: 1.9815, grad_norm: 6.4983 2021-08-17 06:59:03,389 - mmaction - INFO - Epoch [20][1360/2640] lr: 1.000e-02, eta: 12:52:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4953, top5_acc: 0.7523, loss_cls: 2.0710, loss: 2.0710, grad_norm: 6.4303 2021-08-17 06:59:14,355 - mmaction - INFO - Epoch [20][1380/2640] lr: 1.000e-02, eta: 12:52:34, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7477, loss_cls: 2.1282, loss: 2.1282, grad_norm: 6.2223 2021-08-17 06:59:25,317 - mmaction - INFO - Epoch [20][1400/2640] lr: 1.000e-02, eta: 12:52:22, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5141, top5_acc: 0.7602, loss_cls: 2.0124, loss: 2.0124, grad_norm: 6.2987 2021-08-17 06:59:36,304 - mmaction - INFO - Epoch [20][1420/2640] lr: 1.000e-02, eta: 12:52:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7617, loss_cls: 2.0526, loss: 2.0526, grad_norm: 6.3192 2021-08-17 06:59:47,294 - mmaction - INFO - Epoch [20][1440/2640] lr: 1.000e-02, eta: 12:51:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5305, top5_acc: 0.7750, loss_cls: 1.9482, loss: 1.9482, grad_norm: 5.9417 2021-08-17 06:59:58,287 - mmaction - INFO - Epoch [20][1460/2640] lr: 1.000e-02, eta: 12:51:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4789, top5_acc: 0.7492, loss_cls: 2.1069, loss: 2.1069, grad_norm: 6.1961 2021-08-17 07:00:09,273 - mmaction - INFO - Epoch [20][1480/2640] lr: 1.000e-02, eta: 12:51:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4828, top5_acc: 0.7383, loss_cls: 2.1025, loss: 2.1025, grad_norm: 6.3208 2021-08-17 07:00:20,254 - mmaction - INFO - Epoch [20][1500/2640] lr: 1.000e-02, eta: 12:51:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4898, top5_acc: 0.7594, loss_cls: 2.0738, loss: 2.0738, grad_norm: 6.1521 2021-08-17 07:00:31,225 - mmaction - INFO - Epoch [20][1520/2640] lr: 1.000e-02, eta: 12:51:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4961, top5_acc: 0.7516, loss_cls: 2.0489, loss: 2.0489, grad_norm: 6.1473 2021-08-17 07:00:42,198 - mmaction - INFO - Epoch [20][1540/2640] lr: 1.000e-02, eta: 12:50:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5242, top5_acc: 0.7719, loss_cls: 1.9033, loss: 1.9033, grad_norm: 6.0661 2021-08-17 07:00:53,172 - mmaction - INFO - Epoch [20][1560/2640] lr: 1.000e-02, eta: 12:50:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4695, top5_acc: 0.7633, loss_cls: 2.0739, loss: 2.0739, grad_norm: 6.5250 2021-08-17 07:01:04,127 - mmaction - INFO - Epoch [20][1580/2640] lr: 1.000e-02, eta: 12:50:31, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7648, loss_cls: 2.0090, loss: 2.0090, grad_norm: 6.2286 2021-08-17 07:01:15,096 - mmaction - INFO - Epoch [20][1600/2640] lr: 1.000e-02, eta: 12:50:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7508, loss_cls: 2.0860, loss: 2.0860, grad_norm: 6.2485 2021-08-17 07:01:26,049 - mmaction - INFO - Epoch [20][1620/2640] lr: 1.000e-02, eta: 12:50:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5078, top5_acc: 0.7562, loss_cls: 2.0178, loss: 2.0178, grad_norm: 6.0625 2021-08-17 07:01:37,026 - mmaction - INFO - Epoch [20][1640/2640] lr: 1.000e-02, eta: 12:49:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7719, loss_cls: 1.9524, loss: 1.9524, grad_norm: 6.0924 2021-08-17 07:01:48,006 - mmaction - INFO - Epoch [20][1660/2640] lr: 1.000e-02, eta: 12:49:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7750, loss_cls: 2.0024, loss: 2.0024, grad_norm: 6.1094 2021-08-17 07:01:58,984 - mmaction - INFO - Epoch [20][1680/2640] lr: 1.000e-02, eta: 12:49:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7508, loss_cls: 2.0545, loss: 2.0545, grad_norm: 6.3718 2021-08-17 07:02:09,947 - mmaction - INFO - Epoch [20][1700/2640] lr: 1.000e-02, eta: 12:49:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5172, top5_acc: 0.7602, loss_cls: 2.0156, loss: 2.0156, grad_norm: 6.2354 2021-08-17 07:02:20,938 - mmaction - INFO - Epoch [20][1720/2640] lr: 1.000e-02, eta: 12:49:04, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.5117, top5_acc: 0.7789, loss_cls: 1.9761, loss: 1.9761, grad_norm: 5.9955 2021-08-17 07:02:31,867 - mmaction - INFO - Epoch [20][1740/2640] lr: 1.000e-02, eta: 12:48:52, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7719, loss_cls: 2.0464, loss: 2.0464, grad_norm: 6.1530 2021-08-17 07:02:42,838 - mmaction - INFO - Epoch [20][1760/2640] lr: 1.000e-02, eta: 12:48:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4719, top5_acc: 0.7438, loss_cls: 2.1302, loss: 2.1302, grad_norm: 6.3976 2021-08-17 07:02:53,799 - mmaction - INFO - Epoch [20][1780/2640] lr: 1.000e-02, eta: 12:48:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5062, top5_acc: 0.7703, loss_cls: 2.0239, loss: 2.0239, grad_norm: 6.2601 2021-08-17 07:03:04,760 - mmaction - INFO - Epoch [20][1800/2640] lr: 1.000e-02, eta: 12:48:14, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5008, top5_acc: 0.7656, loss_cls: 2.0146, loss: 2.0146, grad_norm: 6.1984 2021-08-17 07:03:15,710 - mmaction - INFO - Epoch [20][1820/2640] lr: 1.000e-02, eta: 12:48:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5078, top5_acc: 0.7688, loss_cls: 2.0280, loss: 2.0280, grad_norm: 6.1985 2021-08-17 07:03:26,680 - mmaction - INFO - Epoch [20][1840/2640] lr: 1.000e-02, eta: 12:47:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7711, loss_cls: 2.0366, loss: 2.0366, grad_norm: 6.2602 2021-08-17 07:03:37,623 - mmaction - INFO - Epoch [20][1860/2640] lr: 1.000e-02, eta: 12:47:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7453, loss_cls: 2.0378, loss: 2.0378, grad_norm: 6.1996 2021-08-17 07:03:48,585 - mmaction - INFO - Epoch [20][1880/2640] lr: 1.000e-02, eta: 12:47:25, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5086, top5_acc: 0.7672, loss_cls: 2.0021, loss: 2.0021, grad_norm: 6.1065 2021-08-17 07:03:59,561 - mmaction - INFO - Epoch [20][1900/2640] lr: 1.000e-02, eta: 12:47:13, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4727, top5_acc: 0.7570, loss_cls: 2.0686, loss: 2.0686, grad_norm: 6.3115 2021-08-17 07:04:10,540 - mmaction - INFO - Epoch [20][1920/2640] lr: 1.000e-02, eta: 12:47:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5016, top5_acc: 0.7617, loss_cls: 1.9650, loss: 1.9650, grad_norm: 6.3259 2021-08-17 07:04:21,528 - mmaction - INFO - Epoch [20][1940/2640] lr: 1.000e-02, eta: 12:46:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5094, top5_acc: 0.7508, loss_cls: 2.0501, loss: 2.0501, grad_norm: 6.4079 2021-08-17 07:04:32,497 - mmaction - INFO - Epoch [20][1960/2640] lr: 1.000e-02, eta: 12:46:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7594, loss_cls: 2.0220, loss: 2.0220, grad_norm: 6.2131 2021-08-17 07:04:43,459 - mmaction - INFO - Epoch [20][1980/2640] lr: 1.000e-02, eta: 12:46:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5148, top5_acc: 0.7820, loss_cls: 1.9497, loss: 1.9497, grad_norm: 6.3426 2021-08-17 07:04:54,435 - mmaction - INFO - Epoch [20][2000/2640] lr: 1.000e-02, eta: 12:46:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7609, loss_cls: 2.0449, loss: 2.0449, grad_norm: 6.2851 2021-08-17 07:05:05,392 - mmaction - INFO - Epoch [20][2020/2640] lr: 1.000e-02, eta: 12:45:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5070, top5_acc: 0.7578, loss_cls: 2.0553, loss: 2.0553, grad_norm: 6.1810 2021-08-17 07:05:16,368 - mmaction - INFO - Epoch [20][2040/2640] lr: 1.000e-02, eta: 12:45:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5102, top5_acc: 0.7617, loss_cls: 2.0055, loss: 2.0055, grad_norm: 6.1345 2021-08-17 07:05:27,302 - mmaction - INFO - Epoch [20][2060/2640] lr: 1.000e-02, eta: 12:45:34, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4922, top5_acc: 0.7547, loss_cls: 2.0631, loss: 2.0631, grad_norm: 6.2028 2021-08-17 07:05:38,286 - mmaction - INFO - Epoch [20][2080/2640] lr: 1.000e-02, eta: 12:45:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7812, loss_cls: 1.9765, loss: 1.9765, grad_norm: 6.2905 2021-08-17 07:05:49,255 - mmaction - INFO - Epoch [20][2100/2640] lr: 1.000e-02, eta: 12:45:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7547, loss_cls: 2.0632, loss: 2.0632, grad_norm: 6.5221 2021-08-17 07:06:00,230 - mmaction - INFO - Epoch [20][2120/2640] lr: 1.000e-02, eta: 12:44:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5031, top5_acc: 0.7594, loss_cls: 2.0797, loss: 2.0797, grad_norm: 6.3558 2021-08-17 07:06:11,216 - mmaction - INFO - Epoch [20][2140/2640] lr: 1.000e-02, eta: 12:44:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5078, top5_acc: 0.7578, loss_cls: 2.0469, loss: 2.0469, grad_norm: 6.2216 2021-08-17 07:06:22,206 - mmaction - INFO - Epoch [20][2160/2640] lr: 1.000e-02, eta: 12:44:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.4969, top5_acc: 0.7508, loss_cls: 2.0579, loss: 2.0579, grad_norm: 6.3995 2021-08-17 07:06:33,193 - mmaction - INFO - Epoch [20][2180/2640] lr: 1.000e-02, eta: 12:44:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7500, loss_cls: 2.0518, loss: 2.0518, grad_norm: 6.1896 2021-08-17 07:06:44,173 - mmaction - INFO - Epoch [20][2200/2640] lr: 1.000e-02, eta: 12:44:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5000, top5_acc: 0.7656, loss_cls: 2.0530, loss: 2.0530, grad_norm: 6.4099 2021-08-17 07:06:55,136 - mmaction - INFO - Epoch [20][2220/2640] lr: 1.000e-02, eta: 12:43:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7656, loss_cls: 2.0789, loss: 2.0789, grad_norm: 6.3413 2021-08-17 07:07:06,097 - mmaction - INFO - Epoch [20][2240/2640] lr: 1.000e-02, eta: 12:43:43, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7688, loss_cls: 2.0499, loss: 2.0499, grad_norm: 6.4438 2021-08-17 07:07:17,059 - mmaction - INFO - Epoch [20][2260/2640] lr: 1.000e-02, eta: 12:43:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7609, loss_cls: 2.0222, loss: 2.0222, grad_norm: 6.1225 2021-08-17 07:07:28,036 - mmaction - INFO - Epoch [20][2280/2640] lr: 1.000e-02, eta: 12:43:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5164, top5_acc: 0.7672, loss_cls: 2.0060, loss: 2.0060, grad_norm: 6.4880 2021-08-17 07:07:39,070 - mmaction - INFO - Epoch [20][2300/2640] lr: 1.000e-02, eta: 12:43:06, time: 0.553, data_time: 0.002, memory: 7069, top1_acc: 0.5117, top5_acc: 0.7773, loss_cls: 2.0119, loss: 2.0119, grad_norm: 6.2419 2021-08-17 07:07:50,000 - mmaction - INFO - Epoch [20][2320/2640] lr: 1.000e-02, eta: 12:42:53, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.5133, top5_acc: 0.7625, loss_cls: 1.9724, loss: 1.9724, grad_norm: 6.3350 2021-08-17 07:08:00,982 - mmaction - INFO - Epoch [20][2340/2640] lr: 1.000e-02, eta: 12:42:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.4813, top5_acc: 0.7617, loss_cls: 2.0940, loss: 2.0940, grad_norm: 6.2958 2021-08-17 07:08:11,963 - mmaction - INFO - Epoch [20][2360/2640] lr: 1.000e-02, eta: 12:42:29, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.4820, top5_acc: 0.7555, loss_cls: 2.0732, loss: 2.0732, grad_norm: 6.5291 2021-08-17 07:08:22,946 - mmaction - INFO - Epoch [20][2380/2640] lr: 1.000e-02, eta: 12:42:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5055, top5_acc: 0.7648, loss_cls: 1.9958, loss: 1.9958, grad_norm: 6.3241 2021-08-17 07:08:33,923 - mmaction - INFO - Epoch [20][2400/2640] lr: 1.000e-02, eta: 12:42:04, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4961, top5_acc: 0.7664, loss_cls: 2.0291, loss: 2.0291, grad_norm: 6.2977 2021-08-17 07:08:44,896 - mmaction - INFO - Epoch [20][2420/2640] lr: 1.000e-02, eta: 12:41:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4867, top5_acc: 0.7445, loss_cls: 2.1071, loss: 2.1071, grad_norm: 6.3654 2021-08-17 07:08:55,858 - mmaction - INFO - Epoch [20][2440/2640] lr: 1.000e-02, eta: 12:41:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5062, top5_acc: 0.7672, loss_cls: 2.0079, loss: 2.0079, grad_norm: 6.1458 2021-08-17 07:09:06,822 - mmaction - INFO - Epoch [20][2460/2640] lr: 1.000e-02, eta: 12:41:27, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.4930, top5_acc: 0.7711, loss_cls: 2.0209, loss: 2.0209, grad_norm: 6.4232 2021-08-17 07:09:17,817 - mmaction - INFO - Epoch [20][2480/2640] lr: 1.000e-02, eta: 12:41:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7703, loss_cls: 2.0062, loss: 2.0062, grad_norm: 6.4829 2021-08-17 07:09:28,799 - mmaction - INFO - Epoch [20][2500/2640] lr: 1.000e-02, eta: 12:41:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7727, loss_cls: 1.9897, loss: 1.9897, grad_norm: 6.3461 2021-08-17 07:09:39,770 - mmaction - INFO - Epoch [20][2520/2640] lr: 1.000e-02, eta: 12:40:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5133, top5_acc: 0.7797, loss_cls: 2.0146, loss: 2.0146, grad_norm: 6.1136 2021-08-17 07:09:50,747 - mmaction - INFO - Epoch [20][2540/2640] lr: 1.000e-02, eta: 12:40:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5023, top5_acc: 0.7500, loss_cls: 2.1169, loss: 2.1169, grad_norm: 6.2154 2021-08-17 07:10:01,708 - mmaction - INFO - Epoch [20][2560/2640] lr: 1.000e-02, eta: 12:40:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5258, top5_acc: 0.7742, loss_cls: 1.9631, loss: 1.9631, grad_norm: 6.0716 2021-08-17 07:10:12,680 - mmaction - INFO - Epoch [20][2580/2640] lr: 1.000e-02, eta: 12:40:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.4984, top5_acc: 0.7531, loss_cls: 2.0707, loss: 2.0707, grad_norm: 6.1793 2021-08-17 07:10:23,658 - mmaction - INFO - Epoch [20][2600/2640] lr: 1.000e-02, eta: 12:40:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5039, top5_acc: 0.7602, loss_cls: 2.0468, loss: 2.0468, grad_norm: 6.2313 2021-08-17 07:10:34,637 - mmaction - INFO - Epoch [20][2620/2640] lr: 1.000e-02, eta: 12:39:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.4906, top5_acc: 0.7742, loss_cls: 2.0447, loss: 2.0447, grad_norm: 6.1433 2021-08-17 07:10:45,273 - mmaction - INFO - Epoch [20][2640/2640] lr: 1.000e-02, eta: 12:39:36, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.5040, top5_acc: 0.7597, loss_cls: 2.0203, loss: 2.0203, grad_norm: 6.4913 2021-08-17 07:10:47,119 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-08-17 07:12:05,208 - mmaction - INFO - Epoch [21][20/2640] lr: 1.000e-03, eta: 12:41:03, time: 3.874, data_time: 3.323, memory: 7069, top1_acc: 0.5141, top5_acc: 0.7859, loss_cls: 1.9350, loss: 1.9350, grad_norm: 6.3292 2021-08-17 07:12:16,218 - mmaction - INFO - Epoch [21][40/2640] lr: 1.000e-03, eta: 12:40:51, time: 0.549, data_time: 0.005, memory: 7069, top1_acc: 0.5539, top5_acc: 0.7797, loss_cls: 1.8570, loss: 1.8570, grad_norm: 5.6943 2021-08-17 07:12:27,154 - mmaction - INFO - Epoch [21][60/2640] lr: 1.000e-03, eta: 12:40:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5437, top5_acc: 0.8000, loss_cls: 1.8322, loss: 1.8322, grad_norm: 6.0320 2021-08-17 07:12:38,092 - mmaction - INFO - Epoch [21][80/2640] lr: 1.000e-03, eta: 12:40:26, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.5445, top5_acc: 0.7977, loss_cls: 1.8002, loss: 1.8002, grad_norm: 5.7768 2021-08-17 07:12:49,023 - mmaction - INFO - Epoch [21][100/2640] lr: 1.000e-03, eta: 12:40:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5445, top5_acc: 0.7898, loss_cls: 1.8472, loss: 1.8472, grad_norm: 5.9234 2021-08-17 07:12:59,979 - mmaction - INFO - Epoch [21][120/2640] lr: 1.000e-03, eta: 12:40:01, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5680, top5_acc: 0.8234, loss_cls: 1.7182, loss: 1.7182, grad_norm: 5.8052 2021-08-17 07:13:10,999 - mmaction - INFO - Epoch [21][140/2640] lr: 1.000e-03, eta: 12:39:49, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.5508, top5_acc: 0.8117, loss_cls: 1.7186, loss: 1.7186, grad_norm: 5.7108 2021-08-17 07:13:21,902 - mmaction - INFO - Epoch [21][160/2640] lr: 1.000e-03, eta: 12:39:36, time: 0.545, data_time: 0.000, memory: 7069, top1_acc: 0.5797, top5_acc: 0.8117, loss_cls: 1.7225, loss: 1.7225, grad_norm: 5.8743 2021-08-17 07:13:32,854 - mmaction - INFO - Epoch [21][180/2640] lr: 1.000e-03, eta: 12:39:24, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5648, top5_acc: 0.7984, loss_cls: 1.7467, loss: 1.7467, grad_norm: 5.8682 2021-08-17 07:13:43,818 - mmaction - INFO - Epoch [21][200/2640] lr: 1.000e-03, eta: 12:39:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5727, top5_acc: 0.8078, loss_cls: 1.7418, loss: 1.7418, grad_norm: 5.8092 2021-08-17 07:13:54,802 - mmaction - INFO - Epoch [21][220/2640] lr: 1.000e-03, eta: 12:38:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5648, top5_acc: 0.8055, loss_cls: 1.7632, loss: 1.7632, grad_norm: 5.8797 2021-08-17 07:14:05,773 - mmaction - INFO - Epoch [21][240/2640] lr: 1.000e-03, eta: 12:38:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5961, top5_acc: 0.8148, loss_cls: 1.6357, loss: 1.6357, grad_norm: 5.8136 2021-08-17 07:14:16,729 - mmaction - INFO - Epoch [21][260/2640] lr: 1.000e-03, eta: 12:38:35, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.5805, top5_acc: 0.8266, loss_cls: 1.6274, loss: 1.6274, grad_norm: 5.7739 2021-08-17 07:14:27,673 - mmaction - INFO - Epoch [21][280/2640] lr: 1.000e-03, eta: 12:38:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5844, top5_acc: 0.8438, loss_cls: 1.6292, loss: 1.6292, grad_norm: 5.8240 2021-08-17 07:14:38,642 - mmaction - INFO - Epoch [21][300/2640] lr: 1.000e-03, eta: 12:38:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5578, top5_acc: 0.8063, loss_cls: 1.7798, loss: 1.7798, grad_norm: 5.9658 2021-08-17 07:14:49,611 - mmaction - INFO - Epoch [21][320/2640] lr: 1.000e-03, eta: 12:37:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5797, top5_acc: 0.8281, loss_cls: 1.6321, loss: 1.6321, grad_norm: 5.8328 2021-08-17 07:15:00,586 - mmaction - INFO - Epoch [21][340/2640] lr: 1.000e-03, eta: 12:37:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5594, top5_acc: 0.8141, loss_cls: 1.7129, loss: 1.7129, grad_norm: 5.9379 2021-08-17 07:15:11,545 - mmaction - INFO - Epoch [21][360/2640] lr: 1.000e-03, eta: 12:37:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5641, top5_acc: 0.8008, loss_cls: 1.7523, loss: 1.7523, grad_norm: 6.0062 2021-08-17 07:15:22,506 - mmaction - INFO - Epoch [21][380/2640] lr: 1.000e-03, eta: 12:37:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5656, top5_acc: 0.8102, loss_cls: 1.7162, loss: 1.7162, grad_norm: 5.9989 2021-08-17 07:15:33,484 - mmaction - INFO - Epoch [21][400/2640] lr: 1.000e-03, eta: 12:37:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5969, top5_acc: 0.8133, loss_cls: 1.6310, loss: 1.6310, grad_norm: 5.5527 2021-08-17 07:15:44,456 - mmaction - INFO - Epoch [21][420/2640] lr: 1.000e-03, eta: 12:36:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5859, top5_acc: 0.8258, loss_cls: 1.6896, loss: 1.6896, grad_norm: 5.8535 2021-08-17 07:15:55,425 - mmaction - INFO - Epoch [21][440/2640] lr: 1.000e-03, eta: 12:36:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5820, top5_acc: 0.8195, loss_cls: 1.6553, loss: 1.6553, grad_norm: 5.7650 2021-08-17 07:16:06,396 - mmaction - INFO - Epoch [21][460/2640] lr: 1.000e-03, eta: 12:36:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5695, top5_acc: 0.8078, loss_cls: 1.6817, loss: 1.6817, grad_norm: 5.7393 2021-08-17 07:16:17,363 - mmaction - INFO - Epoch [21][480/2640] lr: 1.000e-03, eta: 12:36:19, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5891, top5_acc: 0.8156, loss_cls: 1.7035, loss: 1.7035, grad_norm: 5.9498 2021-08-17 07:16:28,333 - mmaction - INFO - Epoch [21][500/2640] lr: 1.000e-03, eta: 12:36:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5891, top5_acc: 0.8109, loss_cls: 1.6797, loss: 1.6797, grad_norm: 5.8070 2021-08-17 07:16:39,295 - mmaction - INFO - Epoch [21][520/2640] lr: 1.000e-03, eta: 12:35:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5805, top5_acc: 0.8172, loss_cls: 1.6693, loss: 1.6693, grad_norm: 5.8402 2021-08-17 07:16:50,276 - mmaction - INFO - Epoch [21][540/2640] lr: 1.000e-03, eta: 12:35:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6148, top5_acc: 0.8305, loss_cls: 1.5688, loss: 1.5688, grad_norm: 5.7761 2021-08-17 07:17:01,251 - mmaction - INFO - Epoch [21][560/2640] lr: 1.000e-03, eta: 12:35:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6062, top5_acc: 0.8187, loss_cls: 1.6080, loss: 1.6080, grad_norm: 5.6214 2021-08-17 07:17:12,224 - mmaction - INFO - Epoch [21][580/2640] lr: 1.000e-03, eta: 12:35:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5703, top5_acc: 0.8055, loss_cls: 1.7357, loss: 1.7357, grad_norm: 6.0485 2021-08-17 07:17:23,198 - mmaction - INFO - Epoch [21][600/2640] lr: 1.000e-03, eta: 12:35:04, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5898, top5_acc: 0.8250, loss_cls: 1.6402, loss: 1.6402, grad_norm: 5.9771 2021-08-17 07:17:34,169 - mmaction - INFO - Epoch [21][620/2640] lr: 1.000e-03, eta: 12:34:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5664, top5_acc: 0.8430, loss_cls: 1.6430, loss: 1.6430, grad_norm: 5.9766 2021-08-17 07:17:45,119 - mmaction - INFO - Epoch [21][640/2640] lr: 1.000e-03, eta: 12:34:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5836, top5_acc: 0.8148, loss_cls: 1.6558, loss: 1.6558, grad_norm: 5.8363 2021-08-17 07:17:56,089 - mmaction - INFO - Epoch [21][660/2640] lr: 1.000e-03, eta: 12:34:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5820, top5_acc: 0.8164, loss_cls: 1.6427, loss: 1.6427, grad_norm: 5.8847 2021-08-17 07:18:07,041 - mmaction - INFO - Epoch [21][680/2640] lr: 1.000e-03, eta: 12:34:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5789, top5_acc: 0.8141, loss_cls: 1.6762, loss: 1.6762, grad_norm: 5.8185 2021-08-17 07:18:18,029 - mmaction - INFO - Epoch [21][700/2640] lr: 1.000e-03, eta: 12:34:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6109, top5_acc: 0.8383, loss_cls: 1.5455, loss: 1.5455, grad_norm: 5.7099 2021-08-17 07:18:29,015 - mmaction - INFO - Epoch [21][720/2640] lr: 1.000e-03, eta: 12:33:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5813, top5_acc: 0.8320, loss_cls: 1.6352, loss: 1.6352, grad_norm: 6.0045 2021-08-17 07:18:39,991 - mmaction - INFO - Epoch [21][740/2640] lr: 1.000e-03, eta: 12:33:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5836, top5_acc: 0.8305, loss_cls: 1.6354, loss: 1.6354, grad_norm: 6.1508 2021-08-17 07:18:50,943 - mmaction - INFO - Epoch [21][760/2640] lr: 1.000e-03, eta: 12:33:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5898, top5_acc: 0.8391, loss_cls: 1.5732, loss: 1.5732, grad_norm: 5.8142 2021-08-17 07:19:01,912 - mmaction - INFO - Epoch [21][780/2640] lr: 1.000e-03, eta: 12:33:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5648, top5_acc: 0.8273, loss_cls: 1.6963, loss: 1.6963, grad_norm: 6.1638 2021-08-17 07:19:12,877 - mmaction - INFO - Epoch [21][800/2640] lr: 1.000e-03, eta: 12:33:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6008, top5_acc: 0.8469, loss_cls: 1.5393, loss: 1.5393, grad_norm: 5.7595 2021-08-17 07:19:23,851 - mmaction - INFO - Epoch [21][820/2640] lr: 1.000e-03, eta: 12:32:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5938, top5_acc: 0.8445, loss_cls: 1.5659, loss: 1.5659, grad_norm: 5.9334 2021-08-17 07:19:34,820 - mmaction - INFO - Epoch [21][840/2640] lr: 1.000e-03, eta: 12:32:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5859, top5_acc: 0.8375, loss_cls: 1.6567, loss: 1.6567, grad_norm: 6.1335 2021-08-17 07:19:45,787 - mmaction - INFO - Epoch [21][860/2640] lr: 1.000e-03, eta: 12:32:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5984, top5_acc: 0.8438, loss_cls: 1.5525, loss: 1.5525, grad_norm: 5.9550 2021-08-17 07:19:56,736 - mmaction - INFO - Epoch [21][880/2640] lr: 1.000e-03, eta: 12:32:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5758, top5_acc: 0.8109, loss_cls: 1.6402, loss: 1.6402, grad_norm: 6.0326 2021-08-17 07:20:07,719 - mmaction - INFO - Epoch [21][900/2640] lr: 1.000e-03, eta: 12:31:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5930, top5_acc: 0.8187, loss_cls: 1.6305, loss: 1.6305, grad_norm: 6.0113 2021-08-17 07:20:18,697 - mmaction - INFO - Epoch [21][920/2640] lr: 1.000e-03, eta: 12:31:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6086, top5_acc: 0.8383, loss_cls: 1.5473, loss: 1.5473, grad_norm: 5.8620 2021-08-17 07:20:29,675 - mmaction - INFO - Epoch [21][940/2640] lr: 1.000e-03, eta: 12:31:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6062, top5_acc: 0.8453, loss_cls: 1.5153, loss: 1.5153, grad_norm: 5.8555 2021-08-17 07:20:40,659 - mmaction - INFO - Epoch [21][960/2640] lr: 1.000e-03, eta: 12:31:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5945, top5_acc: 0.8203, loss_cls: 1.6062, loss: 1.6062, grad_norm: 5.7216 2021-08-17 07:20:51,630 - mmaction - INFO - Epoch [21][980/2640] lr: 1.000e-03, eta: 12:31:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5867, top5_acc: 0.8297, loss_cls: 1.6347, loss: 1.6347, grad_norm: 6.0588 2021-08-17 07:21:02,594 - mmaction - INFO - Epoch [21][1000/2640] lr: 1.000e-03, eta: 12:30:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5859, top5_acc: 0.8344, loss_cls: 1.5719, loss: 1.5719, grad_norm: 6.1252 2021-08-17 07:21:13,565 - mmaction - INFO - Epoch [21][1020/2640] lr: 1.000e-03, eta: 12:30:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5852, top5_acc: 0.8039, loss_cls: 1.6511, loss: 1.6511, grad_norm: 6.0564 2021-08-17 07:21:24,546 - mmaction - INFO - Epoch [21][1040/2640] lr: 1.000e-03, eta: 12:30:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5891, top5_acc: 0.8297, loss_cls: 1.6037, loss: 1.6037, grad_norm: 6.1197 2021-08-17 07:21:35,508 - mmaction - INFO - Epoch [21][1060/2640] lr: 1.000e-03, eta: 12:30:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5750, top5_acc: 0.8227, loss_cls: 1.6302, loss: 1.6302, grad_norm: 5.9065 2021-08-17 07:21:46,479 - mmaction - INFO - Epoch [21][1080/2640] lr: 1.000e-03, eta: 12:30:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5914, top5_acc: 0.8359, loss_cls: 1.5798, loss: 1.5798, grad_norm: 6.0670 2021-08-17 07:21:57,455 - mmaction - INFO - Epoch [21][1100/2640] lr: 1.000e-03, eta: 12:29:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5977, top5_acc: 0.8328, loss_cls: 1.5628, loss: 1.5628, grad_norm: 5.9512 2021-08-17 07:22:08,428 - mmaction - INFO - Epoch [21][1120/2640] lr: 1.000e-03, eta: 12:29:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5898, top5_acc: 0.8242, loss_cls: 1.6105, loss: 1.6105, grad_norm: 5.9386 2021-08-17 07:22:19,412 - mmaction - INFO - Epoch [21][1140/2640] lr: 1.000e-03, eta: 12:29:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5977, top5_acc: 0.8297, loss_cls: 1.5906, loss: 1.5906, grad_norm: 6.0476 2021-08-17 07:22:30,383 - mmaction - INFO - Epoch [21][1160/2640] lr: 1.000e-03, eta: 12:29:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6000, top5_acc: 0.8375, loss_cls: 1.5225, loss: 1.5225, grad_norm: 5.7251 2021-08-17 07:22:41,352 - mmaction - INFO - Epoch [21][1180/2640] lr: 1.000e-03, eta: 12:29:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6211, top5_acc: 0.8289, loss_cls: 1.5823, loss: 1.5823, grad_norm: 5.9448 2021-08-17 07:22:52,307 - mmaction - INFO - Epoch [21][1200/2640] lr: 1.000e-03, eta: 12:28:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5914, top5_acc: 0.8438, loss_cls: 1.5519, loss: 1.5519, grad_norm: 5.9084 2021-08-17 07:23:03,282 - mmaction - INFO - Epoch [21][1220/2640] lr: 1.000e-03, eta: 12:28:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5773, top5_acc: 0.8109, loss_cls: 1.6813, loss: 1.6813, grad_norm: 6.2360 2021-08-17 07:23:14,247 - mmaction - INFO - Epoch [21][1240/2640] lr: 1.000e-03, eta: 12:28:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5984, top5_acc: 0.8305, loss_cls: 1.5627, loss: 1.5627, grad_norm: 5.9249 2021-08-17 07:23:25,232 - mmaction - INFO - Epoch [21][1260/2640] lr: 1.000e-03, eta: 12:28:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5977, top5_acc: 0.8367, loss_cls: 1.5648, loss: 1.5648, grad_norm: 6.0198 2021-08-17 07:23:36,188 - mmaction - INFO - Epoch [21][1280/2640] lr: 1.000e-03, eta: 12:28:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5883, top5_acc: 0.8234, loss_cls: 1.6282, loss: 1.6282, grad_norm: 6.0802 2021-08-17 07:23:47,145 - mmaction - INFO - Epoch [21][1300/2640] lr: 1.000e-03, eta: 12:27:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5922, top5_acc: 0.8219, loss_cls: 1.5796, loss: 1.5796, grad_norm: 6.2385 2021-08-17 07:23:58,112 - mmaction - INFO - Epoch [21][1320/2640] lr: 1.000e-03, eta: 12:27:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5938, top5_acc: 0.8094, loss_cls: 1.6478, loss: 1.6478, grad_norm: 6.1500 2021-08-17 07:24:09,091 - mmaction - INFO - Epoch [21][1340/2640] lr: 1.000e-03, eta: 12:27:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5961, top5_acc: 0.8383, loss_cls: 1.5510, loss: 1.5510, grad_norm: 5.9315 2021-08-17 07:24:20,066 - mmaction - INFO - Epoch [21][1360/2640] lr: 1.000e-03, eta: 12:27:16, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6148, top5_acc: 0.8227, loss_cls: 1.5976, loss: 1.5976, grad_norm: 5.9483 2021-08-17 07:24:31,057 - mmaction - INFO - Epoch [21][1380/2640] lr: 1.000e-03, eta: 12:27:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5766, top5_acc: 0.8398, loss_cls: 1.5874, loss: 1.5874, grad_norm: 6.1433 2021-08-17 07:24:42,027 - mmaction - INFO - Epoch [21][1400/2640] lr: 1.000e-03, eta: 12:26:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6125, top5_acc: 0.8406, loss_cls: 1.5151, loss: 1.5151, grad_norm: 5.7328 2021-08-17 07:24:53,019 - mmaction - INFO - Epoch [21][1420/2640] lr: 1.000e-03, eta: 12:26:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6047, top5_acc: 0.8227, loss_cls: 1.6128, loss: 1.6128, grad_norm: 6.1052 2021-08-17 07:25:03,995 - mmaction - INFO - Epoch [21][1440/2640] lr: 1.000e-03, eta: 12:26:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5977, top5_acc: 0.8273, loss_cls: 1.5791, loss: 1.5791, grad_norm: 6.0879 2021-08-17 07:25:14,972 - mmaction - INFO - Epoch [21][1460/2640] lr: 1.000e-03, eta: 12:26:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5875, top5_acc: 0.8211, loss_cls: 1.6463, loss: 1.6463, grad_norm: 6.0241 2021-08-17 07:25:25,951 - mmaction - INFO - Epoch [21][1480/2640] lr: 1.000e-03, eta: 12:26:02, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5984, top5_acc: 0.8391, loss_cls: 1.5413, loss: 1.5413, grad_norm: 5.9499 2021-08-17 07:25:36,945 - mmaction - INFO - Epoch [21][1500/2640] lr: 1.000e-03, eta: 12:25:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5914, top5_acc: 0.8375, loss_cls: 1.5823, loss: 1.5823, grad_norm: 6.0407 2021-08-17 07:25:47,932 - mmaction - INFO - Epoch [21][1520/2640] lr: 1.000e-03, eta: 12:25:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6188, top5_acc: 0.8453, loss_cls: 1.5155, loss: 1.5155, grad_norm: 6.0283 2021-08-17 07:25:58,917 - mmaction - INFO - Epoch [21][1540/2640] lr: 1.000e-03, eta: 12:25:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5953, top5_acc: 0.8250, loss_cls: 1.6400, loss: 1.6400, grad_norm: 6.1269 2021-08-17 07:26:09,846 - mmaction - INFO - Epoch [21][1560/2640] lr: 1.000e-03, eta: 12:25:13, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.5938, top5_acc: 0.8391, loss_cls: 1.5412, loss: 1.5412, grad_norm: 5.9520 2021-08-17 07:26:20,821 - mmaction - INFO - Epoch [21][1580/2640] lr: 1.000e-03, eta: 12:25:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6148, top5_acc: 0.8445, loss_cls: 1.5042, loss: 1.5042, grad_norm: 5.8673 2021-08-17 07:26:31,779 - mmaction - INFO - Epoch [21][1600/2640] lr: 1.000e-03, eta: 12:24:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5938, top5_acc: 0.8289, loss_cls: 1.5772, loss: 1.5772, grad_norm: 6.2079 2021-08-17 07:26:42,767 - mmaction - INFO - Epoch [21][1620/2640] lr: 1.000e-03, eta: 12:24:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6109, top5_acc: 0.8305, loss_cls: 1.5243, loss: 1.5243, grad_norm: 5.8195 2021-08-17 07:26:53,751 - mmaction - INFO - Epoch [21][1640/2640] lr: 1.000e-03, eta: 12:24:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5930, top5_acc: 0.8305, loss_cls: 1.5722, loss: 1.5722, grad_norm: 6.0768 2021-08-17 07:27:04,722 - mmaction - INFO - Epoch [21][1660/2640] lr: 1.000e-03, eta: 12:24:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6109, top5_acc: 0.8406, loss_cls: 1.5241, loss: 1.5241, grad_norm: 6.1555 2021-08-17 07:27:15,705 - mmaction - INFO - Epoch [21][1680/2640] lr: 1.000e-03, eta: 12:23:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6234, top5_acc: 0.8625, loss_cls: 1.4456, loss: 1.4456, grad_norm: 5.8832 2021-08-17 07:27:26,678 - mmaction - INFO - Epoch [21][1700/2640] lr: 1.000e-03, eta: 12:23:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6305, top5_acc: 0.8422, loss_cls: 1.5036, loss: 1.5036, grad_norm: 5.8608 2021-08-17 07:27:37,640 - mmaction - INFO - Epoch [21][1720/2640] lr: 1.000e-03, eta: 12:23:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6062, top5_acc: 0.8359, loss_cls: 1.5491, loss: 1.5491, grad_norm: 6.2775 2021-08-17 07:27:48,610 - mmaction - INFO - Epoch [21][1740/2640] lr: 1.000e-03, eta: 12:23:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5992, top5_acc: 0.8336, loss_cls: 1.5564, loss: 1.5564, grad_norm: 6.1720 2021-08-17 07:27:59,577 - mmaction - INFO - Epoch [21][1760/2640] lr: 1.000e-03, eta: 12:23:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5961, top5_acc: 0.8367, loss_cls: 1.5443, loss: 1.5443, grad_norm: 6.2048 2021-08-17 07:28:10,600 - mmaction - INFO - Epoch [21][1780/2640] lr: 1.000e-03, eta: 12:22:58, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.5852, top5_acc: 0.8180, loss_cls: 1.6347, loss: 1.6347, grad_norm: 6.2777 2021-08-17 07:28:21,523 - mmaction - INFO - Epoch [21][1800/2640] lr: 1.000e-03, eta: 12:22:45, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6148, top5_acc: 0.8523, loss_cls: 1.5191, loss: 1.5191, grad_norm: 6.1542 2021-08-17 07:28:32,493 - mmaction - INFO - Epoch [21][1820/2640] lr: 1.000e-03, eta: 12:22:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5984, top5_acc: 0.8187, loss_cls: 1.6037, loss: 1.6037, grad_norm: 6.1047 2021-08-17 07:28:43,465 - mmaction - INFO - Epoch [21][1840/2640] lr: 1.000e-03, eta: 12:22:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5867, top5_acc: 0.8344, loss_cls: 1.6228, loss: 1.6228, grad_norm: 6.2930 2021-08-17 07:28:54,460 - mmaction - INFO - Epoch [21][1860/2640] lr: 1.000e-03, eta: 12:22:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6164, top5_acc: 0.8461, loss_cls: 1.5030, loss: 1.5030, grad_norm: 6.0468 2021-08-17 07:29:05,431 - mmaction - INFO - Epoch [21][1880/2640] lr: 1.000e-03, eta: 12:21:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6172, top5_acc: 0.8500, loss_cls: 1.4889, loss: 1.4889, grad_norm: 5.9579 2021-08-17 07:29:16,425 - mmaction - INFO - Epoch [21][1900/2640] lr: 1.000e-03, eta: 12:21:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6047, top5_acc: 0.8430, loss_cls: 1.5101, loss: 1.5101, grad_norm: 6.1063 2021-08-17 07:29:27,396 - mmaction - INFO - Epoch [21][1920/2640] lr: 1.000e-03, eta: 12:21:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6148, top5_acc: 0.8516, loss_cls: 1.4921, loss: 1.4921, grad_norm: 6.0498 2021-08-17 07:29:38,359 - mmaction - INFO - Epoch [21][1940/2640] lr: 1.000e-03, eta: 12:21:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5867, top5_acc: 0.8219, loss_cls: 1.5973, loss: 1.5973, grad_norm: 6.2807 2021-08-17 07:29:49,324 - mmaction - INFO - Epoch [21][1960/2640] lr: 1.000e-03, eta: 12:21:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5930, top5_acc: 0.8242, loss_cls: 1.6058, loss: 1.6058, grad_norm: 6.2605 2021-08-17 07:30:00,296 - mmaction - INFO - Epoch [21][1980/2640] lr: 1.000e-03, eta: 12:20:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5898, top5_acc: 0.8273, loss_cls: 1.5952, loss: 1.5952, grad_norm: 6.2736 2021-08-17 07:30:11,254 - mmaction - INFO - Epoch [21][2000/2640] lr: 1.000e-03, eta: 12:20:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6109, top5_acc: 0.8133, loss_cls: 1.5684, loss: 1.5684, grad_norm: 6.0433 2021-08-17 07:30:22,226 - mmaction - INFO - Epoch [21][2020/2640] lr: 1.000e-03, eta: 12:20:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5875, top5_acc: 0.8258, loss_cls: 1.5952, loss: 1.5952, grad_norm: 6.1773 2021-08-17 07:30:33,212 - mmaction - INFO - Epoch [21][2040/2640] lr: 1.000e-03, eta: 12:20:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6125, top5_acc: 0.8375, loss_cls: 1.6035, loss: 1.6035, grad_norm: 6.1985 2021-08-17 07:30:44,186 - mmaction - INFO - Epoch [21][2060/2640] lr: 1.000e-03, eta: 12:20:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6141, top5_acc: 0.8266, loss_cls: 1.5726, loss: 1.5726, grad_norm: 6.1778 2021-08-17 07:30:55,139 - mmaction - INFO - Epoch [21][2080/2640] lr: 1.000e-03, eta: 12:19:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6039, top5_acc: 0.8391, loss_cls: 1.5180, loss: 1.5180, grad_norm: 6.0014 2021-08-17 07:31:06,105 - mmaction - INFO - Epoch [21][2100/2640] lr: 1.000e-03, eta: 12:19:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6094, top5_acc: 0.8445, loss_cls: 1.5201, loss: 1.5201, grad_norm: 6.1031 2021-08-17 07:31:17,074 - mmaction - INFO - Epoch [21][2120/2640] lr: 1.000e-03, eta: 12:19:29, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6070, top5_acc: 0.8484, loss_cls: 1.5121, loss: 1.5121, grad_norm: 6.0606 2021-08-17 07:31:28,063 - mmaction - INFO - Epoch [21][2140/2640] lr: 1.000e-03, eta: 12:19:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5992, top5_acc: 0.8414, loss_cls: 1.5597, loss: 1.5597, grad_norm: 6.3374 2021-08-17 07:31:39,018 - mmaction - INFO - Epoch [21][2160/2640] lr: 1.000e-03, eta: 12:19:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6180, top5_acc: 0.8562, loss_cls: 1.5004, loss: 1.5004, grad_norm: 6.0767 2021-08-17 07:31:49,983 - mmaction - INFO - Epoch [21][2180/2640] lr: 1.000e-03, eta: 12:18:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6047, top5_acc: 0.8148, loss_cls: 1.5932, loss: 1.5932, grad_norm: 6.0274 2021-08-17 07:32:00,949 - mmaction - INFO - Epoch [21][2200/2640] lr: 1.000e-03, eta: 12:18:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6250, top5_acc: 0.8359, loss_cls: 1.5303, loss: 1.5303, grad_norm: 5.8862 2021-08-17 07:32:11,911 - mmaction - INFO - Epoch [21][2220/2640] lr: 1.000e-03, eta: 12:18:28, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6305, top5_acc: 0.8375, loss_cls: 1.4920, loss: 1.4920, grad_norm: 6.0204 2021-08-17 07:32:22,900 - mmaction - INFO - Epoch [21][2240/2640] lr: 1.000e-03, eta: 12:18:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6273, top5_acc: 0.8477, loss_cls: 1.4727, loss: 1.4727, grad_norm: 6.0803 2021-08-17 07:32:33,871 - mmaction - INFO - Epoch [21][2260/2640] lr: 1.000e-03, eta: 12:18:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5914, top5_acc: 0.8250, loss_cls: 1.6210, loss: 1.6210, grad_norm: 6.4744 2021-08-17 07:32:44,852 - mmaction - INFO - Epoch [21][2280/2640] lr: 1.000e-03, eta: 12:17:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6180, top5_acc: 0.8453, loss_cls: 1.5107, loss: 1.5107, grad_norm: 6.1477 2021-08-17 07:32:55,821 - mmaction - INFO - Epoch [21][2300/2640] lr: 1.000e-03, eta: 12:17:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6148, top5_acc: 0.8531, loss_cls: 1.4847, loss: 1.4847, grad_norm: 6.1810 2021-08-17 07:33:06,782 - mmaction - INFO - Epoch [21][2320/2640] lr: 1.000e-03, eta: 12:17:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5852, top5_acc: 0.8172, loss_cls: 1.6320, loss: 1.6320, grad_norm: 6.1914 2021-08-17 07:33:17,754 - mmaction - INFO - Epoch [21][2340/2640] lr: 1.000e-03, eta: 12:17:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6172, top5_acc: 0.8313, loss_cls: 1.5259, loss: 1.5259, grad_norm: 6.0859 2021-08-17 07:33:28,723 - mmaction - INFO - Epoch [21][2360/2640] lr: 1.000e-03, eta: 12:17:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6078, top5_acc: 0.8406, loss_cls: 1.5096, loss: 1.5096, grad_norm: 6.2670 2021-08-17 07:33:39,706 - mmaction - INFO - Epoch [21][2380/2640] lr: 1.000e-03, eta: 12:16:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6102, top5_acc: 0.8469, loss_cls: 1.5231, loss: 1.5231, grad_norm: 6.1674 2021-08-17 07:33:50,691 - mmaction - INFO - Epoch [21][2400/2640] lr: 1.000e-03, eta: 12:16:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5992, top5_acc: 0.8398, loss_cls: 1.5660, loss: 1.5660, grad_norm: 6.2359 2021-08-17 07:34:01,670 - mmaction - INFO - Epoch [21][2420/2640] lr: 1.000e-03, eta: 12:16:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5828, top5_acc: 0.8305, loss_cls: 1.6200, loss: 1.6200, grad_norm: 6.5678 2021-08-17 07:34:12,645 - mmaction - INFO - Epoch [21][2440/2640] lr: 1.000e-03, eta: 12:16:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6023, top5_acc: 0.8320, loss_cls: 1.5629, loss: 1.5629, grad_norm: 6.2809 2021-08-17 07:34:23,618 - mmaction - INFO - Epoch [21][2460/2640] lr: 1.000e-03, eta: 12:16:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5797, top5_acc: 0.8258, loss_cls: 1.6385, loss: 1.6385, grad_norm: 6.5050 2021-08-17 07:34:34,595 - mmaction - INFO - Epoch [21][2480/2640] lr: 1.000e-03, eta: 12:15:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6094, top5_acc: 0.8477, loss_cls: 1.5032, loss: 1.5032, grad_norm: 6.1573 2021-08-17 07:34:45,566 - mmaction - INFO - Epoch [21][2500/2640] lr: 1.000e-03, eta: 12:15:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6281, top5_acc: 0.8391, loss_cls: 1.5149, loss: 1.5149, grad_norm: 6.1715 2021-08-17 07:34:56,521 - mmaction - INFO - Epoch [21][2520/2640] lr: 1.000e-03, eta: 12:15:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5969, top5_acc: 0.8172, loss_cls: 1.6341, loss: 1.6341, grad_norm: 6.2259 2021-08-17 07:35:07,487 - mmaction - INFO - Epoch [21][2540/2640] lr: 1.000e-03, eta: 12:15:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.5984, top5_acc: 0.8250, loss_cls: 1.6258, loss: 1.6258, grad_norm: 6.2950 2021-08-17 07:35:18,439 - mmaction - INFO - Epoch [21][2560/2640] lr: 1.000e-03, eta: 12:14:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8352, loss_cls: 1.5171, loss: 1.5171, grad_norm: 6.0036 2021-08-17 07:35:29,427 - mmaction - INFO - Epoch [21][2580/2640] lr: 1.000e-03, eta: 12:14:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6141, top5_acc: 0.8523, loss_cls: 1.4872, loss: 1.4872, grad_norm: 6.0686 2021-08-17 07:35:40,401 - mmaction - INFO - Epoch [21][2600/2640] lr: 1.000e-03, eta: 12:14:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6203, top5_acc: 0.8539, loss_cls: 1.4995, loss: 1.4995, grad_norm: 6.1195 2021-08-17 07:35:51,378 - mmaction - INFO - Epoch [21][2620/2640] lr: 1.000e-03, eta: 12:14:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6047, top5_acc: 0.8352, loss_cls: 1.5544, loss: 1.5544, grad_norm: 6.3343 2021-08-17 07:36:02,045 - mmaction - INFO - Epoch [21][2640/2640] lr: 1.000e-03, eta: 12:14:10, time: 0.534, data_time: 0.002, memory: 7069, top1_acc: 0.6024, top5_acc: 0.8508, loss_cls: 1.5434, loss: 1.5434, grad_norm: 6.2371 2021-08-17 07:36:04,383 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-08-17 07:37:22,799 - mmaction - INFO - Epoch [22][20/2640] lr: 1.000e-03, eta: 12:15:29, time: 3.878, data_time: 3.326, memory: 7069, top1_acc: 0.6016, top5_acc: 0.8406, loss_cls: 1.5374, loss: 1.5374, grad_norm: 6.0019 2021-08-17 07:37:33,780 - mmaction - INFO - Epoch [22][40/2640] lr: 1.000e-03, eta: 12:15:17, time: 0.549, data_time: 0.004, memory: 7069, top1_acc: 0.6250, top5_acc: 0.8570, loss_cls: 1.4249, loss: 1.4249, grad_norm: 5.9823 2021-08-17 07:37:44,707 - mmaction - INFO - Epoch [22][60/2640] lr: 1.000e-03, eta: 12:15:05, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8375, loss_cls: 1.4766, loss: 1.4766, grad_norm: 6.1697 2021-08-17 07:37:55,672 - mmaction - INFO - Epoch [22][80/2640] lr: 1.000e-03, eta: 12:14:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6102, top5_acc: 0.8313, loss_cls: 1.5069, loss: 1.5069, grad_norm: 6.2524 2021-08-17 07:38:06,625 - mmaction - INFO - Epoch [22][100/2640] lr: 1.000e-03, eta: 12:14:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6258, top5_acc: 0.8586, loss_cls: 1.4465, loss: 1.4465, grad_norm: 6.1663 2021-08-17 07:38:17,578 - mmaction - INFO - Epoch [22][120/2640] lr: 1.000e-03, eta: 12:14:28, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8383, loss_cls: 1.4771, loss: 1.4771, grad_norm: 6.2470 2021-08-17 07:38:28,539 - mmaction - INFO - Epoch [22][140/2640] lr: 1.000e-03, eta: 12:14:16, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8469, loss_cls: 1.4618, loss: 1.4618, grad_norm: 6.1583 2021-08-17 07:38:39,501 - mmaction - INFO - Epoch [22][160/2640] lr: 1.000e-03, eta: 12:14:03, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6195, top5_acc: 0.8461, loss_cls: 1.4854, loss: 1.4854, grad_norm: 6.0504 2021-08-17 07:38:50,453 - mmaction - INFO - Epoch [22][180/2640] lr: 1.000e-03, eta: 12:13:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6062, top5_acc: 0.8414, loss_cls: 1.5593, loss: 1.5593, grad_norm: 6.3289 2021-08-17 07:39:01,419 - mmaction - INFO - Epoch [22][200/2640] lr: 1.000e-03, eta: 12:13:39, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6109, top5_acc: 0.8273, loss_cls: 1.5642, loss: 1.5642, grad_norm: 6.3822 2021-08-17 07:39:12,383 - mmaction - INFO - Epoch [22][220/2640] lr: 1.000e-03, eta: 12:13:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6133, top5_acc: 0.8477, loss_cls: 1.4920, loss: 1.4920, grad_norm: 6.1550 2021-08-17 07:39:23,353 - mmaction - INFO - Epoch [22][240/2640] lr: 1.000e-03, eta: 12:13:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5883, top5_acc: 0.8328, loss_cls: 1.6080, loss: 1.6080, grad_norm: 6.4056 2021-08-17 07:39:34,314 - mmaction - INFO - Epoch [22][260/2640] lr: 1.000e-03, eta: 12:13:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8570, loss_cls: 1.3983, loss: 1.3983, grad_norm: 5.8529 2021-08-17 07:39:45,262 - mmaction - INFO - Epoch [22][280/2640] lr: 1.000e-03, eta: 12:12:49, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6242, top5_acc: 0.8508, loss_cls: 1.4507, loss: 1.4507, grad_norm: 6.2632 2021-08-17 07:39:56,212 - mmaction - INFO - Epoch [22][300/2640] lr: 1.000e-03, eta: 12:12:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6125, top5_acc: 0.8320, loss_cls: 1.6135, loss: 1.6135, grad_norm: 6.5146 2021-08-17 07:40:07,191 - mmaction - INFO - Epoch [22][320/2640] lr: 1.000e-03, eta: 12:12:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6203, top5_acc: 0.8523, loss_cls: 1.4631, loss: 1.4631, grad_norm: 6.1573 2021-08-17 07:40:18,165 - mmaction - INFO - Epoch [22][340/2640] lr: 1.000e-03, eta: 12:12:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8539, loss_cls: 1.5013, loss: 1.5013, grad_norm: 6.1491 2021-08-17 07:40:29,127 - mmaction - INFO - Epoch [22][360/2640] lr: 1.000e-03, eta: 12:12:00, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6016, top5_acc: 0.8453, loss_cls: 1.4943, loss: 1.4943, grad_norm: 6.1397 2021-08-17 07:40:40,103 - mmaction - INFO - Epoch [22][380/2640] lr: 1.000e-03, eta: 12:11:48, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.5867, top5_acc: 0.8398, loss_cls: 1.5643, loss: 1.5643, grad_norm: 6.3798 2021-08-17 07:40:51,069 - mmaction - INFO - Epoch [22][400/2640] lr: 1.000e-03, eta: 12:11:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5922, top5_acc: 0.8273, loss_cls: 1.6042, loss: 1.6042, grad_norm: 6.4640 2021-08-17 07:41:02,045 - mmaction - INFO - Epoch [22][420/2640] lr: 1.000e-03, eta: 12:11:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6008, top5_acc: 0.8383, loss_cls: 1.5141, loss: 1.5141, grad_norm: 6.1853 2021-08-17 07:41:13,052 - mmaction - INFO - Epoch [22][440/2640] lr: 1.000e-03, eta: 12:11:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6094, top5_acc: 0.8375, loss_cls: 1.5331, loss: 1.5331, grad_norm: 6.2833 2021-08-17 07:41:24,031 - mmaction - INFO - Epoch [22][460/2640] lr: 1.000e-03, eta: 12:10:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6227, top5_acc: 0.8313, loss_cls: 1.5221, loss: 1.5221, grad_norm: 6.2774 2021-08-17 07:41:35,019 - mmaction - INFO - Epoch [22][480/2640] lr: 1.000e-03, eta: 12:10:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6195, top5_acc: 0.8406, loss_cls: 1.5094, loss: 1.5094, grad_norm: 6.1438 2021-08-17 07:41:45,992 - mmaction - INFO - Epoch [22][500/2640] lr: 1.000e-03, eta: 12:10:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6234, top5_acc: 0.8422, loss_cls: 1.4908, loss: 1.4908, grad_norm: 6.0749 2021-08-17 07:41:56,970 - mmaction - INFO - Epoch [22][520/2640] lr: 1.000e-03, eta: 12:10:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6055, top5_acc: 0.8398, loss_cls: 1.5585, loss: 1.5585, grad_norm: 6.3417 2021-08-17 07:42:07,932 - mmaction - INFO - Epoch [22][540/2640] lr: 1.000e-03, eta: 12:10:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6211, top5_acc: 0.8297, loss_cls: 1.5530, loss: 1.5530, grad_norm: 6.4260 2021-08-17 07:42:18,902 - mmaction - INFO - Epoch [22][560/2640] lr: 1.000e-03, eta: 12:09:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6055, top5_acc: 0.8391, loss_cls: 1.5232, loss: 1.5232, grad_norm: 6.2776 2021-08-17 07:42:29,870 - mmaction - INFO - Epoch [22][580/2640] lr: 1.000e-03, eta: 12:09:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6203, top5_acc: 0.8492, loss_cls: 1.4846, loss: 1.4846, grad_norm: 6.1853 2021-08-17 07:42:40,845 - mmaction - INFO - Epoch [22][600/2640] lr: 1.000e-03, eta: 12:09:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6250, top5_acc: 0.8602, loss_cls: 1.4341, loss: 1.4341, grad_norm: 6.1524 2021-08-17 07:42:51,826 - mmaction - INFO - Epoch [22][620/2640] lr: 1.000e-03, eta: 12:09:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.5859, top5_acc: 0.8289, loss_cls: 1.6100, loss: 1.6100, grad_norm: 6.5060 2021-08-17 07:43:02,809 - mmaction - INFO - Epoch [22][640/2640] lr: 1.000e-03, eta: 12:09:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8477, loss_cls: 1.4339, loss: 1.4339, grad_norm: 5.9066 2021-08-17 07:43:13,762 - mmaction - INFO - Epoch [22][660/2640] lr: 1.000e-03, eta: 12:08:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6164, top5_acc: 0.8555, loss_cls: 1.4721, loss: 1.4721, grad_norm: 6.1543 2021-08-17 07:43:24,717 - mmaction - INFO - Epoch [22][680/2640] lr: 1.000e-03, eta: 12:08:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8383, loss_cls: 1.5287, loss: 1.5287, grad_norm: 6.2267 2021-08-17 07:43:35,714 - mmaction - INFO - Epoch [22][700/2640] lr: 1.000e-03, eta: 12:08:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8586, loss_cls: 1.4229, loss: 1.4229, grad_norm: 6.0323 2021-08-17 07:43:46,702 - mmaction - INFO - Epoch [22][720/2640] lr: 1.000e-03, eta: 12:08:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8430, loss_cls: 1.4573, loss: 1.4573, grad_norm: 6.1537 2021-08-17 07:43:57,679 - mmaction - INFO - Epoch [22][740/2640] lr: 1.000e-03, eta: 12:08:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6055, top5_acc: 0.8383, loss_cls: 1.5425, loss: 1.5425, grad_norm: 6.2536 2021-08-17 07:44:08,645 - mmaction - INFO - Epoch [22][760/2640] lr: 1.000e-03, eta: 12:07:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6180, top5_acc: 0.8484, loss_cls: 1.4834, loss: 1.4834, grad_norm: 6.2362 2021-08-17 07:44:19,601 - mmaction - INFO - Epoch [22][780/2640] lr: 1.000e-03, eta: 12:07:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6164, top5_acc: 0.8367, loss_cls: 1.5242, loss: 1.5242, grad_norm: 6.3139 2021-08-17 07:44:30,574 - mmaction - INFO - Epoch [22][800/2640] lr: 1.000e-03, eta: 12:07:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6102, top5_acc: 0.8562, loss_cls: 1.4672, loss: 1.4672, grad_norm: 6.3784 2021-08-17 07:44:41,550 - mmaction - INFO - Epoch [22][820/2640] lr: 1.000e-03, eta: 12:07:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6203, top5_acc: 0.8367, loss_cls: 1.4834, loss: 1.4834, grad_norm: 6.2265 2021-08-17 07:44:52,523 - mmaction - INFO - Epoch [22][840/2640] lr: 1.000e-03, eta: 12:07:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6039, top5_acc: 0.8297, loss_cls: 1.5549, loss: 1.5549, grad_norm: 6.3300 2021-08-17 07:45:03,489 - mmaction - INFO - Epoch [22][860/2640] lr: 1.000e-03, eta: 12:06:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6352, top5_acc: 0.8648, loss_cls: 1.4141, loss: 1.4141, grad_norm: 6.0112 2021-08-17 07:45:14,424 - mmaction - INFO - Epoch [22][880/2640] lr: 1.000e-03, eta: 12:06:41, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6133, top5_acc: 0.8461, loss_cls: 1.5409, loss: 1.5409, grad_norm: 6.4355 2021-08-17 07:45:25,402 - mmaction - INFO - Epoch [22][900/2640] lr: 1.000e-03, eta: 12:06:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8781, loss_cls: 1.3338, loss: 1.3338, grad_norm: 6.1995 2021-08-17 07:45:36,386 - mmaction - INFO - Epoch [22][920/2640] lr: 1.000e-03, eta: 12:06:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6109, top5_acc: 0.8461, loss_cls: 1.4884, loss: 1.4884, grad_norm: 6.3331 2021-08-17 07:45:47,360 - mmaction - INFO - Epoch [22][940/2640] lr: 1.000e-03, eta: 12:06:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8352, loss_cls: 1.4953, loss: 1.4953, grad_norm: 6.1185 2021-08-17 07:45:58,328 - mmaction - INFO - Epoch [22][960/2640] lr: 1.000e-03, eta: 12:05:52, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6266, top5_acc: 0.8281, loss_cls: 1.5261, loss: 1.5261, grad_norm: 6.3235 2021-08-17 07:46:09,290 - mmaction - INFO - Epoch [22][980/2640] lr: 1.000e-03, eta: 12:05:40, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6164, top5_acc: 0.8469, loss_cls: 1.4565, loss: 1.4565, grad_norm: 6.2019 2021-08-17 07:46:20,279 - mmaction - INFO - Epoch [22][1000/2640] lr: 1.000e-03, eta: 12:05:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6352, top5_acc: 0.8602, loss_cls: 1.4027, loss: 1.4027, grad_norm: 6.1841 2021-08-17 07:46:31,252 - mmaction - INFO - Epoch [22][1020/2640] lr: 1.000e-03, eta: 12:05:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8602, loss_cls: 1.4403, loss: 1.4403, grad_norm: 6.3256 2021-08-17 07:46:42,228 - mmaction - INFO - Epoch [22][1040/2640] lr: 1.000e-03, eta: 12:05:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6234, top5_acc: 0.8438, loss_cls: 1.4916, loss: 1.4916, grad_norm: 6.4201 2021-08-17 07:46:53,209 - mmaction - INFO - Epoch [22][1060/2640] lr: 1.000e-03, eta: 12:04:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5961, top5_acc: 0.8211, loss_cls: 1.6356, loss: 1.6356, grad_norm: 6.5347 2021-08-17 07:47:04,185 - mmaction - INFO - Epoch [22][1080/2640] lr: 1.000e-03, eta: 12:04:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8453, loss_cls: 1.4460, loss: 1.4460, grad_norm: 6.0801 2021-08-17 07:47:15,151 - mmaction - INFO - Epoch [22][1100/2640] lr: 1.000e-03, eta: 12:04:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6109, top5_acc: 0.8586, loss_cls: 1.4665, loss: 1.4665, grad_norm: 6.3067 2021-08-17 07:47:26,129 - mmaction - INFO - Epoch [22][1120/2640] lr: 1.000e-03, eta: 12:04:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6141, top5_acc: 0.8320, loss_cls: 1.5481, loss: 1.5481, grad_norm: 6.4302 2021-08-17 07:47:37,093 - mmaction - INFO - Epoch [22][1140/2640] lr: 1.000e-03, eta: 12:04:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6141, top5_acc: 0.8477, loss_cls: 1.5053, loss: 1.5053, grad_norm: 6.2287 2021-08-17 07:47:48,056 - mmaction - INFO - Epoch [22][1160/2640] lr: 1.000e-03, eta: 12:03:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6180, top5_acc: 0.8586, loss_cls: 1.4786, loss: 1.4786, grad_norm: 6.4960 2021-08-17 07:47:59,030 - mmaction - INFO - Epoch [22][1180/2640] lr: 1.000e-03, eta: 12:03:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6125, top5_acc: 0.8492, loss_cls: 1.4420, loss: 1.4420, grad_norm: 6.2816 2021-08-17 07:48:09,974 - mmaction - INFO - Epoch [22][1200/2640] lr: 1.000e-03, eta: 12:03:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6172, top5_acc: 0.8320, loss_cls: 1.5090, loss: 1.5090, grad_norm: 6.4019 2021-08-17 07:48:20,951 - mmaction - INFO - Epoch [22][1220/2640] lr: 1.000e-03, eta: 12:03:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6023, top5_acc: 0.8180, loss_cls: 1.5673, loss: 1.5673, grad_norm: 6.1639 2021-08-17 07:48:31,929 - mmaction - INFO - Epoch [22][1240/2640] lr: 1.000e-03, eta: 12:03:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6195, top5_acc: 0.8555, loss_cls: 1.4671, loss: 1.4671, grad_norm: 6.3298 2021-08-17 07:48:42,917 - mmaction - INFO - Epoch [22][1260/2640] lr: 1.000e-03, eta: 12:02:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8570, loss_cls: 1.4326, loss: 1.4326, grad_norm: 6.2010 2021-08-17 07:48:53,895 - mmaction - INFO - Epoch [22][1280/2640] lr: 1.000e-03, eta: 12:02:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6000, top5_acc: 0.8313, loss_cls: 1.5366, loss: 1.5366, grad_norm: 6.4816 2021-08-17 07:49:04,872 - mmaction - INFO - Epoch [22][1300/2640] lr: 1.000e-03, eta: 12:02:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6148, top5_acc: 0.8406, loss_cls: 1.4870, loss: 1.4870, grad_norm: 6.4259 2021-08-17 07:49:15,821 - mmaction - INFO - Epoch [22][1320/2640] lr: 1.000e-03, eta: 12:02:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6070, top5_acc: 0.8313, loss_cls: 1.5340, loss: 1.5340, grad_norm: 6.4734 2021-08-17 07:49:26,798 - mmaction - INFO - Epoch [22][1340/2640] lr: 1.000e-03, eta: 12:01:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8445, loss_cls: 1.4364, loss: 1.4364, grad_norm: 6.1583 2021-08-17 07:49:37,776 - mmaction - INFO - Epoch [22][1360/2640] lr: 1.000e-03, eta: 12:01:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6312, top5_acc: 0.8320, loss_cls: 1.5298, loss: 1.5298, grad_norm: 6.3748 2021-08-17 07:49:48,751 - mmaction - INFO - Epoch [22][1380/2640] lr: 1.000e-03, eta: 12:01:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6281, top5_acc: 0.8477, loss_cls: 1.4802, loss: 1.4802, grad_norm: 6.0474 2021-08-17 07:49:59,722 - mmaction - INFO - Epoch [22][1400/2640] lr: 1.000e-03, eta: 12:01:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6305, top5_acc: 0.8477, loss_cls: 1.4666, loss: 1.4666, grad_norm: 6.3119 2021-08-17 07:50:10,691 - mmaction - INFO - Epoch [22][1420/2640] lr: 1.000e-03, eta: 12:01:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6234, top5_acc: 0.8359, loss_cls: 1.5150, loss: 1.5150, grad_norm: 6.2896 2021-08-17 07:50:21,650 - mmaction - INFO - Epoch [22][1440/2640] lr: 1.000e-03, eta: 12:00:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6227, top5_acc: 0.8555, loss_cls: 1.4759, loss: 1.4759, grad_norm: 6.5586 2021-08-17 07:50:32,621 - mmaction - INFO - Epoch [22][1460/2640] lr: 1.000e-03, eta: 12:00:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6148, top5_acc: 0.8484, loss_cls: 1.4916, loss: 1.4916, grad_norm: 6.3877 2021-08-17 07:50:43,588 - mmaction - INFO - Epoch [22][1480/2640] lr: 1.000e-03, eta: 12:00:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6016, top5_acc: 0.8477, loss_cls: 1.5133, loss: 1.5133, grad_norm: 6.5412 2021-08-17 07:50:54,545 - mmaction - INFO - Epoch [22][1500/2640] lr: 1.000e-03, eta: 12:00:21, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6297, top5_acc: 0.8328, loss_cls: 1.5107, loss: 1.5107, grad_norm: 6.3840 2021-08-17 07:51:05,518 - mmaction - INFO - Epoch [22][1520/2640] lr: 1.000e-03, eta: 12:00:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6352, top5_acc: 0.8438, loss_cls: 1.4918, loss: 1.4918, grad_norm: 6.1842 2021-08-17 07:51:16,500 - mmaction - INFO - Epoch [22][1540/2640] lr: 1.000e-03, eta: 11:59:57, time: 0.549, data_time: 0.000, memory: 7069, top1_acc: 0.6055, top5_acc: 0.8359, loss_cls: 1.5013, loss: 1.5013, grad_norm: 6.3225 2021-08-17 07:51:27,460 - mmaction - INFO - Epoch [22][1560/2640] lr: 1.000e-03, eta: 11:59:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6258, top5_acc: 0.8547, loss_cls: 1.4204, loss: 1.4204, grad_norm: 6.2626 2021-08-17 07:51:38,437 - mmaction - INFO - Epoch [22][1580/2640] lr: 1.000e-03, eta: 11:59:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6039, top5_acc: 0.8438, loss_cls: 1.5401, loss: 1.5401, grad_norm: 6.4951 2021-08-17 07:51:49,396 - mmaction - INFO - Epoch [22][1600/2640] lr: 1.000e-03, eta: 11:59:20, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6305, top5_acc: 0.8539, loss_cls: 1.4645, loss: 1.4645, grad_norm: 6.4429 2021-08-17 07:52:00,382 - mmaction - INFO - Epoch [22][1620/2640] lr: 1.000e-03, eta: 11:59:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8578, loss_cls: 1.4340, loss: 1.4340, grad_norm: 6.1669 2021-08-17 07:52:11,349 - mmaction - INFO - Epoch [22][1640/2640] lr: 1.000e-03, eta: 11:58:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6219, top5_acc: 0.8414, loss_cls: 1.4786, loss: 1.4786, grad_norm: 6.2299 2021-08-17 07:52:22,324 - mmaction - INFO - Epoch [22][1660/2640] lr: 1.000e-03, eta: 11:58:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6117, top5_acc: 0.8602, loss_cls: 1.4860, loss: 1.4860, grad_norm: 6.5141 2021-08-17 07:52:33,301 - mmaction - INFO - Epoch [22][1680/2640] lr: 1.000e-03, eta: 11:58:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6312, top5_acc: 0.8422, loss_cls: 1.4299, loss: 1.4299, grad_norm: 6.1637 2021-08-17 07:52:44,260 - mmaction - INFO - Epoch [22][1700/2640] lr: 1.000e-03, eta: 11:58:19, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.5984, top5_acc: 0.8344, loss_cls: 1.6036, loss: 1.6036, grad_norm: 6.5414 2021-08-17 07:52:55,217 - mmaction - INFO - Epoch [22][1720/2640] lr: 1.000e-03, eta: 11:58:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6227, top5_acc: 0.8500, loss_cls: 1.4722, loss: 1.4722, grad_norm: 6.5053 2021-08-17 07:53:06,186 - mmaction - INFO - Epoch [22][1740/2640] lr: 1.000e-03, eta: 11:57:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.5914, top5_acc: 0.8430, loss_cls: 1.5126, loss: 1.5126, grad_norm: 6.4329 2021-08-17 07:53:17,133 - mmaction - INFO - Epoch [22][1760/2640] lr: 1.000e-03, eta: 11:57:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6281, top5_acc: 0.8602, loss_cls: 1.4191, loss: 1.4191, grad_norm: 6.2741 2021-08-17 07:53:28,114 - mmaction - INFO - Epoch [22][1780/2640] lr: 1.000e-03, eta: 11:57:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6125, top5_acc: 0.8523, loss_cls: 1.4558, loss: 1.4558, grad_norm: 6.3593 2021-08-17 07:53:39,097 - mmaction - INFO - Epoch [22][1800/2640] lr: 1.000e-03, eta: 11:57:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8719, loss_cls: 1.3998, loss: 1.3998, grad_norm: 6.2026 2021-08-17 07:53:50,065 - mmaction - INFO - Epoch [22][1820/2640] lr: 1.000e-03, eta: 11:57:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8516, loss_cls: 1.4341, loss: 1.4341, grad_norm: 6.3821 2021-08-17 07:54:01,048 - mmaction - INFO - Epoch [22][1840/2640] lr: 1.000e-03, eta: 11:56:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8469, loss_cls: 1.4358, loss: 1.4358, grad_norm: 6.2392 2021-08-17 07:54:12,001 - mmaction - INFO - Epoch [22][1860/2640] lr: 1.000e-03, eta: 11:56:41, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6250, top5_acc: 0.8586, loss_cls: 1.4461, loss: 1.4461, grad_norm: 6.4636 2021-08-17 07:54:22,986 - mmaction - INFO - Epoch [22][1880/2640] lr: 1.000e-03, eta: 11:56:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6125, top5_acc: 0.8500, loss_cls: 1.4974, loss: 1.4974, grad_norm: 6.5539 2021-08-17 07:54:33,936 - mmaction - INFO - Epoch [22][1900/2640] lr: 1.000e-03, eta: 11:56:17, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6258, top5_acc: 0.8586, loss_cls: 1.4461, loss: 1.4461, grad_norm: 6.3064 2021-08-17 07:54:44,898 - mmaction - INFO - Epoch [22][1920/2640] lr: 1.000e-03, eta: 11:56:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.5984, top5_acc: 0.8383, loss_cls: 1.5615, loss: 1.5615, grad_norm: 6.5706 2021-08-17 07:54:55,881 - mmaction - INFO - Epoch [22][1940/2640] lr: 1.000e-03, eta: 11:55:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6156, top5_acc: 0.8484, loss_cls: 1.4923, loss: 1.4923, grad_norm: 6.6112 2021-08-17 07:55:06,835 - mmaction - INFO - Epoch [22][1960/2640] lr: 1.000e-03, eta: 11:55:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6031, top5_acc: 0.8352, loss_cls: 1.5441, loss: 1.5441, grad_norm: 6.3933 2021-08-17 07:55:17,797 - mmaction - INFO - Epoch [22][1980/2640] lr: 1.000e-03, eta: 11:55:28, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6141, top5_acc: 0.8539, loss_cls: 1.4735, loss: 1.4735, grad_norm: 6.3893 2021-08-17 07:55:28,760 - mmaction - INFO - Epoch [22][2000/2640] lr: 1.000e-03, eta: 11:55:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6070, top5_acc: 0.8391, loss_cls: 1.5057, loss: 1.5057, grad_norm: 6.5435 2021-08-17 07:55:39,734 - mmaction - INFO - Epoch [22][2020/2640] lr: 1.000e-03, eta: 11:55:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6281, top5_acc: 0.8578, loss_cls: 1.4444, loss: 1.4444, grad_norm: 6.3689 2021-08-17 07:55:50,692 - mmaction - INFO - Epoch [22][2040/2640] lr: 1.000e-03, eta: 11:54:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8648, loss_cls: 1.3699, loss: 1.3699, grad_norm: 6.2805 2021-08-17 07:56:01,697 - mmaction - INFO - Epoch [22][2060/2640] lr: 1.000e-03, eta: 11:54:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6203, top5_acc: 0.8570, loss_cls: 1.4637, loss: 1.4637, grad_norm: 6.5468 2021-08-17 07:56:12,653 - mmaction - INFO - Epoch [22][2080/2640] lr: 1.000e-03, eta: 11:54:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6203, top5_acc: 0.8523, loss_cls: 1.4545, loss: 1.4545, grad_norm: 6.4183 2021-08-17 07:56:23,620 - mmaction - INFO - Epoch [22][2100/2640] lr: 1.000e-03, eta: 11:54:15, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6180, top5_acc: 0.8430, loss_cls: 1.4603, loss: 1.4603, grad_norm: 6.3119 2021-08-17 07:56:34,591 - mmaction - INFO - Epoch [22][2120/2640] lr: 1.000e-03, eta: 11:54:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8562, loss_cls: 1.4085, loss: 1.4085, grad_norm: 6.1447 2021-08-17 07:56:45,554 - mmaction - INFO - Epoch [22][2140/2640] lr: 1.000e-03, eta: 11:53:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6008, top5_acc: 0.8492, loss_cls: 1.5134, loss: 1.5134, grad_norm: 6.5186 2021-08-17 07:56:56,531 - mmaction - INFO - Epoch [22][2160/2640] lr: 1.000e-03, eta: 11:53:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8727, loss_cls: 1.4523, loss: 1.4523, grad_norm: 6.5292 2021-08-17 07:57:07,498 - mmaction - INFO - Epoch [22][2180/2640] lr: 1.000e-03, eta: 11:53:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8484, loss_cls: 1.4645, loss: 1.4645, grad_norm: 6.2994 2021-08-17 07:57:18,445 - mmaction - INFO - Epoch [22][2200/2640] lr: 1.000e-03, eta: 11:53:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6219, top5_acc: 0.8500, loss_cls: 1.4458, loss: 1.4458, grad_norm: 6.3278 2021-08-17 07:57:29,423 - mmaction - INFO - Epoch [22][2220/2640] lr: 1.000e-03, eta: 11:53:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6203, top5_acc: 0.8477, loss_cls: 1.4676, loss: 1.4676, grad_norm: 6.4497 2021-08-17 07:57:40,388 - mmaction - INFO - Epoch [22][2240/2640] lr: 1.000e-03, eta: 11:52:49, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8641, loss_cls: 1.4170, loss: 1.4170, grad_norm: 6.5790 2021-08-17 07:57:51,351 - mmaction - INFO - Epoch [22][2260/2640] lr: 1.000e-03, eta: 11:52:37, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8477, loss_cls: 1.4133, loss: 1.4133, grad_norm: 6.3418 2021-08-17 07:58:02,316 - mmaction - INFO - Epoch [22][2280/2640] lr: 1.000e-03, eta: 11:52:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8664, loss_cls: 1.3999, loss: 1.3999, grad_norm: 6.2471 2021-08-17 07:58:13,293 - mmaction - INFO - Epoch [22][2300/2640] lr: 1.000e-03, eta: 11:52:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6109, top5_acc: 0.8414, loss_cls: 1.4959, loss: 1.4959, grad_norm: 6.6282 2021-08-17 07:58:24,255 - mmaction - INFO - Epoch [22][2320/2640] lr: 1.000e-03, eta: 11:52:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6273, top5_acc: 0.8398, loss_cls: 1.5200, loss: 1.5200, grad_norm: 6.5605 2021-08-17 07:58:35,234 - mmaction - INFO - Epoch [22][2340/2640] lr: 1.000e-03, eta: 11:51:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6234, top5_acc: 0.8430, loss_cls: 1.4994, loss: 1.4994, grad_norm: 6.3774 2021-08-17 07:58:46,211 - mmaction - INFO - Epoch [22][2360/2640] lr: 1.000e-03, eta: 11:51:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6133, top5_acc: 0.8383, loss_cls: 1.5043, loss: 1.5043, grad_norm: 6.4757 2021-08-17 07:58:57,176 - mmaction - INFO - Epoch [22][2380/2640] lr: 1.000e-03, eta: 11:51:24, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6305, top5_acc: 0.8625, loss_cls: 1.4276, loss: 1.4276, grad_norm: 6.3963 2021-08-17 07:59:08,140 - mmaction - INFO - Epoch [22][2400/2640] lr: 1.000e-03, eta: 11:51:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8484, loss_cls: 1.4444, loss: 1.4444, grad_norm: 6.4012 2021-08-17 07:59:19,129 - mmaction - INFO - Epoch [22][2420/2640] lr: 1.000e-03, eta: 11:50:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8469, loss_cls: 1.4386, loss: 1.4386, grad_norm: 6.3439 2021-08-17 07:59:30,085 - mmaction - INFO - Epoch [22][2440/2640] lr: 1.000e-03, eta: 11:50:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6273, top5_acc: 0.8523, loss_cls: 1.4740, loss: 1.4740, grad_norm: 6.5998 2021-08-17 07:59:41,070 - mmaction - INFO - Epoch [22][2460/2640] lr: 1.000e-03, eta: 11:50:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8445, loss_cls: 1.4583, loss: 1.4583, grad_norm: 6.5625 2021-08-17 07:59:52,056 - mmaction - INFO - Epoch [22][2480/2640] lr: 1.000e-03, eta: 11:50:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6117, top5_acc: 0.8398, loss_cls: 1.4898, loss: 1.4898, grad_norm: 6.4283 2021-08-17 08:00:03,037 - mmaction - INFO - Epoch [22][2500/2640] lr: 1.000e-03, eta: 11:50:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6227, top5_acc: 0.8383, loss_cls: 1.4619, loss: 1.4619, grad_norm: 6.3604 2021-08-17 08:00:13,967 - mmaction - INFO - Epoch [22][2520/2640] lr: 1.000e-03, eta: 11:49:58, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8836, loss_cls: 1.3974, loss: 1.3974, grad_norm: 6.4882 2021-08-17 08:00:24,933 - mmaction - INFO - Epoch [22][2540/2640] lr: 1.000e-03, eta: 11:49:46, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3739, loss: 1.3739, grad_norm: 6.5046 2021-08-17 08:00:35,894 - mmaction - INFO - Epoch [22][2560/2640] lr: 1.000e-03, eta: 11:49:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8516, loss_cls: 1.4170, loss: 1.4170, grad_norm: 6.2798 2021-08-17 08:00:46,879 - mmaction - INFO - Epoch [22][2580/2640] lr: 1.000e-03, eta: 11:49:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6195, top5_acc: 0.8508, loss_cls: 1.4711, loss: 1.4711, grad_norm: 6.6029 2021-08-17 08:00:57,854 - mmaction - INFO - Epoch [22][2600/2640] lr: 1.000e-03, eta: 11:49:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8375, loss_cls: 1.4552, loss: 1.4552, grad_norm: 6.4881 2021-08-17 08:01:08,828 - mmaction - INFO - Epoch [22][2620/2640] lr: 1.000e-03, eta: 11:48:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6383, top5_acc: 0.8414, loss_cls: 1.4483, loss: 1.4483, grad_norm: 6.2831 2021-08-17 08:01:19,460 - mmaction - INFO - Epoch [22][2640/2640] lr: 1.000e-03, eta: 11:48:45, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.6258, top5_acc: 0.8339, loss_cls: 1.4772, loss: 1.4772, grad_norm: 6.6048 2021-08-17 08:01:22,410 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-08-17 08:02:55,214 - mmaction - INFO - Epoch [23][20/2640] lr: 1.000e-03, eta: 11:50:16, time: 4.620, data_time: 3.985, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8414, loss_cls: 1.4687, loss: 1.4687, grad_norm: 6.5025 2021-08-17 08:03:06,171 - mmaction - INFO - Epoch [23][40/2640] lr: 1.000e-03, eta: 11:50:04, time: 0.547, data_time: 0.003, memory: 7069, top1_acc: 0.6234, top5_acc: 0.8547, loss_cls: 1.4454, loss: 1.4454, grad_norm: 6.4746 2021-08-17 08:03:17,089 - mmaction - INFO - Epoch [23][60/2640] lr: 1.000e-03, eta: 11:49:52, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6164, top5_acc: 0.8484, loss_cls: 1.5098, loss: 1.5098, grad_norm: 6.5671 2021-08-17 08:03:28,034 - mmaction - INFO - Epoch [23][80/2640] lr: 1.000e-03, eta: 11:49:39, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.6250, top5_acc: 0.8414, loss_cls: 1.4621, loss: 1.4621, grad_norm: 6.3937 2021-08-17 08:03:39,050 - mmaction - INFO - Epoch [23][100/2640] lr: 1.000e-03, eta: 11:49:27, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.6266, top5_acc: 0.8500, loss_cls: 1.4319, loss: 1.4319, grad_norm: 6.4057 2021-08-17 08:03:49,955 - mmaction - INFO - Epoch [23][120/2640] lr: 1.000e-03, eta: 11:49:15, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6219, top5_acc: 0.8336, loss_cls: 1.4719, loss: 1.4719, grad_norm: 6.3521 2021-08-17 08:04:00,921 - mmaction - INFO - Epoch [23][140/2640] lr: 1.000e-03, eta: 11:49:03, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6266, top5_acc: 0.8602, loss_cls: 1.4338, loss: 1.4338, grad_norm: 6.4280 2021-08-17 08:04:11,881 - mmaction - INFO - Epoch [23][160/2640] lr: 1.000e-03, eta: 11:48:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8445, loss_cls: 1.4259, loss: 1.4259, grad_norm: 6.3021 2021-08-17 08:04:22,859 - mmaction - INFO - Epoch [23][180/2640] lr: 1.000e-03, eta: 11:48:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8656, loss_cls: 1.3711, loss: 1.3711, grad_norm: 6.4604 2021-08-17 08:04:33,842 - mmaction - INFO - Epoch [23][200/2640] lr: 1.000e-03, eta: 11:48:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8570, loss_cls: 1.4505, loss: 1.4505, grad_norm: 6.6026 2021-08-17 08:04:44,812 - mmaction - INFO - Epoch [23][220/2640] lr: 1.000e-03, eta: 11:48:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6172, top5_acc: 0.8562, loss_cls: 1.5029, loss: 1.5029, grad_norm: 6.5101 2021-08-17 08:04:55,773 - mmaction - INFO - Epoch [23][240/2640] lr: 1.000e-03, eta: 11:48:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6180, top5_acc: 0.8422, loss_cls: 1.5083, loss: 1.5083, grad_norm: 6.3476 2021-08-17 08:05:06,752 - mmaction - INFO - Epoch [23][260/2640] lr: 1.000e-03, eta: 11:47:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8688, loss_cls: 1.4368, loss: 1.4368, grad_norm: 6.3190 2021-08-17 08:05:17,736 - mmaction - INFO - Epoch [23][280/2640] lr: 1.000e-03, eta: 11:47:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6273, top5_acc: 0.8531, loss_cls: 1.4755, loss: 1.4755, grad_norm: 6.7665 2021-08-17 08:05:28,702 - mmaction - INFO - Epoch [23][300/2640] lr: 1.000e-03, eta: 11:47:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6352, top5_acc: 0.8523, loss_cls: 1.4149, loss: 1.4149, grad_norm: 6.5113 2021-08-17 08:05:39,669 - mmaction - INFO - Epoch [23][320/2640] lr: 1.000e-03, eta: 11:47:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8742, loss_cls: 1.3664, loss: 1.3664, grad_norm: 6.5073 2021-08-17 08:05:50,622 - mmaction - INFO - Epoch [23][340/2640] lr: 1.000e-03, eta: 11:47:00, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6227, top5_acc: 0.8445, loss_cls: 1.4657, loss: 1.4657, grad_norm: 6.4676 2021-08-17 08:06:01,590 - mmaction - INFO - Epoch [23][360/2640] lr: 1.000e-03, eta: 11:46:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8516, loss_cls: 1.4493, loss: 1.4493, grad_norm: 6.3233 2021-08-17 08:06:12,569 - mmaction - INFO - Epoch [23][380/2640] lr: 1.000e-03, eta: 11:46:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8531, loss_cls: 1.4286, loss: 1.4286, grad_norm: 6.4838 2021-08-17 08:06:23,550 - mmaction - INFO - Epoch [23][400/2640] lr: 1.000e-03, eta: 11:46:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8688, loss_cls: 1.3788, loss: 1.3788, grad_norm: 6.2709 2021-08-17 08:06:34,523 - mmaction - INFO - Epoch [23][420/2640] lr: 1.000e-03, eta: 11:46:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6164, top5_acc: 0.8500, loss_cls: 1.4928, loss: 1.4928, grad_norm: 6.6263 2021-08-17 08:06:45,480 - mmaction - INFO - Epoch [23][440/2640] lr: 1.000e-03, eta: 11:45:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8703, loss_cls: 1.3756, loss: 1.3756, grad_norm: 6.5501 2021-08-17 08:06:56,446 - mmaction - INFO - Epoch [23][460/2640] lr: 1.000e-03, eta: 11:45:47, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6266, top5_acc: 0.8633, loss_cls: 1.4326, loss: 1.4326, grad_norm: 6.4929 2021-08-17 08:07:07,423 - mmaction - INFO - Epoch [23][480/2640] lr: 1.000e-03, eta: 11:45:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8422, loss_cls: 1.4577, loss: 1.4577, grad_norm: 6.5896 2021-08-17 08:07:18,407 - mmaction - INFO - Epoch [23][500/2640] lr: 1.000e-03, eta: 11:45:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8609, loss_cls: 1.4076, loss: 1.4076, grad_norm: 6.3288 2021-08-17 08:07:29,384 - mmaction - INFO - Epoch [23][520/2640] lr: 1.000e-03, eta: 11:45:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6250, top5_acc: 0.8484, loss_cls: 1.4531, loss: 1.4531, grad_norm: 6.5105 2021-08-17 08:07:40,353 - mmaction - INFO - Epoch [23][540/2640] lr: 1.000e-03, eta: 11:44:58, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6234, top5_acc: 0.8438, loss_cls: 1.5013, loss: 1.5013, grad_norm: 6.5802 2021-08-17 08:07:51,342 - mmaction - INFO - Epoch [23][560/2640] lr: 1.000e-03, eta: 11:44:46, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6266, top5_acc: 0.8516, loss_cls: 1.4412, loss: 1.4412, grad_norm: 6.4166 2021-08-17 08:08:02,312 - mmaction - INFO - Epoch [23][580/2640] lr: 1.000e-03, eta: 11:44:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8633, loss_cls: 1.3618, loss: 1.3618, grad_norm: 6.3968 2021-08-17 08:08:13,277 - mmaction - INFO - Epoch [23][600/2640] lr: 1.000e-03, eta: 11:44:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6312, top5_acc: 0.8539, loss_cls: 1.4609, loss: 1.4609, grad_norm: 6.7286 2021-08-17 08:08:24,265 - mmaction - INFO - Epoch [23][620/2640] lr: 1.000e-03, eta: 11:44:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8477, loss_cls: 1.4542, loss: 1.4542, grad_norm: 6.5685 2021-08-17 08:08:35,225 - mmaction - INFO - Epoch [23][640/2640] lr: 1.000e-03, eta: 11:43:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8688, loss_cls: 1.3452, loss: 1.3452, grad_norm: 6.4329 2021-08-17 08:08:46,223 - mmaction - INFO - Epoch [23][660/2640] lr: 1.000e-03, eta: 11:43:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6266, top5_acc: 0.8438, loss_cls: 1.4810, loss: 1.4810, grad_norm: 6.7670 2021-08-17 08:08:57,204 - mmaction - INFO - Epoch [23][680/2640] lr: 1.000e-03, eta: 11:43:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8484, loss_cls: 1.4494, loss: 1.4494, grad_norm: 6.6261 2021-08-17 08:09:08,184 - mmaction - INFO - Epoch [23][700/2640] lr: 1.000e-03, eta: 11:43:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8383, loss_cls: 1.4866, loss: 1.4866, grad_norm: 6.5623 2021-08-17 08:09:19,169 - mmaction - INFO - Epoch [23][720/2640] lr: 1.000e-03, eta: 11:43:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8508, loss_cls: 1.3975, loss: 1.3975, grad_norm: 6.4763 2021-08-17 08:09:30,128 - mmaction - INFO - Epoch [23][740/2640] lr: 1.000e-03, eta: 11:42:56, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8570, loss_cls: 1.3641, loss: 1.3641, grad_norm: 6.2670 2021-08-17 08:09:41,108 - mmaction - INFO - Epoch [23][760/2640] lr: 1.000e-03, eta: 11:42:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8461, loss_cls: 1.4352, loss: 1.4352, grad_norm: 6.4675 2021-08-17 08:09:52,075 - mmaction - INFO - Epoch [23][780/2640] lr: 1.000e-03, eta: 11:42:31, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6141, top5_acc: 0.8516, loss_cls: 1.4734, loss: 1.4734, grad_norm: 6.5544 2021-08-17 08:10:03,071 - mmaction - INFO - Epoch [23][800/2640] lr: 1.000e-03, eta: 11:42:19, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6266, top5_acc: 0.8734, loss_cls: 1.4142, loss: 1.4142, grad_norm: 6.6388 2021-08-17 08:10:14,057 - mmaction - INFO - Epoch [23][820/2640] lr: 1.000e-03, eta: 11:42:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8609, loss_cls: 1.3766, loss: 1.3766, grad_norm: 6.4345 2021-08-17 08:10:25,016 - mmaction - INFO - Epoch [23][840/2640] lr: 1.000e-03, eta: 11:41:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8570, loss_cls: 1.4697, loss: 1.4697, grad_norm: 6.8108 2021-08-17 08:10:35,996 - mmaction - INFO - Epoch [23][860/2640] lr: 1.000e-03, eta: 11:41:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6250, top5_acc: 0.8484, loss_cls: 1.4600, loss: 1.4600, grad_norm: 6.4841 2021-08-17 08:10:46,919 - mmaction - INFO - Epoch [23][880/2640] lr: 1.000e-03, eta: 11:41:30, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6219, top5_acc: 0.8531, loss_cls: 1.4434, loss: 1.4434, grad_norm: 6.3901 2021-08-17 08:10:57,891 - mmaction - INFO - Epoch [23][900/2640] lr: 1.000e-03, eta: 11:41:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6227, top5_acc: 0.8469, loss_cls: 1.4871, loss: 1.4871, grad_norm: 6.6062 2021-08-17 08:11:08,850 - mmaction - INFO - Epoch [23][920/2640] lr: 1.000e-03, eta: 11:41:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8617, loss_cls: 1.3770, loss: 1.3770, grad_norm: 6.4740 2021-08-17 08:11:19,814 - mmaction - INFO - Epoch [23][940/2640] lr: 1.000e-03, eta: 11:40:54, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8602, loss_cls: 1.3522, loss: 1.3522, grad_norm: 6.4655 2021-08-17 08:11:30,795 - mmaction - INFO - Epoch [23][960/2640] lr: 1.000e-03, eta: 11:40:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8602, loss_cls: 1.3941, loss: 1.3941, grad_norm: 6.5615 2021-08-17 08:11:41,763 - mmaction - INFO - Epoch [23][980/2640] lr: 1.000e-03, eta: 11:40:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6273, top5_acc: 0.8570, loss_cls: 1.4511, loss: 1.4511, grad_norm: 6.4168 2021-08-17 08:11:52,723 - mmaction - INFO - Epoch [23][1000/2640] lr: 1.000e-03, eta: 11:40:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8516, loss_cls: 1.4421, loss: 1.4421, grad_norm: 6.4488 2021-08-17 08:12:03,691 - mmaction - INFO - Epoch [23][1020/2640] lr: 1.000e-03, eta: 11:40:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8648, loss_cls: 1.3945, loss: 1.3945, grad_norm: 6.4861 2021-08-17 08:12:14,646 - mmaction - INFO - Epoch [23][1040/2640] lr: 1.000e-03, eta: 11:39:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8562, loss_cls: 1.4069, loss: 1.4069, grad_norm: 6.6841 2021-08-17 08:12:25,619 - mmaction - INFO - Epoch [23][1060/2640] lr: 1.000e-03, eta: 11:39:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8570, loss_cls: 1.4017, loss: 1.4017, grad_norm: 6.5844 2021-08-17 08:12:36,618 - mmaction - INFO - Epoch [23][1080/2640] lr: 1.000e-03, eta: 11:39:28, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6062, top5_acc: 0.8406, loss_cls: 1.5207, loss: 1.5207, grad_norm: 6.5856 2021-08-17 08:12:47,598 - mmaction - INFO - Epoch [23][1100/2640] lr: 1.000e-03, eta: 11:39:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8414, loss_cls: 1.4661, loss: 1.4661, grad_norm: 6.6586 2021-08-17 08:12:58,580 - mmaction - INFO - Epoch [23][1120/2640] lr: 1.000e-03, eta: 11:39:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6305, top5_acc: 0.8547, loss_cls: 1.4255, loss: 1.4255, grad_norm: 6.6336 2021-08-17 08:13:09,522 - mmaction - INFO - Epoch [23][1140/2640] lr: 1.000e-03, eta: 11:38:51, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8586, loss_cls: 1.4117, loss: 1.4117, grad_norm: 6.5149 2021-08-17 08:13:20,498 - mmaction - INFO - Epoch [23][1160/2640] lr: 1.000e-03, eta: 11:38:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8539, loss_cls: 1.4381, loss: 1.4381, grad_norm: 6.5398 2021-08-17 08:13:31,473 - mmaction - INFO - Epoch [23][1180/2640] lr: 1.000e-03, eta: 11:38:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8516, loss_cls: 1.3986, loss: 1.3986, grad_norm: 6.5101 2021-08-17 08:13:42,477 - mmaction - INFO - Epoch [23][1200/2640] lr: 1.000e-03, eta: 11:38:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6281, top5_acc: 0.8445, loss_cls: 1.4555, loss: 1.4555, grad_norm: 6.6221 2021-08-17 08:13:53,402 - mmaction - INFO - Epoch [23][1220/2640] lr: 1.000e-03, eta: 11:38:03, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6297, top5_acc: 0.8383, loss_cls: 1.5060, loss: 1.5060, grad_norm: 6.5006 2021-08-17 08:14:04,364 - mmaction - INFO - Epoch [23][1240/2640] lr: 1.000e-03, eta: 11:37:50, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6297, top5_acc: 0.8609, loss_cls: 1.4315, loss: 1.4315, grad_norm: 6.5644 2021-08-17 08:14:15,322 - mmaction - INFO - Epoch [23][1260/2640] lr: 1.000e-03, eta: 11:37:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6219, top5_acc: 0.8461, loss_cls: 1.4916, loss: 1.4916, grad_norm: 6.5587 2021-08-17 08:14:26,300 - mmaction - INFO - Epoch [23][1280/2640] lr: 1.000e-03, eta: 11:37:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8445, loss_cls: 1.4619, loss: 1.4619, grad_norm: 6.6691 2021-08-17 08:14:37,271 - mmaction - INFO - Epoch [23][1300/2640] lr: 1.000e-03, eta: 11:37:14, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6180, top5_acc: 0.8430, loss_cls: 1.4818, loss: 1.4818, grad_norm: 6.5875 2021-08-17 08:14:48,229 - mmaction - INFO - Epoch [23][1320/2640] lr: 1.000e-03, eta: 11:37:02, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6312, top5_acc: 0.8617, loss_cls: 1.3875, loss: 1.3875, grad_norm: 6.6922 2021-08-17 08:14:59,214 - mmaction - INFO - Epoch [23][1340/2640] lr: 1.000e-03, eta: 11:36:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6312, top5_acc: 0.8461, loss_cls: 1.4607, loss: 1.4607, grad_norm: 6.6735 2021-08-17 08:15:10,189 - mmaction - INFO - Epoch [23][1360/2640] lr: 1.000e-03, eta: 11:36:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6234, top5_acc: 0.8531, loss_cls: 1.4440, loss: 1.4440, grad_norm: 6.6678 2021-08-17 08:15:21,162 - mmaction - INFO - Epoch [23][1380/2640] lr: 1.000e-03, eta: 11:36:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6203, top5_acc: 0.8625, loss_cls: 1.4434, loss: 1.4434, grad_norm: 6.5928 2021-08-17 08:15:32,120 - mmaction - INFO - Epoch [23][1400/2640] lr: 1.000e-03, eta: 11:36:13, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8570, loss_cls: 1.3452, loss: 1.3452, grad_norm: 6.3668 2021-08-17 08:15:43,082 - mmaction - INFO - Epoch [23][1420/2640] lr: 1.000e-03, eta: 11:36:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8508, loss_cls: 1.4482, loss: 1.4482, grad_norm: 6.5023 2021-08-17 08:15:54,069 - mmaction - INFO - Epoch [23][1440/2640] lr: 1.000e-03, eta: 11:35:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6281, top5_acc: 0.8664, loss_cls: 1.4106, loss: 1.4106, grad_norm: 6.5162 2021-08-17 08:16:05,042 - mmaction - INFO - Epoch [23][1460/2640] lr: 1.000e-03, eta: 11:35:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8539, loss_cls: 1.3760, loss: 1.3760, grad_norm: 6.3205 2021-08-17 08:16:16,011 - mmaction - INFO - Epoch [23][1480/2640] lr: 1.000e-03, eta: 11:35:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6273, top5_acc: 0.8570, loss_cls: 1.4484, loss: 1.4484, grad_norm: 6.6089 2021-08-17 08:16:26,975 - mmaction - INFO - Epoch [23][1500/2640] lr: 1.000e-03, eta: 11:35:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8547, loss_cls: 1.4124, loss: 1.4124, grad_norm: 6.6612 2021-08-17 08:16:37,947 - mmaction - INFO - Epoch [23][1520/2640] lr: 1.000e-03, eta: 11:35:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8609, loss_cls: 1.3987, loss: 1.3987, grad_norm: 6.3283 2021-08-17 08:16:48,932 - mmaction - INFO - Epoch [23][1540/2640] lr: 1.000e-03, eta: 11:34:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6141, top5_acc: 0.8227, loss_cls: 1.5078, loss: 1.5078, grad_norm: 6.6824 2021-08-17 08:16:59,912 - mmaction - INFO - Epoch [23][1560/2640] lr: 1.000e-03, eta: 11:34:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6227, top5_acc: 0.8672, loss_cls: 1.4354, loss: 1.4354, grad_norm: 6.7058 2021-08-17 08:17:10,874 - mmaction - INFO - Epoch [23][1580/2640] lr: 1.000e-03, eta: 11:34:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8492, loss_cls: 1.4404, loss: 1.4404, grad_norm: 6.4703 2021-08-17 08:17:21,836 - mmaction - INFO - Epoch [23][1600/2640] lr: 1.000e-03, eta: 11:34:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6266, top5_acc: 0.8461, loss_cls: 1.4583, loss: 1.4583, grad_norm: 6.4832 2021-08-17 08:17:32,786 - mmaction - INFO - Epoch [23][1620/2640] lr: 1.000e-03, eta: 11:33:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6172, top5_acc: 0.8406, loss_cls: 1.4991, loss: 1.4991, grad_norm: 6.6468 2021-08-17 08:17:43,756 - mmaction - INFO - Epoch [23][1640/2640] lr: 1.000e-03, eta: 11:33:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8578, loss_cls: 1.4174, loss: 1.4174, grad_norm: 6.7140 2021-08-17 08:17:54,719 - mmaction - INFO - Epoch [23][1660/2640] lr: 1.000e-03, eta: 11:33:34, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8539, loss_cls: 1.4514, loss: 1.4514, grad_norm: 6.7165 2021-08-17 08:18:05,698 - mmaction - INFO - Epoch [23][1680/2640] lr: 1.000e-03, eta: 11:33:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8422, loss_cls: 1.4790, loss: 1.4790, grad_norm: 6.7646 2021-08-17 08:18:16,669 - mmaction - INFO - Epoch [23][1700/2640] lr: 1.000e-03, eta: 11:33:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8688, loss_cls: 1.3440, loss: 1.3440, grad_norm: 6.4012 2021-08-17 08:18:27,643 - mmaction - INFO - Epoch [23][1720/2640] lr: 1.000e-03, eta: 11:32:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8352, loss_cls: 1.4476, loss: 1.4476, grad_norm: 6.6083 2021-08-17 08:18:38,616 - mmaction - INFO - Epoch [23][1740/2640] lr: 1.000e-03, eta: 11:32:46, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6250, top5_acc: 0.8539, loss_cls: 1.4316, loss: 1.4316, grad_norm: 6.6633 2021-08-17 08:18:49,576 - mmaction - INFO - Epoch [23][1760/2640] lr: 1.000e-03, eta: 11:32:34, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6156, top5_acc: 0.8461, loss_cls: 1.5114, loss: 1.5114, grad_norm: 6.7955 2021-08-17 08:19:00,551 - mmaction - INFO - Epoch [23][1780/2640] lr: 1.000e-03, eta: 11:32:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8664, loss_cls: 1.3796, loss: 1.3796, grad_norm: 6.5158 2021-08-17 08:19:11,529 - mmaction - INFO - Epoch [23][1800/2640] lr: 1.000e-03, eta: 11:32:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8453, loss_cls: 1.4442, loss: 1.4442, grad_norm: 6.5411 2021-08-17 08:19:22,491 - mmaction - INFO - Epoch [23][1820/2640] lr: 1.000e-03, eta: 11:31:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6352, top5_acc: 0.8578, loss_cls: 1.4232, loss: 1.4232, grad_norm: 6.6986 2021-08-17 08:19:33,469 - mmaction - INFO - Epoch [23][1840/2640] lr: 1.000e-03, eta: 11:31:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8711, loss_cls: 1.3983, loss: 1.3983, grad_norm: 6.4008 2021-08-17 08:19:44,441 - mmaction - INFO - Epoch [23][1860/2640] lr: 1.000e-03, eta: 11:31:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8570, loss_cls: 1.3756, loss: 1.3756, grad_norm: 6.4436 2021-08-17 08:19:55,425 - mmaction - INFO - Epoch [23][1880/2640] lr: 1.000e-03, eta: 11:31:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6172, top5_acc: 0.8508, loss_cls: 1.4686, loss: 1.4686, grad_norm: 6.5907 2021-08-17 08:20:06,390 - mmaction - INFO - Epoch [23][1900/2640] lr: 1.000e-03, eta: 11:31:08, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6234, top5_acc: 0.8414, loss_cls: 1.5125, loss: 1.5125, grad_norm: 6.8175 2021-08-17 08:20:17,357 - mmaction - INFO - Epoch [23][1920/2640] lr: 1.000e-03, eta: 11:30:56, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8602, loss_cls: 1.3883, loss: 1.3883, grad_norm: 6.4019 2021-08-17 08:20:28,336 - mmaction - INFO - Epoch [23][1940/2640] lr: 1.000e-03, eta: 11:30:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6219, top5_acc: 0.8469, loss_cls: 1.5016, loss: 1.5016, grad_norm: 6.9104 2021-08-17 08:20:39,314 - mmaction - INFO - Epoch [23][1960/2640] lr: 1.000e-03, eta: 11:30:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6312, top5_acc: 0.8602, loss_cls: 1.4202, loss: 1.4202, grad_norm: 6.7039 2021-08-17 08:20:50,286 - mmaction - INFO - Epoch [23][1980/2640] lr: 1.000e-03, eta: 11:30:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8625, loss_cls: 1.3862, loss: 1.3862, grad_norm: 6.4573 2021-08-17 08:21:01,263 - mmaction - INFO - Epoch [23][2000/2640] lr: 1.000e-03, eta: 11:30:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.4017, loss: 1.4017, grad_norm: 6.5626 2021-08-17 08:21:12,222 - mmaction - INFO - Epoch [23][2020/2640] lr: 1.000e-03, eta: 11:29:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8562, loss_cls: 1.3993, loss: 1.3993, grad_norm: 6.8261 2021-08-17 08:21:23,243 - mmaction - INFO - Epoch [23][2040/2640] lr: 1.000e-03, eta: 11:29:43, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6156, top5_acc: 0.8523, loss_cls: 1.4423, loss: 1.4423, grad_norm: 6.6414 2021-08-17 08:21:34,173 - mmaction - INFO - Epoch [23][2060/2640] lr: 1.000e-03, eta: 11:29:31, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8594, loss_cls: 1.4453, loss: 1.4453, grad_norm: 6.6589 2021-08-17 08:21:45,143 - mmaction - INFO - Epoch [23][2080/2640] lr: 1.000e-03, eta: 11:29:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6141, top5_acc: 0.8547, loss_cls: 1.4854, loss: 1.4854, grad_norm: 6.8105 2021-08-17 08:21:56,126 - mmaction - INFO - Epoch [23][2100/2640] lr: 1.000e-03, eta: 11:29:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8648, loss_cls: 1.4006, loss: 1.4006, grad_norm: 6.5569 2021-08-17 08:22:07,100 - mmaction - INFO - Epoch [23][2120/2640] lr: 1.000e-03, eta: 11:28:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6273, top5_acc: 0.8555, loss_cls: 1.4702, loss: 1.4702, grad_norm: 6.7316 2021-08-17 08:22:18,079 - mmaction - INFO - Epoch [23][2140/2640] lr: 1.000e-03, eta: 11:28:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8578, loss_cls: 1.3657, loss: 1.3657, grad_norm: 6.5396 2021-08-17 08:22:29,051 - mmaction - INFO - Epoch [23][2160/2640] lr: 1.000e-03, eta: 11:28:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8562, loss_cls: 1.4509, loss: 1.4509, grad_norm: 6.7590 2021-08-17 08:22:40,027 - mmaction - INFO - Epoch [23][2180/2640] lr: 1.000e-03, eta: 11:28:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6258, top5_acc: 0.8555, loss_cls: 1.4428, loss: 1.4428, grad_norm: 6.7729 2021-08-17 08:22:51,002 - mmaction - INFO - Epoch [23][2200/2640] lr: 1.000e-03, eta: 11:28:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6219, top5_acc: 0.8484, loss_cls: 1.4774, loss: 1.4774, grad_norm: 6.9176 2021-08-17 08:23:01,965 - mmaction - INFO - Epoch [23][2220/2640] lr: 1.000e-03, eta: 11:27:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8609, loss_cls: 1.3379, loss: 1.3379, grad_norm: 6.4192 2021-08-17 08:23:12,943 - mmaction - INFO - Epoch [23][2240/2640] lr: 1.000e-03, eta: 11:27:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6242, top5_acc: 0.8477, loss_cls: 1.4640, loss: 1.4640, grad_norm: 6.7019 2021-08-17 08:23:23,913 - mmaction - INFO - Epoch [23][2260/2640] lr: 1.000e-03, eta: 11:27:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6164, top5_acc: 0.8414, loss_cls: 1.4670, loss: 1.4670, grad_norm: 6.6654 2021-08-17 08:23:34,878 - mmaction - INFO - Epoch [23][2280/2640] lr: 1.000e-03, eta: 11:27:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6156, top5_acc: 0.8539, loss_cls: 1.4390, loss: 1.4390, grad_norm: 6.6132 2021-08-17 08:23:45,820 - mmaction - INFO - Epoch [23][2300/2640] lr: 1.000e-03, eta: 11:27:05, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8469, loss_cls: 1.3996, loss: 1.3996, grad_norm: 6.4957 2021-08-17 08:23:56,797 - mmaction - INFO - Epoch [23][2320/2640] lr: 1.000e-03, eta: 11:26:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6109, top5_acc: 0.8633, loss_cls: 1.4666, loss: 1.4666, grad_norm: 6.9435 2021-08-17 08:24:07,768 - mmaction - INFO - Epoch [23][2340/2640] lr: 1.000e-03, eta: 11:26:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8641, loss_cls: 1.3642, loss: 1.3642, grad_norm: 6.5991 2021-08-17 08:24:18,749 - mmaction - INFO - Epoch [23][2360/2640] lr: 1.000e-03, eta: 11:26:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6383, top5_acc: 0.8562, loss_cls: 1.4345, loss: 1.4345, grad_norm: 6.8554 2021-08-17 08:24:29,695 - mmaction - INFO - Epoch [23][2380/2640] lr: 1.000e-03, eta: 11:26:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8633, loss_cls: 1.3822, loss: 1.3822, grad_norm: 6.8134 2021-08-17 08:24:40,655 - mmaction - INFO - Epoch [23][2400/2640] lr: 1.000e-03, eta: 11:26:04, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.3911, loss: 1.3911, grad_norm: 6.5620 2021-08-17 08:24:51,614 - mmaction - INFO - Epoch [23][2420/2640] lr: 1.000e-03, eta: 11:25:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8539, loss_cls: 1.4283, loss: 1.4283, grad_norm: 6.7322 2021-08-17 08:25:02,590 - mmaction - INFO - Epoch [23][2440/2640] lr: 1.000e-03, eta: 11:25:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6227, top5_acc: 0.8516, loss_cls: 1.4494, loss: 1.4494, grad_norm: 6.6391 2021-08-17 08:25:13,548 - mmaction - INFO - Epoch [23][2460/2640] lr: 1.000e-03, eta: 11:25:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8594, loss_cls: 1.4371, loss: 1.4371, grad_norm: 6.8291 2021-08-17 08:25:24,522 - mmaction - INFO - Epoch [23][2480/2640] lr: 1.000e-03, eta: 11:25:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8609, loss_cls: 1.4182, loss: 1.4182, grad_norm: 6.6855 2021-08-17 08:25:35,482 - mmaction - INFO - Epoch [23][2500/2640] lr: 1.000e-03, eta: 11:25:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8461, loss_cls: 1.4472, loss: 1.4472, grad_norm: 6.7020 2021-08-17 08:25:46,494 - mmaction - INFO - Epoch [23][2520/2640] lr: 1.000e-03, eta: 11:24:51, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8539, loss_cls: 1.4280, loss: 1.4280, grad_norm: 6.5614 2021-08-17 08:25:57,413 - mmaction - INFO - Epoch [23][2540/2640] lr: 1.000e-03, eta: 11:24:39, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6242, top5_acc: 0.8391, loss_cls: 1.4686, loss: 1.4686, grad_norm: 6.8323 2021-08-17 08:26:08,395 - mmaction - INFO - Epoch [23][2560/2640] lr: 1.000e-03, eta: 11:24:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8656, loss_cls: 1.3684, loss: 1.3684, grad_norm: 6.4781 2021-08-17 08:26:19,357 - mmaction - INFO - Epoch [23][2580/2640] lr: 1.000e-03, eta: 11:24:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6297, top5_acc: 0.8617, loss_cls: 1.4359, loss: 1.4359, grad_norm: 6.6847 2021-08-17 08:26:30,330 - mmaction - INFO - Epoch [23][2600/2640] lr: 1.000e-03, eta: 11:24:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8539, loss_cls: 1.4236, loss: 1.4236, grad_norm: 6.6054 2021-08-17 08:26:41,312 - mmaction - INFO - Epoch [23][2620/2640] lr: 1.000e-03, eta: 11:23:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8812, loss_cls: 1.3791, loss: 1.3791, grad_norm: 6.7048 2021-08-17 08:26:51,956 - mmaction - INFO - Epoch [23][2640/2640] lr: 1.000e-03, eta: 11:23:38, time: 0.532, data_time: 0.002, memory: 7069, top1_acc: 0.6274, top5_acc: 0.8379, loss_cls: 1.4862, loss: 1.4862, grad_norm: 6.9754 2021-08-17 08:26:53,765 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-08-17 08:28:13,286 - mmaction - INFO - Epoch [24][20/2640] lr: 1.000e-03, eta: 11:24:45, time: 3.928, data_time: 3.377, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8547, loss_cls: 1.4399, loss: 1.4399, grad_norm: 6.8948 2021-08-17 08:28:24,252 - mmaction - INFO - Epoch [24][40/2640] lr: 1.000e-03, eta: 11:24:33, time: 0.547, data_time: 0.003, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8750, loss_cls: 1.3403, loss: 1.3403, grad_norm: 6.6957 2021-08-17 08:28:35,192 - mmaction - INFO - Epoch [24][60/2640] lr: 1.000e-03, eta: 11:24:21, time: 0.549, data_time: 0.003, memory: 7069, top1_acc: 0.6383, top5_acc: 0.8664, loss_cls: 1.3752, loss: 1.3752, grad_norm: 6.6546 2021-08-17 08:28:46,149 - mmaction - INFO - Epoch [24][80/2640] lr: 1.000e-03, eta: 11:24:09, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8609, loss_cls: 1.3874, loss: 1.3874, grad_norm: 6.5660 2021-08-17 08:28:57,124 - mmaction - INFO - Epoch [24][100/2640] lr: 1.000e-03, eta: 11:23:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6109, top5_acc: 0.8570, loss_cls: 1.4632, loss: 1.4632, grad_norm: 6.9985 2021-08-17 08:29:08,075 - mmaction - INFO - Epoch [24][120/2640] lr: 1.000e-03, eta: 11:23:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6242, top5_acc: 0.8422, loss_cls: 1.4378, loss: 1.4378, grad_norm: 6.8339 2021-08-17 08:29:19,030 - mmaction - INFO - Epoch [24][140/2640] lr: 1.000e-03, eta: 11:23:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8578, loss_cls: 1.3517, loss: 1.3517, grad_norm: 6.5509 2021-08-17 08:29:30,001 - mmaction - INFO - Epoch [24][160/2640] lr: 1.000e-03, eta: 11:23:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8641, loss_cls: 1.3781, loss: 1.3781, grad_norm: 6.7156 2021-08-17 08:29:40,959 - mmaction - INFO - Epoch [24][180/2640] lr: 1.000e-03, eta: 11:23:08, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6266, top5_acc: 0.8711, loss_cls: 1.3815, loss: 1.3815, grad_norm: 6.7041 2021-08-17 08:29:51,932 - mmaction - INFO - Epoch [24][200/2640] lr: 1.000e-03, eta: 11:22:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6188, top5_acc: 0.8391, loss_cls: 1.4894, loss: 1.4894, grad_norm: 6.8718 2021-08-17 08:30:02,914 - mmaction - INFO - Epoch [24][220/2640] lr: 1.000e-03, eta: 11:22:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8648, loss_cls: 1.3224, loss: 1.3224, grad_norm: 6.2345 2021-08-17 08:30:13,840 - mmaction - INFO - Epoch [24][240/2640] lr: 1.000e-03, eta: 11:22:31, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8477, loss_cls: 1.4007, loss: 1.4007, grad_norm: 6.5484 2021-08-17 08:30:24,799 - mmaction - INFO - Epoch [24][260/2640] lr: 1.000e-03, eta: 11:22:19, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6383, top5_acc: 0.8531, loss_cls: 1.3824, loss: 1.3824, grad_norm: 6.5799 2021-08-17 08:30:35,759 - mmaction - INFO - Epoch [24][280/2640] lr: 1.000e-03, eta: 11:22:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8562, loss_cls: 1.4037, loss: 1.4037, grad_norm: 6.5377 2021-08-17 08:30:46,725 - mmaction - INFO - Epoch [24][300/2640] lr: 1.000e-03, eta: 11:21:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8516, loss_cls: 1.4592, loss: 1.4592, grad_norm: 6.6661 2021-08-17 08:30:57,674 - mmaction - INFO - Epoch [24][320/2640] lr: 1.000e-03, eta: 11:21:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8438, loss_cls: 1.4013, loss: 1.4013, grad_norm: 6.6812 2021-08-17 08:31:08,627 - mmaction - INFO - Epoch [24][340/2640] lr: 1.000e-03, eta: 11:21:30, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8695, loss_cls: 1.3841, loss: 1.3841, grad_norm: 6.7060 2021-08-17 08:31:19,611 - mmaction - INFO - Epoch [24][360/2640] lr: 1.000e-03, eta: 11:21:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6312, top5_acc: 0.8492, loss_cls: 1.4488, loss: 1.4488, grad_norm: 6.8143 2021-08-17 08:31:30,591 - mmaction - INFO - Epoch [24][380/2640] lr: 1.000e-03, eta: 11:21:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8445, loss_cls: 1.4657, loss: 1.4657, grad_norm: 6.8841 2021-08-17 08:31:41,571 - mmaction - INFO - Epoch [24][400/2640] lr: 1.000e-03, eta: 11:20:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6266, top5_acc: 0.8477, loss_cls: 1.4390, loss: 1.4390, grad_norm: 6.7858 2021-08-17 08:31:52,575 - mmaction - INFO - Epoch [24][420/2640] lr: 1.000e-03, eta: 11:20:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8547, loss_cls: 1.4391, loss: 1.4391, grad_norm: 6.8160 2021-08-17 08:32:03,548 - mmaction - INFO - Epoch [24][440/2640] lr: 1.000e-03, eta: 11:20:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6352, top5_acc: 0.8711, loss_cls: 1.3782, loss: 1.3782, grad_norm: 6.4931 2021-08-17 08:32:14,523 - mmaction - INFO - Epoch [24][460/2640] lr: 1.000e-03, eta: 11:20:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8641, loss_cls: 1.3827, loss: 1.3827, grad_norm: 6.7632 2021-08-17 08:32:25,498 - mmaction - INFO - Epoch [24][480/2640] lr: 1.000e-03, eta: 11:20:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8609, loss_cls: 1.4132, loss: 1.4132, grad_norm: 6.8828 2021-08-17 08:32:36,489 - mmaction - INFO - Epoch [24][500/2640] lr: 1.000e-03, eta: 11:19:53, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8703, loss_cls: 1.3324, loss: 1.3324, grad_norm: 6.7446 2021-08-17 08:32:47,424 - mmaction - INFO - Epoch [24][520/2640] lr: 1.000e-03, eta: 11:19:41, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8578, loss_cls: 1.4070, loss: 1.4070, grad_norm: 6.9026 2021-08-17 08:32:58,406 - mmaction - INFO - Epoch [24][540/2640] lr: 1.000e-03, eta: 11:19:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8477, loss_cls: 1.4094, loss: 1.4094, grad_norm: 6.6335 2021-08-17 08:33:09,367 - mmaction - INFO - Epoch [24][560/2640] lr: 1.000e-03, eta: 11:19:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6234, top5_acc: 0.8453, loss_cls: 1.4776, loss: 1.4776, grad_norm: 6.8140 2021-08-17 08:33:20,334 - mmaction - INFO - Epoch [24][580/2640] lr: 1.000e-03, eta: 11:19:04, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8633, loss_cls: 1.3446, loss: 1.3446, grad_norm: 6.5978 2021-08-17 08:33:31,322 - mmaction - INFO - Epoch [24][600/2640] lr: 1.000e-03, eta: 11:18:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6172, top5_acc: 0.8516, loss_cls: 1.4698, loss: 1.4698, grad_norm: 6.8627 2021-08-17 08:33:42,310 - mmaction - INFO - Epoch [24][620/2640] lr: 1.000e-03, eta: 11:18:40, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8547, loss_cls: 1.3850, loss: 1.3850, grad_norm: 6.5828 2021-08-17 08:33:53,265 - mmaction - INFO - Epoch [24][640/2640] lr: 1.000e-03, eta: 11:18:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8602, loss_cls: 1.3957, loss: 1.3957, grad_norm: 7.0365 2021-08-17 08:34:04,250 - mmaction - INFO - Epoch [24][660/2640] lr: 1.000e-03, eta: 11:18:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8570, loss_cls: 1.3808, loss: 1.3808, grad_norm: 6.7889 2021-08-17 08:34:15,233 - mmaction - INFO - Epoch [24][680/2640] lr: 1.000e-03, eta: 11:18:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8531, loss_cls: 1.3997, loss: 1.3997, grad_norm: 6.8033 2021-08-17 08:34:26,209 - mmaction - INFO - Epoch [24][700/2640] lr: 1.000e-03, eta: 11:17:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8688, loss_cls: 1.3562, loss: 1.3562, grad_norm: 6.6466 2021-08-17 08:34:37,178 - mmaction - INFO - Epoch [24][720/2640] lr: 1.000e-03, eta: 11:17:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8602, loss_cls: 1.3513, loss: 1.3513, grad_norm: 6.7411 2021-08-17 08:34:48,142 - mmaction - INFO - Epoch [24][740/2640] lr: 1.000e-03, eta: 11:17:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8617, loss_cls: 1.3868, loss: 1.3868, grad_norm: 6.6624 2021-08-17 08:34:59,135 - mmaction - INFO - Epoch [24][760/2640] lr: 1.000e-03, eta: 11:17:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8586, loss_cls: 1.4133, loss: 1.4133, grad_norm: 6.7259 2021-08-17 08:35:10,116 - mmaction - INFO - Epoch [24][780/2640] lr: 1.000e-03, eta: 11:17:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8758, loss_cls: 1.3336, loss: 1.3336, grad_norm: 6.8133 2021-08-17 08:35:21,108 - mmaction - INFO - Epoch [24][800/2640] lr: 1.000e-03, eta: 11:16:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8711, loss_cls: 1.3525, loss: 1.3525, grad_norm: 6.7844 2021-08-17 08:35:32,077 - mmaction - INFO - Epoch [24][820/2640] lr: 1.000e-03, eta: 11:16:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6266, top5_acc: 0.8539, loss_cls: 1.4835, loss: 1.4835, grad_norm: 6.9477 2021-08-17 08:35:43,033 - mmaction - INFO - Epoch [24][840/2640] lr: 1.000e-03, eta: 11:16:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6242, top5_acc: 0.8500, loss_cls: 1.4949, loss: 1.4949, grad_norm: 6.8111 2021-08-17 08:35:53,997 - mmaction - INFO - Epoch [24][860/2640] lr: 1.000e-03, eta: 11:16:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6352, top5_acc: 0.8664, loss_cls: 1.4042, loss: 1.4042, grad_norm: 6.7769 2021-08-17 08:36:04,973 - mmaction - INFO - Epoch [24][880/2640] lr: 1.000e-03, eta: 11:16:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6297, top5_acc: 0.8492, loss_cls: 1.4494, loss: 1.4494, grad_norm: 7.0039 2021-08-17 08:36:15,947 - mmaction - INFO - Epoch [24][900/2640] lr: 1.000e-03, eta: 11:15:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6383, top5_acc: 0.8586, loss_cls: 1.3707, loss: 1.3707, grad_norm: 6.6074 2021-08-17 08:36:26,903 - mmaction - INFO - Epoch [24][920/2640] lr: 1.000e-03, eta: 11:15:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8852, loss_cls: 1.2212, loss: 1.2212, grad_norm: 6.1555 2021-08-17 08:36:37,880 - mmaction - INFO - Epoch [24][940/2640] lr: 1.000e-03, eta: 11:15:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6305, top5_acc: 0.8539, loss_cls: 1.4623, loss: 1.4623, grad_norm: 6.8804 2021-08-17 08:36:48,836 - mmaction - INFO - Epoch [24][960/2640] lr: 1.000e-03, eta: 11:15:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8664, loss_cls: 1.3407, loss: 1.3407, grad_norm: 6.7007 2021-08-17 08:36:59,822 - mmaction - INFO - Epoch [24][980/2640] lr: 1.000e-03, eta: 11:15:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6242, top5_acc: 0.8562, loss_cls: 1.4287, loss: 1.4287, grad_norm: 6.9019 2021-08-17 08:37:10,782 - mmaction - INFO - Epoch [24][1000/2640] lr: 1.000e-03, eta: 11:14:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8500, loss_cls: 1.3847, loss: 1.3847, grad_norm: 6.7489 2021-08-17 08:37:21,759 - mmaction - INFO - Epoch [24][1020/2640] lr: 1.000e-03, eta: 11:14:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8680, loss_cls: 1.3691, loss: 1.3691, grad_norm: 6.9580 2021-08-17 08:37:32,718 - mmaction - INFO - Epoch [24][1040/2640] lr: 1.000e-03, eta: 11:14:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6250, top5_acc: 0.8609, loss_cls: 1.4334, loss: 1.4334, grad_norm: 6.7387 2021-08-17 08:37:43,706 - mmaction - INFO - Epoch [24][1060/2640] lr: 1.000e-03, eta: 11:14:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8633, loss_cls: 1.3460, loss: 1.3460, grad_norm: 6.8664 2021-08-17 08:37:54,647 - mmaction - INFO - Epoch [24][1080/2640] lr: 1.000e-03, eta: 11:14:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8555, loss_cls: 1.3771, loss: 1.3771, grad_norm: 6.7306 2021-08-17 08:38:05,611 - mmaction - INFO - Epoch [24][1100/2640] lr: 1.000e-03, eta: 11:13:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6180, top5_acc: 0.8531, loss_cls: 1.4540, loss: 1.4540, grad_norm: 6.9815 2021-08-17 08:38:16,562 - mmaction - INFO - Epoch [24][1120/2640] lr: 1.000e-03, eta: 11:13:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8766, loss_cls: 1.3363, loss: 1.3363, grad_norm: 6.7274 2021-08-17 08:38:27,534 - mmaction - INFO - Epoch [24][1140/2640] lr: 1.000e-03, eta: 11:13:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6141, top5_acc: 0.8531, loss_cls: 1.4490, loss: 1.4490, grad_norm: 6.9569 2021-08-17 08:38:38,510 - mmaction - INFO - Epoch [24][1160/2640] lr: 1.000e-03, eta: 11:13:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8703, loss_cls: 1.3651, loss: 1.3651, grad_norm: 7.1165 2021-08-17 08:38:49,490 - mmaction - INFO - Epoch [24][1180/2640] lr: 1.000e-03, eta: 11:13:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6281, top5_acc: 0.8406, loss_cls: 1.4493, loss: 1.4493, grad_norm: 6.7971 2021-08-17 08:39:00,444 - mmaction - INFO - Epoch [24][1200/2640] lr: 1.000e-03, eta: 11:12:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8609, loss_cls: 1.3261, loss: 1.3261, grad_norm: 6.5706 2021-08-17 08:39:11,403 - mmaction - INFO - Epoch [24][1220/2640] lr: 1.000e-03, eta: 11:12:35, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6281, top5_acc: 0.8586, loss_cls: 1.4081, loss: 1.4081, grad_norm: 6.9629 2021-08-17 08:39:22,376 - mmaction - INFO - Epoch [24][1240/2640] lr: 1.000e-03, eta: 11:12:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8594, loss_cls: 1.4105, loss: 1.4105, grad_norm: 7.0073 2021-08-17 08:39:33,359 - mmaction - INFO - Epoch [24][1260/2640] lr: 1.000e-03, eta: 11:12:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8594, loss_cls: 1.3887, loss: 1.3887, grad_norm: 6.8228 2021-08-17 08:39:44,344 - mmaction - INFO - Epoch [24][1280/2640] lr: 1.000e-03, eta: 11:11:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8641, loss_cls: 1.3814, loss: 1.3814, grad_norm: 6.7573 2021-08-17 08:39:55,324 - mmaction - INFO - Epoch [24][1300/2640] lr: 1.000e-03, eta: 11:11:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8562, loss_cls: 1.3876, loss: 1.3876, grad_norm: 6.9026 2021-08-17 08:40:06,278 - mmaction - INFO - Epoch [24][1320/2640] lr: 1.000e-03, eta: 11:11:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6297, top5_acc: 0.8445, loss_cls: 1.4306, loss: 1.4306, grad_norm: 6.7046 2021-08-17 08:40:17,242 - mmaction - INFO - Epoch [24][1340/2640] lr: 1.000e-03, eta: 11:11:22, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8828, loss_cls: 1.3126, loss: 1.3126, grad_norm: 6.8469 2021-08-17 08:40:28,210 - mmaction - INFO - Epoch [24][1360/2640] lr: 1.000e-03, eta: 11:11:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6312, top5_acc: 0.8492, loss_cls: 1.4393, loss: 1.4393, grad_norm: 6.7785 2021-08-17 08:40:39,182 - mmaction - INFO - Epoch [24][1380/2640] lr: 1.000e-03, eta: 11:10:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8594, loss_cls: 1.3786, loss: 1.3786, grad_norm: 6.7067 2021-08-17 08:40:50,162 - mmaction - INFO - Epoch [24][1400/2640] lr: 1.000e-03, eta: 11:10:46, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8656, loss_cls: 1.3414, loss: 1.3414, grad_norm: 6.6969 2021-08-17 08:41:01,120 - mmaction - INFO - Epoch [24][1420/2640] lr: 1.000e-03, eta: 11:10:34, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8570, loss_cls: 1.4019, loss: 1.4019, grad_norm: 6.6270 2021-08-17 08:41:12,090 - mmaction - INFO - Epoch [24][1440/2640] lr: 1.000e-03, eta: 11:10:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8727, loss_cls: 1.3397, loss: 1.3397, grad_norm: 6.8004 2021-08-17 08:41:23,056 - mmaction - INFO - Epoch [24][1460/2640] lr: 1.000e-03, eta: 11:10:10, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8609, loss_cls: 1.3865, loss: 1.3865, grad_norm: 6.6766 2021-08-17 08:41:34,028 - mmaction - INFO - Epoch [24][1480/2640] lr: 1.000e-03, eta: 11:09:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6273, top5_acc: 0.8453, loss_cls: 1.4599, loss: 1.4599, grad_norm: 6.9616 2021-08-17 08:41:45,004 - mmaction - INFO - Epoch [24][1500/2640] lr: 1.000e-03, eta: 11:09:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8516, loss_cls: 1.4231, loss: 1.4231, grad_norm: 6.9758 2021-08-17 08:41:55,960 - mmaction - INFO - Epoch [24][1520/2640] lr: 1.000e-03, eta: 11:09:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8602, loss_cls: 1.4057, loss: 1.4057, grad_norm: 6.7171 2021-08-17 08:42:06,935 - mmaction - INFO - Epoch [24][1540/2640] lr: 1.000e-03, eta: 11:09:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8680, loss_cls: 1.3982, loss: 1.3982, grad_norm: 6.9862 2021-08-17 08:42:17,888 - mmaction - INFO - Epoch [24][1560/2640] lr: 1.000e-03, eta: 11:09:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8578, loss_cls: 1.3648, loss: 1.3648, grad_norm: 6.6997 2021-08-17 08:42:28,873 - mmaction - INFO - Epoch [24][1580/2640] lr: 1.000e-03, eta: 11:08:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8656, loss_cls: 1.3593, loss: 1.3593, grad_norm: 6.7282 2021-08-17 08:42:39,831 - mmaction - INFO - Epoch [24][1600/2640] lr: 1.000e-03, eta: 11:08:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8664, loss_cls: 1.4155, loss: 1.4155, grad_norm: 6.9935 2021-08-17 08:42:50,828 - mmaction - INFO - Epoch [24][1620/2640] lr: 1.000e-03, eta: 11:08:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8617, loss_cls: 1.3609, loss: 1.3609, grad_norm: 6.7248 2021-08-17 08:43:01,764 - mmaction - INFO - Epoch [24][1640/2640] lr: 1.000e-03, eta: 11:08:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8688, loss_cls: 1.3634, loss: 1.3634, grad_norm: 6.6852 2021-08-17 08:43:12,750 - mmaction - INFO - Epoch [24][1660/2640] lr: 1.000e-03, eta: 11:08:08, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6383, top5_acc: 0.8555, loss_cls: 1.4071, loss: 1.4071, grad_norm: 6.9689 2021-08-17 08:43:23,705 - mmaction - INFO - Epoch [24][1680/2640] lr: 1.000e-03, eta: 11:07:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8539, loss_cls: 1.4406, loss: 1.4406, grad_norm: 7.0589 2021-08-17 08:43:34,661 - mmaction - INFO - Epoch [24][1700/2640] lr: 1.000e-03, eta: 11:07:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8766, loss_cls: 1.3305, loss: 1.3305, grad_norm: 6.4818 2021-08-17 08:43:45,631 - mmaction - INFO - Epoch [24][1720/2640] lr: 1.000e-03, eta: 11:07:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6273, top5_acc: 0.8516, loss_cls: 1.4508, loss: 1.4508, grad_norm: 7.0555 2021-08-17 08:43:56,605 - mmaction - INFO - Epoch [24][1740/2640] lr: 1.000e-03, eta: 11:07:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8656, loss_cls: 1.3598, loss: 1.3598, grad_norm: 6.9297 2021-08-17 08:44:07,563 - mmaction - INFO - Epoch [24][1760/2640] lr: 1.000e-03, eta: 11:07:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6312, top5_acc: 0.8602, loss_cls: 1.4582, loss: 1.4582, grad_norm: 7.0263 2021-08-17 08:44:18,543 - mmaction - INFO - Epoch [24][1780/2640] lr: 1.000e-03, eta: 11:06:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8844, loss_cls: 1.2829, loss: 1.2829, grad_norm: 6.5904 2021-08-17 08:44:29,522 - mmaction - INFO - Epoch [24][1800/2640] lr: 1.000e-03, eta: 11:06:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8523, loss_cls: 1.4154, loss: 1.4154, grad_norm: 6.8512 2021-08-17 08:44:40,511 - mmaction - INFO - Epoch [24][1820/2640] lr: 1.000e-03, eta: 11:06:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8570, loss_cls: 1.4055, loss: 1.4055, grad_norm: 6.9042 2021-08-17 08:44:51,484 - mmaction - INFO - Epoch [24][1840/2640] lr: 1.000e-03, eta: 11:06:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6227, top5_acc: 0.8484, loss_cls: 1.4378, loss: 1.4378, grad_norm: 7.0539 2021-08-17 08:45:02,457 - mmaction - INFO - Epoch [24][1860/2640] lr: 1.000e-03, eta: 11:06:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8812, loss_cls: 1.3203, loss: 1.3203, grad_norm: 6.8482 2021-08-17 08:45:13,434 - mmaction - INFO - Epoch [24][1880/2640] lr: 1.000e-03, eta: 11:05:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.4040, loss: 1.4040, grad_norm: 7.2234 2021-08-17 08:45:24,418 - mmaction - INFO - Epoch [24][1900/2640] lr: 1.000e-03, eta: 11:05:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8789, loss_cls: 1.3365, loss: 1.3365, grad_norm: 7.0519 2021-08-17 08:45:35,396 - mmaction - INFO - Epoch [24][1920/2640] lr: 1.000e-03, eta: 11:05:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8633, loss_cls: 1.3567, loss: 1.3567, grad_norm: 7.0276 2021-08-17 08:45:46,361 - mmaction - INFO - Epoch [24][1940/2640] lr: 1.000e-03, eta: 11:05:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6281, top5_acc: 0.8508, loss_cls: 1.4088, loss: 1.4088, grad_norm: 7.1004 2021-08-17 08:45:57,312 - mmaction - INFO - Epoch [24][1960/2640] lr: 1.000e-03, eta: 11:05:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8664, loss_cls: 1.3324, loss: 1.3324, grad_norm: 6.7464 2021-08-17 08:46:08,291 - mmaction - INFO - Epoch [24][1980/2640] lr: 1.000e-03, eta: 11:04:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8648, loss_cls: 1.3645, loss: 1.3645, grad_norm: 6.7716 2021-08-17 08:46:19,256 - mmaction - INFO - Epoch [24][2000/2640] lr: 1.000e-03, eta: 11:04:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8758, loss_cls: 1.3542, loss: 1.3542, grad_norm: 6.9134 2021-08-17 08:46:30,235 - mmaction - INFO - Epoch [24][2020/2640] lr: 1.000e-03, eta: 11:04:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8531, loss_cls: 1.4530, loss: 1.4530, grad_norm: 6.9265 2021-08-17 08:46:41,181 - mmaction - INFO - Epoch [24][2040/2640] lr: 1.000e-03, eta: 11:04:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8516, loss_cls: 1.4028, loss: 1.4028, grad_norm: 6.7875 2021-08-17 08:46:52,156 - mmaction - INFO - Epoch [24][2060/2640] lr: 1.000e-03, eta: 11:04:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8695, loss_cls: 1.3524, loss: 1.3524, grad_norm: 6.8912 2021-08-17 08:47:03,156 - mmaction - INFO - Epoch [24][2080/2640] lr: 1.000e-03, eta: 11:03:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6305, top5_acc: 0.8562, loss_cls: 1.4340, loss: 1.4340, grad_norm: 6.8639 2021-08-17 08:47:14,124 - mmaction - INFO - Epoch [24][2100/2640] lr: 1.000e-03, eta: 11:03:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8547, loss_cls: 1.3914, loss: 1.3914, grad_norm: 6.9326 2021-08-17 08:47:25,115 - mmaction - INFO - Epoch [24][2120/2640] lr: 1.000e-03, eta: 11:03:30, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6305, top5_acc: 0.8734, loss_cls: 1.3885, loss: 1.3885, grad_norm: 6.9379 2021-08-17 08:47:36,093 - mmaction - INFO - Epoch [24][2140/2640] lr: 1.000e-03, eta: 11:03:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8680, loss_cls: 1.3710, loss: 1.3710, grad_norm: 6.8493 2021-08-17 08:47:47,063 - mmaction - INFO - Epoch [24][2160/2640] lr: 1.000e-03, eta: 11:03:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6219, top5_acc: 0.8586, loss_cls: 1.4466, loss: 1.4466, grad_norm: 7.0138 2021-08-17 08:47:58,072 - mmaction - INFO - Epoch [24][2180/2640] lr: 1.000e-03, eta: 11:02:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8531, loss_cls: 1.3813, loss: 1.3813, grad_norm: 6.7955 2021-08-17 08:48:09,042 - mmaction - INFO - Epoch [24][2200/2640] lr: 1.000e-03, eta: 11:02:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8570, loss_cls: 1.3910, loss: 1.3910, grad_norm: 7.0125 2021-08-17 08:48:20,021 - mmaction - INFO - Epoch [24][2220/2640] lr: 1.000e-03, eta: 11:02:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8711, loss_cls: 1.3289, loss: 1.3289, grad_norm: 6.7438 2021-08-17 08:48:31,014 - mmaction - INFO - Epoch [24][2240/2640] lr: 1.000e-03, eta: 11:02:17, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8562, loss_cls: 1.3511, loss: 1.3511, grad_norm: 6.8630 2021-08-17 08:48:41,997 - mmaction - INFO - Epoch [24][2260/2640] lr: 1.000e-03, eta: 11:02:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8523, loss_cls: 1.3448, loss: 1.3448, grad_norm: 6.5893 2021-08-17 08:48:52,960 - mmaction - INFO - Epoch [24][2280/2640] lr: 1.000e-03, eta: 11:01:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8625, loss_cls: 1.3317, loss: 1.3317, grad_norm: 6.8343 2021-08-17 08:49:03,940 - mmaction - INFO - Epoch [24][2300/2640] lr: 1.000e-03, eta: 11:01:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6234, top5_acc: 0.8484, loss_cls: 1.4655, loss: 1.4655, grad_norm: 7.1420 2021-08-17 08:49:14,897 - mmaction - INFO - Epoch [24][2320/2640] lr: 1.000e-03, eta: 11:01:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8711, loss_cls: 1.3476, loss: 1.3476, grad_norm: 6.8987 2021-08-17 08:49:25,871 - mmaction - INFO - Epoch [24][2340/2640] lr: 1.000e-03, eta: 11:01:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6383, top5_acc: 0.8523, loss_cls: 1.4244, loss: 1.4244, grad_norm: 6.9182 2021-08-17 08:49:36,834 - mmaction - INFO - Epoch [24][2360/2640] lr: 1.000e-03, eta: 11:01:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8422, loss_cls: 1.4377, loss: 1.4377, grad_norm: 6.8635 2021-08-17 08:49:47,798 - mmaction - INFO - Epoch [24][2380/2640] lr: 1.000e-03, eta: 11:00:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6312, top5_acc: 0.8523, loss_cls: 1.4433, loss: 1.4433, grad_norm: 7.1008 2021-08-17 08:49:58,777 - mmaction - INFO - Epoch [24][2400/2640] lr: 1.000e-03, eta: 11:00:40, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6172, top5_acc: 0.8367, loss_cls: 1.5023, loss: 1.5023, grad_norm: 7.0711 2021-08-17 08:50:09,747 - mmaction - INFO - Epoch [24][2420/2640] lr: 1.000e-03, eta: 11:00:28, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6055, top5_acc: 0.8578, loss_cls: 1.4608, loss: 1.4608, grad_norm: 7.3773 2021-08-17 08:50:20,714 - mmaction - INFO - Epoch [24][2440/2640] lr: 1.000e-03, eta: 11:00:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8578, loss_cls: 1.3999, loss: 1.3999, grad_norm: 7.0407 2021-08-17 08:50:31,704 - mmaction - INFO - Epoch [24][2460/2640] lr: 1.000e-03, eta: 11:00:04, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8734, loss_cls: 1.3324, loss: 1.3324, grad_norm: 6.9587 2021-08-17 08:50:42,674 - mmaction - INFO - Epoch [24][2480/2640] lr: 1.000e-03, eta: 10:59:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6148, top5_acc: 0.8492, loss_cls: 1.4862, loss: 1.4862, grad_norm: 7.3359 2021-08-17 08:50:53,638 - mmaction - INFO - Epoch [24][2500/2640] lr: 1.000e-03, eta: 10:59:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8750, loss_cls: 1.3452, loss: 1.3452, grad_norm: 6.7109 2021-08-17 08:51:04,602 - mmaction - INFO - Epoch [24][2520/2640] lr: 1.000e-03, eta: 10:59:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8570, loss_cls: 1.4068, loss: 1.4068, grad_norm: 6.8557 2021-08-17 08:51:15,588 - mmaction - INFO - Epoch [24][2540/2640] lr: 1.000e-03, eta: 10:59:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8641, loss_cls: 1.4008, loss: 1.4008, grad_norm: 6.9439 2021-08-17 08:51:26,506 - mmaction - INFO - Epoch [24][2560/2640] lr: 1.000e-03, eta: 10:59:03, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8547, loss_cls: 1.3811, loss: 1.3811, grad_norm: 6.7968 2021-08-17 08:51:37,488 - mmaction - INFO - Epoch [24][2580/2640] lr: 1.000e-03, eta: 10:58:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6273, top5_acc: 0.8492, loss_cls: 1.4559, loss: 1.4559, grad_norm: 7.1474 2021-08-17 08:51:48,444 - mmaction - INFO - Epoch [24][2600/2640] lr: 1.000e-03, eta: 10:58:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6164, top5_acc: 0.8547, loss_cls: 1.4433, loss: 1.4433, grad_norm: 6.8445 2021-08-17 08:51:59,413 - mmaction - INFO - Epoch [24][2620/2640] lr: 1.000e-03, eta: 10:58:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8664, loss_cls: 1.3590, loss: 1.3590, grad_norm: 7.1691 2021-08-17 08:52:10,063 - mmaction - INFO - Epoch [24][2640/2640] lr: 1.000e-03, eta: 10:58:15, time: 0.533, data_time: 0.002, memory: 7069, top1_acc: 0.6387, top5_acc: 0.8419, loss_cls: 1.4419, loss: 1.4419, grad_norm: 7.1391 2021-08-17 08:52:11,869 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-08-17 08:53:29,217 - mmaction - INFO - Epoch [25][20/2640] lr: 1.000e-03, eta: 10:59:13, time: 3.807, data_time: 3.252, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8633, loss_cls: 1.3035, loss: 1.3035, grad_norm: 6.5183 2021-08-17 08:53:40,191 - mmaction - INFO - Epoch [25][40/2640] lr: 1.000e-03, eta: 10:59:01, time: 0.547, data_time: 0.004, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8750, loss_cls: 1.3562, loss: 1.3562, grad_norm: 6.9146 2021-08-17 08:53:51,141 - mmaction - INFO - Epoch [25][60/2640] lr: 1.000e-03, eta: 10:58:49, time: 0.549, data_time: 0.003, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8734, loss_cls: 1.3202, loss: 1.3202, grad_norm: 6.8038 2021-08-17 08:54:02,102 - mmaction - INFO - Epoch [25][80/2640] lr: 1.000e-03, eta: 10:58:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8555, loss_cls: 1.3734, loss: 1.3734, grad_norm: 6.9459 2021-08-17 08:54:13,058 - mmaction - INFO - Epoch [25][100/2640] lr: 1.000e-03, eta: 10:58:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6203, top5_acc: 0.8695, loss_cls: 1.4368, loss: 1.4368, grad_norm: 6.9347 2021-08-17 08:54:24,019 - mmaction - INFO - Epoch [25][120/2640] lr: 1.000e-03, eta: 10:58:13, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.3721, loss: 1.3721, grad_norm: 6.9044 2021-08-17 08:54:34,988 - mmaction - INFO - Epoch [25][140/2640] lr: 1.000e-03, eta: 10:58:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8750, loss_cls: 1.3113, loss: 1.3113, grad_norm: 6.7949 2021-08-17 08:54:45,956 - mmaction - INFO - Epoch [25][160/2640] lr: 1.000e-03, eta: 10:57:48, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8680, loss_cls: 1.3728, loss: 1.3728, grad_norm: 6.8990 2021-08-17 08:54:56,917 - mmaction - INFO - Epoch [25][180/2640] lr: 1.000e-03, eta: 10:57:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8602, loss_cls: 1.3672, loss: 1.3672, grad_norm: 6.9858 2021-08-17 08:55:07,886 - mmaction - INFO - Epoch [25][200/2640] lr: 1.000e-03, eta: 10:57:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6352, top5_acc: 0.8570, loss_cls: 1.4330, loss: 1.4330, grad_norm: 7.1123 2021-08-17 08:55:18,850 - mmaction - INFO - Epoch [25][220/2640] lr: 1.000e-03, eta: 10:57:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8727, loss_cls: 1.3108, loss: 1.3108, grad_norm: 6.8786 2021-08-17 08:55:29,840 - mmaction - INFO - Epoch [25][240/2640] lr: 1.000e-03, eta: 10:57:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6383, top5_acc: 0.8664, loss_cls: 1.3958, loss: 1.3958, grad_norm: 7.0739 2021-08-17 08:55:40,809 - mmaction - INFO - Epoch [25][260/2640] lr: 1.000e-03, eta: 10:56:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8680, loss_cls: 1.3567, loss: 1.3567, grad_norm: 7.0121 2021-08-17 08:55:51,787 - mmaction - INFO - Epoch [25][280/2640] lr: 1.000e-03, eta: 10:56:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8625, loss_cls: 1.3496, loss: 1.3496, grad_norm: 6.7348 2021-08-17 08:56:02,748 - mmaction - INFO - Epoch [25][300/2640] lr: 1.000e-03, eta: 10:56:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8672, loss_cls: 1.3209, loss: 1.3209, grad_norm: 6.9339 2021-08-17 08:56:13,710 - mmaction - INFO - Epoch [25][320/2640] lr: 1.000e-03, eta: 10:56:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8555, loss_cls: 1.4123, loss: 1.4123, grad_norm: 7.2361 2021-08-17 08:56:24,665 - mmaction - INFO - Epoch [25][340/2640] lr: 1.000e-03, eta: 10:55:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6242, top5_acc: 0.8672, loss_cls: 1.3744, loss: 1.3744, grad_norm: 7.1809 2021-08-17 08:56:35,648 - mmaction - INFO - Epoch [25][360/2640] lr: 1.000e-03, eta: 10:55:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8711, loss_cls: 1.3477, loss: 1.3477, grad_norm: 6.8923 2021-08-17 08:56:46,621 - mmaction - INFO - Epoch [25][380/2640] lr: 1.000e-03, eta: 10:55:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8688, loss_cls: 1.3423, loss: 1.3423, grad_norm: 7.0822 2021-08-17 08:56:57,591 - mmaction - INFO - Epoch [25][400/2640] lr: 1.000e-03, eta: 10:55:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8656, loss_cls: 1.3656, loss: 1.3656, grad_norm: 7.2732 2021-08-17 08:57:08,563 - mmaction - INFO - Epoch [25][420/2640] lr: 1.000e-03, eta: 10:55:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8836, loss_cls: 1.2653, loss: 1.2653, grad_norm: 6.9132 2021-08-17 08:57:19,533 - mmaction - INFO - Epoch [25][440/2640] lr: 1.000e-03, eta: 10:54:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8641, loss_cls: 1.3468, loss: 1.3468, grad_norm: 7.0016 2021-08-17 08:57:30,482 - mmaction - INFO - Epoch [25][460/2640] lr: 1.000e-03, eta: 10:54:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8320, loss_cls: 1.4202, loss: 1.4202, grad_norm: 7.0266 2021-08-17 08:57:41,469 - mmaction - INFO - Epoch [25][480/2640] lr: 1.000e-03, eta: 10:54:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8656, loss_cls: 1.3111, loss: 1.3111, grad_norm: 6.8098 2021-08-17 08:57:52,450 - mmaction - INFO - Epoch [25][500/2640] lr: 1.000e-03, eta: 10:54:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8750, loss_cls: 1.2983, loss: 1.2983, grad_norm: 6.8900 2021-08-17 08:58:03,426 - mmaction - INFO - Epoch [25][520/2640] lr: 1.000e-03, eta: 10:54:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8617, loss_cls: 1.3793, loss: 1.3793, grad_norm: 7.1698 2021-08-17 08:58:14,408 - mmaction - INFO - Epoch [25][540/2640] lr: 1.000e-03, eta: 10:53:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8641, loss_cls: 1.3300, loss: 1.3300, grad_norm: 6.7325 2021-08-17 08:58:25,387 - mmaction - INFO - Epoch [25][560/2640] lr: 1.000e-03, eta: 10:53:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8750, loss_cls: 1.2932, loss: 1.2932, grad_norm: 6.8520 2021-08-17 08:58:36,338 - mmaction - INFO - Epoch [25][580/2640] lr: 1.000e-03, eta: 10:53:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8602, loss_cls: 1.4057, loss: 1.4057, grad_norm: 7.0843 2021-08-17 08:58:47,311 - mmaction - INFO - Epoch [25][600/2640] lr: 1.000e-03, eta: 10:53:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8602, loss_cls: 1.3735, loss: 1.3735, grad_norm: 6.9422 2021-08-17 08:58:58,277 - mmaction - INFO - Epoch [25][620/2640] lr: 1.000e-03, eta: 10:53:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8641, loss_cls: 1.3599, loss: 1.3599, grad_norm: 7.2088 2021-08-17 08:59:09,268 - mmaction - INFO - Epoch [25][640/2640] lr: 1.000e-03, eta: 10:52:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8625, loss_cls: 1.3501, loss: 1.3501, grad_norm: 6.9659 2021-08-17 08:59:20,245 - mmaction - INFO - Epoch [25][660/2640] lr: 1.000e-03, eta: 10:52:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8617, loss_cls: 1.4308, loss: 1.4308, grad_norm: 7.1245 2021-08-17 08:59:31,229 - mmaction - INFO - Epoch [25][680/2640] lr: 1.000e-03, eta: 10:52:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8711, loss_cls: 1.3646, loss: 1.3646, grad_norm: 6.8608 2021-08-17 08:59:42,209 - mmaction - INFO - Epoch [25][700/2640] lr: 1.000e-03, eta: 10:52:21, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8641, loss_cls: 1.3711, loss: 1.3711, grad_norm: 7.1256 2021-08-17 08:59:53,187 - mmaction - INFO - Epoch [25][720/2640] lr: 1.000e-03, eta: 10:52:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8625, loss_cls: 1.3652, loss: 1.3652, grad_norm: 6.9499 2021-08-17 09:00:04,164 - mmaction - INFO - Epoch [25][740/2640] lr: 1.000e-03, eta: 10:51:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8680, loss_cls: 1.3330, loss: 1.3330, grad_norm: 6.7644 2021-08-17 09:00:15,176 - mmaction - INFO - Epoch [25][760/2640] lr: 1.000e-03, eta: 10:51:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8602, loss_cls: 1.3503, loss: 1.3503, grad_norm: 6.9863 2021-08-17 09:00:26,190 - mmaction - INFO - Epoch [25][780/2640] lr: 1.000e-03, eta: 10:51:33, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8641, loss_cls: 1.3850, loss: 1.3850, grad_norm: 7.2767 2021-08-17 09:00:37,137 - mmaction - INFO - Epoch [25][800/2640] lr: 1.000e-03, eta: 10:51:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8641, loss_cls: 1.3598, loss: 1.3598, grad_norm: 6.8801 2021-08-17 09:00:48,124 - mmaction - INFO - Epoch [25][820/2640] lr: 1.000e-03, eta: 10:51:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8695, loss_cls: 1.3788, loss: 1.3788, grad_norm: 7.1575 2021-08-17 09:00:59,109 - mmaction - INFO - Epoch [25][840/2640] lr: 1.000e-03, eta: 10:50:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8742, loss_cls: 1.3289, loss: 1.3289, grad_norm: 7.0500 2021-08-17 09:01:10,096 - mmaction - INFO - Epoch [25][860/2640] lr: 1.000e-03, eta: 10:50:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6352, top5_acc: 0.8555, loss_cls: 1.4378, loss: 1.4378, grad_norm: 7.0957 2021-08-17 09:01:21,069 - mmaction - INFO - Epoch [25][880/2640] lr: 1.000e-03, eta: 10:50:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8617, loss_cls: 1.3415, loss: 1.3415, grad_norm: 6.8760 2021-08-17 09:01:32,046 - mmaction - INFO - Epoch [25][900/2640] lr: 1.000e-03, eta: 10:50:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6227, top5_acc: 0.8641, loss_cls: 1.3844, loss: 1.3844, grad_norm: 7.3184 2021-08-17 09:01:43,013 - mmaction - INFO - Epoch [25][920/2640] lr: 1.000e-03, eta: 10:50:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8859, loss_cls: 1.2554, loss: 1.2554, grad_norm: 6.6643 2021-08-17 09:01:53,968 - mmaction - INFO - Epoch [25][940/2640] lr: 1.000e-03, eta: 10:49:56, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6305, top5_acc: 0.8469, loss_cls: 1.4225, loss: 1.4225, grad_norm: 7.1562 2021-08-17 09:02:04,956 - mmaction - INFO - Epoch [25][960/2640] lr: 1.000e-03, eta: 10:49:44, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8688, loss_cls: 1.3234, loss: 1.3234, grad_norm: 7.1327 2021-08-17 09:02:15,943 - mmaction - INFO - Epoch [25][980/2640] lr: 1.000e-03, eta: 10:49:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8469, loss_cls: 1.4155, loss: 1.4155, grad_norm: 6.9873 2021-08-17 09:02:26,927 - mmaction - INFO - Epoch [25][1000/2640] lr: 1.000e-03, eta: 10:49:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8656, loss_cls: 1.3597, loss: 1.3597, grad_norm: 7.0621 2021-08-17 09:02:37,893 - mmaction - INFO - Epoch [25][1020/2640] lr: 1.000e-03, eta: 10:49:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8594, loss_cls: 1.3901, loss: 1.3901, grad_norm: 6.9094 2021-08-17 09:02:48,847 - mmaction - INFO - Epoch [25][1040/2640] lr: 1.000e-03, eta: 10:48:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8766, loss_cls: 1.3371, loss: 1.3371, grad_norm: 7.0713 2021-08-17 09:02:59,818 - mmaction - INFO - Epoch [25][1060/2640] lr: 1.000e-03, eta: 10:48:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8602, loss_cls: 1.3713, loss: 1.3713, grad_norm: 7.0605 2021-08-17 09:03:10,812 - mmaction - INFO - Epoch [25][1080/2640] lr: 1.000e-03, eta: 10:48:31, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8602, loss_cls: 1.3612, loss: 1.3612, grad_norm: 7.1540 2021-08-17 09:03:21,764 - mmaction - INFO - Epoch [25][1100/2640] lr: 1.000e-03, eta: 10:48:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8781, loss_cls: 1.2856, loss: 1.2856, grad_norm: 6.9689 2021-08-17 09:03:32,735 - mmaction - INFO - Epoch [25][1120/2640] lr: 1.000e-03, eta: 10:48:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3488, loss: 1.3488, grad_norm: 7.3625 2021-08-17 09:03:43,709 - mmaction - INFO - Epoch [25][1140/2640] lr: 1.000e-03, eta: 10:47:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8727, loss_cls: 1.3073, loss: 1.3073, grad_norm: 7.1935 2021-08-17 09:03:54,679 - mmaction - INFO - Epoch [25][1160/2640] lr: 1.000e-03, eta: 10:47:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8711, loss_cls: 1.3483, loss: 1.3483, grad_norm: 7.2358 2021-08-17 09:04:05,662 - mmaction - INFO - Epoch [25][1180/2640] lr: 1.000e-03, eta: 10:47:31, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8766, loss_cls: 1.3170, loss: 1.3170, grad_norm: 7.0825 2021-08-17 09:04:16,654 - mmaction - INFO - Epoch [25][1200/2640] lr: 1.000e-03, eta: 10:47:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8641, loss_cls: 1.3381, loss: 1.3381, grad_norm: 7.1103 2021-08-17 09:04:27,634 - mmaction - INFO - Epoch [25][1220/2640] lr: 1.000e-03, eta: 10:47:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6352, top5_acc: 0.8578, loss_cls: 1.4100, loss: 1.4100, grad_norm: 7.2920 2021-08-17 09:04:38,605 - mmaction - INFO - Epoch [25][1240/2640] lr: 1.000e-03, eta: 10:46:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8648, loss_cls: 1.4200, loss: 1.4200, grad_norm: 7.1701 2021-08-17 09:04:49,565 - mmaction - INFO - Epoch [25][1260/2640] lr: 1.000e-03, eta: 10:46:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8641, loss_cls: 1.3421, loss: 1.3421, grad_norm: 6.9226 2021-08-17 09:05:00,556 - mmaction - INFO - Epoch [25][1280/2640] lr: 1.000e-03, eta: 10:46:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8797, loss_cls: 1.3405, loss: 1.3405, grad_norm: 6.9007 2021-08-17 09:05:11,529 - mmaction - INFO - Epoch [25][1300/2640] lr: 1.000e-03, eta: 10:46:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6281, top5_acc: 0.8633, loss_cls: 1.4248, loss: 1.4248, grad_norm: 7.2960 2021-08-17 09:05:22,500 - mmaction - INFO - Epoch [25][1320/2640] lr: 1.000e-03, eta: 10:46:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6273, top5_acc: 0.8469, loss_cls: 1.4407, loss: 1.4407, grad_norm: 7.2125 2021-08-17 09:05:33,475 - mmaction - INFO - Epoch [25][1340/2640] lr: 1.000e-03, eta: 10:45:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8672, loss_cls: 1.3119, loss: 1.3119, grad_norm: 6.9740 2021-08-17 09:05:44,453 - mmaction - INFO - Epoch [25][1360/2640] lr: 1.000e-03, eta: 10:45:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8555, loss_cls: 1.3940, loss: 1.3940, grad_norm: 6.8867 2021-08-17 09:05:55,424 - mmaction - INFO - Epoch [25][1380/2640] lr: 1.000e-03, eta: 10:45:30, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6258, top5_acc: 0.8531, loss_cls: 1.4244, loss: 1.4244, grad_norm: 7.0637 2021-08-17 09:06:06,409 - mmaction - INFO - Epoch [25][1400/2640] lr: 1.000e-03, eta: 10:45:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8688, loss_cls: 1.3581, loss: 1.3581, grad_norm: 6.9970 2021-08-17 09:06:17,373 - mmaction - INFO - Epoch [25][1420/2640] lr: 1.000e-03, eta: 10:45:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8711, loss_cls: 1.3261, loss: 1.3261, grad_norm: 6.8862 2021-08-17 09:06:28,338 - mmaction - INFO - Epoch [25][1440/2640] lr: 1.000e-03, eta: 10:44:54, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8617, loss_cls: 1.4244, loss: 1.4244, grad_norm: 7.4536 2021-08-17 09:06:39,314 - mmaction - INFO - Epoch [25][1460/2640] lr: 1.000e-03, eta: 10:44:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8492, loss_cls: 1.4298, loss: 1.4298, grad_norm: 7.1575 2021-08-17 09:06:50,304 - mmaction - INFO - Epoch [25][1480/2640] lr: 1.000e-03, eta: 10:44:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8719, loss_cls: 1.3070, loss: 1.3070, grad_norm: 6.9008 2021-08-17 09:07:01,262 - mmaction - INFO - Epoch [25][1500/2640] lr: 1.000e-03, eta: 10:44:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8859, loss_cls: 1.2486, loss: 1.2486, grad_norm: 6.8168 2021-08-17 09:07:12,217 - mmaction - INFO - Epoch [25][1520/2640] lr: 1.000e-03, eta: 10:44:06, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8742, loss_cls: 1.3369, loss: 1.3369, grad_norm: 7.0083 2021-08-17 09:07:23,186 - mmaction - INFO - Epoch [25][1540/2640] lr: 1.000e-03, eta: 10:43:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8641, loss_cls: 1.3365, loss: 1.3365, grad_norm: 7.0356 2021-08-17 09:07:34,168 - mmaction - INFO - Epoch [25][1560/2640] lr: 1.000e-03, eta: 10:43:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6297, top5_acc: 0.8422, loss_cls: 1.4383, loss: 1.4383, grad_norm: 7.4252 2021-08-17 09:07:45,143 - mmaction - INFO - Epoch [25][1580/2640] lr: 1.000e-03, eta: 10:43:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8641, loss_cls: 1.3977, loss: 1.3977, grad_norm: 7.2920 2021-08-17 09:07:56,120 - mmaction - INFO - Epoch [25][1600/2640] lr: 1.000e-03, eta: 10:43:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6102, top5_acc: 0.8461, loss_cls: 1.4651, loss: 1.4651, grad_norm: 7.4808 2021-08-17 09:08:07,093 - mmaction - INFO - Epoch [25][1620/2640] lr: 1.000e-03, eta: 10:43:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6297, top5_acc: 0.8586, loss_cls: 1.3922, loss: 1.3922, grad_norm: 7.3787 2021-08-17 09:08:18,066 - mmaction - INFO - Epoch [25][1640/2640] lr: 1.000e-03, eta: 10:42:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8578, loss_cls: 1.3819, loss: 1.3819, grad_norm: 6.9288 2021-08-17 09:08:29,047 - mmaction - INFO - Epoch [25][1660/2640] lr: 1.000e-03, eta: 10:42:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8672, loss_cls: 1.3296, loss: 1.3296, grad_norm: 7.0531 2021-08-17 09:08:40,014 - mmaction - INFO - Epoch [25][1680/2640] lr: 1.000e-03, eta: 10:42:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8672, loss_cls: 1.3837, loss: 1.3837, grad_norm: 7.0280 2021-08-17 09:08:50,965 - mmaction - INFO - Epoch [25][1700/2640] lr: 1.000e-03, eta: 10:42:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8648, loss_cls: 1.3440, loss: 1.3440, grad_norm: 7.1481 2021-08-17 09:09:01,951 - mmaction - INFO - Epoch [25][1720/2640] lr: 1.000e-03, eta: 10:42:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8539, loss_cls: 1.3648, loss: 1.3648, grad_norm: 6.9839 2021-08-17 09:09:12,924 - mmaction - INFO - Epoch [25][1740/2640] lr: 1.000e-03, eta: 10:41:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8656, loss_cls: 1.3176, loss: 1.3176, grad_norm: 7.0114 2021-08-17 09:09:23,896 - mmaction - INFO - Epoch [25][1760/2640] lr: 1.000e-03, eta: 10:41:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.3479, loss: 1.3479, grad_norm: 7.0345 2021-08-17 09:09:34,881 - mmaction - INFO - Epoch [25][1780/2640] lr: 1.000e-03, eta: 10:41:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8703, loss_cls: 1.3879, loss: 1.3879, grad_norm: 7.2061 2021-08-17 09:09:45,849 - mmaction - INFO - Epoch [25][1800/2640] lr: 1.000e-03, eta: 10:41:17, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8688, loss_cls: 1.3889, loss: 1.3889, grad_norm: 6.9570 2021-08-17 09:09:56,834 - mmaction - INFO - Epoch [25][1820/2640] lr: 1.000e-03, eta: 10:41:04, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8836, loss_cls: 1.2980, loss: 1.2980, grad_norm: 6.9015 2021-08-17 09:10:07,806 - mmaction - INFO - Epoch [25][1840/2640] lr: 1.000e-03, eta: 10:40:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8594, loss_cls: 1.3360, loss: 1.3360, grad_norm: 6.9424 2021-08-17 09:10:18,780 - mmaction - INFO - Epoch [25][1860/2640] lr: 1.000e-03, eta: 10:40:40, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8633, loss_cls: 1.3063, loss: 1.3063, grad_norm: 6.9060 2021-08-17 09:10:29,749 - mmaction - INFO - Epoch [25][1880/2640] lr: 1.000e-03, eta: 10:40:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8711, loss_cls: 1.2866, loss: 1.2866, grad_norm: 6.9753 2021-08-17 09:10:40,711 - mmaction - INFO - Epoch [25][1900/2640] lr: 1.000e-03, eta: 10:40:16, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8602, loss_cls: 1.3994, loss: 1.3994, grad_norm: 7.2760 2021-08-17 09:10:51,693 - mmaction - INFO - Epoch [25][1920/2640] lr: 1.000e-03, eta: 10:40:04, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8570, loss_cls: 1.4192, loss: 1.4192, grad_norm: 7.4863 2021-08-17 09:11:02,627 - mmaction - INFO - Epoch [25][1940/2640] lr: 1.000e-03, eta: 10:39:52, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8625, loss_cls: 1.3462, loss: 1.3462, grad_norm: 6.9807 2021-08-17 09:11:13,613 - mmaction - INFO - Epoch [25][1960/2640] lr: 1.000e-03, eta: 10:39:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8633, loss_cls: 1.3872, loss: 1.3872, grad_norm: 7.3254 2021-08-17 09:11:24,600 - mmaction - INFO - Epoch [25][1980/2640] lr: 1.000e-03, eta: 10:39:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8742, loss_cls: 1.2823, loss: 1.2823, grad_norm: 7.1005 2021-08-17 09:11:35,588 - mmaction - INFO - Epoch [25][2000/2640] lr: 1.000e-03, eta: 10:39:16, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8633, loss_cls: 1.3582, loss: 1.3582, grad_norm: 7.1435 2021-08-17 09:11:46,567 - mmaction - INFO - Epoch [25][2020/2640] lr: 1.000e-03, eta: 10:39:04, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8469, loss_cls: 1.4268, loss: 1.4268, grad_norm: 7.3799 2021-08-17 09:11:57,547 - mmaction - INFO - Epoch [25][2040/2640] lr: 1.000e-03, eta: 10:38:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8609, loss_cls: 1.3658, loss: 1.3658, grad_norm: 7.5192 2021-08-17 09:12:08,512 - mmaction - INFO - Epoch [25][2060/2640] lr: 1.000e-03, eta: 10:38:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.3974, loss: 1.3974, grad_norm: 7.2424 2021-08-17 09:12:19,502 - mmaction - INFO - Epoch [25][2080/2640] lr: 1.000e-03, eta: 10:38:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8609, loss_cls: 1.3940, loss: 1.3940, grad_norm: 7.0398 2021-08-17 09:12:30,453 - mmaction - INFO - Epoch [25][2100/2640] lr: 1.000e-03, eta: 10:38:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8766, loss_cls: 1.3323, loss: 1.3323, grad_norm: 7.3212 2021-08-17 09:12:41,434 - mmaction - INFO - Epoch [25][2120/2640] lr: 1.000e-03, eta: 10:38:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8766, loss_cls: 1.3112, loss: 1.3112, grad_norm: 7.2698 2021-08-17 09:12:52,414 - mmaction - INFO - Epoch [25][2140/2640] lr: 1.000e-03, eta: 10:37:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8570, loss_cls: 1.3742, loss: 1.3742, grad_norm: 7.1888 2021-08-17 09:13:03,386 - mmaction - INFO - Epoch [25][2160/2640] lr: 1.000e-03, eta: 10:37:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8688, loss_cls: 1.3995, loss: 1.3995, grad_norm: 7.4539 2021-08-17 09:13:14,345 - mmaction - INFO - Epoch [25][2180/2640] lr: 1.000e-03, eta: 10:37:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8602, loss_cls: 1.3976, loss: 1.3976, grad_norm: 7.3933 2021-08-17 09:13:25,328 - mmaction - INFO - Epoch [25][2200/2640] lr: 1.000e-03, eta: 10:37:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8695, loss_cls: 1.3761, loss: 1.3761, grad_norm: 7.1731 2021-08-17 09:13:36,302 - mmaction - INFO - Epoch [25][2220/2640] lr: 1.000e-03, eta: 10:37:03, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8695, loss_cls: 1.3539, loss: 1.3539, grad_norm: 7.2430 2021-08-17 09:13:47,285 - mmaction - INFO - Epoch [25][2240/2640] lr: 1.000e-03, eta: 10:36:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8789, loss_cls: 1.2336, loss: 1.2336, grad_norm: 6.8361 2021-08-17 09:13:58,256 - mmaction - INFO - Epoch [25][2260/2640] lr: 1.000e-03, eta: 10:36:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6211, top5_acc: 0.8539, loss_cls: 1.4392, loss: 1.4392, grad_norm: 7.4835 2021-08-17 09:14:09,228 - mmaction - INFO - Epoch [25][2280/2640] lr: 1.000e-03, eta: 10:36:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8891, loss_cls: 1.2460, loss: 1.2460, grad_norm: 6.8889 2021-08-17 09:14:20,204 - mmaction - INFO - Epoch [25][2300/2640] lr: 1.000e-03, eta: 10:36:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8664, loss_cls: 1.3663, loss: 1.3663, grad_norm: 7.2439 2021-08-17 09:14:31,213 - mmaction - INFO - Epoch [25][2320/2640] lr: 1.000e-03, eta: 10:36:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8453, loss_cls: 1.4283, loss: 1.4283, grad_norm: 7.0723 2021-08-17 09:14:42,159 - mmaction - INFO - Epoch [25][2340/2640] lr: 1.000e-03, eta: 10:35:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8680, loss_cls: 1.3090, loss: 1.3090, grad_norm: 7.0674 2021-08-17 09:14:53,122 - mmaction - INFO - Epoch [25][2360/2640] lr: 1.000e-03, eta: 10:35:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8414, loss_cls: 1.4218, loss: 1.4218, grad_norm: 7.3381 2021-08-17 09:15:04,060 - mmaction - INFO - Epoch [25][2380/2640] lr: 1.000e-03, eta: 10:35:27, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8578, loss_cls: 1.3931, loss: 1.3931, grad_norm: 7.2818 2021-08-17 09:15:15,057 - mmaction - INFO - Epoch [25][2400/2640] lr: 1.000e-03, eta: 10:35:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8586, loss_cls: 1.3781, loss: 1.3781, grad_norm: 7.2833 2021-08-17 09:15:26,029 - mmaction - INFO - Epoch [25][2420/2640] lr: 1.000e-03, eta: 10:35:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8617, loss_cls: 1.3980, loss: 1.3980, grad_norm: 7.3189 2021-08-17 09:15:37,008 - mmaction - INFO - Epoch [25][2440/2640] lr: 1.000e-03, eta: 10:34:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8703, loss_cls: 1.3850, loss: 1.3850, grad_norm: 7.2146 2021-08-17 09:15:47,968 - mmaction - INFO - Epoch [25][2460/2640] lr: 1.000e-03, eta: 10:34:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8609, loss_cls: 1.4184, loss: 1.4184, grad_norm: 7.2505 2021-08-17 09:15:58,963 - mmaction - INFO - Epoch [25][2480/2640] lr: 1.000e-03, eta: 10:34:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8391, loss_cls: 1.4453, loss: 1.4453, grad_norm: 7.3131 2021-08-17 09:16:09,929 - mmaction - INFO - Epoch [25][2500/2640] lr: 1.000e-03, eta: 10:34:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8578, loss_cls: 1.3780, loss: 1.3780, grad_norm: 7.2029 2021-08-17 09:16:20,903 - mmaction - INFO - Epoch [25][2520/2640] lr: 1.000e-03, eta: 10:34:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8812, loss_cls: 1.3167, loss: 1.3167, grad_norm: 7.1004 2021-08-17 09:16:31,880 - mmaction - INFO - Epoch [25][2540/2640] lr: 1.000e-03, eta: 10:33:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8500, loss_cls: 1.4204, loss: 1.4204, grad_norm: 7.3146 2021-08-17 09:16:42,849 - mmaction - INFO - Epoch [25][2560/2640] lr: 1.000e-03, eta: 10:33:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8594, loss_cls: 1.3890, loss: 1.3890, grad_norm: 7.4272 2021-08-17 09:16:53,824 - mmaction - INFO - Epoch [25][2580/2640] lr: 1.000e-03, eta: 10:33:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8656, loss_cls: 1.4223, loss: 1.4223, grad_norm: 7.2890 2021-08-17 09:17:04,808 - mmaction - INFO - Epoch [25][2600/2640] lr: 1.000e-03, eta: 10:33:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8539, loss_cls: 1.4147, loss: 1.4147, grad_norm: 7.3163 2021-08-17 09:17:15,767 - mmaction - INFO - Epoch [25][2620/2640] lr: 1.000e-03, eta: 10:33:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8727, loss_cls: 1.3169, loss: 1.3169, grad_norm: 7.2252 2021-08-17 09:17:26,442 - mmaction - INFO - Epoch [25][2640/2640] lr: 1.000e-03, eta: 10:32:50, time: 0.533, data_time: 0.002, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8661, loss_cls: 1.3519, loss: 1.3519, grad_norm: 7.4341 2021-08-17 09:17:28,284 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-08-17 09:18:47,839 - mmaction - INFO - Epoch [26][20/2640] lr: 1.000e-03, eta: 10:33:46, time: 3.959, data_time: 3.402, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8680, loss_cls: 1.3332, loss: 1.3332, grad_norm: 7.0892 2021-08-17 09:18:58,757 - mmaction - INFO - Epoch [26][40/2640] lr: 1.000e-03, eta: 10:33:34, time: 0.547, data_time: 0.004, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8609, loss_cls: 1.3445, loss: 1.3445, grad_norm: 7.0998 2021-08-17 09:19:09,712 - mmaction - INFO - Epoch [26][60/2640] lr: 1.000e-03, eta: 10:33:22, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8750, loss_cls: 1.2209, loss: 1.2209, grad_norm: 6.7944 2021-08-17 09:19:20,640 - mmaction - INFO - Epoch [26][80/2640] lr: 1.000e-03, eta: 10:33:10, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8672, loss_cls: 1.3050, loss: 1.3050, grad_norm: 7.0831 2021-08-17 09:19:31,596 - mmaction - INFO - Epoch [26][100/2640] lr: 1.000e-03, eta: 10:32:58, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8938, loss_cls: 1.2543, loss: 1.2543, grad_norm: 7.1457 2021-08-17 09:19:42,540 - mmaction - INFO - Epoch [26][120/2640] lr: 1.000e-03, eta: 10:32:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8742, loss_cls: 1.3114, loss: 1.3114, grad_norm: 7.0368 2021-08-17 09:19:53,509 - mmaction - INFO - Epoch [26][140/2640] lr: 1.000e-03, eta: 10:32:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8734, loss_cls: 1.3271, loss: 1.3271, grad_norm: 7.2255 2021-08-17 09:20:04,456 - mmaction - INFO - Epoch [26][160/2640] lr: 1.000e-03, eta: 10:32:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8750, loss_cls: 1.3200, loss: 1.3200, grad_norm: 7.2221 2021-08-17 09:20:15,402 - mmaction - INFO - Epoch [26][180/2640] lr: 1.000e-03, eta: 10:32:09, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8578, loss_cls: 1.2934, loss: 1.2934, grad_norm: 7.1621 2021-08-17 09:20:26,355 - mmaction - INFO - Epoch [26][200/2640] lr: 1.000e-03, eta: 10:31:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8742, loss_cls: 1.3485, loss: 1.3485, grad_norm: 7.3127 2021-08-17 09:20:37,329 - mmaction - INFO - Epoch [26][220/2640] lr: 1.000e-03, eta: 10:31:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8750, loss_cls: 1.3238, loss: 1.3238, grad_norm: 7.1478 2021-08-17 09:20:48,303 - mmaction - INFO - Epoch [26][240/2640] lr: 1.000e-03, eta: 10:31:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8633, loss_cls: 1.3546, loss: 1.3546, grad_norm: 7.1348 2021-08-17 09:20:59,268 - mmaction - INFO - Epoch [26][260/2640] lr: 1.000e-03, eta: 10:31:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8641, loss_cls: 1.3598, loss: 1.3598, grad_norm: 7.2815 2021-08-17 09:21:10,240 - mmaction - INFO - Epoch [26][280/2640] lr: 1.000e-03, eta: 10:31:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8672, loss_cls: 1.2899, loss: 1.2899, grad_norm: 6.9427 2021-08-17 09:21:21,205 - mmaction - INFO - Epoch [26][300/2640] lr: 1.000e-03, eta: 10:30:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8617, loss_cls: 1.3626, loss: 1.3626, grad_norm: 7.2237 2021-08-17 09:21:32,168 - mmaction - INFO - Epoch [26][320/2640] lr: 1.000e-03, eta: 10:30:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8547, loss_cls: 1.4067, loss: 1.4067, grad_norm: 7.3464 2021-08-17 09:21:43,141 - mmaction - INFO - Epoch [26][340/2640] lr: 1.000e-03, eta: 10:30:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8703, loss_cls: 1.3526, loss: 1.3526, grad_norm: 7.2603 2021-08-17 09:21:54,118 - mmaction - INFO - Epoch [26][360/2640] lr: 1.000e-03, eta: 10:30:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8711, loss_cls: 1.3474, loss: 1.3474, grad_norm: 7.1255 2021-08-17 09:22:05,092 - mmaction - INFO - Epoch [26][380/2640] lr: 1.000e-03, eta: 10:30:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8852, loss_cls: 1.3010, loss: 1.3010, grad_norm: 7.0236 2021-08-17 09:22:16,050 - mmaction - INFO - Epoch [26][400/2640] lr: 1.000e-03, eta: 10:29:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.3347, loss: 1.3347, grad_norm: 7.2701 2021-08-17 09:22:27,051 - mmaction - INFO - Epoch [26][420/2640] lr: 1.000e-03, eta: 10:29:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8930, loss_cls: 1.2554, loss: 1.2554, grad_norm: 7.1350 2021-08-17 09:22:38,033 - mmaction - INFO - Epoch [26][440/2640] lr: 1.000e-03, eta: 10:29:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8758, loss_cls: 1.2681, loss: 1.2681, grad_norm: 6.9419 2021-08-17 09:22:49,032 - mmaction - INFO - Epoch [26][460/2640] lr: 1.000e-03, eta: 10:29:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8609, loss_cls: 1.3766, loss: 1.3766, grad_norm: 7.3683 2021-08-17 09:23:00,008 - mmaction - INFO - Epoch [26][480/2640] lr: 1.000e-03, eta: 10:29:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8586, loss_cls: 1.3858, loss: 1.3858, grad_norm: 7.4516 2021-08-17 09:23:10,987 - mmaction - INFO - Epoch [26][500/2640] lr: 1.000e-03, eta: 10:28:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8758, loss_cls: 1.3244, loss: 1.3244, grad_norm: 7.1532 2021-08-17 09:23:21,933 - mmaction - INFO - Epoch [26][520/2640] lr: 1.000e-03, eta: 10:28:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6125, top5_acc: 0.8578, loss_cls: 1.4349, loss: 1.4349, grad_norm: 7.6992 2021-08-17 09:23:32,924 - mmaction - INFO - Epoch [26][540/2640] lr: 1.000e-03, eta: 10:28:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8680, loss_cls: 1.3644, loss: 1.3644, grad_norm: 7.3585 2021-08-17 09:23:43,900 - mmaction - INFO - Epoch [26][560/2640] lr: 1.000e-03, eta: 10:28:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8680, loss_cls: 1.3241, loss: 1.3241, grad_norm: 7.3281 2021-08-17 09:23:54,820 - mmaction - INFO - Epoch [26][580/2640] lr: 1.000e-03, eta: 10:28:08, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6352, top5_acc: 0.8484, loss_cls: 1.4353, loss: 1.4353, grad_norm: 7.3747 2021-08-17 09:24:05,804 - mmaction - INFO - Epoch [26][600/2640] lr: 1.000e-03, eta: 10:27:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.3259, loss: 1.3259, grad_norm: 7.0903 2021-08-17 09:24:16,778 - mmaction - INFO - Epoch [26][620/2640] lr: 1.000e-03, eta: 10:27:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8719, loss_cls: 1.3143, loss: 1.3143, grad_norm: 7.1038 2021-08-17 09:24:27,749 - mmaction - INFO - Epoch [26][640/2640] lr: 1.000e-03, eta: 10:27:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8602, loss_cls: 1.3651, loss: 1.3651, grad_norm: 7.1054 2021-08-17 09:24:38,729 - mmaction - INFO - Epoch [26][660/2640] lr: 1.000e-03, eta: 10:27:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8625, loss_cls: 1.3548, loss: 1.3548, grad_norm: 7.6565 2021-08-17 09:24:49,712 - mmaction - INFO - Epoch [26][680/2640] lr: 1.000e-03, eta: 10:27:08, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8680, loss_cls: 1.3087, loss: 1.3087, grad_norm: 7.0297 2021-08-17 09:25:00,686 - mmaction - INFO - Epoch [26][700/2640] lr: 1.000e-03, eta: 10:26:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6242, top5_acc: 0.8492, loss_cls: 1.4777, loss: 1.4777, grad_norm: 7.3865 2021-08-17 09:25:11,654 - mmaction - INFO - Epoch [26][720/2640] lr: 1.000e-03, eta: 10:26:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8711, loss_cls: 1.3170, loss: 1.3170, grad_norm: 7.1034 2021-08-17 09:25:22,587 - mmaction - INFO - Epoch [26][740/2640] lr: 1.000e-03, eta: 10:26:31, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8719, loss_cls: 1.3300, loss: 1.3300, grad_norm: 7.3036 2021-08-17 09:25:33,553 - mmaction - INFO - Epoch [26][760/2640] lr: 1.000e-03, eta: 10:26:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8703, loss_cls: 1.3183, loss: 1.3183, grad_norm: 6.9985 2021-08-17 09:25:44,514 - mmaction - INFO - Epoch [26][780/2640] lr: 1.000e-03, eta: 10:26:07, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8695, loss_cls: 1.2793, loss: 1.2793, grad_norm: 6.9364 2021-08-17 09:25:55,482 - mmaction - INFO - Epoch [26][800/2640] lr: 1.000e-03, eta: 10:25:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8586, loss_cls: 1.3459, loss: 1.3459, grad_norm: 7.1416 2021-08-17 09:26:06,442 - mmaction - INFO - Epoch [26][820/2640] lr: 1.000e-03, eta: 10:25:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8867, loss_cls: 1.2017, loss: 1.2017, grad_norm: 6.7598 2021-08-17 09:26:17,420 - mmaction - INFO - Epoch [26][840/2640] lr: 1.000e-03, eta: 10:25:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8625, loss_cls: 1.3786, loss: 1.3786, grad_norm: 7.3618 2021-08-17 09:26:28,368 - mmaction - INFO - Epoch [26][860/2640] lr: 1.000e-03, eta: 10:25:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8773, loss_cls: 1.3255, loss: 1.3255, grad_norm: 7.3385 2021-08-17 09:26:39,333 - mmaction - INFO - Epoch [26][880/2640] lr: 1.000e-03, eta: 10:25:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8789, loss_cls: 1.2947, loss: 1.2947, grad_norm: 7.1683 2021-08-17 09:26:50,309 - mmaction - INFO - Epoch [26][900/2640] lr: 1.000e-03, eta: 10:24:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8836, loss_cls: 1.2467, loss: 1.2467, grad_norm: 7.2298 2021-08-17 09:27:01,274 - mmaction - INFO - Epoch [26][920/2640] lr: 1.000e-03, eta: 10:24:43, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8719, loss_cls: 1.3549, loss: 1.3549, grad_norm: 7.2405 2021-08-17 09:27:12,261 - mmaction - INFO - Epoch [26][940/2640] lr: 1.000e-03, eta: 10:24:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8594, loss_cls: 1.3674, loss: 1.3674, grad_norm: 7.1679 2021-08-17 09:27:23,249 - mmaction - INFO - Epoch [26][960/2640] lr: 1.000e-03, eta: 10:24:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8617, loss_cls: 1.2997, loss: 1.2997, grad_norm: 7.1251 2021-08-17 09:27:34,201 - mmaction - INFO - Epoch [26][980/2640] lr: 1.000e-03, eta: 10:24:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8602, loss_cls: 1.3455, loss: 1.3455, grad_norm: 7.1896 2021-08-17 09:27:45,167 - mmaction - INFO - Epoch [26][1000/2640] lr: 1.000e-03, eta: 10:23:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8672, loss_cls: 1.3392, loss: 1.3392, grad_norm: 7.5188 2021-08-17 09:27:56,128 - mmaction - INFO - Epoch [26][1020/2640] lr: 1.000e-03, eta: 10:23:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8742, loss_cls: 1.3141, loss: 1.3141, grad_norm: 6.9968 2021-08-17 09:28:07,104 - mmaction - INFO - Epoch [26][1040/2640] lr: 1.000e-03, eta: 10:23:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8812, loss_cls: 1.3034, loss: 1.3034, grad_norm: 7.2247 2021-08-17 09:28:18,079 - mmaction - INFO - Epoch [26][1060/2640] lr: 1.000e-03, eta: 10:23:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8555, loss_cls: 1.3831, loss: 1.3831, grad_norm: 7.4275 2021-08-17 09:28:29,053 - mmaction - INFO - Epoch [26][1080/2640] lr: 1.000e-03, eta: 10:23:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8695, loss_cls: 1.2875, loss: 1.2875, grad_norm: 7.1566 2021-08-17 09:28:40,020 - mmaction - INFO - Epoch [26][1100/2640] lr: 1.000e-03, eta: 10:22:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8586, loss_cls: 1.3807, loss: 1.3807, grad_norm: 7.4156 2021-08-17 09:28:50,996 - mmaction - INFO - Epoch [26][1120/2640] lr: 1.000e-03, eta: 10:22:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8703, loss_cls: 1.3157, loss: 1.3157, grad_norm: 7.0647 2021-08-17 09:29:01,972 - mmaction - INFO - Epoch [26][1140/2640] lr: 1.000e-03, eta: 10:22:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8547, loss_cls: 1.3703, loss: 1.3703, grad_norm: 7.2082 2021-08-17 09:29:12,957 - mmaction - INFO - Epoch [26][1160/2640] lr: 1.000e-03, eta: 10:22:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8672, loss_cls: 1.3031, loss: 1.3031, grad_norm: 7.2767 2021-08-17 09:29:23,925 - mmaction - INFO - Epoch [26][1180/2640] lr: 1.000e-03, eta: 10:22:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8773, loss_cls: 1.2748, loss: 1.2748, grad_norm: 7.1904 2021-08-17 09:29:34,898 - mmaction - INFO - Epoch [26][1200/2640] lr: 1.000e-03, eta: 10:21:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8711, loss_cls: 1.3499, loss: 1.3499, grad_norm: 7.4428 2021-08-17 09:29:45,877 - mmaction - INFO - Epoch [26][1220/2640] lr: 1.000e-03, eta: 10:21:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8547, loss_cls: 1.3629, loss: 1.3629, grad_norm: 7.6179 2021-08-17 09:29:56,866 - mmaction - INFO - Epoch [26][1240/2640] lr: 1.000e-03, eta: 10:21:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8656, loss_cls: 1.3731, loss: 1.3731, grad_norm: 7.1998 2021-08-17 09:30:07,851 - mmaction - INFO - Epoch [26][1260/2640] lr: 1.000e-03, eta: 10:21:18, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8578, loss_cls: 1.3761, loss: 1.3761, grad_norm: 7.3392 2021-08-17 09:30:18,841 - mmaction - INFO - Epoch [26][1280/2640] lr: 1.000e-03, eta: 10:21:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.2945, loss: 1.2945, grad_norm: 7.2378 2021-08-17 09:30:29,817 - mmaction - INFO - Epoch [26][1300/2640] lr: 1.000e-03, eta: 10:20:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8719, loss_cls: 1.3439, loss: 1.3439, grad_norm: 7.4967 2021-08-17 09:30:40,796 - mmaction - INFO - Epoch [26][1320/2640] lr: 1.000e-03, eta: 10:20:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8695, loss_cls: 1.3310, loss: 1.3310, grad_norm: 7.2614 2021-08-17 09:30:51,755 - mmaction - INFO - Epoch [26][1340/2640] lr: 1.000e-03, eta: 10:20:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8570, loss_cls: 1.3898, loss: 1.3898, grad_norm: 7.3837 2021-08-17 09:31:02,726 - mmaction - INFO - Epoch [26][1360/2640] lr: 1.000e-03, eta: 10:20:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8812, loss_cls: 1.3126, loss: 1.3126, grad_norm: 7.5900 2021-08-17 09:31:13,689 - mmaction - INFO - Epoch [26][1380/2640] lr: 1.000e-03, eta: 10:20:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8703, loss_cls: 1.3331, loss: 1.3331, grad_norm: 7.4038 2021-08-17 09:31:24,667 - mmaction - INFO - Epoch [26][1400/2640] lr: 1.000e-03, eta: 10:19:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8711, loss_cls: 1.3271, loss: 1.3271, grad_norm: 7.3939 2021-08-17 09:31:35,639 - mmaction - INFO - Epoch [26][1420/2640] lr: 1.000e-03, eta: 10:19:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.2919, loss: 1.2919, grad_norm: 7.1720 2021-08-17 09:31:46,619 - mmaction - INFO - Epoch [26][1440/2640] lr: 1.000e-03, eta: 10:19:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8656, loss_cls: 1.3440, loss: 1.3440, grad_norm: 7.1389 2021-08-17 09:31:57,580 - mmaction - INFO - Epoch [26][1460/2640] lr: 1.000e-03, eta: 10:19:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8789, loss_cls: 1.2742, loss: 1.2742, grad_norm: 7.1571 2021-08-17 09:32:08,552 - mmaction - INFO - Epoch [26][1480/2640] lr: 1.000e-03, eta: 10:19:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.3452, loss: 1.3452, grad_norm: 7.3855 2021-08-17 09:32:19,519 - mmaction - INFO - Epoch [26][1500/2640] lr: 1.000e-03, eta: 10:18:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8602, loss_cls: 1.3572, loss: 1.3572, grad_norm: 7.3992 2021-08-17 09:32:30,495 - mmaction - INFO - Epoch [26][1520/2640] lr: 1.000e-03, eta: 10:18:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8508, loss_cls: 1.4426, loss: 1.4426, grad_norm: 7.4718 2021-08-17 09:32:41,464 - mmaction - INFO - Epoch [26][1540/2640] lr: 1.000e-03, eta: 10:18:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8656, loss_cls: 1.3912, loss: 1.3912, grad_norm: 7.4182 2021-08-17 09:32:52,433 - mmaction - INFO - Epoch [26][1560/2640] lr: 1.000e-03, eta: 10:18:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8742, loss_cls: 1.3008, loss: 1.3008, grad_norm: 6.8723 2021-08-17 09:33:03,395 - mmaction - INFO - Epoch [26][1580/2640] lr: 1.000e-03, eta: 10:18:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8656, loss_cls: 1.3710, loss: 1.3710, grad_norm: 7.5193 2021-08-17 09:33:14,363 - mmaction - INFO - Epoch [26][1600/2640] lr: 1.000e-03, eta: 10:17:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8617, loss_cls: 1.3409, loss: 1.3409, grad_norm: 7.5327 2021-08-17 09:33:25,340 - mmaction - INFO - Epoch [26][1620/2640] lr: 1.000e-03, eta: 10:17:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8641, loss_cls: 1.3735, loss: 1.3735, grad_norm: 7.2334 2021-08-17 09:33:36,333 - mmaction - INFO - Epoch [26][1640/2640] lr: 1.000e-03, eta: 10:17:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.3419, loss: 1.3419, grad_norm: 7.3093 2021-08-17 09:33:47,313 - mmaction - INFO - Epoch [26][1660/2640] lr: 1.000e-03, eta: 10:17:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8758, loss_cls: 1.2924, loss: 1.2924, grad_norm: 7.2385 2021-08-17 09:33:58,275 - mmaction - INFO - Epoch [26][1680/2640] lr: 1.000e-03, eta: 10:17:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8805, loss_cls: 1.3285, loss: 1.3285, grad_norm: 7.2023 2021-08-17 09:34:09,217 - mmaction - INFO - Epoch [26][1700/2640] lr: 1.000e-03, eta: 10:16:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8742, loss_cls: 1.3157, loss: 1.3157, grad_norm: 7.2810 2021-08-17 09:34:20,177 - mmaction - INFO - Epoch [26][1720/2640] lr: 1.000e-03, eta: 10:16:41, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8367, loss_cls: 1.4558, loss: 1.4558, grad_norm: 7.5773 2021-08-17 09:34:31,163 - mmaction - INFO - Epoch [26][1740/2640] lr: 1.000e-03, eta: 10:16:29, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2941, loss: 1.2941, grad_norm: 7.2079 2021-08-17 09:34:42,110 - mmaction - INFO - Epoch [26][1760/2640] lr: 1.000e-03, eta: 10:16:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8789, loss_cls: 1.3062, loss: 1.3062, grad_norm: 7.0997 2021-08-17 09:34:53,095 - mmaction - INFO - Epoch [26][1780/2640] lr: 1.000e-03, eta: 10:16:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8719, loss_cls: 1.3401, loss: 1.3401, grad_norm: 7.5154 2021-08-17 09:35:04,072 - mmaction - INFO - Epoch [26][1800/2640] lr: 1.000e-03, eta: 10:15:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8461, loss_cls: 1.3456, loss: 1.3456, grad_norm: 7.1348 2021-08-17 09:35:15,047 - mmaction - INFO - Epoch [26][1820/2640] lr: 1.000e-03, eta: 10:15:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8688, loss_cls: 1.3707, loss: 1.3707, grad_norm: 7.3893 2021-08-17 09:35:26,030 - mmaction - INFO - Epoch [26][1840/2640] lr: 1.000e-03, eta: 10:15:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8656, loss_cls: 1.3000, loss: 1.3000, grad_norm: 7.2940 2021-08-17 09:35:37,004 - mmaction - INFO - Epoch [26][1860/2640] lr: 1.000e-03, eta: 10:15:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8648, loss_cls: 1.3582, loss: 1.3582, grad_norm: 7.2882 2021-08-17 09:35:47,982 - mmaction - INFO - Epoch [26][1880/2640] lr: 1.000e-03, eta: 10:15:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8516, loss_cls: 1.4170, loss: 1.4170, grad_norm: 7.4620 2021-08-17 09:35:58,954 - mmaction - INFO - Epoch [26][1900/2640] lr: 1.000e-03, eta: 10:14:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.3314, loss: 1.3314, grad_norm: 7.4122 2021-08-17 09:36:09,908 - mmaction - INFO - Epoch [26][1920/2640] lr: 1.000e-03, eta: 10:14:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8578, loss_cls: 1.3733, loss: 1.3733, grad_norm: 7.3531 2021-08-17 09:36:20,882 - mmaction - INFO - Epoch [26][1940/2640] lr: 1.000e-03, eta: 10:14:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8617, loss_cls: 1.3185, loss: 1.3185, grad_norm: 7.3856 2021-08-17 09:36:31,858 - mmaction - INFO - Epoch [26][1960/2640] lr: 1.000e-03, eta: 10:14:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8609, loss_cls: 1.3492, loss: 1.3492, grad_norm: 7.6810 2021-08-17 09:36:42,850 - mmaction - INFO - Epoch [26][1980/2640] lr: 1.000e-03, eta: 10:14:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8516, loss_cls: 1.4354, loss: 1.4354, grad_norm: 7.4729 2021-08-17 09:36:53,845 - mmaction - INFO - Epoch [26][2000/2640] lr: 1.000e-03, eta: 10:13:53, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8531, loss_cls: 1.3989, loss: 1.3989, grad_norm: 7.4957 2021-08-17 09:37:04,816 - mmaction - INFO - Epoch [26][2020/2640] lr: 1.000e-03, eta: 10:13:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8602, loss_cls: 1.3328, loss: 1.3328, grad_norm: 7.2919 2021-08-17 09:37:15,772 - mmaction - INFO - Epoch [26][2040/2640] lr: 1.000e-03, eta: 10:13:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8648, loss_cls: 1.3451, loss: 1.3451, grad_norm: 7.3089 2021-08-17 09:37:26,751 - mmaction - INFO - Epoch [26][2060/2640] lr: 1.000e-03, eta: 10:13:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8531, loss_cls: 1.3839, loss: 1.3839, grad_norm: 7.4448 2021-08-17 09:37:37,738 - mmaction - INFO - Epoch [26][2080/2640] lr: 1.000e-03, eta: 10:13:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8789, loss_cls: 1.2926, loss: 1.2926, grad_norm: 7.0696 2021-08-17 09:37:48,740 - mmaction - INFO - Epoch [26][2100/2640] lr: 1.000e-03, eta: 10:12:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8547, loss_cls: 1.3903, loss: 1.3903, grad_norm: 7.6413 2021-08-17 09:37:59,722 - mmaction - INFO - Epoch [26][2120/2640] lr: 1.000e-03, eta: 10:12:41, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8680, loss_cls: 1.3390, loss: 1.3390, grad_norm: 7.3767 2021-08-17 09:38:10,695 - mmaction - INFO - Epoch [26][2140/2640] lr: 1.000e-03, eta: 10:12:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6344, top5_acc: 0.8562, loss_cls: 1.3992, loss: 1.3992, grad_norm: 7.3743 2021-08-17 09:38:21,663 - mmaction - INFO - Epoch [26][2160/2640] lr: 1.000e-03, eta: 10:12:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8602, loss_cls: 1.3480, loss: 1.3480, grad_norm: 7.3087 2021-08-17 09:38:32,633 - mmaction - INFO - Epoch [26][2180/2640] lr: 1.000e-03, eta: 10:12:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8688, loss_cls: 1.3962, loss: 1.3962, grad_norm: 7.5978 2021-08-17 09:38:43,607 - mmaction - INFO - Epoch [26][2200/2640] lr: 1.000e-03, eta: 10:11:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8828, loss_cls: 1.2487, loss: 1.2487, grad_norm: 7.1252 2021-08-17 09:38:54,601 - mmaction - INFO - Epoch [26][2220/2640] lr: 1.000e-03, eta: 10:11:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8586, loss_cls: 1.3462, loss: 1.3462, grad_norm: 7.4779 2021-08-17 09:39:05,573 - mmaction - INFO - Epoch [26][2240/2640] lr: 1.000e-03, eta: 10:11:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8766, loss_cls: 1.3100, loss: 1.3100, grad_norm: 7.2564 2021-08-17 09:39:16,543 - mmaction - INFO - Epoch [26][2260/2640] lr: 1.000e-03, eta: 10:11:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8484, loss_cls: 1.4252, loss: 1.4252, grad_norm: 7.5777 2021-08-17 09:39:27,491 - mmaction - INFO - Epoch [26][2280/2640] lr: 1.000e-03, eta: 10:11:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8688, loss_cls: 1.3255, loss: 1.3255, grad_norm: 7.5135 2021-08-17 09:39:38,471 - mmaction - INFO - Epoch [26][2300/2640] lr: 1.000e-03, eta: 10:10:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8773, loss_cls: 1.2860, loss: 1.2860, grad_norm: 7.2176 2021-08-17 09:39:49,416 - mmaction - INFO - Epoch [26][2320/2640] lr: 1.000e-03, eta: 10:10:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8617, loss_cls: 1.3743, loss: 1.3743, grad_norm: 7.5958 2021-08-17 09:40:00,385 - mmaction - INFO - Epoch [26][2340/2640] lr: 1.000e-03, eta: 10:10:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8594, loss_cls: 1.3394, loss: 1.3394, grad_norm: 7.2166 2021-08-17 09:40:11,341 - mmaction - INFO - Epoch [26][2360/2640] lr: 1.000e-03, eta: 10:10:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8781, loss_cls: 1.3129, loss: 1.3129, grad_norm: 7.5136 2021-08-17 09:40:22,340 - mmaction - INFO - Epoch [26][2380/2640] lr: 1.000e-03, eta: 10:10:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8547, loss_cls: 1.4075, loss: 1.4075, grad_norm: 7.4864 2021-08-17 09:40:33,256 - mmaction - INFO - Epoch [26][2400/2640] lr: 1.000e-03, eta: 10:09:53, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8617, loss_cls: 1.3717, loss: 1.3717, grad_norm: 7.2496 2021-08-17 09:40:44,240 - mmaction - INFO - Epoch [26][2420/2640] lr: 1.000e-03, eta: 10:09:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8648, loss_cls: 1.3521, loss: 1.3521, grad_norm: 7.4961 2021-08-17 09:40:55,227 - mmaction - INFO - Epoch [26][2440/2640] lr: 1.000e-03, eta: 10:09:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6320, top5_acc: 0.8617, loss_cls: 1.3849, loss: 1.3849, grad_norm: 7.3312 2021-08-17 09:41:06,212 - mmaction - INFO - Epoch [26][2460/2640] lr: 1.000e-03, eta: 10:09:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.3137, loss: 1.3137, grad_norm: 7.4336 2021-08-17 09:41:17,169 - mmaction - INFO - Epoch [26][2480/2640] lr: 1.000e-03, eta: 10:09:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8648, loss_cls: 1.3118, loss: 1.3118, grad_norm: 7.1880 2021-08-17 09:41:28,134 - mmaction - INFO - Epoch [26][2500/2640] lr: 1.000e-03, eta: 10:08:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.3905, loss: 1.3905, grad_norm: 7.6079 2021-08-17 09:41:39,105 - mmaction - INFO - Epoch [26][2520/2640] lr: 1.000e-03, eta: 10:08:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6328, top5_acc: 0.8531, loss_cls: 1.4213, loss: 1.4213, grad_norm: 7.7332 2021-08-17 09:41:50,081 - mmaction - INFO - Epoch [26][2540/2640] lr: 1.000e-03, eta: 10:08:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8805, loss_cls: 1.2911, loss: 1.2911, grad_norm: 7.4272 2021-08-17 09:42:01,041 - mmaction - INFO - Epoch [26][2560/2640] lr: 1.000e-03, eta: 10:08:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8719, loss_cls: 1.3237, loss: 1.3237, grad_norm: 7.3456 2021-08-17 09:42:12,015 - mmaction - INFO - Epoch [26][2580/2640] lr: 1.000e-03, eta: 10:08:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8875, loss_cls: 1.2567, loss: 1.2567, grad_norm: 7.2942 2021-08-17 09:42:22,993 - mmaction - INFO - Epoch [26][2600/2640] lr: 1.000e-03, eta: 10:07:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8906, loss_cls: 1.2589, loss: 1.2589, grad_norm: 7.3212 2021-08-17 09:42:33,968 - mmaction - INFO - Epoch [26][2620/2640] lr: 1.000e-03, eta: 10:07:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8539, loss_cls: 1.4093, loss: 1.4093, grad_norm: 7.6787 2021-08-17 09:42:44,592 - mmaction - INFO - Epoch [26][2640/2640] lr: 1.000e-03, eta: 10:07:29, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.6339, top5_acc: 0.8621, loss_cls: 1.4047, loss: 1.4047, grad_norm: 7.7542 2021-08-17 09:42:46,754 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-08-17 09:44:09,097 - mmaction - INFO - Epoch [27][20/2640] lr: 1.000e-03, eta: 10:08:21, time: 4.070, data_time: 3.513, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8648, loss_cls: 1.3685, loss: 1.3685, grad_norm: 7.5563 2021-08-17 09:44:20,075 - mmaction - INFO - Epoch [27][40/2640] lr: 1.000e-03, eta: 10:08:09, time: 0.548, data_time: 0.004, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8453, loss_cls: 1.3806, loss: 1.3806, grad_norm: 7.3190 2021-08-17 09:44:31,007 - mmaction - INFO - Epoch [27][60/2640] lr: 1.000e-03, eta: 10:07:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8734, loss_cls: 1.2993, loss: 1.2993, grad_norm: 7.3183 2021-08-17 09:44:41,961 - mmaction - INFO - Epoch [27][80/2640] lr: 1.000e-03, eta: 10:07:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8852, loss_cls: 1.2408, loss: 1.2408, grad_norm: 7.1974 2021-08-17 09:44:52,860 - mmaction - INFO - Epoch [27][100/2640] lr: 1.000e-03, eta: 10:07:33, time: 0.545, data_time: 0.000, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8773, loss_cls: 1.3004, loss: 1.3004, grad_norm: 7.6017 2021-08-17 09:45:03,812 - mmaction - INFO - Epoch [27][120/2640] lr: 1.000e-03, eta: 10:07:21, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8781, loss_cls: 1.2757, loss: 1.2757, grad_norm: 7.3463 2021-08-17 09:45:14,768 - mmaction - INFO - Epoch [27][140/2640] lr: 1.000e-03, eta: 10:07:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8719, loss_cls: 1.3374, loss: 1.3374, grad_norm: 7.6880 2021-08-17 09:45:25,714 - mmaction - INFO - Epoch [27][160/2640] lr: 1.000e-03, eta: 10:06:57, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8641, loss_cls: 1.3473, loss: 1.3473, grad_norm: 7.3795 2021-08-17 09:45:36,682 - mmaction - INFO - Epoch [27][180/2640] lr: 1.000e-03, eta: 10:06:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8781, loss_cls: 1.2445, loss: 1.2445, grad_norm: 7.1127 2021-08-17 09:45:47,654 - mmaction - INFO - Epoch [27][200/2640] lr: 1.000e-03, eta: 10:06:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8602, loss_cls: 1.3704, loss: 1.3704, grad_norm: 7.4416 2021-08-17 09:45:58,614 - mmaction - INFO - Epoch [27][220/2640] lr: 1.000e-03, eta: 10:06:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8648, loss_cls: 1.3886, loss: 1.3886, grad_norm: 7.5903 2021-08-17 09:46:09,566 - mmaction - INFO - Epoch [27][240/2640] lr: 1.000e-03, eta: 10:06:09, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8711, loss_cls: 1.3629, loss: 1.3629, grad_norm: 7.6534 2021-08-17 09:46:20,490 - mmaction - INFO - Epoch [27][260/2640] lr: 1.000e-03, eta: 10:05:57, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8828, loss_cls: 1.2864, loss: 1.2864, grad_norm: 7.4360 2021-08-17 09:46:31,458 - mmaction - INFO - Epoch [27][280/2640] lr: 1.000e-03, eta: 10:05:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8641, loss_cls: 1.3350, loss: 1.3350, grad_norm: 7.5490 2021-08-17 09:46:42,427 - mmaction - INFO - Epoch [27][300/2640] lr: 1.000e-03, eta: 10:05:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8625, loss_cls: 1.3134, loss: 1.3134, grad_norm: 7.4970 2021-08-17 09:46:53,398 - mmaction - INFO - Epoch [27][320/2640] lr: 1.000e-03, eta: 10:05:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8695, loss_cls: 1.2666, loss: 1.2666, grad_norm: 7.2638 2021-08-17 09:47:04,349 - mmaction - INFO - Epoch [27][340/2640] lr: 1.000e-03, eta: 10:05:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.3141, loss: 1.3141, grad_norm: 7.4778 2021-08-17 09:47:15,312 - mmaction - INFO - Epoch [27][360/2640] lr: 1.000e-03, eta: 10:04:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8648, loss_cls: 1.3750, loss: 1.3750, grad_norm: 7.6636 2021-08-17 09:47:26,272 - mmaction - INFO - Epoch [27][380/2640] lr: 1.000e-03, eta: 10:04:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8758, loss_cls: 1.3008, loss: 1.3008, grad_norm: 7.4786 2021-08-17 09:47:37,256 - mmaction - INFO - Epoch [27][400/2640] lr: 1.000e-03, eta: 10:04:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8695, loss_cls: 1.3770, loss: 1.3770, grad_norm: 7.7382 2021-08-17 09:47:48,241 - mmaction - INFO - Epoch [27][420/2640] lr: 1.000e-03, eta: 10:04:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8758, loss_cls: 1.3045, loss: 1.3045, grad_norm: 7.4505 2021-08-17 09:47:59,233 - mmaction - INFO - Epoch [27][440/2640] lr: 1.000e-03, eta: 10:04:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8836, loss_cls: 1.2604, loss: 1.2604, grad_norm: 7.2164 2021-08-17 09:48:10,200 - mmaction - INFO - Epoch [27][460/2640] lr: 1.000e-03, eta: 10:03:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8586, loss_cls: 1.3469, loss: 1.3469, grad_norm: 7.3950 2021-08-17 09:48:21,169 - mmaction - INFO - Epoch [27][480/2640] lr: 1.000e-03, eta: 10:03:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8758, loss_cls: 1.2959, loss: 1.2959, grad_norm: 7.4996 2021-08-17 09:48:32,151 - mmaction - INFO - Epoch [27][500/2640] lr: 1.000e-03, eta: 10:03:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8664, loss_cls: 1.3485, loss: 1.3485, grad_norm: 7.6058 2021-08-17 09:48:43,134 - mmaction - INFO - Epoch [27][520/2640] lr: 1.000e-03, eta: 10:03:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8523, loss_cls: 1.3603, loss: 1.3603, grad_norm: 7.4844 2021-08-17 09:48:54,118 - mmaction - INFO - Epoch [27][540/2640] lr: 1.000e-03, eta: 10:03:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8734, loss_cls: 1.3340, loss: 1.3340, grad_norm: 7.5729 2021-08-17 09:49:05,099 - mmaction - INFO - Epoch [27][560/2640] lr: 1.000e-03, eta: 10:02:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8680, loss_cls: 1.3074, loss: 1.3074, grad_norm: 7.3326 2021-08-17 09:49:16,053 - mmaction - INFO - Epoch [27][580/2640] lr: 1.000e-03, eta: 10:02:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8672, loss_cls: 1.3360, loss: 1.3360, grad_norm: 7.7547 2021-08-17 09:49:27,030 - mmaction - INFO - Epoch [27][600/2640] lr: 1.000e-03, eta: 10:02:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8828, loss_cls: 1.3030, loss: 1.3030, grad_norm: 7.4149 2021-08-17 09:49:38,007 - mmaction - INFO - Epoch [27][620/2640] lr: 1.000e-03, eta: 10:02:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8602, loss_cls: 1.3699, loss: 1.3699, grad_norm: 7.6141 2021-08-17 09:49:48,984 - mmaction - INFO - Epoch [27][640/2640] lr: 1.000e-03, eta: 10:02:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8625, loss_cls: 1.3315, loss: 1.3315, grad_norm: 7.7462 2021-08-17 09:49:59,959 - mmaction - INFO - Epoch [27][660/2640] lr: 1.000e-03, eta: 10:01:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8852, loss_cls: 1.2572, loss: 1.2572, grad_norm: 7.4203 2021-08-17 09:50:10,918 - mmaction - INFO - Epoch [27][680/2640] lr: 1.000e-03, eta: 10:01:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8672, loss_cls: 1.3278, loss: 1.3278, grad_norm: 7.5499 2021-08-17 09:50:21,869 - mmaction - INFO - Epoch [27][700/2640] lr: 1.000e-03, eta: 10:01:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8719, loss_cls: 1.3245, loss: 1.3245, grad_norm: 7.3308 2021-08-17 09:50:32,850 - mmaction - INFO - Epoch [27][720/2640] lr: 1.000e-03, eta: 10:01:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8812, loss_cls: 1.2768, loss: 1.2768, grad_norm: 7.2666 2021-08-17 09:50:43,889 - mmaction - INFO - Epoch [27][740/2640] lr: 1.000e-03, eta: 10:01:08, time: 0.553, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8812, loss_cls: 1.3442, loss: 1.3442, grad_norm: 7.5434 2021-08-17 09:50:54,825 - mmaction - INFO - Epoch [27][760/2640] lr: 1.000e-03, eta: 10:00:56, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8602, loss_cls: 1.2972, loss: 1.2972, grad_norm: 7.3323 2021-08-17 09:51:05,789 - mmaction - INFO - Epoch [27][780/2640] lr: 1.000e-03, eta: 10:00:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8734, loss_cls: 1.3022, loss: 1.3022, grad_norm: 7.4751 2021-08-17 09:51:16,758 - mmaction - INFO - Epoch [27][800/2640] lr: 1.000e-03, eta: 10:00:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8750, loss_cls: 1.2802, loss: 1.2802, grad_norm: 7.4957 2021-08-17 09:51:27,736 - mmaction - INFO - Epoch [27][820/2640] lr: 1.000e-03, eta: 10:00:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8664, loss_cls: 1.3994, loss: 1.3994, grad_norm: 7.7197 2021-08-17 09:51:38,732 - mmaction - INFO - Epoch [27][840/2640] lr: 1.000e-03, eta: 10:00:08, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8492, loss_cls: 1.4015, loss: 1.4015, grad_norm: 7.6636 2021-08-17 09:51:49,703 - mmaction - INFO - Epoch [27][860/2640] lr: 1.000e-03, eta: 9:59:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8695, loss_cls: 1.3376, loss: 1.3376, grad_norm: 7.5977 2021-08-17 09:52:00,672 - mmaction - INFO - Epoch [27][880/2640] lr: 1.000e-03, eta: 9:59:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8633, loss_cls: 1.3509, loss: 1.3509, grad_norm: 7.7816 2021-08-17 09:52:11,651 - mmaction - INFO - Epoch [27][900/2640] lr: 1.000e-03, eta: 9:59:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8766, loss_cls: 1.3291, loss: 1.3291, grad_norm: 7.5227 2021-08-17 09:52:22,627 - mmaction - INFO - Epoch [27][920/2640] lr: 1.000e-03, eta: 9:59:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6359, top5_acc: 0.8562, loss_cls: 1.3946, loss: 1.3946, grad_norm: 7.6980 2021-08-17 09:52:33,591 - mmaction - INFO - Epoch [27][940/2640] lr: 1.000e-03, eta: 9:59:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8570, loss_cls: 1.3445, loss: 1.3445, grad_norm: 7.4018 2021-08-17 09:52:44,549 - mmaction - INFO - Epoch [27][960/2640] lr: 1.000e-03, eta: 9:58:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8711, loss_cls: 1.3462, loss: 1.3462, grad_norm: 7.4815 2021-08-17 09:52:55,520 - mmaction - INFO - Epoch [27][980/2640] lr: 1.000e-03, eta: 9:58:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8805, loss_cls: 1.2693, loss: 1.2693, grad_norm: 7.4304 2021-08-17 09:53:06,485 - mmaction - INFO - Epoch [27][1000/2640] lr: 1.000e-03, eta: 9:58:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8953, loss_cls: 1.2203, loss: 1.2203, grad_norm: 7.3656 2021-08-17 09:53:17,463 - mmaction - INFO - Epoch [27][1020/2640] lr: 1.000e-03, eta: 9:58:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8711, loss_cls: 1.2910, loss: 1.2910, grad_norm: 7.2281 2021-08-17 09:53:28,455 - mmaction - INFO - Epoch [27][1040/2640] lr: 1.000e-03, eta: 9:58:08, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8672, loss_cls: 1.3441, loss: 1.3441, grad_norm: 7.5338 2021-08-17 09:53:39,422 - mmaction - INFO - Epoch [27][1060/2640] lr: 1.000e-03, eta: 9:57:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.3526, loss: 1.3526, grad_norm: 7.7130 2021-08-17 09:53:50,399 - mmaction - INFO - Epoch [27][1080/2640] lr: 1.000e-03, eta: 9:57:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8688, loss_cls: 1.3126, loss: 1.3126, grad_norm: 7.4832 2021-08-17 09:54:01,405 - mmaction - INFO - Epoch [27][1100/2640] lr: 1.000e-03, eta: 9:57:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.2827, loss: 1.2827, grad_norm: 7.3651 2021-08-17 09:54:12,399 - mmaction - INFO - Epoch [27][1120/2640] lr: 1.000e-03, eta: 9:57:20, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8688, loss_cls: 1.2689, loss: 1.2689, grad_norm: 7.4474 2021-08-17 09:54:23,367 - mmaction - INFO - Epoch [27][1140/2640] lr: 1.000e-03, eta: 9:57:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8648, loss_cls: 1.3641, loss: 1.3641, grad_norm: 7.8826 2021-08-17 09:54:34,310 - mmaction - INFO - Epoch [27][1160/2640] lr: 1.000e-03, eta: 9:56:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8617, loss_cls: 1.3446, loss: 1.3446, grad_norm: 7.5912 2021-08-17 09:54:45,282 - mmaction - INFO - Epoch [27][1180/2640] lr: 1.000e-03, eta: 9:56:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8672, loss_cls: 1.2887, loss: 1.2887, grad_norm: 7.4649 2021-08-17 09:54:56,264 - mmaction - INFO - Epoch [27][1200/2640] lr: 1.000e-03, eta: 9:56:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8836, loss_cls: 1.2458, loss: 1.2458, grad_norm: 7.4806 2021-08-17 09:55:07,261 - mmaction - INFO - Epoch [27][1220/2640] lr: 1.000e-03, eta: 9:56:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8688, loss_cls: 1.3463, loss: 1.3463, grad_norm: 7.9731 2021-08-17 09:55:18,265 - mmaction - INFO - Epoch [27][1240/2640] lr: 1.000e-03, eta: 9:56:08, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8773, loss_cls: 1.2299, loss: 1.2299, grad_norm: 7.3000 2021-08-17 09:55:29,257 - mmaction - INFO - Epoch [27][1260/2640] lr: 1.000e-03, eta: 9:55:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8664, loss_cls: 1.3468, loss: 1.3468, grad_norm: 7.5331 2021-08-17 09:55:40,214 - mmaction - INFO - Epoch [27][1280/2640] lr: 1.000e-03, eta: 9:55:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8641, loss_cls: 1.2842, loss: 1.2842, grad_norm: 7.4653 2021-08-17 09:55:51,185 - mmaction - INFO - Epoch [27][1300/2640] lr: 1.000e-03, eta: 9:55:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8680, loss_cls: 1.3347, loss: 1.3347, grad_norm: 7.6507 2021-08-17 09:56:02,153 - mmaction - INFO - Epoch [27][1320/2640] lr: 1.000e-03, eta: 9:55:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8758, loss_cls: 1.3225, loss: 1.3225, grad_norm: 7.5282 2021-08-17 09:56:13,122 - mmaction - INFO - Epoch [27][1340/2640] lr: 1.000e-03, eta: 9:55:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8719, loss_cls: 1.2585, loss: 1.2585, grad_norm: 7.2897 2021-08-17 09:56:24,069 - mmaction - INFO - Epoch [27][1360/2640] lr: 1.000e-03, eta: 9:54:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8688, loss_cls: 1.3453, loss: 1.3453, grad_norm: 7.3653 2021-08-17 09:56:35,035 - mmaction - INFO - Epoch [27][1380/2640] lr: 1.000e-03, eta: 9:54:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8742, loss_cls: 1.2414, loss: 1.2414, grad_norm: 7.4487 2021-08-17 09:56:45,979 - mmaction - INFO - Epoch [27][1400/2640] lr: 1.000e-03, eta: 9:54:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8625, loss_cls: 1.3700, loss: 1.3700, grad_norm: 7.8364 2021-08-17 09:56:56,940 - mmaction - INFO - Epoch [27][1420/2640] lr: 1.000e-03, eta: 9:54:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8680, loss_cls: 1.3361, loss: 1.3361, grad_norm: 7.7367 2021-08-17 09:57:07,910 - mmaction - INFO - Epoch [27][1440/2640] lr: 1.000e-03, eta: 9:54:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8570, loss_cls: 1.3580, loss: 1.3580, grad_norm: 7.7600 2021-08-17 09:57:18,879 - mmaction - INFO - Epoch [27][1460/2640] lr: 1.000e-03, eta: 9:53:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8773, loss_cls: 1.2432, loss: 1.2432, grad_norm: 7.3714 2021-08-17 09:57:29,848 - mmaction - INFO - Epoch [27][1480/2640] lr: 1.000e-03, eta: 9:53:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8672, loss_cls: 1.3707, loss: 1.3707, grad_norm: 7.5504 2021-08-17 09:57:40,812 - mmaction - INFO - Epoch [27][1500/2640] lr: 1.000e-03, eta: 9:53:32, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8570, loss_cls: 1.3454, loss: 1.3454, grad_norm: 7.4432 2021-08-17 09:57:51,789 - mmaction - INFO - Epoch [27][1520/2640] lr: 1.000e-03, eta: 9:53:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8719, loss_cls: 1.2827, loss: 1.2827, grad_norm: 7.5826 2021-08-17 09:58:02,754 - mmaction - INFO - Epoch [27][1540/2640] lr: 1.000e-03, eta: 9:53:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8719, loss_cls: 1.2856, loss: 1.2856, grad_norm: 7.1513 2021-08-17 09:58:13,709 - mmaction - INFO - Epoch [27][1560/2640] lr: 1.000e-03, eta: 9:52:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8742, loss_cls: 1.2912, loss: 1.2912, grad_norm: 7.4345 2021-08-17 09:58:24,669 - mmaction - INFO - Epoch [27][1580/2640] lr: 1.000e-03, eta: 9:52:44, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8734, loss_cls: 1.3292, loss: 1.3292, grad_norm: 7.7791 2021-08-17 09:58:35,629 - mmaction - INFO - Epoch [27][1600/2640] lr: 1.000e-03, eta: 9:52:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.3345, loss: 1.3345, grad_norm: 7.6273 2021-08-17 09:58:46,641 - mmaction - INFO - Epoch [27][1620/2640] lr: 1.000e-03, eta: 9:52:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8625, loss_cls: 1.3782, loss: 1.3782, grad_norm: 7.5729 2021-08-17 09:58:57,578 - mmaction - INFO - Epoch [27][1640/2640] lr: 1.000e-03, eta: 9:52:08, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8672, loss_cls: 1.3993, loss: 1.3993, grad_norm: 7.6558 2021-08-17 09:59:08,546 - mmaction - INFO - Epoch [27][1660/2640] lr: 1.000e-03, eta: 9:51:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8742, loss_cls: 1.2733, loss: 1.2733, grad_norm: 7.5691 2021-08-17 09:59:19,519 - mmaction - INFO - Epoch [27][1680/2640] lr: 1.000e-03, eta: 9:51:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8656, loss_cls: 1.3514, loss: 1.3514, grad_norm: 7.6611 2021-08-17 09:59:30,486 - mmaction - INFO - Epoch [27][1700/2640] lr: 1.000e-03, eta: 9:51:32, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8734, loss_cls: 1.3177, loss: 1.3177, grad_norm: 7.5411 2021-08-17 09:59:41,476 - mmaction - INFO - Epoch [27][1720/2640] lr: 1.000e-03, eta: 9:51:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8648, loss_cls: 1.3344, loss: 1.3344, grad_norm: 7.3356 2021-08-17 09:59:52,455 - mmaction - INFO - Epoch [27][1740/2640] lr: 1.000e-03, eta: 9:51:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8844, loss_cls: 1.2801, loss: 1.2801, grad_norm: 7.3661 2021-08-17 10:00:03,417 - mmaction - INFO - Epoch [27][1760/2640] lr: 1.000e-03, eta: 9:50:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8844, loss_cls: 1.2503, loss: 1.2503, grad_norm: 7.5309 2021-08-17 10:00:14,400 - mmaction - INFO - Epoch [27][1780/2640] lr: 1.000e-03, eta: 9:50:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8734, loss_cls: 1.3114, loss: 1.3114, grad_norm: 7.5711 2021-08-17 10:00:25,382 - mmaction - INFO - Epoch [27][1800/2640] lr: 1.000e-03, eta: 9:50:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8773, loss_cls: 1.2815, loss: 1.2815, grad_norm: 7.4425 2021-08-17 10:00:36,370 - mmaction - INFO - Epoch [27][1820/2640] lr: 1.000e-03, eta: 9:50:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8617, loss_cls: 1.3784, loss: 1.3784, grad_norm: 8.0003 2021-08-17 10:00:47,354 - mmaction - INFO - Epoch [27][1840/2640] lr: 1.000e-03, eta: 9:50:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8711, loss_cls: 1.3374, loss: 1.3374, grad_norm: 7.6226 2021-08-17 10:00:58,320 - mmaction - INFO - Epoch [27][1860/2640] lr: 1.000e-03, eta: 9:49:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8695, loss_cls: 1.3222, loss: 1.3222, grad_norm: 7.5342 2021-08-17 10:01:09,274 - mmaction - INFO - Epoch [27][1880/2640] lr: 1.000e-03, eta: 9:49:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8656, loss_cls: 1.3030, loss: 1.3030, grad_norm: 7.2747 2021-08-17 10:01:20,229 - mmaction - INFO - Epoch [27][1900/2640] lr: 1.000e-03, eta: 9:49:33, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8594, loss_cls: 1.3577, loss: 1.3577, grad_norm: 7.6670 2021-08-17 10:01:31,197 - mmaction - INFO - Epoch [27][1920/2640] lr: 1.000e-03, eta: 9:49:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8711, loss_cls: 1.3354, loss: 1.3354, grad_norm: 7.6509 2021-08-17 10:01:42,180 - mmaction - INFO - Epoch [27][1940/2640] lr: 1.000e-03, eta: 9:49:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8641, loss_cls: 1.3812, loss: 1.3812, grad_norm: 7.7207 2021-08-17 10:01:53,154 - mmaction - INFO - Epoch [27][1960/2640] lr: 1.000e-03, eta: 9:48:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8742, loss_cls: 1.3221, loss: 1.3221, grad_norm: 7.5459 2021-08-17 10:02:04,144 - mmaction - INFO - Epoch [27][1980/2640] lr: 1.000e-03, eta: 9:48:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8648, loss_cls: 1.3346, loss: 1.3346, grad_norm: 7.6140 2021-08-17 10:02:15,108 - mmaction - INFO - Epoch [27][2000/2640] lr: 1.000e-03, eta: 9:48:33, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8727, loss_cls: 1.2957, loss: 1.2957, grad_norm: 7.5897 2021-08-17 10:02:26,093 - mmaction - INFO - Epoch [27][2020/2640] lr: 1.000e-03, eta: 9:48:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8789, loss_cls: 1.2887, loss: 1.2887, grad_norm: 7.4048 2021-08-17 10:02:37,027 - mmaction - INFO - Epoch [27][2040/2640] lr: 1.000e-03, eta: 9:48:09, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.6367, top5_acc: 0.8375, loss_cls: 1.4748, loss: 1.4748, grad_norm: 8.0521 2021-08-17 10:02:48,018 - mmaction - INFO - Epoch [27][2060/2640] lr: 1.000e-03, eta: 9:47:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8773, loss_cls: 1.3148, loss: 1.3148, grad_norm: 7.7987 2021-08-17 10:02:58,984 - mmaction - INFO - Epoch [27][2080/2640] lr: 1.000e-03, eta: 9:47:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8641, loss_cls: 1.3251, loss: 1.3251, grad_norm: 7.5270 2021-08-17 10:03:09,970 - mmaction - INFO - Epoch [27][2100/2640] lr: 1.000e-03, eta: 9:47:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8820, loss_cls: 1.2546, loss: 1.2546, grad_norm: 7.4078 2021-08-17 10:03:20,942 - mmaction - INFO - Epoch [27][2120/2640] lr: 1.000e-03, eta: 9:47:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8664, loss_cls: 1.2979, loss: 1.2979, grad_norm: 7.4137 2021-08-17 10:03:31,907 - mmaction - INFO - Epoch [27][2140/2640] lr: 1.000e-03, eta: 9:47:09, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8664, loss_cls: 1.2970, loss: 1.2970, grad_norm: 7.4577 2021-08-17 10:03:42,892 - mmaction - INFO - Epoch [27][2160/2640] lr: 1.000e-03, eta: 9:46:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8703, loss_cls: 1.2681, loss: 1.2681, grad_norm: 7.4809 2021-08-17 10:03:53,916 - mmaction - INFO - Epoch [27][2180/2640] lr: 1.000e-03, eta: 9:46:45, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8898, loss_cls: 1.2306, loss: 1.2306, grad_norm: 7.7123 2021-08-17 10:04:04,829 - mmaction - INFO - Epoch [27][2200/2640] lr: 1.000e-03, eta: 9:46:33, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8547, loss_cls: 1.3623, loss: 1.3623, grad_norm: 7.9385 2021-08-17 10:04:15,815 - mmaction - INFO - Epoch [27][2220/2640] lr: 1.000e-03, eta: 9:46:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8633, loss_cls: 1.3209, loss: 1.3209, grad_norm: 7.8113 2021-08-17 10:04:26,777 - mmaction - INFO - Epoch [27][2240/2640] lr: 1.000e-03, eta: 9:46:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8789, loss_cls: 1.2144, loss: 1.2144, grad_norm: 7.1606 2021-08-17 10:04:37,758 - mmaction - INFO - Epoch [27][2260/2640] lr: 1.000e-03, eta: 9:45:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8750, loss_cls: 1.2714, loss: 1.2714, grad_norm: 7.6335 2021-08-17 10:04:48,724 - mmaction - INFO - Epoch [27][2280/2640] lr: 1.000e-03, eta: 9:45:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8656, loss_cls: 1.3322, loss: 1.3322, grad_norm: 7.7591 2021-08-17 10:04:59,697 - mmaction - INFO - Epoch [27][2300/2640] lr: 1.000e-03, eta: 9:45:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3491, loss: 1.3491, grad_norm: 7.6932 2021-08-17 10:05:10,651 - mmaction - INFO - Epoch [27][2320/2640] lr: 1.000e-03, eta: 9:45:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8641, loss_cls: 1.3393, loss: 1.3393, grad_norm: 7.6746 2021-08-17 10:05:21,613 - mmaction - INFO - Epoch [27][2340/2640] lr: 1.000e-03, eta: 9:45:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8656, loss_cls: 1.3038, loss: 1.3038, grad_norm: 7.6587 2021-08-17 10:05:32,577 - mmaction - INFO - Epoch [27][2360/2640] lr: 1.000e-03, eta: 9:44:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8719, loss_cls: 1.2289, loss: 1.2289, grad_norm: 7.4448 2021-08-17 10:05:43,564 - mmaction - INFO - Epoch [27][2380/2640] lr: 1.000e-03, eta: 9:44:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8711, loss_cls: 1.3584, loss: 1.3584, grad_norm: 8.0144 2021-08-17 10:05:54,538 - mmaction - INFO - Epoch [27][2400/2640] lr: 1.000e-03, eta: 9:44:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8586, loss_cls: 1.3716, loss: 1.3716, grad_norm: 7.6581 2021-08-17 10:06:05,517 - mmaction - INFO - Epoch [27][2420/2640] lr: 1.000e-03, eta: 9:44:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8648, loss_cls: 1.3116, loss: 1.3116, grad_norm: 7.5777 2021-08-17 10:06:16,480 - mmaction - INFO - Epoch [27][2440/2640] lr: 1.000e-03, eta: 9:44:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8688, loss_cls: 1.3518, loss: 1.3518, grad_norm: 7.7692 2021-08-17 10:06:27,454 - mmaction - INFO - Epoch [27][2460/2640] lr: 1.000e-03, eta: 9:43:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8648, loss_cls: 1.3311, loss: 1.3311, grad_norm: 7.4363 2021-08-17 10:06:38,392 - mmaction - INFO - Epoch [27][2480/2640] lr: 1.000e-03, eta: 9:43:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8773, loss_cls: 1.3158, loss: 1.3158, grad_norm: 7.7843 2021-08-17 10:06:49,341 - mmaction - INFO - Epoch [27][2500/2640] lr: 1.000e-03, eta: 9:43:33, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8523, loss_cls: 1.3939, loss: 1.3939, grad_norm: 7.8448 2021-08-17 10:07:00,294 - mmaction - INFO - Epoch [27][2520/2640] lr: 1.000e-03, eta: 9:43:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8531, loss_cls: 1.3925, loss: 1.3925, grad_norm: 7.8447 2021-08-17 10:07:11,245 - mmaction - INFO - Epoch [27][2540/2640] lr: 1.000e-03, eta: 9:43:09, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8500, loss_cls: 1.3916, loss: 1.3916, grad_norm: 7.7462 2021-08-17 10:07:22,206 - mmaction - INFO - Epoch [27][2560/2640] lr: 1.000e-03, eta: 9:42:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8711, loss_cls: 1.2813, loss: 1.2813, grad_norm: 7.5445 2021-08-17 10:07:33,165 - mmaction - INFO - Epoch [27][2580/2640] lr: 1.000e-03, eta: 9:42:45, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8617, loss_cls: 1.3436, loss: 1.3436, grad_norm: 7.4922 2021-08-17 10:07:44,106 - mmaction - INFO - Epoch [27][2600/2640] lr: 1.000e-03, eta: 9:42:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8648, loss_cls: 1.3216, loss: 1.3216, grad_norm: 7.4543 2021-08-17 10:07:55,064 - mmaction - INFO - Epoch [27][2620/2640] lr: 1.000e-03, eta: 9:42:21, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8633, loss_cls: 1.3004, loss: 1.3004, grad_norm: 7.4917 2021-08-17 10:08:05,682 - mmaction - INFO - Epoch [27][2640/2640] lr: 1.000e-03, eta: 9:42:09, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.6565, top5_acc: 0.8758, loss_cls: 1.3155, loss: 1.3155, grad_norm: 7.7049 2021-08-17 10:08:07,457 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-08-17 10:09:25,150 - mmaction - INFO - Epoch [28][20/2640] lr: 1.000e-03, eta: 9:42:53, time: 3.837, data_time: 3.284, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8789, loss_cls: 1.2693, loss: 1.2693, grad_norm: 7.8498 2021-08-17 10:09:36,118 - mmaction - INFO - Epoch [28][40/2640] lr: 1.000e-03, eta: 9:42:41, time: 0.548, data_time: 0.004, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8672, loss_cls: 1.2466, loss: 1.2466, grad_norm: 7.3045 2021-08-17 10:09:47,064 - mmaction - INFO - Epoch [28][60/2640] lr: 1.000e-03, eta: 9:42:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8688, loss_cls: 1.3141, loss: 1.3141, grad_norm: 7.4491 2021-08-17 10:09:58,013 - mmaction - INFO - Epoch [28][80/2640] lr: 1.000e-03, eta: 9:42:17, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8766, loss_cls: 1.3037, loss: 1.3037, grad_norm: 7.6897 2021-08-17 10:10:08,968 - mmaction - INFO - Epoch [28][100/2640] lr: 1.000e-03, eta: 9:42:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8742, loss_cls: 1.3250, loss: 1.3250, grad_norm: 7.7446 2021-08-17 10:10:19,928 - mmaction - INFO - Epoch [28][120/2640] lr: 1.000e-03, eta: 9:41:53, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8859, loss_cls: 1.2319, loss: 1.2319, grad_norm: 7.6563 2021-08-17 10:10:30,878 - mmaction - INFO - Epoch [28][140/2640] lr: 1.000e-03, eta: 9:41:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8664, loss_cls: 1.3283, loss: 1.3283, grad_norm: 7.8915 2021-08-17 10:10:41,851 - mmaction - INFO - Epoch [28][160/2640] lr: 1.000e-03, eta: 9:41:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8781, loss_cls: 1.2079, loss: 1.2079, grad_norm: 7.4913 2021-08-17 10:10:52,805 - mmaction - INFO - Epoch [28][180/2640] lr: 1.000e-03, eta: 9:41:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8680, loss_cls: 1.3107, loss: 1.3107, grad_norm: 7.7193 2021-08-17 10:11:03,770 - mmaction - INFO - Epoch [28][200/2640] lr: 1.000e-03, eta: 9:41:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8641, loss_cls: 1.3409, loss: 1.3409, grad_norm: 7.8172 2021-08-17 10:11:14,743 - mmaction - INFO - Epoch [28][220/2640] lr: 1.000e-03, eta: 9:40:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8656, loss_cls: 1.3130, loss: 1.3130, grad_norm: 7.7834 2021-08-17 10:11:25,720 - mmaction - INFO - Epoch [28][240/2640] lr: 1.000e-03, eta: 9:40:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8633, loss_cls: 1.3080, loss: 1.3080, grad_norm: 7.9154 2021-08-17 10:11:36,690 - mmaction - INFO - Epoch [28][260/2640] lr: 1.000e-03, eta: 9:40:29, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.2267, loss: 1.2267, grad_norm: 7.3186 2021-08-17 10:11:47,686 - mmaction - INFO - Epoch [28][280/2640] lr: 1.000e-03, eta: 9:40:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8766, loss_cls: 1.2745, loss: 1.2745, grad_norm: 7.5935 2021-08-17 10:11:58,662 - mmaction - INFO - Epoch [28][300/2640] lr: 1.000e-03, eta: 9:40:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8711, loss_cls: 1.3199, loss: 1.3199, grad_norm: 7.8277 2021-08-17 10:12:09,634 - mmaction - INFO - Epoch [28][320/2640] lr: 1.000e-03, eta: 9:39:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8664, loss_cls: 1.3362, loss: 1.3362, grad_norm: 8.0633 2021-08-17 10:12:20,609 - mmaction - INFO - Epoch [28][340/2640] lr: 1.000e-03, eta: 9:39:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8766, loss_cls: 1.2873, loss: 1.2873, grad_norm: 7.6933 2021-08-17 10:12:31,591 - mmaction - INFO - Epoch [28][360/2640] lr: 1.000e-03, eta: 9:39:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8820, loss_cls: 1.2892, loss: 1.2892, grad_norm: 7.6622 2021-08-17 10:12:42,571 - mmaction - INFO - Epoch [28][380/2640] lr: 1.000e-03, eta: 9:39:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8609, loss_cls: 1.3174, loss: 1.3174, grad_norm: 7.4690 2021-08-17 10:12:53,536 - mmaction - INFO - Epoch [28][400/2640] lr: 1.000e-03, eta: 9:39:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8711, loss_cls: 1.2907, loss: 1.2907, grad_norm: 7.5663 2021-08-17 10:13:04,491 - mmaction - INFO - Epoch [28][420/2640] lr: 1.000e-03, eta: 9:38:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8680, loss_cls: 1.2862, loss: 1.2862, grad_norm: 7.7075 2021-08-17 10:13:15,452 - mmaction - INFO - Epoch [28][440/2640] lr: 1.000e-03, eta: 9:38:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8750, loss_cls: 1.3295, loss: 1.3295, grad_norm: 7.8797 2021-08-17 10:13:26,365 - mmaction - INFO - Epoch [28][460/2640] lr: 1.000e-03, eta: 9:38:29, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8586, loss_cls: 1.3518, loss: 1.3518, grad_norm: 8.0011 2021-08-17 10:13:37,332 - mmaction - INFO - Epoch [28][480/2640] lr: 1.000e-03, eta: 9:38:17, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8781, loss_cls: 1.2896, loss: 1.2896, grad_norm: 7.6643 2021-08-17 10:13:48,323 - mmaction - INFO - Epoch [28][500/2640] lr: 1.000e-03, eta: 9:38:05, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8750, loss_cls: 1.3368, loss: 1.3368, grad_norm: 7.9085 2021-08-17 10:13:59,294 - mmaction - INFO - Epoch [28][520/2640] lr: 1.000e-03, eta: 9:37:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8664, loss_cls: 1.3597, loss: 1.3597, grad_norm: 7.9581 2021-08-17 10:14:10,260 - mmaction - INFO - Epoch [28][540/2640] lr: 1.000e-03, eta: 9:37:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.2620, loss: 1.2620, grad_norm: 7.6237 2021-08-17 10:14:21,246 - mmaction - INFO - Epoch [28][560/2640] lr: 1.000e-03, eta: 9:37:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8727, loss_cls: 1.2931, loss: 1.2931, grad_norm: 7.8045 2021-08-17 10:14:32,235 - mmaction - INFO - Epoch [28][580/2640] lr: 1.000e-03, eta: 9:37:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8602, loss_cls: 1.3650, loss: 1.3650, grad_norm: 7.9519 2021-08-17 10:14:43,221 - mmaction - INFO - Epoch [28][600/2640] lr: 1.000e-03, eta: 9:37:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8781, loss_cls: 1.2966, loss: 1.2966, grad_norm: 7.8469 2021-08-17 10:14:54,180 - mmaction - INFO - Epoch [28][620/2640] lr: 1.000e-03, eta: 9:36:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8812, loss_cls: 1.2751, loss: 1.2751, grad_norm: 7.5083 2021-08-17 10:15:05,149 - mmaction - INFO - Epoch [28][640/2640] lr: 1.000e-03, eta: 9:36:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8781, loss_cls: 1.3013, loss: 1.3013, grad_norm: 7.4952 2021-08-17 10:15:16,117 - mmaction - INFO - Epoch [28][660/2640] lr: 1.000e-03, eta: 9:36:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8633, loss_cls: 1.3347, loss: 1.3347, grad_norm: 7.8488 2021-08-17 10:15:27,084 - mmaction - INFO - Epoch [28][680/2640] lr: 1.000e-03, eta: 9:36:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8609, loss_cls: 1.3081, loss: 1.3081, grad_norm: 7.5609 2021-08-17 10:15:38,058 - mmaction - INFO - Epoch [28][700/2640] lr: 1.000e-03, eta: 9:36:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8703, loss_cls: 1.2894, loss: 1.2894, grad_norm: 7.3447 2021-08-17 10:15:49,046 - mmaction - INFO - Epoch [28][720/2640] lr: 1.000e-03, eta: 9:35:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8641, loss_cls: 1.3235, loss: 1.3235, grad_norm: 7.8676 2021-08-17 10:16:00,027 - mmaction - INFO - Epoch [28][740/2640] lr: 1.000e-03, eta: 9:35:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8680, loss_cls: 1.3698, loss: 1.3698, grad_norm: 7.9295 2021-08-17 10:16:10,994 - mmaction - INFO - Epoch [28][760/2640] lr: 1.000e-03, eta: 9:35:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6336, top5_acc: 0.8578, loss_cls: 1.3853, loss: 1.3853, grad_norm: 7.8657 2021-08-17 10:16:21,960 - mmaction - INFO - Epoch [28][780/2640] lr: 1.000e-03, eta: 9:35:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8727, loss_cls: 1.2716, loss: 1.2716, grad_norm: 7.7298 2021-08-17 10:16:32,936 - mmaction - INFO - Epoch [28][800/2640] lr: 1.000e-03, eta: 9:35:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8969, loss_cls: 1.2382, loss: 1.2382, grad_norm: 7.7930 2021-08-17 10:16:43,906 - mmaction - INFO - Epoch [28][820/2640] lr: 1.000e-03, eta: 9:34:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8820, loss_cls: 1.2475, loss: 1.2475, grad_norm: 7.8796 2021-08-17 10:16:54,894 - mmaction - INFO - Epoch [28][840/2640] lr: 1.000e-03, eta: 9:34:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8656, loss_cls: 1.3230, loss: 1.3230, grad_norm: 7.6963 2021-08-17 10:17:05,855 - mmaction - INFO - Epoch [28][860/2640] lr: 1.000e-03, eta: 9:34:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8594, loss_cls: 1.3097, loss: 1.3097, grad_norm: 7.6635 2021-08-17 10:17:16,829 - mmaction - INFO - Epoch [28][880/2640] lr: 1.000e-03, eta: 9:34:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8742, loss_cls: 1.3119, loss: 1.3119, grad_norm: 7.6776 2021-08-17 10:17:27,798 - mmaction - INFO - Epoch [28][900/2640] lr: 1.000e-03, eta: 9:34:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8805, loss_cls: 1.2935, loss: 1.2935, grad_norm: 7.7003 2021-08-17 10:17:38,778 - mmaction - INFO - Epoch [28][920/2640] lr: 1.000e-03, eta: 9:33:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8727, loss_cls: 1.2682, loss: 1.2682, grad_norm: 7.6794 2021-08-17 10:17:49,762 - mmaction - INFO - Epoch [28][940/2640] lr: 1.000e-03, eta: 9:33:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8547, loss_cls: 1.3702, loss: 1.3702, grad_norm: 7.7670 2021-08-17 10:18:00,730 - mmaction - INFO - Epoch [28][960/2640] lr: 1.000e-03, eta: 9:33:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8680, loss_cls: 1.3390, loss: 1.3390, grad_norm: 7.6787 2021-08-17 10:18:11,697 - mmaction - INFO - Epoch [28][980/2640] lr: 1.000e-03, eta: 9:33:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8758, loss_cls: 1.3064, loss: 1.3064, grad_norm: 7.6968 2021-08-17 10:18:22,680 - mmaction - INFO - Epoch [28][1000/2640] lr: 1.000e-03, eta: 9:33:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8703, loss_cls: 1.3091, loss: 1.3091, grad_norm: 7.8406 2021-08-17 10:18:33,644 - mmaction - INFO - Epoch [28][1020/2640] lr: 1.000e-03, eta: 9:32:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8773, loss_cls: 1.2406, loss: 1.2406, grad_norm: 7.7259 2021-08-17 10:18:44,624 - mmaction - INFO - Epoch [28][1040/2640] lr: 1.000e-03, eta: 9:32:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8688, loss_cls: 1.3495, loss: 1.3495, grad_norm: 7.8212 2021-08-17 10:18:55,577 - mmaction - INFO - Epoch [28][1060/2640] lr: 1.000e-03, eta: 9:32:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8719, loss_cls: 1.2750, loss: 1.2750, grad_norm: 7.9801 2021-08-17 10:19:06,553 - mmaction - INFO - Epoch [28][1080/2640] lr: 1.000e-03, eta: 9:32:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8797, loss_cls: 1.2488, loss: 1.2488, grad_norm: 7.8318 2021-08-17 10:19:17,525 - mmaction - INFO - Epoch [28][1100/2640] lr: 1.000e-03, eta: 9:32:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8656, loss_cls: 1.2968, loss: 1.2968, grad_norm: 7.7220 2021-08-17 10:19:28,501 - mmaction - INFO - Epoch [28][1120/2640] lr: 1.000e-03, eta: 9:31:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8656, loss_cls: 1.2820, loss: 1.2820, grad_norm: 7.4318 2021-08-17 10:19:39,475 - mmaction - INFO - Epoch [28][1140/2640] lr: 1.000e-03, eta: 9:31:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8836, loss_cls: 1.2382, loss: 1.2382, grad_norm: 7.6325 2021-08-17 10:19:50,442 - mmaction - INFO - Epoch [28][1160/2640] lr: 1.000e-03, eta: 9:31:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8797, loss_cls: 1.2832, loss: 1.2832, grad_norm: 7.7573 2021-08-17 10:20:01,404 - mmaction - INFO - Epoch [28][1180/2640] lr: 1.000e-03, eta: 9:31:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2642, loss: 1.2642, grad_norm: 7.7613 2021-08-17 10:20:12,386 - mmaction - INFO - Epoch [28][1200/2640] lr: 1.000e-03, eta: 9:31:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8703, loss_cls: 1.3098, loss: 1.3098, grad_norm: 7.6538 2021-08-17 10:20:23,369 - mmaction - INFO - Epoch [28][1220/2640] lr: 1.000e-03, eta: 9:30:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8695, loss_cls: 1.3206, loss: 1.3206, grad_norm: 8.0636 2021-08-17 10:20:34,347 - mmaction - INFO - Epoch [28][1240/2640] lr: 1.000e-03, eta: 9:30:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.2711, loss: 1.2711, grad_norm: 7.6435 2021-08-17 10:20:45,300 - mmaction - INFO - Epoch [28][1260/2640] lr: 1.000e-03, eta: 9:30:31, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8672, loss_cls: 1.3537, loss: 1.3537, grad_norm: 7.8462 2021-08-17 10:20:56,277 - mmaction - INFO - Epoch [28][1280/2640] lr: 1.000e-03, eta: 9:30:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8508, loss_cls: 1.3944, loss: 1.3944, grad_norm: 7.9875 2021-08-17 10:21:07,261 - mmaction - INFO - Epoch [28][1300/2640] lr: 1.000e-03, eta: 9:30:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8727, loss_cls: 1.3076, loss: 1.3076, grad_norm: 7.8814 2021-08-17 10:21:18,255 - mmaction - INFO - Epoch [28][1320/2640] lr: 1.000e-03, eta: 9:29:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8836, loss_cls: 1.2798, loss: 1.2798, grad_norm: 8.0162 2021-08-17 10:21:29,239 - mmaction - INFO - Epoch [28][1340/2640] lr: 1.000e-03, eta: 9:29:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8734, loss_cls: 1.2995, loss: 1.2995, grad_norm: 7.9091 2021-08-17 10:21:40,216 - mmaction - INFO - Epoch [28][1360/2640] lr: 1.000e-03, eta: 9:29:31, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8688, loss_cls: 1.3079, loss: 1.3079, grad_norm: 7.9020 2021-08-17 10:21:51,179 - mmaction - INFO - Epoch [28][1380/2640] lr: 1.000e-03, eta: 9:29:19, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8664, loss_cls: 1.3363, loss: 1.3363, grad_norm: 7.9779 2021-08-17 10:22:02,151 - mmaction - INFO - Epoch [28][1400/2640] lr: 1.000e-03, eta: 9:29:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8570, loss_cls: 1.4049, loss: 1.4049, grad_norm: 8.0981 2021-08-17 10:22:13,123 - mmaction - INFO - Epoch [28][1420/2640] lr: 1.000e-03, eta: 9:28:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8828, loss_cls: 1.3159, loss: 1.3159, grad_norm: 8.0135 2021-08-17 10:22:24,104 - mmaction - INFO - Epoch [28][1440/2640] lr: 1.000e-03, eta: 9:28:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8688, loss_cls: 1.3376, loss: 1.3376, grad_norm: 7.8739 2021-08-17 10:22:35,105 - mmaction - INFO - Epoch [28][1460/2640] lr: 1.000e-03, eta: 9:28:31, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8781, loss_cls: 1.2723, loss: 1.2723, grad_norm: 7.7799 2021-08-17 10:22:46,089 - mmaction - INFO - Epoch [28][1480/2640] lr: 1.000e-03, eta: 9:28:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8883, loss_cls: 1.2147, loss: 1.2147, grad_norm: 7.4307 2021-08-17 10:22:57,078 - mmaction - INFO - Epoch [28][1500/2640] lr: 1.000e-03, eta: 9:28:07, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8828, loss_cls: 1.2278, loss: 1.2278, grad_norm: 7.6009 2021-08-17 10:23:08,097 - mmaction - INFO - Epoch [28][1520/2640] lr: 1.000e-03, eta: 9:27:55, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.3068, loss: 1.3068, grad_norm: 7.7582 2021-08-17 10:23:19,029 - mmaction - INFO - Epoch [28][1540/2640] lr: 1.000e-03, eta: 9:27:43, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8750, loss_cls: 1.3531, loss: 1.3531, grad_norm: 7.9086 2021-08-17 10:23:30,049 - mmaction - INFO - Epoch [28][1560/2640] lr: 1.000e-03, eta: 9:27:31, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8633, loss_cls: 1.3524, loss: 1.3524, grad_norm: 8.0097 2021-08-17 10:23:40,981 - mmaction - INFO - Epoch [28][1580/2640] lr: 1.000e-03, eta: 9:27:19, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8742, loss_cls: 1.2968, loss: 1.2968, grad_norm: 7.8767 2021-08-17 10:23:51,948 - mmaction - INFO - Epoch [28][1600/2640] lr: 1.000e-03, eta: 9:27:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8734, loss_cls: 1.2929, loss: 1.2929, grad_norm: 7.9481 2021-08-17 10:24:02,911 - mmaction - INFO - Epoch [28][1620/2640] lr: 1.000e-03, eta: 9:26:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8766, loss_cls: 1.2403, loss: 1.2403, grad_norm: 7.7089 2021-08-17 10:24:13,904 - mmaction - INFO - Epoch [28][1640/2640] lr: 1.000e-03, eta: 9:26:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8820, loss_cls: 1.2349, loss: 1.2349, grad_norm: 7.7177 2021-08-17 10:24:24,893 - mmaction - INFO - Epoch [28][1660/2640] lr: 1.000e-03, eta: 9:26:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8695, loss_cls: 1.2706, loss: 1.2706, grad_norm: 7.8422 2021-08-17 10:24:35,888 - mmaction - INFO - Epoch [28][1680/2640] lr: 1.000e-03, eta: 9:26:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8812, loss_cls: 1.2685, loss: 1.2685, grad_norm: 7.6624 2021-08-17 10:24:46,862 - mmaction - INFO - Epoch [28][1700/2640] lr: 1.000e-03, eta: 9:26:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8617, loss_cls: 1.3428, loss: 1.3428, grad_norm: 7.6872 2021-08-17 10:24:57,846 - mmaction - INFO - Epoch [28][1720/2640] lr: 1.000e-03, eta: 9:25:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8750, loss_cls: 1.2832, loss: 1.2832, grad_norm: 7.6859 2021-08-17 10:25:08,803 - mmaction - INFO - Epoch [28][1740/2640] lr: 1.000e-03, eta: 9:25:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8711, loss_cls: 1.3281, loss: 1.3281, grad_norm: 8.2151 2021-08-17 10:25:19,800 - mmaction - INFO - Epoch [28][1760/2640] lr: 1.000e-03, eta: 9:25:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8766, loss_cls: 1.2704, loss: 1.2704, grad_norm: 7.7395 2021-08-17 10:25:30,784 - mmaction - INFO - Epoch [28][1780/2640] lr: 1.000e-03, eta: 9:25:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8703, loss_cls: 1.2600, loss: 1.2600, grad_norm: 7.4872 2021-08-17 10:25:41,758 - mmaction - INFO - Epoch [28][1800/2640] lr: 1.000e-03, eta: 9:25:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8742, loss_cls: 1.3239, loss: 1.3239, grad_norm: 7.6088 2021-08-17 10:25:52,747 - mmaction - INFO - Epoch [28][1820/2640] lr: 1.000e-03, eta: 9:24:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8703, loss_cls: 1.3125, loss: 1.3125, grad_norm: 7.7794 2021-08-17 10:26:03,714 - mmaction - INFO - Epoch [28][1840/2640] lr: 1.000e-03, eta: 9:24:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8727, loss_cls: 1.2519, loss: 1.2519, grad_norm: 7.4092 2021-08-17 10:26:14,684 - mmaction - INFO - Epoch [28][1860/2640] lr: 1.000e-03, eta: 9:24:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8656, loss_cls: 1.3231, loss: 1.3231, grad_norm: 8.1586 2021-08-17 10:26:25,653 - mmaction - INFO - Epoch [28][1880/2640] lr: 1.000e-03, eta: 9:24:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6461, top5_acc: 0.8641, loss_cls: 1.3600, loss: 1.3600, grad_norm: 7.8798 2021-08-17 10:26:36,593 - mmaction - INFO - Epoch [28][1900/2640] lr: 1.000e-03, eta: 9:24:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8836, loss_cls: 1.2731, loss: 1.2731, grad_norm: 7.9272 2021-08-17 10:26:47,566 - mmaction - INFO - Epoch [28][1920/2640] lr: 1.000e-03, eta: 9:23:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8828, loss_cls: 1.2903, loss: 1.2903, grad_norm: 7.9311 2021-08-17 10:26:58,555 - mmaction - INFO - Epoch [28][1940/2640] lr: 1.000e-03, eta: 9:23:45, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8727, loss_cls: 1.3042, loss: 1.3042, grad_norm: 8.0220 2021-08-17 10:27:09,513 - mmaction - INFO - Epoch [28][1960/2640] lr: 1.000e-03, eta: 9:23:33, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8727, loss_cls: 1.3487, loss: 1.3487, grad_norm: 7.8192 2021-08-17 10:27:20,476 - mmaction - INFO - Epoch [28][1980/2640] lr: 1.000e-03, eta: 9:23:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6297, top5_acc: 0.8602, loss_cls: 1.3874, loss: 1.3874, grad_norm: 8.0008 2021-08-17 10:27:31,456 - mmaction - INFO - Epoch [28][2000/2640] lr: 1.000e-03, eta: 9:23:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.2922, loss: 1.2922, grad_norm: 7.7120 2021-08-17 10:27:42,438 - mmaction - INFO - Epoch [28][2020/2640] lr: 1.000e-03, eta: 9:22:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8812, loss_cls: 1.2901, loss: 1.2901, grad_norm: 7.9023 2021-08-17 10:27:53,427 - mmaction - INFO - Epoch [28][2040/2640] lr: 1.000e-03, eta: 9:22:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8727, loss_cls: 1.3732, loss: 1.3732, grad_norm: 8.1727 2021-08-17 10:28:04,393 - mmaction - INFO - Epoch [28][2060/2640] lr: 1.000e-03, eta: 9:22:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8766, loss_cls: 1.2710, loss: 1.2710, grad_norm: 7.6914 2021-08-17 10:28:15,359 - mmaction - INFO - Epoch [28][2080/2640] lr: 1.000e-03, eta: 9:22:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8766, loss_cls: 1.3201, loss: 1.3201, grad_norm: 7.9862 2021-08-17 10:28:26,337 - mmaction - INFO - Epoch [28][2100/2640] lr: 1.000e-03, eta: 9:22:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8602, loss_cls: 1.3571, loss: 1.3571, grad_norm: 8.0161 2021-08-17 10:28:37,313 - mmaction - INFO - Epoch [28][2120/2640] lr: 1.000e-03, eta: 9:21:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8695, loss_cls: 1.3531, loss: 1.3531, grad_norm: 7.9881 2021-08-17 10:28:48,266 - mmaction - INFO - Epoch [28][2140/2640] lr: 1.000e-03, eta: 9:21:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6422, top5_acc: 0.8617, loss_cls: 1.3696, loss: 1.3696, grad_norm: 7.8488 2021-08-17 10:28:59,235 - mmaction - INFO - Epoch [28][2160/2640] lr: 1.000e-03, eta: 9:21:33, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8789, loss_cls: 1.2669, loss: 1.2669, grad_norm: 7.7981 2021-08-17 10:29:10,210 - mmaction - INFO - Epoch [28][2180/2640] lr: 1.000e-03, eta: 9:21:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8594, loss_cls: 1.3454, loss: 1.3454, grad_norm: 8.0346 2021-08-17 10:29:21,184 - mmaction - INFO - Epoch [28][2200/2640] lr: 1.000e-03, eta: 9:21:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2582, loss: 1.2582, grad_norm: 7.7337 2021-08-17 10:29:32,155 - mmaction - INFO - Epoch [28][2220/2640] lr: 1.000e-03, eta: 9:20:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8734, loss_cls: 1.2805, loss: 1.2805, grad_norm: 7.8129 2021-08-17 10:29:43,118 - mmaction - INFO - Epoch [28][2240/2640] lr: 1.000e-03, eta: 9:20:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8797, loss_cls: 1.2654, loss: 1.2654, grad_norm: 7.9529 2021-08-17 10:29:54,095 - mmaction - INFO - Epoch [28][2260/2640] lr: 1.000e-03, eta: 9:20:34, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8828, loss_cls: 1.2669, loss: 1.2669, grad_norm: 8.0048 2021-08-17 10:30:05,078 - mmaction - INFO - Epoch [28][2280/2640] lr: 1.000e-03, eta: 9:20:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8758, loss_cls: 1.2673, loss: 1.2673, grad_norm: 8.0374 2021-08-17 10:30:16,045 - mmaction - INFO - Epoch [28][2300/2640] lr: 1.000e-03, eta: 9:20:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.3268, loss: 1.3268, grad_norm: 8.3074 2021-08-17 10:30:27,029 - mmaction - INFO - Epoch [28][2320/2640] lr: 1.000e-03, eta: 9:19:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8570, loss_cls: 1.3946, loss: 1.3946, grad_norm: 8.2753 2021-08-17 10:30:37,999 - mmaction - INFO - Epoch [28][2340/2640] lr: 1.000e-03, eta: 9:19:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8844, loss_cls: 1.2520, loss: 1.2520, grad_norm: 7.9041 2021-08-17 10:30:48,983 - mmaction - INFO - Epoch [28][2360/2640] lr: 1.000e-03, eta: 9:19:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8742, loss_cls: 1.3387, loss: 1.3387, grad_norm: 8.0305 2021-08-17 10:30:59,977 - mmaction - INFO - Epoch [28][2380/2640] lr: 1.000e-03, eta: 9:19:22, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8594, loss_cls: 1.3501, loss: 1.3501, grad_norm: 7.8770 2021-08-17 10:31:10,970 - mmaction - INFO - Epoch [28][2400/2640] lr: 1.000e-03, eta: 9:19:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8758, loss_cls: 1.3049, loss: 1.3049, grad_norm: 7.8910 2021-08-17 10:31:21,955 - mmaction - INFO - Epoch [28][2420/2640] lr: 1.000e-03, eta: 9:18:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8742, loss_cls: 1.3489, loss: 1.3489, grad_norm: 8.1635 2021-08-17 10:31:32,930 - mmaction - INFO - Epoch [28][2440/2640] lr: 1.000e-03, eta: 9:18:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8742, loss_cls: 1.3041, loss: 1.3041, grad_norm: 8.1882 2021-08-17 10:31:43,905 - mmaction - INFO - Epoch [28][2460/2640] lr: 1.000e-03, eta: 9:18:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8820, loss_cls: 1.2680, loss: 1.2680, grad_norm: 7.6999 2021-08-17 10:31:54,885 - mmaction - INFO - Epoch [28][2480/2640] lr: 1.000e-03, eta: 9:18:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8547, loss_cls: 1.3763, loss: 1.3763, grad_norm: 8.2472 2021-08-17 10:32:05,845 - mmaction - INFO - Epoch [28][2500/2640] lr: 1.000e-03, eta: 9:18:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8734, loss_cls: 1.3100, loss: 1.3100, grad_norm: 7.6989 2021-08-17 10:32:16,821 - mmaction - INFO - Epoch [28][2520/2640] lr: 1.000e-03, eta: 9:17:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8688, loss_cls: 1.3145, loss: 1.3145, grad_norm: 7.8999 2021-08-17 10:32:27,778 - mmaction - INFO - Epoch [28][2540/2640] lr: 1.000e-03, eta: 9:17:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8703, loss_cls: 1.3141, loss: 1.3141, grad_norm: 7.8888 2021-08-17 10:32:38,752 - mmaction - INFO - Epoch [28][2560/2640] lr: 1.000e-03, eta: 9:17:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8695, loss_cls: 1.3247, loss: 1.3247, grad_norm: 8.1072 2021-08-17 10:32:49,732 - mmaction - INFO - Epoch [28][2580/2640] lr: 1.000e-03, eta: 9:17:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8828, loss_cls: 1.2653, loss: 1.2653, grad_norm: 7.9662 2021-08-17 10:33:00,684 - mmaction - INFO - Epoch [28][2600/2640] lr: 1.000e-03, eta: 9:17:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8734, loss_cls: 1.2701, loss: 1.2701, grad_norm: 7.9736 2021-08-17 10:33:11,664 - mmaction - INFO - Epoch [28][2620/2640] lr: 1.000e-03, eta: 9:16:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8664, loss_cls: 1.3559, loss: 1.3559, grad_norm: 7.9494 2021-08-17 10:33:22,306 - mmaction - INFO - Epoch [28][2640/2640] lr: 1.000e-03, eta: 9:16:47, time: 0.533, data_time: 0.002, memory: 7069, top1_acc: 0.6363, top5_acc: 0.8710, loss_cls: 1.3969, loss: 1.3969, grad_norm: 8.4533 2021-08-17 10:33:24,035 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-08-17 10:34:46,832 - mmaction - INFO - Epoch [29][20/2640] lr: 1.000e-03, eta: 9:17:31, time: 4.114, data_time: 3.520, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8875, loss_cls: 1.2353, loss: 1.2353, grad_norm: 7.8344 2021-08-17 10:34:57,831 - mmaction - INFO - Epoch [29][40/2640] lr: 1.000e-03, eta: 9:17:19, time: 0.551, data_time: 0.005, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8680, loss_cls: 1.2648, loss: 1.2648, grad_norm: 7.7112 2021-08-17 10:35:08,797 - mmaction - INFO - Epoch [29][60/2640] lr: 1.000e-03, eta: 9:17:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8789, loss_cls: 1.2197, loss: 1.2197, grad_norm: 7.5849 2021-08-17 10:35:19,736 - mmaction - INFO - Epoch [29][80/2640] lr: 1.000e-03, eta: 9:16:55, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.3130, loss: 1.3130, grad_norm: 7.8091 2021-08-17 10:35:30,700 - mmaction - INFO - Epoch [29][100/2640] lr: 1.000e-03, eta: 9:16:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8898, loss_cls: 1.2179, loss: 1.2179, grad_norm: 7.7361 2021-08-17 10:35:41,683 - mmaction - INFO - Epoch [29][120/2640] lr: 1.000e-03, eta: 9:16:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8930, loss_cls: 1.2282, loss: 1.2282, grad_norm: 7.7543 2021-08-17 10:35:52,623 - mmaction - INFO - Epoch [29][140/2640] lr: 1.000e-03, eta: 9:16:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8734, loss_cls: 1.2527, loss: 1.2527, grad_norm: 7.9340 2021-08-17 10:36:03,567 - mmaction - INFO - Epoch [29][160/2640] lr: 1.000e-03, eta: 9:16:07, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8812, loss_cls: 1.1816, loss: 1.1816, grad_norm: 7.6740 2021-08-17 10:36:14,511 - mmaction - INFO - Epoch [29][180/2640] lr: 1.000e-03, eta: 9:15:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8742, loss_cls: 1.2620, loss: 1.2620, grad_norm: 7.9766 2021-08-17 10:36:25,497 - mmaction - INFO - Epoch [29][200/2640] lr: 1.000e-03, eta: 9:15:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8852, loss_cls: 1.2265, loss: 1.2265, grad_norm: 7.6249 2021-08-17 10:36:36,491 - mmaction - INFO - Epoch [29][220/2640] lr: 1.000e-03, eta: 9:15:31, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8758, loss_cls: 1.2641, loss: 1.2641, grad_norm: 7.9890 2021-08-17 10:36:47,460 - mmaction - INFO - Epoch [29][240/2640] lr: 1.000e-03, eta: 9:15:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8828, loss_cls: 1.2559, loss: 1.2559, grad_norm: 7.7474 2021-08-17 10:36:58,421 - mmaction - INFO - Epoch [29][260/2640] lr: 1.000e-03, eta: 9:15:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8805, loss_cls: 1.2744, loss: 1.2744, grad_norm: 7.8766 2021-08-17 10:37:09,402 - mmaction - INFO - Epoch [29][280/2640] lr: 1.000e-03, eta: 9:14:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8758, loss_cls: 1.2530, loss: 1.2530, grad_norm: 7.8057 2021-08-17 10:37:20,391 - mmaction - INFO - Epoch [29][300/2640] lr: 1.000e-03, eta: 9:14:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8773, loss_cls: 1.3108, loss: 1.3108, grad_norm: 7.9905 2021-08-17 10:37:31,379 - mmaction - INFO - Epoch [29][320/2640] lr: 1.000e-03, eta: 9:14:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8656, loss_cls: 1.3314, loss: 1.3314, grad_norm: 8.1860 2021-08-17 10:37:42,340 - mmaction - INFO - Epoch [29][340/2640] lr: 1.000e-03, eta: 9:14:20, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8734, loss_cls: 1.2899, loss: 1.2899, grad_norm: 8.0996 2021-08-17 10:37:53,314 - mmaction - INFO - Epoch [29][360/2640] lr: 1.000e-03, eta: 9:14:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8781, loss_cls: 1.2690, loss: 1.2690, grad_norm: 7.9871 2021-08-17 10:38:04,279 - mmaction - INFO - Epoch [29][380/2640] lr: 1.000e-03, eta: 9:13:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8844, loss_cls: 1.2499, loss: 1.2499, grad_norm: 8.0670 2021-08-17 10:38:15,263 - mmaction - INFO - Epoch [29][400/2640] lr: 1.000e-03, eta: 9:13:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8625, loss_cls: 1.3167, loss: 1.3167, grad_norm: 8.3397 2021-08-17 10:38:26,261 - mmaction - INFO - Epoch [29][420/2640] lr: 1.000e-03, eta: 9:13:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8883, loss_cls: 1.2427, loss: 1.2427, grad_norm: 7.8434 2021-08-17 10:38:37,266 - mmaction - INFO - Epoch [29][440/2640] lr: 1.000e-03, eta: 9:13:20, time: 0.549, data_time: 0.003, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8750, loss_cls: 1.2886, loss: 1.2886, grad_norm: 8.1813 2021-08-17 10:38:48,244 - mmaction - INFO - Epoch [29][460/2640] lr: 1.000e-03, eta: 9:13:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8750, loss_cls: 1.2891, loss: 1.2891, grad_norm: 7.9622 2021-08-17 10:38:59,214 - mmaction - INFO - Epoch [29][480/2640] lr: 1.000e-03, eta: 9:12:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8734, loss_cls: 1.3035, loss: 1.3035, grad_norm: 8.1379 2021-08-17 10:39:10,172 - mmaction - INFO - Epoch [29][500/2640] lr: 1.000e-03, eta: 9:12:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8633, loss_cls: 1.3890, loss: 1.3890, grad_norm: 8.3872 2021-08-17 10:39:21,158 - mmaction - INFO - Epoch [29][520/2640] lr: 1.000e-03, eta: 9:12:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8789, loss_cls: 1.2802, loss: 1.2802, grad_norm: 7.7638 2021-08-17 10:39:32,124 - mmaction - INFO - Epoch [29][540/2640] lr: 1.000e-03, eta: 9:12:20, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8641, loss_cls: 1.2979, loss: 1.2979, grad_norm: 7.8843 2021-08-17 10:39:43,104 - mmaction - INFO - Epoch [29][560/2640] lr: 1.000e-03, eta: 9:12:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8758, loss_cls: 1.2903, loss: 1.2903, grad_norm: 7.9483 2021-08-17 10:39:54,099 - mmaction - INFO - Epoch [29][580/2640] lr: 1.000e-03, eta: 9:11:56, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8773, loss_cls: 1.2967, loss: 1.2967, grad_norm: 8.1083 2021-08-17 10:40:05,075 - mmaction - INFO - Epoch [29][600/2640] lr: 1.000e-03, eta: 9:11:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8602, loss_cls: 1.3455, loss: 1.3455, grad_norm: 8.0024 2021-08-17 10:40:16,048 - mmaction - INFO - Epoch [29][620/2640] lr: 1.000e-03, eta: 9:11:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8758, loss_cls: 1.3054, loss: 1.3054, grad_norm: 8.1399 2021-08-17 10:40:27,014 - mmaction - INFO - Epoch [29][640/2640] lr: 1.000e-03, eta: 9:11:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.2888, loss: 1.2888, grad_norm: 7.7719 2021-08-17 10:40:37,985 - mmaction - INFO - Epoch [29][660/2640] lr: 1.000e-03, eta: 9:11:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6289, top5_acc: 0.8578, loss_cls: 1.3818, loss: 1.3818, grad_norm: 8.2990 2021-08-17 10:40:48,972 - mmaction - INFO - Epoch [29][680/2640] lr: 1.000e-03, eta: 9:10:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8766, loss_cls: 1.2462, loss: 1.2462, grad_norm: 7.9200 2021-08-17 10:40:59,949 - mmaction - INFO - Epoch [29][700/2640] lr: 1.000e-03, eta: 9:10:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8859, loss_cls: 1.2387, loss: 1.2387, grad_norm: 7.8914 2021-08-17 10:41:10,930 - mmaction - INFO - Epoch [29][720/2640] lr: 1.000e-03, eta: 9:10:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8648, loss_cls: 1.3235, loss: 1.3235, grad_norm: 8.0468 2021-08-17 10:41:21,906 - mmaction - INFO - Epoch [29][740/2640] lr: 1.000e-03, eta: 9:10:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8570, loss_cls: 1.3462, loss: 1.3462, grad_norm: 7.9752 2021-08-17 10:41:32,888 - mmaction - INFO - Epoch [29][760/2640] lr: 1.000e-03, eta: 9:10:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8797, loss_cls: 1.2492, loss: 1.2492, grad_norm: 7.9219 2021-08-17 10:41:43,858 - mmaction - INFO - Epoch [29][780/2640] lr: 1.000e-03, eta: 9:09:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8641, loss_cls: 1.3658, loss: 1.3658, grad_norm: 7.9524 2021-08-17 10:41:54,848 - mmaction - INFO - Epoch [29][800/2640] lr: 1.000e-03, eta: 9:09:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8766, loss_cls: 1.3040, loss: 1.3040, grad_norm: 8.2765 2021-08-17 10:42:05,823 - mmaction - INFO - Epoch [29][820/2640] lr: 1.000e-03, eta: 9:09:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8641, loss_cls: 1.3754, loss: 1.3754, grad_norm: 8.4323 2021-08-17 10:42:16,795 - mmaction - INFO - Epoch [29][840/2640] lr: 1.000e-03, eta: 9:09:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8766, loss_cls: 1.3030, loss: 1.3030, grad_norm: 8.0256 2021-08-17 10:42:27,774 - mmaction - INFO - Epoch [29][860/2640] lr: 1.000e-03, eta: 9:09:09, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8844, loss_cls: 1.2487, loss: 1.2487, grad_norm: 8.0022 2021-08-17 10:42:38,764 - mmaction - INFO - Epoch [29][880/2640] lr: 1.000e-03, eta: 9:08:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8594, loss_cls: 1.3599, loss: 1.3599, grad_norm: 8.3811 2021-08-17 10:42:49,742 - mmaction - INFO - Epoch [29][900/2640] lr: 1.000e-03, eta: 9:08:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8789, loss_cls: 1.2629, loss: 1.2629, grad_norm: 8.0014 2021-08-17 10:43:00,726 - mmaction - INFO - Epoch [29][920/2640] lr: 1.000e-03, eta: 9:08:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8836, loss_cls: 1.2701, loss: 1.2701, grad_norm: 7.8770 2021-08-17 10:43:11,711 - mmaction - INFO - Epoch [29][940/2640] lr: 1.000e-03, eta: 9:08:22, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8688, loss_cls: 1.2729, loss: 1.2729, grad_norm: 7.8868 2021-08-17 10:43:22,683 - mmaction - INFO - Epoch [29][960/2640] lr: 1.000e-03, eta: 9:08:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8781, loss_cls: 1.2957, loss: 1.2957, grad_norm: 8.0671 2021-08-17 10:43:33,652 - mmaction - INFO - Epoch [29][980/2640] lr: 1.000e-03, eta: 9:07:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8727, loss_cls: 1.3504, loss: 1.3504, grad_norm: 8.2268 2021-08-17 10:43:44,643 - mmaction - INFO - Epoch [29][1000/2640] lr: 1.000e-03, eta: 9:07:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8797, loss_cls: 1.2704, loss: 1.2704, grad_norm: 8.1632 2021-08-17 10:43:55,644 - mmaction - INFO - Epoch [29][1020/2640] lr: 1.000e-03, eta: 9:07:34, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8820, loss_cls: 1.2875, loss: 1.2875, grad_norm: 8.0659 2021-08-17 10:44:06,601 - mmaction - INFO - Epoch [29][1040/2640] lr: 1.000e-03, eta: 9:07:22, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8781, loss_cls: 1.2894, loss: 1.2894, grad_norm: 7.9158 2021-08-17 10:44:17,567 - mmaction - INFO - Epoch [29][1060/2640] lr: 1.000e-03, eta: 9:07:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8594, loss_cls: 1.3149, loss: 1.3149, grad_norm: 8.1888 2021-08-17 10:44:28,555 - mmaction - INFO - Epoch [29][1080/2640] lr: 1.000e-03, eta: 9:06:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8820, loss_cls: 1.2517, loss: 1.2517, grad_norm: 7.9838 2021-08-17 10:44:39,523 - mmaction - INFO - Epoch [29][1100/2640] lr: 1.000e-03, eta: 9:06:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8969, loss_cls: 1.2146, loss: 1.2146, grad_norm: 7.8366 2021-08-17 10:44:50,493 - mmaction - INFO - Epoch [29][1120/2640] lr: 1.000e-03, eta: 9:06:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8773, loss_cls: 1.2498, loss: 1.2498, grad_norm: 7.8467 2021-08-17 10:45:01,459 - mmaction - INFO - Epoch [29][1140/2640] lr: 1.000e-03, eta: 9:06:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8773, loss_cls: 1.2379, loss: 1.2379, grad_norm: 7.7496 2021-08-17 10:45:12,428 - mmaction - INFO - Epoch [29][1160/2640] lr: 1.000e-03, eta: 9:06:10, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8734, loss_cls: 1.3139, loss: 1.3139, grad_norm: 8.0985 2021-08-17 10:45:23,403 - mmaction - INFO - Epoch [29][1180/2640] lr: 1.000e-03, eta: 9:05:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8719, loss_cls: 1.2757, loss: 1.2757, grad_norm: 7.8266 2021-08-17 10:45:34,379 - mmaction - INFO - Epoch [29][1200/2640] lr: 1.000e-03, eta: 9:05:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8758, loss_cls: 1.2988, loss: 1.2988, grad_norm: 8.4259 2021-08-17 10:45:45,369 - mmaction - INFO - Epoch [29][1220/2640] lr: 1.000e-03, eta: 9:05:35, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6492, top5_acc: 0.8680, loss_cls: 1.3327, loss: 1.3327, grad_norm: 8.2931 2021-08-17 10:45:56,351 - mmaction - INFO - Epoch [29][1240/2640] lr: 1.000e-03, eta: 9:05:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8828, loss_cls: 1.2934, loss: 1.2934, grad_norm: 8.1387 2021-08-17 10:46:07,316 - mmaction - INFO - Epoch [29][1260/2640] lr: 1.000e-03, eta: 9:05:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8789, loss_cls: 1.1868, loss: 1.1868, grad_norm: 7.8761 2021-08-17 10:46:18,300 - mmaction - INFO - Epoch [29][1280/2640] lr: 1.000e-03, eta: 9:04:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8711, loss_cls: 1.2636, loss: 1.2636, grad_norm: 8.2622 2021-08-17 10:46:29,279 - mmaction - INFO - Epoch [29][1300/2640] lr: 1.000e-03, eta: 9:04:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8719, loss_cls: 1.3329, loss: 1.3329, grad_norm: 8.1685 2021-08-17 10:46:40,249 - mmaction - INFO - Epoch [29][1320/2640] lr: 1.000e-03, eta: 9:04:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8789, loss_cls: 1.2635, loss: 1.2635, grad_norm: 8.1141 2021-08-17 10:46:51,262 - mmaction - INFO - Epoch [29][1340/2640] lr: 1.000e-03, eta: 9:04:23, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8891, loss_cls: 1.2404, loss: 1.2404, grad_norm: 8.0129 2021-08-17 10:47:02,187 - mmaction - INFO - Epoch [29][1360/2640] lr: 1.000e-03, eta: 9:04:11, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8797, loss_cls: 1.2737, loss: 1.2737, grad_norm: 7.7843 2021-08-17 10:47:13,169 - mmaction - INFO - Epoch [29][1380/2640] lr: 1.000e-03, eta: 9:03:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8617, loss_cls: 1.3296, loss: 1.3296, grad_norm: 7.8696 2021-08-17 10:47:24,156 - mmaction - INFO - Epoch [29][1400/2640] lr: 1.000e-03, eta: 9:03:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8820, loss_cls: 1.1941, loss: 1.1941, grad_norm: 7.6478 2021-08-17 10:47:35,149 - mmaction - INFO - Epoch [29][1420/2640] lr: 1.000e-03, eta: 9:03:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8789, loss_cls: 1.2376, loss: 1.2376, grad_norm: 7.5921 2021-08-17 10:47:46,105 - mmaction - INFO - Epoch [29][1440/2640] lr: 1.000e-03, eta: 9:03:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6406, top5_acc: 0.8617, loss_cls: 1.3859, loss: 1.3859, grad_norm: 8.2771 2021-08-17 10:47:57,097 - mmaction - INFO - Epoch [29][1460/2640] lr: 1.000e-03, eta: 9:03:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8930, loss_cls: 1.1574, loss: 1.1574, grad_norm: 7.7401 2021-08-17 10:48:08,069 - mmaction - INFO - Epoch [29][1480/2640] lr: 1.000e-03, eta: 9:03:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8555, loss_cls: 1.3573, loss: 1.3573, grad_norm: 8.2856 2021-08-17 10:48:19,054 - mmaction - INFO - Epoch [29][1500/2640] lr: 1.000e-03, eta: 9:02:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8820, loss_cls: 1.2608, loss: 1.2608, grad_norm: 7.9515 2021-08-17 10:48:30,030 - mmaction - INFO - Epoch [29][1520/2640] lr: 1.000e-03, eta: 9:02:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6477, top5_acc: 0.8633, loss_cls: 1.3364, loss: 1.3364, grad_norm: 8.1298 2021-08-17 10:48:41,013 - mmaction - INFO - Epoch [29][1540/2640] lr: 1.000e-03, eta: 9:02:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8719, loss_cls: 1.2413, loss: 1.2413, grad_norm: 7.8092 2021-08-17 10:48:51,981 - mmaction - INFO - Epoch [29][1560/2640] lr: 1.000e-03, eta: 9:02:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8773, loss_cls: 1.2394, loss: 1.2394, grad_norm: 7.9841 2021-08-17 10:49:02,959 - mmaction - INFO - Epoch [29][1580/2640] lr: 1.000e-03, eta: 9:02:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8812, loss_cls: 1.2266, loss: 1.2266, grad_norm: 7.7801 2021-08-17 10:49:13,934 - mmaction - INFO - Epoch [29][1600/2640] lr: 1.000e-03, eta: 9:01:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8859, loss_cls: 1.2481, loss: 1.2481, grad_norm: 8.0838 2021-08-17 10:49:24,867 - mmaction - INFO - Epoch [29][1620/2640] lr: 1.000e-03, eta: 9:01:36, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8773, loss_cls: 1.2668, loss: 1.2668, grad_norm: 8.1859 2021-08-17 10:49:35,842 - mmaction - INFO - Epoch [29][1640/2640] lr: 1.000e-03, eta: 9:01:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8867, loss_cls: 1.2410, loss: 1.2410, grad_norm: 7.8612 2021-08-17 10:49:46,830 - mmaction - INFO - Epoch [29][1660/2640] lr: 1.000e-03, eta: 9:01:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8664, loss_cls: 1.3115, loss: 1.3115, grad_norm: 8.1494 2021-08-17 10:49:57,807 - mmaction - INFO - Epoch [29][1680/2640] lr: 1.000e-03, eta: 9:01:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8602, loss_cls: 1.3443, loss: 1.3443, grad_norm: 8.1558 2021-08-17 10:50:08,777 - mmaction - INFO - Epoch [29][1700/2640] lr: 1.000e-03, eta: 9:00:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8656, loss_cls: 1.3162, loss: 1.3162, grad_norm: 8.1032 2021-08-17 10:50:19,757 - mmaction - INFO - Epoch [29][1720/2640] lr: 1.000e-03, eta: 9:00:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6375, top5_acc: 0.8633, loss_cls: 1.3581, loss: 1.3581, grad_norm: 8.3020 2021-08-17 10:50:30,741 - mmaction - INFO - Epoch [29][1740/2640] lr: 1.000e-03, eta: 9:00:25, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8836, loss_cls: 1.2149, loss: 1.2149, grad_norm: 7.8225 2021-08-17 10:50:41,723 - mmaction - INFO - Epoch [29][1760/2640] lr: 1.000e-03, eta: 9:00:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8648, loss_cls: 1.3529, loss: 1.3529, grad_norm: 8.3129 2021-08-17 10:50:52,700 - mmaction - INFO - Epoch [29][1780/2640] lr: 1.000e-03, eta: 9:00:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8758, loss_cls: 1.2884, loss: 1.2884, grad_norm: 7.8522 2021-08-17 10:51:03,662 - mmaction - INFO - Epoch [29][1800/2640] lr: 1.000e-03, eta: 8:59:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8867, loss_cls: 1.2052, loss: 1.2052, grad_norm: 7.8584 2021-08-17 10:51:14,585 - mmaction - INFO - Epoch [29][1820/2640] lr: 1.000e-03, eta: 8:59:37, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8688, loss_cls: 1.3271, loss: 1.3271, grad_norm: 8.0588 2021-08-17 10:51:25,573 - mmaction - INFO - Epoch [29][1840/2640] lr: 1.000e-03, eta: 8:59:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8875, loss_cls: 1.1975, loss: 1.1975, grad_norm: 7.9514 2021-08-17 10:51:36,562 - mmaction - INFO - Epoch [29][1860/2640] lr: 1.000e-03, eta: 8:59:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8648, loss_cls: 1.3164, loss: 1.3164, grad_norm: 8.0056 2021-08-17 10:51:47,533 - mmaction - INFO - Epoch [29][1880/2640] lr: 1.000e-03, eta: 8:59:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8797, loss_cls: 1.2734, loss: 1.2734, grad_norm: 8.0798 2021-08-17 10:51:58,499 - mmaction - INFO - Epoch [29][1900/2640] lr: 1.000e-03, eta: 8:58:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8727, loss_cls: 1.2886, loss: 1.2886, grad_norm: 7.7980 2021-08-17 10:52:09,466 - mmaction - INFO - Epoch [29][1920/2640] lr: 1.000e-03, eta: 8:58:38, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8719, loss_cls: 1.3048, loss: 1.3048, grad_norm: 8.2437 2021-08-17 10:52:20,455 - mmaction - INFO - Epoch [29][1940/2640] lr: 1.000e-03, eta: 8:58:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8594, loss_cls: 1.3486, loss: 1.3486, grad_norm: 8.3996 2021-08-17 10:52:31,439 - mmaction - INFO - Epoch [29][1960/2640] lr: 1.000e-03, eta: 8:58:14, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8703, loss_cls: 1.2836, loss: 1.2836, grad_norm: 8.2167 2021-08-17 10:52:42,412 - mmaction - INFO - Epoch [29][1980/2640] lr: 1.000e-03, eta: 8:58:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8781, loss_cls: 1.2560, loss: 1.2560, grad_norm: 8.0123 2021-08-17 10:52:53,397 - mmaction - INFO - Epoch [29][2000/2640] lr: 1.000e-03, eta: 8:57:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.2611, loss: 1.2611, grad_norm: 8.1273 2021-08-17 10:53:04,366 - mmaction - INFO - Epoch [29][2020/2640] lr: 1.000e-03, eta: 8:57:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8688, loss_cls: 1.2919, loss: 1.2919, grad_norm: 8.3012 2021-08-17 10:53:15,345 - mmaction - INFO - Epoch [29][2040/2640] lr: 1.000e-03, eta: 8:57:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.3415, loss: 1.3415, grad_norm: 8.2420 2021-08-17 10:53:26,316 - mmaction - INFO - Epoch [29][2060/2640] lr: 1.000e-03, eta: 8:57:14, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8672, loss_cls: 1.3261, loss: 1.3261, grad_norm: 8.3654 2021-08-17 10:53:37,290 - mmaction - INFO - Epoch [29][2080/2640] lr: 1.000e-03, eta: 8:57:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8711, loss_cls: 1.3695, loss: 1.3695, grad_norm: 8.5021 2021-08-17 10:53:48,286 - mmaction - INFO - Epoch [29][2100/2640] lr: 1.000e-03, eta: 8:56:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8758, loss_cls: 1.2156, loss: 1.2156, grad_norm: 7.8746 2021-08-17 10:53:59,276 - mmaction - INFO - Epoch [29][2120/2640] lr: 1.000e-03, eta: 8:56:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8734, loss_cls: 1.2943, loss: 1.2943, grad_norm: 8.4222 2021-08-17 10:54:10,245 - mmaction - INFO - Epoch [29][2140/2640] lr: 1.000e-03, eta: 8:56:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8711, loss_cls: 1.2794, loss: 1.2794, grad_norm: 8.0365 2021-08-17 10:54:21,200 - mmaction - INFO - Epoch [29][2160/2640] lr: 1.000e-03, eta: 8:56:15, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8711, loss_cls: 1.3502, loss: 1.3502, grad_norm: 8.5014 2021-08-17 10:54:32,163 - mmaction - INFO - Epoch [29][2180/2640] lr: 1.000e-03, eta: 8:56:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6508, top5_acc: 0.8734, loss_cls: 1.3519, loss: 1.3519, grad_norm: 8.3625 2021-08-17 10:54:43,161 - mmaction - INFO - Epoch [29][2200/2640] lr: 1.000e-03, eta: 8:55:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8773, loss_cls: 1.2448, loss: 1.2448, grad_norm: 7.8276 2021-08-17 10:54:54,124 - mmaction - INFO - Epoch [29][2220/2640] lr: 1.000e-03, eta: 8:55:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8617, loss_cls: 1.3309, loss: 1.3309, grad_norm: 8.1962 2021-08-17 10:55:05,100 - mmaction - INFO - Epoch [29][2240/2640] lr: 1.000e-03, eta: 8:55:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8711, loss_cls: 1.2799, loss: 1.2799, grad_norm: 8.1413 2021-08-17 10:55:16,063 - mmaction - INFO - Epoch [29][2260/2640] lr: 1.000e-03, eta: 8:55:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8789, loss_cls: 1.2772, loss: 1.2772, grad_norm: 8.2927 2021-08-17 10:55:27,041 - mmaction - INFO - Epoch [29][2280/2640] lr: 1.000e-03, eta: 8:55:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8836, loss_cls: 1.2010, loss: 1.2010, grad_norm: 7.7985 2021-08-17 10:55:38,037 - mmaction - INFO - Epoch [29][2300/2640] lr: 1.000e-03, eta: 8:54:52, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8766, loss_cls: 1.2261, loss: 1.2261, grad_norm: 8.0819 2021-08-17 10:55:48,997 - mmaction - INFO - Epoch [29][2320/2640] lr: 1.000e-03, eta: 8:54:40, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.2892, loss: 1.2892, grad_norm: 8.2651 2021-08-17 10:55:59,968 - mmaction - INFO - Epoch [29][2340/2640] lr: 1.000e-03, eta: 8:54:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8773, loss_cls: 1.2801, loss: 1.2801, grad_norm: 8.3169 2021-08-17 10:56:10,943 - mmaction - INFO - Epoch [29][2360/2640] lr: 1.000e-03, eta: 8:54:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8828, loss_cls: 1.2406, loss: 1.2406, grad_norm: 8.0940 2021-08-17 10:56:21,910 - mmaction - INFO - Epoch [29][2380/2640] lr: 1.000e-03, eta: 8:54:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8500, loss_cls: 1.3377, loss: 1.3377, grad_norm: 8.2489 2021-08-17 10:56:32,873 - mmaction - INFO - Epoch [29][2400/2640] lr: 1.000e-03, eta: 8:53:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8719, loss_cls: 1.3198, loss: 1.3198, grad_norm: 8.3972 2021-08-17 10:56:43,852 - mmaction - INFO - Epoch [29][2420/2640] lr: 1.000e-03, eta: 8:53:40, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8773, loss_cls: 1.2900, loss: 1.2900, grad_norm: 8.3019 2021-08-17 10:56:54,848 - mmaction - INFO - Epoch [29][2440/2640] lr: 1.000e-03, eta: 8:53:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8594, loss_cls: 1.3592, loss: 1.3592, grad_norm: 8.3849 2021-08-17 10:57:05,863 - mmaction - INFO - Epoch [29][2460/2640] lr: 1.000e-03, eta: 8:53:16, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8734, loss_cls: 1.2807, loss: 1.2807, grad_norm: 8.0040 2021-08-17 10:57:16,814 - mmaction - INFO - Epoch [29][2480/2640] lr: 1.000e-03, eta: 8:53:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8773, loss_cls: 1.2594, loss: 1.2594, grad_norm: 8.0016 2021-08-17 10:57:27,785 - mmaction - INFO - Epoch [29][2500/2640] lr: 1.000e-03, eta: 8:52:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8680, loss_cls: 1.2786, loss: 1.2786, grad_norm: 8.1601 2021-08-17 10:57:38,755 - mmaction - INFO - Epoch [29][2520/2640] lr: 1.000e-03, eta: 8:52:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8766, loss_cls: 1.3260, loss: 1.3260, grad_norm: 8.5304 2021-08-17 10:57:49,737 - mmaction - INFO - Epoch [29][2540/2640] lr: 1.000e-03, eta: 8:52:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8641, loss_cls: 1.3192, loss: 1.3192, grad_norm: 8.3195 2021-08-17 10:58:00,721 - mmaction - INFO - Epoch [29][2560/2640] lr: 1.000e-03, eta: 8:52:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8750, loss_cls: 1.3011, loss: 1.3011, grad_norm: 8.1775 2021-08-17 10:58:11,715 - mmaction - INFO - Epoch [29][2580/2640] lr: 1.000e-03, eta: 8:52:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8664, loss_cls: 1.3258, loss: 1.3258, grad_norm: 8.3530 2021-08-17 10:58:22,696 - mmaction - INFO - Epoch [29][2600/2640] lr: 1.000e-03, eta: 8:51:53, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8727, loss_cls: 1.2983, loss: 1.2983, grad_norm: 8.0040 2021-08-17 10:58:33,661 - mmaction - INFO - Epoch [29][2620/2640] lr: 1.000e-03, eta: 8:51:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8750, loss_cls: 1.2856, loss: 1.2856, grad_norm: 8.2888 2021-08-17 10:58:44,332 - mmaction - INFO - Epoch [29][2640/2640] lr: 1.000e-03, eta: 8:51:29, time: 0.534, data_time: 0.002, memory: 7069, top1_acc: 0.6629, top5_acc: 0.8653, loss_cls: 1.3575, loss: 1.3575, grad_norm: 8.4691 2021-08-17 10:58:46,295 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-08-17 11:00:07,140 - mmaction - INFO - Epoch [30][20/2640] lr: 1.000e-03, eta: 8:52:08, time: 4.020, data_time: 3.454, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8789, loss_cls: 1.2218, loss: 1.2218, grad_norm: 8.2022 2021-08-17 11:00:18,132 - mmaction - INFO - Epoch [30][40/2640] lr: 1.000e-03, eta: 8:51:56, time: 0.549, data_time: 0.004, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8883, loss_cls: 1.2115, loss: 1.2115, grad_norm: 7.9372 2021-08-17 11:00:29,069 - mmaction - INFO - Epoch [30][60/2640] lr: 1.000e-03, eta: 8:51:44, time: 0.548, data_time: 0.003, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8773, loss_cls: 1.2575, loss: 1.2575, grad_norm: 8.0310 2021-08-17 11:00:40,015 - mmaction - INFO - Epoch [30][80/2640] lr: 1.000e-03, eta: 8:51:32, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8727, loss_cls: 1.2862, loss: 1.2862, grad_norm: 8.2597 2021-08-17 11:00:50,948 - mmaction - INFO - Epoch [30][100/2640] lr: 1.000e-03, eta: 8:51:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8547, loss_cls: 1.3167, loss: 1.3167, grad_norm: 8.2910 2021-08-17 11:01:01,902 - mmaction - INFO - Epoch [30][120/2640] lr: 1.000e-03, eta: 8:51:08, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8625, loss_cls: 1.3098, loss: 1.3098, grad_norm: 8.2761 2021-08-17 11:01:12,831 - mmaction - INFO - Epoch [30][140/2640] lr: 1.000e-03, eta: 8:50:56, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8742, loss_cls: 1.2621, loss: 1.2621, grad_norm: 8.0359 2021-08-17 11:01:23,794 - mmaction - INFO - Epoch [30][160/2640] lr: 1.000e-03, eta: 8:50:44, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8711, loss_cls: 1.3287, loss: 1.3287, grad_norm: 8.3091 2021-08-17 11:01:34,755 - mmaction - INFO - Epoch [30][180/2640] lr: 1.000e-03, eta: 8:50:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8789, loss_cls: 1.2234, loss: 1.2234, grad_norm: 7.8236 2021-08-17 11:01:45,721 - mmaction - INFO - Epoch [30][200/2640] lr: 1.000e-03, eta: 8:50:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8672, loss_cls: 1.3194, loss: 1.3194, grad_norm: 8.2165 2021-08-17 11:01:56,682 - mmaction - INFO - Epoch [30][220/2640] lr: 1.000e-03, eta: 8:50:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8820, loss_cls: 1.2167, loss: 1.2167, grad_norm: 8.0602 2021-08-17 11:02:07,640 - mmaction - INFO - Epoch [30][240/2640] lr: 1.000e-03, eta: 8:49:56, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8961, loss_cls: 1.1631, loss: 1.1631, grad_norm: 7.7340 2021-08-17 11:02:18,613 - mmaction - INFO - Epoch [30][260/2640] lr: 1.000e-03, eta: 8:49:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8914, loss_cls: 1.2264, loss: 1.2264, grad_norm: 8.2132 2021-08-17 11:02:29,595 - mmaction - INFO - Epoch [30][280/2640] lr: 1.000e-03, eta: 8:49:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8938, loss_cls: 1.2248, loss: 1.2248, grad_norm: 8.0722 2021-08-17 11:02:40,586 - mmaction - INFO - Epoch [30][300/2640] lr: 1.000e-03, eta: 8:49:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8883, loss_cls: 1.1436, loss: 1.1436, grad_norm: 7.9620 2021-08-17 11:02:51,563 - mmaction - INFO - Epoch [30][320/2640] lr: 1.000e-03, eta: 8:49:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8719, loss_cls: 1.2607, loss: 1.2607, grad_norm: 8.2196 2021-08-17 11:03:02,527 - mmaction - INFO - Epoch [30][340/2640] lr: 1.000e-03, eta: 8:48:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8844, loss_cls: 1.2384, loss: 1.2384, grad_norm: 8.2563 2021-08-17 11:03:13,516 - mmaction - INFO - Epoch [30][360/2640] lr: 1.000e-03, eta: 8:48:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8898, loss_cls: 1.2653, loss: 1.2653, grad_norm: 8.3192 2021-08-17 11:03:24,501 - mmaction - INFO - Epoch [30][380/2640] lr: 1.000e-03, eta: 8:48:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8727, loss_cls: 1.2986, loss: 1.2986, grad_norm: 8.3506 2021-08-17 11:03:35,477 - mmaction - INFO - Epoch [30][400/2640] lr: 1.000e-03, eta: 8:48:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8852, loss_cls: 1.2181, loss: 1.2181, grad_norm: 8.1633 2021-08-17 11:03:46,444 - mmaction - INFO - Epoch [30][420/2640] lr: 1.000e-03, eta: 8:48:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8766, loss_cls: 1.2563, loss: 1.2563, grad_norm: 8.2844 2021-08-17 11:03:57,411 - mmaction - INFO - Epoch [30][440/2640] lr: 1.000e-03, eta: 8:47:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8797, loss_cls: 1.2848, loss: 1.2848, grad_norm: 8.1463 2021-08-17 11:04:08,374 - mmaction - INFO - Epoch [30][460/2640] lr: 1.000e-03, eta: 8:47:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8805, loss_cls: 1.2468, loss: 1.2468, grad_norm: 8.0231 2021-08-17 11:04:19,358 - mmaction - INFO - Epoch [30][480/2640] lr: 1.000e-03, eta: 8:47:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.2219, loss: 1.2219, grad_norm: 8.2105 2021-08-17 11:04:30,334 - mmaction - INFO - Epoch [30][500/2640] lr: 1.000e-03, eta: 8:47:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8758, loss_cls: 1.2431, loss: 1.2431, grad_norm: 8.1505 2021-08-17 11:04:41,314 - mmaction - INFO - Epoch [30][520/2640] lr: 1.000e-03, eta: 8:47:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8719, loss_cls: 1.2685, loss: 1.2685, grad_norm: 8.1254 2021-08-17 11:04:52,303 - mmaction - INFO - Epoch [30][540/2640] lr: 1.000e-03, eta: 8:46:58, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8875, loss_cls: 1.2221, loss: 1.2221, grad_norm: 8.0177 2021-08-17 11:05:03,243 - mmaction - INFO - Epoch [30][560/2640] lr: 1.000e-03, eta: 8:46:46, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3506, loss: 1.3506, grad_norm: 8.5376 2021-08-17 11:05:14,225 - mmaction - INFO - Epoch [30][580/2640] lr: 1.000e-03, eta: 8:46:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8867, loss_cls: 1.1555, loss: 1.1555, grad_norm: 7.8405 2021-08-17 11:05:25,209 - mmaction - INFO - Epoch [30][600/2640] lr: 1.000e-03, eta: 8:46:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.3113, loss: 1.3113, grad_norm: 8.4607 2021-08-17 11:05:36,194 - mmaction - INFO - Epoch [30][620/2640] lr: 1.000e-03, eta: 8:46:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8789, loss_cls: 1.2212, loss: 1.2212, grad_norm: 7.9226 2021-08-17 11:05:47,172 - mmaction - INFO - Epoch [30][640/2640] lr: 1.000e-03, eta: 8:45:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8773, loss_cls: 1.2453, loss: 1.2453, grad_norm: 8.1207 2021-08-17 11:05:58,141 - mmaction - INFO - Epoch [30][660/2640] lr: 1.000e-03, eta: 8:45:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8758, loss_cls: 1.2899, loss: 1.2899, grad_norm: 8.2839 2021-08-17 11:06:09,107 - mmaction - INFO - Epoch [30][680/2640] lr: 1.000e-03, eta: 8:45:34, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8883, loss_cls: 1.2106, loss: 1.2106, grad_norm: 8.2189 2021-08-17 11:06:20,098 - mmaction - INFO - Epoch [30][700/2640] lr: 1.000e-03, eta: 8:45:22, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8680, loss_cls: 1.2823, loss: 1.2823, grad_norm: 8.4292 2021-08-17 11:06:31,022 - mmaction - INFO - Epoch [30][720/2640] lr: 1.000e-03, eta: 8:45:11, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8883, loss_cls: 1.2304, loss: 1.2304, grad_norm: 8.0705 2021-08-17 11:06:41,994 - mmaction - INFO - Epoch [30][740/2640] lr: 1.000e-03, eta: 8:44:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.2132, loss: 1.2132, grad_norm: 7.8669 2021-08-17 11:06:52,966 - mmaction - INFO - Epoch [30][760/2640] lr: 1.000e-03, eta: 8:44:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8945, loss_cls: 1.2006, loss: 1.2006, grad_norm: 8.0498 2021-08-17 11:07:03,942 - mmaction - INFO - Epoch [30][780/2640] lr: 1.000e-03, eta: 8:44:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2193, loss: 1.2193, grad_norm: 8.2876 2021-08-17 11:07:14,891 - mmaction - INFO - Epoch [30][800/2640] lr: 1.000e-03, eta: 8:44:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8906, loss_cls: 1.2643, loss: 1.2643, grad_norm: 8.2489 2021-08-17 11:07:25,878 - mmaction - INFO - Epoch [30][820/2640] lr: 1.000e-03, eta: 8:44:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8758, loss_cls: 1.2883, loss: 1.2883, grad_norm: 8.4168 2021-08-17 11:07:36,831 - mmaction - INFO - Epoch [30][840/2640] lr: 1.000e-03, eta: 8:43:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8648, loss_cls: 1.2541, loss: 1.2541, grad_norm: 8.0297 2021-08-17 11:07:47,817 - mmaction - INFO - Epoch [30][860/2640] lr: 1.000e-03, eta: 8:43:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8797, loss_cls: 1.2533, loss: 1.2533, grad_norm: 8.2801 2021-08-17 11:07:58,795 - mmaction - INFO - Epoch [30][880/2640] lr: 1.000e-03, eta: 8:43:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8727, loss_cls: 1.2755, loss: 1.2755, grad_norm: 8.4026 2021-08-17 11:08:09,759 - mmaction - INFO - Epoch [30][900/2640] lr: 1.000e-03, eta: 8:43:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8625, loss_cls: 1.3409, loss: 1.3409, grad_norm: 8.3603 2021-08-17 11:08:20,711 - mmaction - INFO - Epoch [30][920/2640] lr: 1.000e-03, eta: 8:43:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8797, loss_cls: 1.2237, loss: 1.2237, grad_norm: 8.1614 2021-08-17 11:08:31,688 - mmaction - INFO - Epoch [30][940/2640] lr: 1.000e-03, eta: 8:43:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8703, loss_cls: 1.2748, loss: 1.2748, grad_norm: 8.3501 2021-08-17 11:08:42,679 - mmaction - INFO - Epoch [30][960/2640] lr: 1.000e-03, eta: 8:42:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8750, loss_cls: 1.2533, loss: 1.2533, grad_norm: 8.1706 2021-08-17 11:08:53,690 - mmaction - INFO - Epoch [30][980/2640] lr: 1.000e-03, eta: 8:42:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6383, top5_acc: 0.8555, loss_cls: 1.3577, loss: 1.3577, grad_norm: 8.5086 2021-08-17 11:09:04,673 - mmaction - INFO - Epoch [30][1000/2640] lr: 1.000e-03, eta: 8:42:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8789, loss_cls: 1.2794, loss: 1.2794, grad_norm: 8.3778 2021-08-17 11:09:15,640 - mmaction - INFO - Epoch [30][1020/2640] lr: 1.000e-03, eta: 8:42:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8859, loss_cls: 1.2750, loss: 1.2750, grad_norm: 8.4437 2021-08-17 11:09:26,600 - mmaction - INFO - Epoch [30][1040/2640] lr: 1.000e-03, eta: 8:42:00, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8656, loss_cls: 1.3568, loss: 1.3568, grad_norm: 8.7248 2021-08-17 11:09:37,567 - mmaction - INFO - Epoch [30][1060/2640] lr: 1.000e-03, eta: 8:41:48, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8789, loss_cls: 1.2484, loss: 1.2484, grad_norm: 8.3359 2021-08-17 11:09:48,544 - mmaction - INFO - Epoch [30][1080/2640] lr: 1.000e-03, eta: 8:41:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8742, loss_cls: 1.2307, loss: 1.2307, grad_norm: 8.1543 2021-08-17 11:09:59,517 - mmaction - INFO - Epoch [30][1100/2640] lr: 1.000e-03, eta: 8:41:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8680, loss_cls: 1.3295, loss: 1.3295, grad_norm: 8.4407 2021-08-17 11:10:10,480 - mmaction - INFO - Epoch [30][1120/2640] lr: 1.000e-03, eta: 8:41:13, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8750, loss_cls: 1.3023, loss: 1.3023, grad_norm: 8.5065 2021-08-17 11:10:21,449 - mmaction - INFO - Epoch [30][1140/2640] lr: 1.000e-03, eta: 8:41:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8664, loss_cls: 1.3226, loss: 1.3226, grad_norm: 8.4186 2021-08-17 11:10:32,424 - mmaction - INFO - Epoch [30][1160/2640] lr: 1.000e-03, eta: 8:40:49, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8797, loss_cls: 1.2508, loss: 1.2508, grad_norm: 8.0600 2021-08-17 11:10:43,397 - mmaction - INFO - Epoch [30][1180/2640] lr: 1.000e-03, eta: 8:40:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8711, loss_cls: 1.2934, loss: 1.2934, grad_norm: 8.2619 2021-08-17 11:10:54,393 - mmaction - INFO - Epoch [30][1200/2640] lr: 1.000e-03, eta: 8:40:25, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8680, loss_cls: 1.2350, loss: 1.2350, grad_norm: 8.0753 2021-08-17 11:11:05,380 - mmaction - INFO - Epoch [30][1220/2640] lr: 1.000e-03, eta: 8:40:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8773, loss_cls: 1.2701, loss: 1.2701, grad_norm: 8.0751 2021-08-17 11:11:16,359 - mmaction - INFO - Epoch [30][1240/2640] lr: 1.000e-03, eta: 8:40:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8734, loss_cls: 1.2902, loss: 1.2902, grad_norm: 8.3515 2021-08-17 11:11:27,333 - mmaction - INFO - Epoch [30][1260/2640] lr: 1.000e-03, eta: 8:39:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8773, loss_cls: 1.3051, loss: 1.3051, grad_norm: 8.6701 2021-08-17 11:11:38,295 - mmaction - INFO - Epoch [30][1280/2640] lr: 1.000e-03, eta: 8:39:37, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8711, loss_cls: 1.3111, loss: 1.3111, grad_norm: 8.5150 2021-08-17 11:11:49,272 - mmaction - INFO - Epoch [30][1300/2640] lr: 1.000e-03, eta: 8:39:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8711, loss_cls: 1.3065, loss: 1.3065, grad_norm: 8.3318 2021-08-17 11:12:00,215 - mmaction - INFO - Epoch [30][1320/2640] lr: 1.000e-03, eta: 8:39:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8805, loss_cls: 1.2363, loss: 1.2363, grad_norm: 8.1416 2021-08-17 11:12:11,180 - mmaction - INFO - Epoch [30][1340/2640] lr: 1.000e-03, eta: 8:39:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8750, loss_cls: 1.2824, loss: 1.2824, grad_norm: 8.2245 2021-08-17 11:12:22,152 - mmaction - INFO - Epoch [30][1360/2640] lr: 1.000e-03, eta: 8:38:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8695, loss_cls: 1.2931, loss: 1.2931, grad_norm: 8.3631 2021-08-17 11:12:33,126 - mmaction - INFO - Epoch [30][1380/2640] lr: 1.000e-03, eta: 8:38:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8695, loss_cls: 1.3090, loss: 1.3090, grad_norm: 8.1347 2021-08-17 11:12:44,089 - mmaction - INFO - Epoch [30][1400/2640] lr: 1.000e-03, eta: 8:38:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8820, loss_cls: 1.2161, loss: 1.2161, grad_norm: 8.2931 2021-08-17 11:12:55,075 - mmaction - INFO - Epoch [30][1420/2640] lr: 1.000e-03, eta: 8:38:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8656, loss_cls: 1.2983, loss: 1.2983, grad_norm: 8.1235 2021-08-17 11:13:06,054 - mmaction - INFO - Epoch [30][1440/2640] lr: 1.000e-03, eta: 8:38:02, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.2402, loss: 1.2402, grad_norm: 8.2571 2021-08-17 11:13:17,024 - mmaction - INFO - Epoch [30][1460/2640] lr: 1.000e-03, eta: 8:37:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8742, loss_cls: 1.2470, loss: 1.2470, grad_norm: 8.4094 2021-08-17 11:13:27,995 - mmaction - INFO - Epoch [30][1480/2640] lr: 1.000e-03, eta: 8:37:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.3230, loss: 1.3230, grad_norm: 8.2084 2021-08-17 11:13:38,976 - mmaction - INFO - Epoch [30][1500/2640] lr: 1.000e-03, eta: 8:37:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8695, loss_cls: 1.3358, loss: 1.3358, grad_norm: 8.5948 2021-08-17 11:13:49,945 - mmaction - INFO - Epoch [30][1520/2640] lr: 1.000e-03, eta: 8:37:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8859, loss_cls: 1.2218, loss: 1.2218, grad_norm: 7.9051 2021-08-17 11:14:00,926 - mmaction - INFO - Epoch [30][1540/2640] lr: 1.000e-03, eta: 8:37:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8766, loss_cls: 1.2941, loss: 1.2941, grad_norm: 8.3910 2021-08-17 11:14:11,878 - mmaction - INFO - Epoch [30][1560/2640] lr: 1.000e-03, eta: 8:36:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8844, loss_cls: 1.2876, loss: 1.2876, grad_norm: 8.3594 2021-08-17 11:14:22,846 - mmaction - INFO - Epoch [30][1580/2640] lr: 1.000e-03, eta: 8:36:39, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8773, loss_cls: 1.2569, loss: 1.2569, grad_norm: 7.9885 2021-08-17 11:14:33,835 - mmaction - INFO - Epoch [30][1600/2640] lr: 1.000e-03, eta: 8:36:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8688, loss_cls: 1.2996, loss: 1.2996, grad_norm: 8.3242 2021-08-17 11:14:44,805 - mmaction - INFO - Epoch [30][1620/2640] lr: 1.000e-03, eta: 8:36:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8781, loss_cls: 1.2379, loss: 1.2379, grad_norm: 7.9665 2021-08-17 11:14:55,772 - mmaction - INFO - Epoch [30][1640/2640] lr: 1.000e-03, eta: 8:36:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8703, loss_cls: 1.3432, loss: 1.3432, grad_norm: 8.3498 2021-08-17 11:15:06,751 - mmaction - INFO - Epoch [30][1660/2640] lr: 1.000e-03, eta: 8:35:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8852, loss_cls: 1.2647, loss: 1.2647, grad_norm: 8.2129 2021-08-17 11:15:17,723 - mmaction - INFO - Epoch [30][1680/2640] lr: 1.000e-03, eta: 8:35:40, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8898, loss_cls: 1.2346, loss: 1.2346, grad_norm: 8.0104 2021-08-17 11:15:28,701 - mmaction - INFO - Epoch [30][1700/2640] lr: 1.000e-03, eta: 8:35:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8797, loss_cls: 1.2545, loss: 1.2545, grad_norm: 8.2398 2021-08-17 11:15:39,657 - mmaction - INFO - Epoch [30][1720/2640] lr: 1.000e-03, eta: 8:35:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8836, loss_cls: 1.2650, loss: 1.2650, grad_norm: 8.3120 2021-08-17 11:15:50,659 - mmaction - INFO - Epoch [30][1740/2640] lr: 1.000e-03, eta: 8:35:04, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8633, loss_cls: 1.3209, loss: 1.3209, grad_norm: 8.5004 2021-08-17 11:16:01,617 - mmaction - INFO - Epoch [30][1760/2640] lr: 1.000e-03, eta: 8:34:52, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8773, loss_cls: 1.2334, loss: 1.2334, grad_norm: 8.1610 2021-08-17 11:16:12,600 - mmaction - INFO - Epoch [30][1780/2640] lr: 1.000e-03, eta: 8:34:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8695, loss_cls: 1.3258, loss: 1.3258, grad_norm: 8.6153 2021-08-17 11:16:23,572 - mmaction - INFO - Epoch [30][1800/2640] lr: 1.000e-03, eta: 8:34:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.2899, loss: 1.2899, grad_norm: 8.2746 2021-08-17 11:16:34,531 - mmaction - INFO - Epoch [30][1820/2640] lr: 1.000e-03, eta: 8:34:17, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8836, loss_cls: 1.1866, loss: 1.1866, grad_norm: 7.8393 2021-08-17 11:16:45,500 - mmaction - INFO - Epoch [30][1840/2640] lr: 1.000e-03, eta: 8:34:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8719, loss_cls: 1.2950, loss: 1.2950, grad_norm: 8.4334 2021-08-17 11:16:56,478 - mmaction - INFO - Epoch [30][1860/2640] lr: 1.000e-03, eta: 8:33:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8797, loss_cls: 1.2473, loss: 1.2473, grad_norm: 8.2315 2021-08-17 11:17:07,452 - mmaction - INFO - Epoch [30][1880/2640] lr: 1.000e-03, eta: 8:33:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8883, loss_cls: 1.2349, loss: 1.2349, grad_norm: 8.0529 2021-08-17 11:17:18,423 - mmaction - INFO - Epoch [30][1900/2640] lr: 1.000e-03, eta: 8:33:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3118, loss: 1.3118, grad_norm: 8.4347 2021-08-17 11:17:29,421 - mmaction - INFO - Epoch [30][1920/2640] lr: 1.000e-03, eta: 8:33:17, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8711, loss_cls: 1.2916, loss: 1.2916, grad_norm: 8.3555 2021-08-17 11:17:40,396 - mmaction - INFO - Epoch [30][1940/2640] lr: 1.000e-03, eta: 8:33:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8898, loss_cls: 1.2098, loss: 1.2098, grad_norm: 8.3341 2021-08-17 11:17:51,363 - mmaction - INFO - Epoch [30][1960/2640] lr: 1.000e-03, eta: 8:32:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8781, loss_cls: 1.2631, loss: 1.2631, grad_norm: 8.3147 2021-08-17 11:18:02,344 - mmaction - INFO - Epoch [30][1980/2640] lr: 1.000e-03, eta: 8:32:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8727, loss_cls: 1.3429, loss: 1.3429, grad_norm: 8.4551 2021-08-17 11:18:13,318 - mmaction - INFO - Epoch [30][2000/2640] lr: 1.000e-03, eta: 8:32:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.2880, loss: 1.2880, grad_norm: 8.3571 2021-08-17 11:18:24,316 - mmaction - INFO - Epoch [30][2020/2640] lr: 1.000e-03, eta: 8:32:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8750, loss_cls: 1.2920, loss: 1.2920, grad_norm: 8.5682 2021-08-17 11:18:35,302 - mmaction - INFO - Epoch [30][2040/2640] lr: 1.000e-03, eta: 8:32:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8922, loss_cls: 1.1478, loss: 1.1478, grad_norm: 8.2574 2021-08-17 11:18:46,284 - mmaction - INFO - Epoch [30][2060/2640] lr: 1.000e-03, eta: 8:31:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8836, loss_cls: 1.1965, loss: 1.1965, grad_norm: 8.1623 2021-08-17 11:18:57,266 - mmaction - INFO - Epoch [30][2080/2640] lr: 1.000e-03, eta: 8:31:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8891, loss_cls: 1.2016, loss: 1.2016, grad_norm: 8.3654 2021-08-17 11:19:08,198 - mmaction - INFO - Epoch [30][2100/2640] lr: 1.000e-03, eta: 8:31:30, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8930, loss_cls: 1.2123, loss: 1.2123, grad_norm: 8.4142 2021-08-17 11:19:19,174 - mmaction - INFO - Epoch [30][2120/2640] lr: 1.000e-03, eta: 8:31:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8844, loss_cls: 1.2618, loss: 1.2618, grad_norm: 8.3947 2021-08-17 11:19:30,181 - mmaction - INFO - Epoch [30][2140/2640] lr: 1.000e-03, eta: 8:31:07, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8750, loss_cls: 1.2972, loss: 1.2972, grad_norm: 8.5062 2021-08-17 11:19:41,100 - mmaction - INFO - Epoch [30][2160/2640] lr: 1.000e-03, eta: 8:30:55, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8695, loss_cls: 1.2904, loss: 1.2904, grad_norm: 8.3179 2021-08-17 11:19:52,089 - mmaction - INFO - Epoch [30][2180/2640] lr: 1.000e-03, eta: 8:30:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8688, loss_cls: 1.3059, loss: 1.3059, grad_norm: 8.1575 2021-08-17 11:20:03,052 - mmaction - INFO - Epoch [30][2200/2640] lr: 1.000e-03, eta: 8:30:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8688, loss_cls: 1.3062, loss: 1.3062, grad_norm: 8.4055 2021-08-17 11:20:14,025 - mmaction - INFO - Epoch [30][2220/2640] lr: 1.000e-03, eta: 8:30:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6414, top5_acc: 0.8617, loss_cls: 1.3798, loss: 1.3798, grad_norm: 8.8688 2021-08-17 11:20:25,009 - mmaction - INFO - Epoch [30][2240/2640] lr: 1.000e-03, eta: 8:30:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8852, loss_cls: 1.2528, loss: 1.2528, grad_norm: 8.4123 2021-08-17 11:20:35,999 - mmaction - INFO - Epoch [30][2260/2640] lr: 1.000e-03, eta: 8:29:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8820, loss_cls: 1.2170, loss: 1.2170, grad_norm: 8.2298 2021-08-17 11:20:46,990 - mmaction - INFO - Epoch [30][2280/2640] lr: 1.000e-03, eta: 8:29:44, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8781, loss_cls: 1.2940, loss: 1.2940, grad_norm: 8.6684 2021-08-17 11:20:57,960 - mmaction - INFO - Epoch [30][2300/2640] lr: 1.000e-03, eta: 8:29:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.2999, loss: 1.2999, grad_norm: 8.3989 2021-08-17 11:21:08,935 - mmaction - INFO - Epoch [30][2320/2640] lr: 1.000e-03, eta: 8:29:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8578, loss_cls: 1.3901, loss: 1.3901, grad_norm: 8.6086 2021-08-17 11:21:19,928 - mmaction - INFO - Epoch [30][2340/2640] lr: 1.000e-03, eta: 8:29:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8719, loss_cls: 1.2559, loss: 1.2559, grad_norm: 8.3736 2021-08-17 11:21:30,906 - mmaction - INFO - Epoch [30][2360/2640] lr: 1.000e-03, eta: 8:28:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8688, loss_cls: 1.2963, loss: 1.2963, grad_norm: 8.3482 2021-08-17 11:21:41,860 - mmaction - INFO - Epoch [30][2380/2640] lr: 1.000e-03, eta: 8:28:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8867, loss_cls: 1.2014, loss: 1.2014, grad_norm: 8.0643 2021-08-17 11:21:52,812 - mmaction - INFO - Epoch [30][2400/2640] lr: 1.000e-03, eta: 8:28:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6398, top5_acc: 0.8820, loss_cls: 1.2917, loss: 1.2917, grad_norm: 8.6433 2021-08-17 11:22:03,795 - mmaction - INFO - Epoch [30][2420/2640] lr: 1.000e-03, eta: 8:28:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8656, loss_cls: 1.2688, loss: 1.2688, grad_norm: 8.3645 2021-08-17 11:22:14,770 - mmaction - INFO - Epoch [30][2440/2640] lr: 1.000e-03, eta: 8:28:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8664, loss_cls: 1.3255, loss: 1.3255, grad_norm: 8.7249 2021-08-17 11:22:25,765 - mmaction - INFO - Epoch [30][2460/2640] lr: 1.000e-03, eta: 8:27:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6445, top5_acc: 0.8656, loss_cls: 1.3655, loss: 1.3655, grad_norm: 8.7696 2021-08-17 11:22:36,746 - mmaction - INFO - Epoch [30][2480/2640] lr: 1.000e-03, eta: 8:27:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8711, loss_cls: 1.2830, loss: 1.2830, grad_norm: 8.2480 2021-08-17 11:22:47,707 - mmaction - INFO - Epoch [30][2500/2640] lr: 1.000e-03, eta: 8:27:33, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8891, loss_cls: 1.2607, loss: 1.2607, grad_norm: 8.1588 2021-08-17 11:22:58,668 - mmaction - INFO - Epoch [30][2520/2640] lr: 1.000e-03, eta: 8:27:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8719, loss_cls: 1.2823, loss: 1.2823, grad_norm: 8.3512 2021-08-17 11:23:09,654 - mmaction - INFO - Epoch [30][2540/2640] lr: 1.000e-03, eta: 8:27:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8930, loss_cls: 1.2235, loss: 1.2235, grad_norm: 8.2090 2021-08-17 11:23:20,649 - mmaction - INFO - Epoch [30][2560/2640] lr: 1.000e-03, eta: 8:26:58, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8734, loss_cls: 1.2810, loss: 1.2810, grad_norm: 8.1820 2021-08-17 11:23:31,628 - mmaction - INFO - Epoch [30][2580/2640] lr: 1.000e-03, eta: 8:26:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8648, loss_cls: 1.3164, loss: 1.3164, grad_norm: 8.4872 2021-08-17 11:23:42,593 - mmaction - INFO - Epoch [30][2600/2640] lr: 1.000e-03, eta: 8:26:34, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.2378, loss: 1.2378, grad_norm: 8.1566 2021-08-17 11:23:53,578 - mmaction - INFO - Epoch [30][2620/2640] lr: 1.000e-03, eta: 8:26:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8828, loss_cls: 1.2518, loss: 1.2518, grad_norm: 8.2319 2021-08-17 11:24:04,225 - mmaction - INFO - Epoch [30][2640/2640] lr: 1.000e-03, eta: 8:26:10, time: 0.533, data_time: 0.002, memory: 7069, top1_acc: 0.6677, top5_acc: 0.8774, loss_cls: 1.2956, loss: 1.2956, grad_norm: 8.4693 2021-08-17 11:24:10,734 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-08-17 11:26:26,819 - mmaction - INFO - Epoch [31][20/2640] lr: 1.000e-03, eta: 8:27:21, time: 6.745, data_time: 6.108, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8734, loss_cls: 1.2334, loss: 1.2334, grad_norm: 8.0636 2021-08-17 11:26:37,818 - mmaction - INFO - Epoch [31][40/2640] lr: 1.000e-03, eta: 8:27:09, time: 0.558, data_time: 0.014, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8836, loss_cls: 1.2216, loss: 1.2216, grad_norm: 8.3018 2021-08-17 11:26:48,735 - mmaction - INFO - Epoch [31][60/2640] lr: 1.000e-03, eta: 8:26:57, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8906, loss_cls: 1.2251, loss: 1.2251, grad_norm: 8.2462 2021-08-17 11:26:59,685 - mmaction - INFO - Epoch [31][80/2640] lr: 1.000e-03, eta: 8:26:45, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8891, loss_cls: 1.1743, loss: 1.1743, grad_norm: 8.3930 2021-08-17 11:27:10,615 - mmaction - INFO - Epoch [31][100/2640] lr: 1.000e-03, eta: 8:26:33, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6391, top5_acc: 0.8680, loss_cls: 1.3223, loss: 1.3223, grad_norm: 8.7671 2021-08-17 11:27:21,555 - mmaction - INFO - Epoch [31][120/2640] lr: 1.000e-03, eta: 8:26:21, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.2425, loss: 1.2425, grad_norm: 8.4107 2021-08-17 11:27:32,496 - mmaction - INFO - Epoch [31][140/2640] lr: 1.000e-03, eta: 8:26:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8805, loss_cls: 1.2478, loss: 1.2478, grad_norm: 8.6956 2021-08-17 11:27:43,455 - mmaction - INFO - Epoch [31][160/2640] lr: 1.000e-03, eta: 8:25:57, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1829, loss: 1.1829, grad_norm: 8.2162 2021-08-17 11:27:54,389 - mmaction - INFO - Epoch [31][180/2640] lr: 1.000e-03, eta: 8:25:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8914, loss_cls: 1.2299, loss: 1.2299, grad_norm: 8.2330 2021-08-17 11:28:05,341 - mmaction - INFO - Epoch [31][200/2640] lr: 1.000e-03, eta: 8:25:33, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8867, loss_cls: 1.1991, loss: 1.1991, grad_norm: 8.1755 2021-08-17 11:28:16,288 - mmaction - INFO - Epoch [31][220/2640] lr: 1.000e-03, eta: 8:25:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8906, loss_cls: 1.1681, loss: 1.1681, grad_norm: 8.0792 2021-08-17 11:28:27,258 - mmaction - INFO - Epoch [31][240/2640] lr: 1.000e-03, eta: 8:25:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7117, top5_acc: 0.8977, loss_cls: 1.1229, loss: 1.1229, grad_norm: 7.9996 2021-08-17 11:28:38,239 - mmaction - INFO - Epoch [31][260/2640] lr: 1.000e-03, eta: 8:24:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8930, loss_cls: 1.1976, loss: 1.1976, grad_norm: 8.3409 2021-08-17 11:28:49,215 - mmaction - INFO - Epoch [31][280/2640] lr: 1.000e-03, eta: 8:24:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.2129, loss: 1.2129, grad_norm: 8.1787 2021-08-17 11:29:00,168 - mmaction - INFO - Epoch [31][300/2640] lr: 1.000e-03, eta: 8:24:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8898, loss_cls: 1.2001, loss: 1.2001, grad_norm: 8.2913 2021-08-17 11:29:11,134 - mmaction - INFO - Epoch [31][320/2640] lr: 1.000e-03, eta: 8:24:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8797, loss_cls: 1.2479, loss: 1.2479, grad_norm: 8.2692 2021-08-17 11:29:22,099 - mmaction - INFO - Epoch [31][340/2640] lr: 1.000e-03, eta: 8:24:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8820, loss_cls: 1.2187, loss: 1.2187, grad_norm: 8.4191 2021-08-17 11:29:33,080 - mmaction - INFO - Epoch [31][360/2640] lr: 1.000e-03, eta: 8:23:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2264, loss: 1.2264, grad_norm: 8.5860 2021-08-17 11:29:44,073 - mmaction - INFO - Epoch [31][380/2640] lr: 1.000e-03, eta: 8:23:46, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8812, loss_cls: 1.2550, loss: 1.2550, grad_norm: 8.4123 2021-08-17 11:29:55,011 - mmaction - INFO - Epoch [31][400/2640] lr: 1.000e-03, eta: 8:23:34, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8711, loss_cls: 1.2625, loss: 1.2625, grad_norm: 8.2887 2021-08-17 11:30:05,973 - mmaction - INFO - Epoch [31][420/2640] lr: 1.000e-03, eta: 8:23:22, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8914, loss_cls: 1.1813, loss: 1.1813, grad_norm: 8.1651 2021-08-17 11:30:16,936 - mmaction - INFO - Epoch [31][440/2640] lr: 1.000e-03, eta: 8:23:11, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.2124, loss: 1.2124, grad_norm: 8.3342 2021-08-17 11:30:27,914 - mmaction - INFO - Epoch [31][460/2640] lr: 1.000e-03, eta: 8:22:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.2223, loss: 1.2223, grad_norm: 8.2928 2021-08-17 11:30:38,900 - mmaction - INFO - Epoch [31][480/2640] lr: 1.000e-03, eta: 8:22:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8695, loss_cls: 1.2276, loss: 1.2276, grad_norm: 7.9671 2021-08-17 11:30:49,869 - mmaction - INFO - Epoch [31][500/2640] lr: 1.000e-03, eta: 8:22:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8703, loss_cls: 1.2720, loss: 1.2720, grad_norm: 8.6674 2021-08-17 11:31:00,846 - mmaction - INFO - Epoch [31][520/2640] lr: 1.000e-03, eta: 8:22:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8664, loss_cls: 1.2432, loss: 1.2432, grad_norm: 8.5044 2021-08-17 11:31:11,809 - mmaction - INFO - Epoch [31][540/2640] lr: 1.000e-03, eta: 8:22:11, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.2218, loss: 1.2218, grad_norm: 8.2678 2021-08-17 11:31:22,802 - mmaction - INFO - Epoch [31][560/2640] lr: 1.000e-03, eta: 8:21:59, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8766, loss_cls: 1.2683, loss: 1.2683, grad_norm: 8.5402 2021-08-17 11:31:33,772 - mmaction - INFO - Epoch [31][580/2640] lr: 1.000e-03, eta: 8:21:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8734, loss_cls: 1.3007, loss: 1.3007, grad_norm: 8.7229 2021-08-17 11:31:44,748 - mmaction - INFO - Epoch [31][600/2640] lr: 1.000e-03, eta: 8:21:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8523, loss_cls: 1.3724, loss: 1.3724, grad_norm: 8.7474 2021-08-17 11:31:55,733 - mmaction - INFO - Epoch [31][620/2640] lr: 1.000e-03, eta: 8:21:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8719, loss_cls: 1.2942, loss: 1.2942, grad_norm: 8.2847 2021-08-17 11:32:06,699 - mmaction - INFO - Epoch [31][640/2640] lr: 1.000e-03, eta: 8:21:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8930, loss_cls: 1.1994, loss: 1.1994, grad_norm: 8.2460 2021-08-17 11:32:17,656 - mmaction - INFO - Epoch [31][660/2640] lr: 1.000e-03, eta: 8:21:00, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8891, loss_cls: 1.2100, loss: 1.2100, grad_norm: 8.3436 2021-08-17 11:32:28,631 - mmaction - INFO - Epoch [31][680/2640] lr: 1.000e-03, eta: 8:20:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8727, loss_cls: 1.2822, loss: 1.2822, grad_norm: 8.5977 2021-08-17 11:32:39,609 - mmaction - INFO - Epoch [31][700/2640] lr: 1.000e-03, eta: 8:20:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8820, loss_cls: 1.2512, loss: 1.2512, grad_norm: 8.5825 2021-08-17 11:32:50,587 - mmaction - INFO - Epoch [31][720/2640] lr: 1.000e-03, eta: 8:20:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8555, loss_cls: 1.2945, loss: 1.2945, grad_norm: 8.3477 2021-08-17 11:33:01,578 - mmaction - INFO - Epoch [31][740/2640] lr: 1.000e-03, eta: 8:20:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8758, loss_cls: 1.2772, loss: 1.2772, grad_norm: 8.7501 2021-08-17 11:33:12,559 - mmaction - INFO - Epoch [31][760/2640] lr: 1.000e-03, eta: 8:20:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8750, loss_cls: 1.2881, loss: 1.2881, grad_norm: 8.3881 2021-08-17 11:33:23,553 - mmaction - INFO - Epoch [31][780/2640] lr: 1.000e-03, eta: 8:19:48, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8625, loss_cls: 1.2741, loss: 1.2741, grad_norm: 8.5773 2021-08-17 11:33:34,532 - mmaction - INFO - Epoch [31][800/2640] lr: 1.000e-03, eta: 8:19:36, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8820, loss_cls: 1.2660, loss: 1.2660, grad_norm: 8.4620 2021-08-17 11:33:45,504 - mmaction - INFO - Epoch [31][820/2640] lr: 1.000e-03, eta: 8:19:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8727, loss_cls: 1.3016, loss: 1.3016, grad_norm: 8.6358 2021-08-17 11:33:56,469 - mmaction - INFO - Epoch [31][840/2640] lr: 1.000e-03, eta: 8:19:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8711, loss_cls: 1.3032, loss: 1.3032, grad_norm: 8.6355 2021-08-17 11:34:07,457 - mmaction - INFO - Epoch [31][860/2640] lr: 1.000e-03, eta: 8:19:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8734, loss_cls: 1.3295, loss: 1.3295, grad_norm: 9.0112 2021-08-17 11:34:18,374 - mmaction - INFO - Epoch [31][880/2640] lr: 1.000e-03, eta: 8:18:49, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8656, loss_cls: 1.3015, loss: 1.3015, grad_norm: 8.9091 2021-08-17 11:34:29,351 - mmaction - INFO - Epoch [31][900/2640] lr: 1.000e-03, eta: 8:18:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2141, loss: 1.2141, grad_norm: 8.6218 2021-08-17 11:34:40,317 - mmaction - INFO - Epoch [31][920/2640] lr: 1.000e-03, eta: 8:18:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8844, loss_cls: 1.2522, loss: 1.2522, grad_norm: 8.6898 2021-08-17 11:34:51,306 - mmaction - INFO - Epoch [31][940/2640] lr: 1.000e-03, eta: 8:18:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8938, loss_cls: 1.2065, loss: 1.2065, grad_norm: 8.2919 2021-08-17 11:35:02,300 - mmaction - INFO - Epoch [31][960/2640] lr: 1.000e-03, eta: 8:18:01, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8898, loss_cls: 1.2182, loss: 1.2182, grad_norm: 8.3438 2021-08-17 11:35:13,285 - mmaction - INFO - Epoch [31][980/2640] lr: 1.000e-03, eta: 8:17:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8906, loss_cls: 1.1590, loss: 1.1590, grad_norm: 8.3240 2021-08-17 11:35:24,265 - mmaction - INFO - Epoch [31][1000/2640] lr: 1.000e-03, eta: 8:17:38, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8719, loss_cls: 1.3358, loss: 1.3358, grad_norm: 8.8664 2021-08-17 11:35:35,236 - mmaction - INFO - Epoch [31][1020/2640] lr: 1.000e-03, eta: 8:17:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8805, loss_cls: 1.2167, loss: 1.2167, grad_norm: 8.4887 2021-08-17 11:35:46,218 - mmaction - INFO - Epoch [31][1040/2640] lr: 1.000e-03, eta: 8:17:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8758, loss_cls: 1.2794, loss: 1.2794, grad_norm: 8.8228 2021-08-17 11:35:57,204 - mmaction - INFO - Epoch [31][1060/2640] lr: 1.000e-03, eta: 8:17:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8766, loss_cls: 1.2453, loss: 1.2453, grad_norm: 8.4642 2021-08-17 11:36:08,168 - mmaction - INFO - Epoch [31][1080/2640] lr: 1.000e-03, eta: 8:16:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8727, loss_cls: 1.2843, loss: 1.2843, grad_norm: 8.7883 2021-08-17 11:36:19,156 - mmaction - INFO - Epoch [31][1100/2640] lr: 1.000e-03, eta: 8:16:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8773, loss_cls: 1.2707, loss: 1.2707, grad_norm: 8.6479 2021-08-17 11:36:30,124 - mmaction - INFO - Epoch [31][1120/2640] lr: 1.000e-03, eta: 8:16:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7141, top5_acc: 0.8906, loss_cls: 1.1589, loss: 1.1589, grad_norm: 8.1420 2021-08-17 11:36:41,097 - mmaction - INFO - Epoch [31][1140/2640] lr: 1.000e-03, eta: 8:16:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8984, loss_cls: 1.1894, loss: 1.1894, grad_norm: 8.2582 2021-08-17 11:36:52,069 - mmaction - INFO - Epoch [31][1160/2640] lr: 1.000e-03, eta: 8:16:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8898, loss_cls: 1.2053, loss: 1.2053, grad_norm: 8.3840 2021-08-17 11:37:03,046 - mmaction - INFO - Epoch [31][1180/2640] lr: 1.000e-03, eta: 8:15:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8859, loss_cls: 1.2448, loss: 1.2448, grad_norm: 8.3913 2021-08-17 11:37:14,009 - mmaction - INFO - Epoch [31][1200/2640] lr: 1.000e-03, eta: 8:15:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6516, top5_acc: 0.8859, loss_cls: 1.2805, loss: 1.2805, grad_norm: 8.9411 2021-08-17 11:37:25,000 - mmaction - INFO - Epoch [31][1220/2640] lr: 1.000e-03, eta: 8:15:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8750, loss_cls: 1.2466, loss: 1.2466, grad_norm: 8.4158 2021-08-17 11:37:35,972 - mmaction - INFO - Epoch [31][1240/2640] lr: 1.000e-03, eta: 8:15:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8766, loss_cls: 1.2792, loss: 1.2792, grad_norm: 8.5155 2021-08-17 11:37:46,938 - mmaction - INFO - Epoch [31][1260/2640] lr: 1.000e-03, eta: 8:15:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8742, loss_cls: 1.2649, loss: 1.2649, grad_norm: 8.3313 2021-08-17 11:37:57,899 - mmaction - INFO - Epoch [31][1280/2640] lr: 1.000e-03, eta: 8:14:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8828, loss_cls: 1.2590, loss: 1.2590, grad_norm: 8.3921 2021-08-17 11:38:08,881 - mmaction - INFO - Epoch [31][1300/2640] lr: 1.000e-03, eta: 8:14:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8852, loss_cls: 1.2038, loss: 1.2038, grad_norm: 8.1306 2021-08-17 11:38:19,861 - mmaction - INFO - Epoch [31][1320/2640] lr: 1.000e-03, eta: 8:14:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8812, loss_cls: 1.2501, loss: 1.2501, grad_norm: 8.5745 2021-08-17 11:38:30,832 - mmaction - INFO - Epoch [31][1340/2640] lr: 1.000e-03, eta: 8:14:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8758, loss_cls: 1.2686, loss: 1.2686, grad_norm: 8.7569 2021-08-17 11:38:41,788 - mmaction - INFO - Epoch [31][1360/2640] lr: 1.000e-03, eta: 8:14:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8789, loss_cls: 1.2690, loss: 1.2690, grad_norm: 8.5793 2021-08-17 11:38:52,755 - mmaction - INFO - Epoch [31][1380/2640] lr: 1.000e-03, eta: 8:13:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8898, loss_cls: 1.2156, loss: 1.2156, grad_norm: 8.3013 2021-08-17 11:39:03,725 - mmaction - INFO - Epoch [31][1400/2640] lr: 1.000e-03, eta: 8:13:40, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8812, loss_cls: 1.2749, loss: 1.2749, grad_norm: 8.4324 2021-08-17 11:39:14,698 - mmaction - INFO - Epoch [31][1420/2640] lr: 1.000e-03, eta: 8:13:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8664, loss_cls: 1.3331, loss: 1.3331, grad_norm: 8.6755 2021-08-17 11:39:25,664 - mmaction - INFO - Epoch [31][1440/2640] lr: 1.000e-03, eta: 8:13:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8750, loss_cls: 1.2902, loss: 1.2902, grad_norm: 8.5590 2021-08-17 11:39:36,639 - mmaction - INFO - Epoch [31][1460/2640] lr: 1.000e-03, eta: 8:13:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8859, loss_cls: 1.2323, loss: 1.2323, grad_norm: 8.5531 2021-08-17 11:39:47,596 - mmaction - INFO - Epoch [31][1480/2640] lr: 1.000e-03, eta: 8:12:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8820, loss_cls: 1.2382, loss: 1.2382, grad_norm: 8.4950 2021-08-17 11:39:58,567 - mmaction - INFO - Epoch [31][1500/2640] lr: 1.000e-03, eta: 8:12:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8750, loss_cls: 1.2508, loss: 1.2508, grad_norm: 8.6465 2021-08-17 11:40:09,542 - mmaction - INFO - Epoch [31][1520/2640] lr: 1.000e-03, eta: 8:12:29, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8734, loss_cls: 1.2657, loss: 1.2657, grad_norm: 8.6062 2021-08-17 11:40:20,515 - mmaction - INFO - Epoch [31][1540/2640] lr: 1.000e-03, eta: 8:12:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8969, loss_cls: 1.1535, loss: 1.1535, grad_norm: 8.1500 2021-08-17 11:40:31,517 - mmaction - INFO - Epoch [31][1560/2640] lr: 1.000e-03, eta: 8:12:05, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8781, loss_cls: 1.2070, loss: 1.2070, grad_norm: 8.5062 2021-08-17 11:40:42,481 - mmaction - INFO - Epoch [31][1580/2640] lr: 1.000e-03, eta: 8:11:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8922, loss_cls: 1.2072, loss: 1.2072, grad_norm: 8.7363 2021-08-17 11:40:53,447 - mmaction - INFO - Epoch [31][1600/2640] lr: 1.000e-03, eta: 8:11:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8820, loss_cls: 1.2512, loss: 1.2512, grad_norm: 8.5822 2021-08-17 11:41:04,422 - mmaction - INFO - Epoch [31][1620/2640] lr: 1.000e-03, eta: 8:11:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8586, loss_cls: 1.3033, loss: 1.3033, grad_norm: 8.7657 2021-08-17 11:41:15,386 - mmaction - INFO - Epoch [31][1640/2640] lr: 1.000e-03, eta: 8:11:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8836, loss_cls: 1.2330, loss: 1.2330, grad_norm: 8.3455 2021-08-17 11:41:26,384 - mmaction - INFO - Epoch [31][1660/2640] lr: 1.000e-03, eta: 8:11:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6523, top5_acc: 0.8727, loss_cls: 1.3462, loss: 1.3462, grad_norm: 9.0618 2021-08-17 11:41:37,351 - mmaction - INFO - Epoch [31][1680/2640] lr: 1.000e-03, eta: 8:10:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8883, loss_cls: 1.2075, loss: 1.2075, grad_norm: 8.2556 2021-08-17 11:41:48,340 - mmaction - INFO - Epoch [31][1700/2640] lr: 1.000e-03, eta: 8:10:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8758, loss_cls: 1.2731, loss: 1.2731, grad_norm: 8.6255 2021-08-17 11:41:59,297 - mmaction - INFO - Epoch [31][1720/2640] lr: 1.000e-03, eta: 8:10:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8867, loss_cls: 1.2426, loss: 1.2426, grad_norm: 8.5428 2021-08-17 11:42:10,283 - mmaction - INFO - Epoch [31][1740/2640] lr: 1.000e-03, eta: 8:10:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8656, loss_cls: 1.2667, loss: 1.2667, grad_norm: 8.5391 2021-08-17 11:42:21,270 - mmaction - INFO - Epoch [31][1760/2640] lr: 1.000e-03, eta: 8:10:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8602, loss_cls: 1.3371, loss: 1.3371, grad_norm: 8.8378 2021-08-17 11:42:32,259 - mmaction - INFO - Epoch [31][1780/2640] lr: 1.000e-03, eta: 8:09:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8844, loss_cls: 1.2300, loss: 1.2300, grad_norm: 8.5235 2021-08-17 11:42:43,254 - mmaction - INFO - Epoch [31][1800/2640] lr: 1.000e-03, eta: 8:09:42, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8734, loss_cls: 1.2496, loss: 1.2496, grad_norm: 8.4494 2021-08-17 11:42:54,217 - mmaction - INFO - Epoch [31][1820/2640] lr: 1.000e-03, eta: 8:09:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8766, loss_cls: 1.2572, loss: 1.2572, grad_norm: 8.6391 2021-08-17 11:43:05,183 - mmaction - INFO - Epoch [31][1840/2640] lr: 1.000e-03, eta: 8:09:19, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8875, loss_cls: 1.2322, loss: 1.2322, grad_norm: 8.7002 2021-08-17 11:43:16,168 - mmaction - INFO - Epoch [31][1860/2640] lr: 1.000e-03, eta: 8:09:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8734, loss_cls: 1.2489, loss: 1.2489, grad_norm: 8.4650 2021-08-17 11:43:27,119 - mmaction - INFO - Epoch [31][1880/2640] lr: 1.000e-03, eta: 8:08:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8797, loss_cls: 1.2841, loss: 1.2841, grad_norm: 8.7565 2021-08-17 11:43:38,094 - mmaction - INFO - Epoch [31][1900/2640] lr: 1.000e-03, eta: 8:08:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8727, loss_cls: 1.2761, loss: 1.2761, grad_norm: 8.9225 2021-08-17 11:43:49,081 - mmaction - INFO - Epoch [31][1920/2640] lr: 1.000e-03, eta: 8:08:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8664, loss_cls: 1.2891, loss: 1.2891, grad_norm: 8.7110 2021-08-17 11:44:00,053 - mmaction - INFO - Epoch [31][1940/2640] lr: 1.000e-03, eta: 8:08:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8781, loss_cls: 1.3080, loss: 1.3080, grad_norm: 8.7649 2021-08-17 11:44:11,021 - mmaction - INFO - Epoch [31][1960/2640] lr: 1.000e-03, eta: 8:08:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8875, loss_cls: 1.2594, loss: 1.2594, grad_norm: 8.6912 2021-08-17 11:44:22,007 - mmaction - INFO - Epoch [31][1980/2640] lr: 1.000e-03, eta: 8:07:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8828, loss_cls: 1.2202, loss: 1.2202, grad_norm: 8.3434 2021-08-17 11:44:32,991 - mmaction - INFO - Epoch [31][2000/2640] lr: 1.000e-03, eta: 8:07:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8766, loss_cls: 1.2986, loss: 1.2986, grad_norm: 8.5560 2021-08-17 11:44:43,958 - mmaction - INFO - Epoch [31][2020/2640] lr: 1.000e-03, eta: 8:07:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.2077, loss: 1.2077, grad_norm: 8.4130 2021-08-17 11:44:54,906 - mmaction - INFO - Epoch [31][2040/2640] lr: 1.000e-03, eta: 8:07:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8922, loss_cls: 1.2617, loss: 1.2617, grad_norm: 8.7565 2021-08-17 11:45:05,866 - mmaction - INFO - Epoch [31][2060/2640] lr: 1.000e-03, eta: 8:07:08, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8773, loss_cls: 1.2459, loss: 1.2459, grad_norm: 8.7520 2021-08-17 11:45:16,817 - mmaction - INFO - Epoch [31][2080/2640] lr: 1.000e-03, eta: 8:06:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8773, loss_cls: 1.2828, loss: 1.2828, grad_norm: 8.7038 2021-08-17 11:45:27,782 - mmaction - INFO - Epoch [31][2100/2640] lr: 1.000e-03, eta: 8:06:44, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8680, loss_cls: 1.2997, loss: 1.2997, grad_norm: 8.9417 2021-08-17 11:45:38,745 - mmaction - INFO - Epoch [31][2120/2640] lr: 1.000e-03, eta: 8:06:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8797, loss_cls: 1.2833, loss: 1.2833, grad_norm: 8.7073 2021-08-17 11:45:49,707 - mmaction - INFO - Epoch [31][2140/2640] lr: 1.000e-03, eta: 8:06:21, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8867, loss_cls: 1.2201, loss: 1.2201, grad_norm: 8.6500 2021-08-17 11:46:00,663 - mmaction - INFO - Epoch [31][2160/2640] lr: 1.000e-03, eta: 8:06:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8586, loss_cls: 1.2959, loss: 1.2959, grad_norm: 8.7113 2021-08-17 11:46:11,618 - mmaction - INFO - Epoch [31][2180/2640] lr: 1.000e-03, eta: 8:05:57, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8961, loss_cls: 1.1429, loss: 1.1429, grad_norm: 8.4749 2021-08-17 11:46:22,571 - mmaction - INFO - Epoch [31][2200/2640] lr: 1.000e-03, eta: 8:05:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8672, loss_cls: 1.2422, loss: 1.2422, grad_norm: 8.3275 2021-08-17 11:46:33,548 - mmaction - INFO - Epoch [31][2220/2640] lr: 1.000e-03, eta: 8:05:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8758, loss_cls: 1.1938, loss: 1.1938, grad_norm: 8.2649 2021-08-17 11:46:44,511 - mmaction - INFO - Epoch [31][2240/2640] lr: 1.000e-03, eta: 8:05:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8781, loss_cls: 1.2143, loss: 1.2143, grad_norm: 8.8059 2021-08-17 11:46:55,473 - mmaction - INFO - Epoch [31][2260/2640] lr: 1.000e-03, eta: 8:05:10, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8773, loss_cls: 1.3019, loss: 1.3019, grad_norm: 9.0075 2021-08-17 11:47:06,413 - mmaction - INFO - Epoch [31][2280/2640] lr: 1.000e-03, eta: 8:04:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8891, loss_cls: 1.1379, loss: 1.1379, grad_norm: 8.0864 2021-08-17 11:47:17,382 - mmaction - INFO - Epoch [31][2300/2640] lr: 1.000e-03, eta: 8:04:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8914, loss_cls: 1.2150, loss: 1.2150, grad_norm: 8.7025 2021-08-17 11:47:28,333 - mmaction - INFO - Epoch [31][2320/2640] lr: 1.000e-03, eta: 8:04:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8812, loss_cls: 1.2741, loss: 1.2741, grad_norm: 8.7123 2021-08-17 11:47:39,301 - mmaction - INFO - Epoch [31][2340/2640] lr: 1.000e-03, eta: 8:04:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8969, loss_cls: 1.1982, loss: 1.1982, grad_norm: 8.5758 2021-08-17 11:47:50,256 - mmaction - INFO - Epoch [31][2360/2640] lr: 1.000e-03, eta: 8:04:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2327, loss: 1.2327, grad_norm: 8.5659 2021-08-17 11:48:01,206 - mmaction - INFO - Epoch [31][2380/2640] lr: 1.000e-03, eta: 8:03:58, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8797, loss_cls: 1.2398, loss: 1.2398, grad_norm: 8.5499 2021-08-17 11:48:12,173 - mmaction - INFO - Epoch [31][2400/2640] lr: 1.000e-03, eta: 8:03:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8766, loss_cls: 1.2690, loss: 1.2690, grad_norm: 8.4909 2021-08-17 11:48:23,102 - mmaction - INFO - Epoch [31][2420/2640] lr: 1.000e-03, eta: 8:03:35, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8781, loss_cls: 1.2432, loss: 1.2432, grad_norm: 8.4318 2021-08-17 11:48:34,030 - mmaction - INFO - Epoch [31][2440/2640] lr: 1.000e-03, eta: 8:03:23, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8961, loss_cls: 1.1676, loss: 1.1676, grad_norm: 8.6065 2021-08-17 11:48:44,980 - mmaction - INFO - Epoch [31][2460/2640] lr: 1.000e-03, eta: 8:03:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8805, loss_cls: 1.2629, loss: 1.2629, grad_norm: 8.4870 2021-08-17 11:48:55,949 - mmaction - INFO - Epoch [31][2480/2640] lr: 1.000e-03, eta: 8:02:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8727, loss_cls: 1.2577, loss: 1.2577, grad_norm: 8.6896 2021-08-17 11:49:06,914 - mmaction - INFO - Epoch [31][2500/2640] lr: 1.000e-03, eta: 8:02:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8805, loss_cls: 1.2137, loss: 1.2137, grad_norm: 8.4706 2021-08-17 11:49:17,920 - mmaction - INFO - Epoch [31][2520/2640] lr: 1.000e-03, eta: 8:02:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8602, loss_cls: 1.2871, loss: 1.2871, grad_norm: 8.5528 2021-08-17 11:49:28,827 - mmaction - INFO - Epoch [31][2540/2640] lr: 1.000e-03, eta: 8:02:23, time: 0.545, data_time: 0.000, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8789, loss_cls: 1.2077, loss: 1.2077, grad_norm: 8.6387 2021-08-17 11:49:39,774 - mmaction - INFO - Epoch [31][2560/2640] lr: 1.000e-03, eta: 8:02:12, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8703, loss_cls: 1.2490, loss: 1.2490, grad_norm: 8.4804 2021-08-17 11:49:50,718 - mmaction - INFO - Epoch [31][2580/2640] lr: 1.000e-03, eta: 8:02:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8906, loss_cls: 1.2407, loss: 1.2407, grad_norm: 8.7316 2021-08-17 11:50:01,686 - mmaction - INFO - Epoch [31][2600/2640] lr: 1.000e-03, eta: 8:01:48, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8820, loss_cls: 1.2036, loss: 1.2036, grad_norm: 8.4638 2021-08-17 11:50:12,644 - mmaction - INFO - Epoch [31][2620/2640] lr: 1.000e-03, eta: 8:01:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8742, loss_cls: 1.2692, loss: 1.2692, grad_norm: 8.8096 2021-08-17 11:50:23,289 - mmaction - INFO - Epoch [31][2640/2640] lr: 1.000e-03, eta: 8:01:24, time: 0.532, data_time: 0.002, memory: 7069, top1_acc: 0.6782, top5_acc: 0.8863, loss_cls: 1.2367, loss: 1.2367, grad_norm: 9.1147 2021-08-17 11:50:25,582 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-08-17 11:51:47,036 - mmaction - INFO - Epoch [32][20/2640] lr: 1.000e-03, eta: 8:01:55, time: 4.034, data_time: 3.458, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8781, loss_cls: 1.2289, loss: 1.2289, grad_norm: 8.5880 2021-08-17 11:51:58,025 - mmaction - INFO - Epoch [32][40/2640] lr: 1.000e-03, eta: 8:01:43, time: 0.551, data_time: 0.007, memory: 7069, top1_acc: 0.6945, top5_acc: 0.9000, loss_cls: 1.1661, loss: 1.1661, grad_norm: 8.3455 2021-08-17 11:52:08,959 - mmaction - INFO - Epoch [32][60/2640] lr: 1.000e-03, eta: 8:01:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8789, loss_cls: 1.2536, loss: 1.2536, grad_norm: 8.8169 2021-08-17 11:52:19,922 - mmaction - INFO - Epoch [32][80/2640] lr: 1.000e-03, eta: 8:01:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8719, loss_cls: 1.2658, loss: 1.2658, grad_norm: 8.8347 2021-08-17 11:52:30,868 - mmaction - INFO - Epoch [32][100/2640] lr: 1.000e-03, eta: 8:01:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8727, loss_cls: 1.2385, loss: 1.2385, grad_norm: 8.8275 2021-08-17 11:52:41,836 - mmaction - INFO - Epoch [32][120/2640] lr: 1.000e-03, eta: 8:00:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8805, loss_cls: 1.2214, loss: 1.2214, grad_norm: 8.7270 2021-08-17 11:52:52,806 - mmaction - INFO - Epoch [32][140/2640] lr: 1.000e-03, eta: 8:00:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8859, loss_cls: 1.2702, loss: 1.2702, grad_norm: 8.7951 2021-08-17 11:53:03,774 - mmaction - INFO - Epoch [32][160/2640] lr: 1.000e-03, eta: 8:00:32, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8656, loss_cls: 1.2624, loss: 1.2624, grad_norm: 8.6433 2021-08-17 11:53:14,725 - mmaction - INFO - Epoch [32][180/2640] lr: 1.000e-03, eta: 8:00:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8852, loss_cls: 1.2704, loss: 1.2704, grad_norm: 8.6139 2021-08-17 11:53:25,699 - mmaction - INFO - Epoch [32][200/2640] lr: 1.000e-03, eta: 8:00:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8781, loss_cls: 1.2297, loss: 1.2297, grad_norm: 8.7500 2021-08-17 11:53:36,666 - mmaction - INFO - Epoch [32][220/2640] lr: 1.000e-03, eta: 7:59:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8867, loss_cls: 1.2165, loss: 1.2165, grad_norm: 8.3674 2021-08-17 11:53:47,633 - mmaction - INFO - Epoch [32][240/2640] lr: 1.000e-03, eta: 7:59:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8945, loss_cls: 1.1910, loss: 1.1910, grad_norm: 8.6775 2021-08-17 11:53:58,598 - mmaction - INFO - Epoch [32][260/2640] lr: 1.000e-03, eta: 7:59:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8984, loss_cls: 1.1540, loss: 1.1540, grad_norm: 8.2870 2021-08-17 11:54:09,564 - mmaction - INFO - Epoch [32][280/2640] lr: 1.000e-03, eta: 7:59:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8898, loss_cls: 1.1719, loss: 1.1719, grad_norm: 8.6307 2021-08-17 11:54:20,521 - mmaction - INFO - Epoch [32][300/2640] lr: 1.000e-03, eta: 7:59:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8742, loss_cls: 1.2398, loss: 1.2398, grad_norm: 8.7730 2021-08-17 11:54:31,489 - mmaction - INFO - Epoch [32][320/2640] lr: 1.000e-03, eta: 7:58:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8781, loss_cls: 1.2272, loss: 1.2272, grad_norm: 8.2948 2021-08-17 11:54:42,473 - mmaction - INFO - Epoch [32][340/2640] lr: 1.000e-03, eta: 7:58:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8805, loss_cls: 1.2498, loss: 1.2498, grad_norm: 8.5375 2021-08-17 11:54:53,400 - mmaction - INFO - Epoch [32][360/2640] lr: 1.000e-03, eta: 7:58:33, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8867, loss_cls: 1.1656, loss: 1.1656, grad_norm: 8.4090 2021-08-17 11:55:04,359 - mmaction - INFO - Epoch [32][380/2640] lr: 1.000e-03, eta: 7:58:21, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8844, loss_cls: 1.1941, loss: 1.1941, grad_norm: 8.4215 2021-08-17 11:55:15,319 - mmaction - INFO - Epoch [32][400/2640] lr: 1.000e-03, eta: 7:58:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8852, loss_cls: 1.2207, loss: 1.2207, grad_norm: 8.6356 2021-08-17 11:55:26,293 - mmaction - INFO - Epoch [32][420/2640] lr: 1.000e-03, eta: 7:57:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8961, loss_cls: 1.1640, loss: 1.1640, grad_norm: 8.6073 2021-08-17 11:55:37,292 - mmaction - INFO - Epoch [32][440/2640] lr: 1.000e-03, eta: 7:57:45, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8820, loss_cls: 1.1818, loss: 1.1818, grad_norm: 8.4888 2021-08-17 11:55:48,274 - mmaction - INFO - Epoch [32][460/2640] lr: 1.000e-03, eta: 7:57:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8922, loss_cls: 1.1940, loss: 1.1940, grad_norm: 8.6182 2021-08-17 11:55:59,242 - mmaction - INFO - Epoch [32][480/2640] lr: 1.000e-03, eta: 7:57:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8891, loss_cls: 1.2066, loss: 1.2066, grad_norm: 8.7729 2021-08-17 11:56:10,226 - mmaction - INFO - Epoch [32][500/2640] lr: 1.000e-03, eta: 7:57:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8836, loss_cls: 1.2120, loss: 1.2120, grad_norm: 8.7261 2021-08-17 11:56:21,214 - mmaction - INFO - Epoch [32][520/2640] lr: 1.000e-03, eta: 7:56:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8859, loss_cls: 1.2085, loss: 1.2085, grad_norm: 8.7857 2021-08-17 11:56:32,190 - mmaction - INFO - Epoch [32][540/2640] lr: 1.000e-03, eta: 7:56:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8648, loss_cls: 1.3052, loss: 1.3052, grad_norm: 8.9451 2021-08-17 11:56:43,175 - mmaction - INFO - Epoch [32][560/2640] lr: 1.000e-03, eta: 7:56:34, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8773, loss_cls: 1.2384, loss: 1.2384, grad_norm: 8.5443 2021-08-17 11:56:54,162 - mmaction - INFO - Epoch [32][580/2640] lr: 1.000e-03, eta: 7:56:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8930, loss_cls: 1.2333, loss: 1.2333, grad_norm: 8.8232 2021-08-17 11:57:05,127 - mmaction - INFO - Epoch [32][600/2640] lr: 1.000e-03, eta: 7:56:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8867, loss_cls: 1.2506, loss: 1.2506, grad_norm: 8.8364 2021-08-17 11:57:16,105 - mmaction - INFO - Epoch [32][620/2640] lr: 1.000e-03, eta: 7:55:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8859, loss_cls: 1.2253, loss: 1.2253, grad_norm: 8.7725 2021-08-17 11:57:27,060 - mmaction - INFO - Epoch [32][640/2640] lr: 1.000e-03, eta: 7:55:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8695, loss_cls: 1.2983, loss: 1.2983, grad_norm: 8.8355 2021-08-17 11:57:38,063 - mmaction - INFO - Epoch [32][660/2640] lr: 1.000e-03, eta: 7:55:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8953, loss_cls: 1.2187, loss: 1.2187, grad_norm: 8.9466 2021-08-17 11:57:49,015 - mmaction - INFO - Epoch [32][680/2640] lr: 1.000e-03, eta: 7:55:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8648, loss_cls: 1.2708, loss: 1.2708, grad_norm: 8.5789 2021-08-17 11:57:59,976 - mmaction - INFO - Epoch [32][700/2640] lr: 1.000e-03, eta: 7:55:11, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8844, loss_cls: 1.2296, loss: 1.2296, grad_norm: 8.7345 2021-08-17 11:58:10,923 - mmaction - INFO - Epoch [32][720/2640] lr: 1.000e-03, eta: 7:54:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8805, loss_cls: 1.2385, loss: 1.2385, grad_norm: 8.8309 2021-08-17 11:58:21,887 - mmaction - INFO - Epoch [32][740/2640] lr: 1.000e-03, eta: 7:54:47, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8898, loss_cls: 1.1923, loss: 1.1923, grad_norm: 8.7626 2021-08-17 11:58:32,871 - mmaction - INFO - Epoch [32][760/2640] lr: 1.000e-03, eta: 7:54:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7117, top5_acc: 0.8984, loss_cls: 1.1156, loss: 1.1156, grad_norm: 8.3270 2021-08-17 11:58:43,782 - mmaction - INFO - Epoch [32][780/2640] lr: 1.000e-03, eta: 7:54:24, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8961, loss_cls: 1.1969, loss: 1.1969, grad_norm: 8.7551 2021-08-17 11:58:54,755 - mmaction - INFO - Epoch [32][800/2640] lr: 1.000e-03, eta: 7:54:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8734, loss_cls: 1.2595, loss: 1.2595, grad_norm: 8.5061 2021-08-17 11:59:05,741 - mmaction - INFO - Epoch [32][820/2640] lr: 1.000e-03, eta: 7:54:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8859, loss_cls: 1.1795, loss: 1.1795, grad_norm: 8.3374 2021-08-17 11:59:16,729 - mmaction - INFO - Epoch [32][840/2640] lr: 1.000e-03, eta: 7:53:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8922, loss_cls: 1.1955, loss: 1.1955, grad_norm: 8.6782 2021-08-17 11:59:27,706 - mmaction - INFO - Epoch [32][860/2640] lr: 1.000e-03, eta: 7:53:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8852, loss_cls: 1.1951, loss: 1.1951, grad_norm: 8.5311 2021-08-17 11:59:38,713 - mmaction - INFO - Epoch [32][880/2640] lr: 1.000e-03, eta: 7:53:24, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8859, loss_cls: 1.1650, loss: 1.1650, grad_norm: 8.7529 2021-08-17 11:59:49,636 - mmaction - INFO - Epoch [32][900/2640] lr: 1.000e-03, eta: 7:53:12, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8758, loss_cls: 1.2353, loss: 1.2353, grad_norm: 9.0461 2021-08-17 12:00:00,627 - mmaction - INFO - Epoch [32][920/2640] lr: 1.000e-03, eta: 7:53:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8820, loss_cls: 1.2338, loss: 1.2338, grad_norm: 8.8294 2021-08-17 12:00:13,039 - mmaction - INFO - Epoch [32][940/2640] lr: 1.000e-03, eta: 7:52:50, time: 0.620, data_time: 0.001, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8969, loss_cls: 1.1465, loss: 1.1465, grad_norm: 8.9045 2021-08-17 12:00:24,017 - mmaction - INFO - Epoch [32][960/2640] lr: 1.000e-03, eta: 7:52:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.2805, loss: 1.2805, grad_norm: 9.1259 2021-08-17 12:00:34,994 - mmaction - INFO - Epoch [32][980/2640] lr: 1.000e-03, eta: 7:52:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8914, loss_cls: 1.2282, loss: 1.2282, grad_norm: 8.8320 2021-08-17 12:00:45,949 - mmaction - INFO - Epoch [32][1000/2640] lr: 1.000e-03, eta: 7:52:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8836, loss_cls: 1.2369, loss: 1.2369, grad_norm: 8.6853 2021-08-17 12:00:56,932 - mmaction - INFO - Epoch [32][1020/2640] lr: 1.000e-03, eta: 7:52:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8758, loss_cls: 1.2926, loss: 1.2926, grad_norm: 8.7646 2021-08-17 12:01:07,904 - mmaction - INFO - Epoch [32][1040/2640] lr: 1.000e-03, eta: 7:51:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.1953, loss: 1.1953, grad_norm: 8.6662 2021-08-17 12:01:18,888 - mmaction - INFO - Epoch [32][1060/2640] lr: 1.000e-03, eta: 7:51:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8961, loss_cls: 1.1916, loss: 1.1916, grad_norm: 8.5648 2021-08-17 12:01:29,853 - mmaction - INFO - Epoch [32][1080/2640] lr: 1.000e-03, eta: 7:51:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8711, loss_cls: 1.2341, loss: 1.2341, grad_norm: 8.5293 2021-08-17 12:01:40,838 - mmaction - INFO - Epoch [32][1100/2640] lr: 1.000e-03, eta: 7:51:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8617, loss_cls: 1.3058, loss: 1.3058, grad_norm: 8.8610 2021-08-17 12:01:51,813 - mmaction - INFO - Epoch [32][1120/2640] lr: 1.000e-03, eta: 7:51:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8656, loss_cls: 1.2763, loss: 1.2763, grad_norm: 9.1421 2021-08-17 12:02:02,797 - mmaction - INFO - Epoch [32][1140/2640] lr: 1.000e-03, eta: 7:50:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8789, loss_cls: 1.2719, loss: 1.2719, grad_norm: 8.9132 2021-08-17 12:02:13,772 - mmaction - INFO - Epoch [32][1160/2640] lr: 1.000e-03, eta: 7:50:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8812, loss_cls: 1.2568, loss: 1.2568, grad_norm: 8.9725 2021-08-17 12:02:24,749 - mmaction - INFO - Epoch [32][1180/2640] lr: 1.000e-03, eta: 7:50:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8867, loss_cls: 1.2272, loss: 1.2272, grad_norm: 8.7333 2021-08-17 12:02:35,710 - mmaction - INFO - Epoch [32][1200/2640] lr: 1.000e-03, eta: 7:50:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8938, loss_cls: 1.1821, loss: 1.1821, grad_norm: 8.9156 2021-08-17 12:02:46,687 - mmaction - INFO - Epoch [32][1220/2640] lr: 1.000e-03, eta: 7:50:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.9023, loss_cls: 1.1647, loss: 1.1647, grad_norm: 8.6100 2021-08-17 12:02:57,656 - mmaction - INFO - Epoch [32][1240/2640] lr: 1.000e-03, eta: 7:49:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8812, loss_cls: 1.2322, loss: 1.2322, grad_norm: 8.7862 2021-08-17 12:03:08,635 - mmaction - INFO - Epoch [32][1260/2640] lr: 1.000e-03, eta: 7:49:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8945, loss_cls: 1.1905, loss: 1.1905, grad_norm: 8.8586 2021-08-17 12:03:19,610 - mmaction - INFO - Epoch [32][1280/2640] lr: 1.000e-03, eta: 7:49:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8828, loss_cls: 1.2373, loss: 1.2373, grad_norm: 8.9387 2021-08-17 12:03:30,592 - mmaction - INFO - Epoch [32][1300/2640] lr: 1.000e-03, eta: 7:49:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.2416, loss: 1.2416, grad_norm: 9.0200 2021-08-17 12:03:41,545 - mmaction - INFO - Epoch [32][1320/2640] lr: 1.000e-03, eta: 7:49:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6531, top5_acc: 0.8828, loss_cls: 1.2910, loss: 1.2910, grad_norm: 9.1111 2021-08-17 12:03:52,510 - mmaction - INFO - Epoch [32][1340/2640] lr: 1.000e-03, eta: 7:48:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8828, loss_cls: 1.2609, loss: 1.2609, grad_norm: 9.1235 2021-08-17 12:04:03,478 - mmaction - INFO - Epoch [32][1360/2640] lr: 1.000e-03, eta: 7:48:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8719, loss_cls: 1.2546, loss: 1.2546, grad_norm: 8.9152 2021-08-17 12:04:14,432 - mmaction - INFO - Epoch [32][1380/2640] lr: 1.000e-03, eta: 7:48:29, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8648, loss_cls: 1.3019, loss: 1.3019, grad_norm: 8.7860 2021-08-17 12:04:25,415 - mmaction - INFO - Epoch [32][1400/2640] lr: 1.000e-03, eta: 7:48:17, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8586, loss_cls: 1.3106, loss: 1.3106, grad_norm: 8.8779 2021-08-17 12:04:36,375 - mmaction - INFO - Epoch [32][1420/2640] lr: 1.000e-03, eta: 7:48:05, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8844, loss_cls: 1.2281, loss: 1.2281, grad_norm: 9.0203 2021-08-17 12:04:47,329 - mmaction - INFO - Epoch [32][1440/2640] lr: 1.000e-03, eta: 7:47:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8688, loss_cls: 1.2869, loss: 1.2869, grad_norm: 8.7519 2021-08-17 12:04:58,328 - mmaction - INFO - Epoch [32][1460/2640] lr: 1.000e-03, eta: 7:47:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8961, loss_cls: 1.2239, loss: 1.2239, grad_norm: 8.9125 2021-08-17 12:05:09,298 - mmaction - INFO - Epoch [32][1480/2640] lr: 1.000e-03, eta: 7:47:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8836, loss_cls: 1.2282, loss: 1.2282, grad_norm: 8.7607 2021-08-17 12:05:20,288 - mmaction - INFO - Epoch [32][1500/2640] lr: 1.000e-03, eta: 7:47:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8914, loss_cls: 1.1917, loss: 1.1917, grad_norm: 8.6003 2021-08-17 12:05:31,248 - mmaction - INFO - Epoch [32][1520/2640] lr: 1.000e-03, eta: 7:47:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8820, loss_cls: 1.2388, loss: 1.2388, grad_norm: 8.7246 2021-08-17 12:05:42,234 - mmaction - INFO - Epoch [32][1540/2640] lr: 1.000e-03, eta: 7:46:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.1507, loss: 1.1507, grad_norm: 8.4683 2021-08-17 12:05:53,195 - mmaction - INFO - Epoch [32][1560/2640] lr: 1.000e-03, eta: 7:46:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8922, loss_cls: 1.1613, loss: 1.1613, grad_norm: 8.5484 2021-08-17 12:06:04,165 - mmaction - INFO - Epoch [32][1580/2640] lr: 1.000e-03, eta: 7:46:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8688, loss_cls: 1.2960, loss: 1.2960, grad_norm: 9.2180 2021-08-17 12:06:15,124 - mmaction - INFO - Epoch [32][1600/2640] lr: 1.000e-03, eta: 7:46:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8875, loss_cls: 1.2050, loss: 1.2050, grad_norm: 8.6537 2021-08-17 12:06:26,100 - mmaction - INFO - Epoch [32][1620/2640] lr: 1.000e-03, eta: 7:46:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8820, loss_cls: 1.1844, loss: 1.1844, grad_norm: 8.8194 2021-08-17 12:06:37,080 - mmaction - INFO - Epoch [32][1640/2640] lr: 1.000e-03, eta: 7:45:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8703, loss_cls: 1.2494, loss: 1.2494, grad_norm: 8.6145 2021-08-17 12:06:48,062 - mmaction - INFO - Epoch [32][1660/2640] lr: 1.000e-03, eta: 7:45:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8750, loss_cls: 1.2749, loss: 1.2749, grad_norm: 9.0883 2021-08-17 12:06:59,035 - mmaction - INFO - Epoch [32][1680/2640] lr: 1.000e-03, eta: 7:45:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8680, loss_cls: 1.2778, loss: 1.2778, grad_norm: 9.0460 2021-08-17 12:07:10,013 - mmaction - INFO - Epoch [32][1700/2640] lr: 1.000e-03, eta: 7:45:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8984, loss_cls: 1.1634, loss: 1.1634, grad_norm: 8.5303 2021-08-17 12:07:20,964 - mmaction - INFO - Epoch [32][1720/2640] lr: 1.000e-03, eta: 7:45:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8703, loss_cls: 1.2982, loss: 1.2982, grad_norm: 8.8739 2021-08-17 12:07:31,930 - mmaction - INFO - Epoch [32][1740/2640] lr: 1.000e-03, eta: 7:44:56, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8727, loss_cls: 1.2734, loss: 1.2734, grad_norm: 8.6416 2021-08-17 12:07:42,899 - mmaction - INFO - Epoch [32][1760/2640] lr: 1.000e-03, eta: 7:44:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8781, loss_cls: 1.2360, loss: 1.2360, grad_norm: 8.7207 2021-08-17 12:07:53,871 - mmaction - INFO - Epoch [32][1780/2640] lr: 1.000e-03, eta: 7:44:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8773, loss_cls: 1.3036, loss: 1.3036, grad_norm: 9.1402 2021-08-17 12:08:04,845 - mmaction - INFO - Epoch [32][1800/2640] lr: 1.000e-03, eta: 7:44:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6562, top5_acc: 0.8875, loss_cls: 1.2571, loss: 1.2571, grad_norm: 9.0567 2021-08-17 12:08:15,823 - mmaction - INFO - Epoch [32][1820/2640] lr: 1.000e-03, eta: 7:44:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8625, loss_cls: 1.2732, loss: 1.2732, grad_norm: 8.8055 2021-08-17 12:08:26,847 - mmaction - INFO - Epoch [32][1840/2640] lr: 1.000e-03, eta: 7:43:56, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8820, loss_cls: 1.2441, loss: 1.2441, grad_norm: 8.9922 2021-08-17 12:08:37,760 - mmaction - INFO - Epoch [32][1860/2640] lr: 1.000e-03, eta: 7:43:45, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8906, loss_cls: 1.2518, loss: 1.2518, grad_norm: 8.9935 2021-08-17 12:08:48,736 - mmaction - INFO - Epoch [32][1880/2640] lr: 1.000e-03, eta: 7:43:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8930, loss_cls: 1.2195, loss: 1.2195, grad_norm: 9.0853 2021-08-17 12:08:59,696 - mmaction - INFO - Epoch [32][1900/2640] lr: 1.000e-03, eta: 7:43:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8844, loss_cls: 1.2185, loss: 1.2185, grad_norm: 8.7272 2021-08-17 12:09:10,667 - mmaction - INFO - Epoch [32][1920/2640] lr: 1.000e-03, eta: 7:43:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8914, loss_cls: 1.1960, loss: 1.1960, grad_norm: 8.8166 2021-08-17 12:09:21,659 - mmaction - INFO - Epoch [32][1940/2640] lr: 1.000e-03, eta: 7:42:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8828, loss_cls: 1.2478, loss: 1.2478, grad_norm: 9.1951 2021-08-17 12:09:32,651 - mmaction - INFO - Epoch [32][1960/2640] lr: 1.000e-03, eta: 7:42:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8820, loss_cls: 1.2597, loss: 1.2597, grad_norm: 8.9334 2021-08-17 12:09:43,625 - mmaction - INFO - Epoch [32][1980/2640] lr: 1.000e-03, eta: 7:42:34, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6594, top5_acc: 0.8867, loss_cls: 1.2446, loss: 1.2446, grad_norm: 8.8064 2021-08-17 12:09:54,596 - mmaction - INFO - Epoch [32][2000/2640] lr: 1.000e-03, eta: 7:42:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8906, loss_cls: 1.2056, loss: 1.2056, grad_norm: 8.6586 2021-08-17 12:10:05,555 - mmaction - INFO - Epoch [32][2020/2640] lr: 1.000e-03, eta: 7:42:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8805, loss_cls: 1.2313, loss: 1.2313, grad_norm: 9.0217 2021-08-17 12:10:16,517 - mmaction - INFO - Epoch [32][2040/2640] lr: 1.000e-03, eta: 7:41:58, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8914, loss_cls: 1.1965, loss: 1.1965, grad_norm: 9.0116 2021-08-17 12:10:27,472 - mmaction - INFO - Epoch [32][2060/2640] lr: 1.000e-03, eta: 7:41:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8898, loss_cls: 1.1923, loss: 1.1923, grad_norm: 8.6634 2021-08-17 12:10:38,458 - mmaction - INFO - Epoch [32][2080/2640] lr: 1.000e-03, eta: 7:41:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8625, loss_cls: 1.3233, loss: 1.3233, grad_norm: 9.1136 2021-08-17 12:10:49,452 - mmaction - INFO - Epoch [32][2100/2640] lr: 1.000e-03, eta: 7:41:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8703, loss_cls: 1.2580, loss: 1.2580, grad_norm: 8.7446 2021-08-17 12:11:00,424 - mmaction - INFO - Epoch [32][2120/2640] lr: 1.000e-03, eta: 7:41:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8750, loss_cls: 1.2415, loss: 1.2415, grad_norm: 8.7558 2021-08-17 12:11:11,390 - mmaction - INFO - Epoch [32][2140/2640] lr: 1.000e-03, eta: 7:40:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8875, loss_cls: 1.2244, loss: 1.2244, grad_norm: 8.7461 2021-08-17 12:11:22,374 - mmaction - INFO - Epoch [32][2160/2640] lr: 1.000e-03, eta: 7:40:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8898, loss_cls: 1.2422, loss: 1.2422, grad_norm: 9.2095 2021-08-17 12:11:33,381 - mmaction - INFO - Epoch [32][2180/2640] lr: 1.000e-03, eta: 7:40:35, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8695, loss_cls: 1.2551, loss: 1.2551, grad_norm: 8.9976 2021-08-17 12:11:44,374 - mmaction - INFO - Epoch [32][2200/2640] lr: 1.000e-03, eta: 7:40:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1594, loss: 1.1594, grad_norm: 9.1336 2021-08-17 12:11:55,363 - mmaction - INFO - Epoch [32][2220/2640] lr: 1.000e-03, eta: 7:40:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8844, loss_cls: 1.2429, loss: 1.2429, grad_norm: 8.8484 2021-08-17 12:12:06,329 - mmaction - INFO - Epoch [32][2240/2640] lr: 1.000e-03, eta: 7:40:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8797, loss_cls: 1.2704, loss: 1.2704, grad_norm: 9.1016 2021-08-17 12:12:17,289 - mmaction - INFO - Epoch [32][2260/2640] lr: 1.000e-03, eta: 7:39:48, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8828, loss_cls: 1.2510, loss: 1.2510, grad_norm: 8.8638 2021-08-17 12:12:28,281 - mmaction - INFO - Epoch [32][2280/2640] lr: 1.000e-03, eta: 7:39:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8773, loss_cls: 1.2771, loss: 1.2771, grad_norm: 8.8963 2021-08-17 12:12:39,265 - mmaction - INFO - Epoch [32][2300/2640] lr: 1.000e-03, eta: 7:39:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8844, loss_cls: 1.2026, loss: 1.2026, grad_norm: 8.5099 2021-08-17 12:12:50,238 - mmaction - INFO - Epoch [32][2320/2640] lr: 1.000e-03, eta: 7:39:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8742, loss_cls: 1.2711, loss: 1.2711, grad_norm: 8.7072 2021-08-17 12:13:01,192 - mmaction - INFO - Epoch [32][2340/2640] lr: 1.000e-03, eta: 7:39:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8758, loss_cls: 1.2863, loss: 1.2863, grad_norm: 9.0555 2021-08-17 12:13:12,151 - mmaction - INFO - Epoch [32][2360/2640] lr: 1.000e-03, eta: 7:38:49, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8906, loss_cls: 1.1652, loss: 1.1652, grad_norm: 8.6874 2021-08-17 12:13:23,126 - mmaction - INFO - Epoch [32][2380/2640] lr: 1.000e-03, eta: 7:38:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8805, loss_cls: 1.2543, loss: 1.2543, grad_norm: 8.7833 2021-08-17 12:13:34,101 - mmaction - INFO - Epoch [32][2400/2640] lr: 1.000e-03, eta: 7:38:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8867, loss_cls: 1.2017, loss: 1.2017, grad_norm: 8.6722 2021-08-17 12:13:45,091 - mmaction - INFO - Epoch [32][2420/2640] lr: 1.000e-03, eta: 7:38:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8844, loss_cls: 1.2182, loss: 1.2182, grad_norm: 8.8830 2021-08-17 12:13:56,068 - mmaction - INFO - Epoch [32][2440/2640] lr: 1.000e-03, eta: 7:38:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8633, loss_cls: 1.2536, loss: 1.2536, grad_norm: 8.6428 2021-08-17 12:14:07,021 - mmaction - INFO - Epoch [32][2460/2640] lr: 1.000e-03, eta: 7:37:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8922, loss_cls: 1.2011, loss: 1.2011, grad_norm: 9.1325 2021-08-17 12:14:17,995 - mmaction - INFO - Epoch [32][2480/2640] lr: 1.000e-03, eta: 7:37:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8859, loss_cls: 1.2042, loss: 1.2042, grad_norm: 9.0348 2021-08-17 12:14:28,950 - mmaction - INFO - Epoch [32][2500/2640] lr: 1.000e-03, eta: 7:37:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8648, loss_cls: 1.2978, loss: 1.2978, grad_norm: 9.1983 2021-08-17 12:14:39,928 - mmaction - INFO - Epoch [32][2520/2640] lr: 1.000e-03, eta: 7:37:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8773, loss_cls: 1.2326, loss: 1.2326, grad_norm: 8.9447 2021-08-17 12:14:50,889 - mmaction - INFO - Epoch [32][2540/2640] lr: 1.000e-03, eta: 7:37:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8633, loss_cls: 1.2994, loss: 1.2994, grad_norm: 9.3111 2021-08-17 12:15:01,861 - mmaction - INFO - Epoch [32][2560/2640] lr: 1.000e-03, eta: 7:36:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8898, loss_cls: 1.1995, loss: 1.1995, grad_norm: 8.7924 2021-08-17 12:15:12,807 - mmaction - INFO - Epoch [32][2580/2640] lr: 1.000e-03, eta: 7:36:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8734, loss_cls: 1.2909, loss: 1.2909, grad_norm: 9.1813 2021-08-17 12:15:23,780 - mmaction - INFO - Epoch [32][2600/2640] lr: 1.000e-03, eta: 7:36:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8672, loss_cls: 1.2968, loss: 1.2968, grad_norm: 8.9965 2021-08-17 12:15:34,743 - mmaction - INFO - Epoch [32][2620/2640] lr: 1.000e-03, eta: 7:36:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8844, loss_cls: 1.2077, loss: 1.2077, grad_norm: 8.8167 2021-08-17 12:15:45,389 - mmaction - INFO - Epoch [32][2640/2640] lr: 1.000e-03, eta: 7:36:03, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.6855, top5_acc: 0.8855, loss_cls: 1.1822, loss: 1.1822, grad_norm: 8.7788 2021-08-17 12:15:47,857 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-08-17 12:17:09,975 - mmaction - INFO - Epoch [33][20/2640] lr: 1.000e-03, eta: 7:36:31, time: 4.088, data_time: 3.461, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.1767, loss: 1.1767, grad_norm: 8.6212 2021-08-17 12:17:20,951 - mmaction - INFO - Epoch [33][40/2640] lr: 1.000e-03, eta: 7:36:19, time: 0.547, data_time: 0.004, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8953, loss_cls: 1.2223, loss: 1.2223, grad_norm: 8.8482 2021-08-17 12:17:31,879 - mmaction - INFO - Epoch [33][60/2640] lr: 1.000e-03, eta: 7:36:07, time: 0.548, data_time: 0.003, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8922, loss_cls: 1.1799, loss: 1.1799, grad_norm: 8.8046 2021-08-17 12:17:42,821 - mmaction - INFO - Epoch [33][80/2640] lr: 1.000e-03, eta: 7:35:55, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8922, loss_cls: 1.1801, loss: 1.1801, grad_norm: 8.6802 2021-08-17 12:17:53,772 - mmaction - INFO - Epoch [33][100/2640] lr: 1.000e-03, eta: 7:35:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8750, loss_cls: 1.2795, loss: 1.2795, grad_norm: 9.0140 2021-08-17 12:18:04,755 - mmaction - INFO - Epoch [33][120/2640] lr: 1.000e-03, eta: 7:35:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8859, loss_cls: 1.2518, loss: 1.2518, grad_norm: 8.8178 2021-08-17 12:18:15,718 - mmaction - INFO - Epoch [33][140/2640] lr: 1.000e-03, eta: 7:35:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8727, loss_cls: 1.3043, loss: 1.3043, grad_norm: 9.4685 2021-08-17 12:18:26,675 - mmaction - INFO - Epoch [33][160/2640] lr: 1.000e-03, eta: 7:35:08, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7047, top5_acc: 0.9016, loss_cls: 1.1064, loss: 1.1064, grad_norm: 8.6038 2021-08-17 12:18:37,627 - mmaction - INFO - Epoch [33][180/2640] lr: 1.000e-03, eta: 7:34:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8758, loss_cls: 1.1988, loss: 1.1988, grad_norm: 8.8664 2021-08-17 12:18:48,601 - mmaction - INFO - Epoch [33][200/2640] lr: 1.000e-03, eta: 7:34:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8875, loss_cls: 1.2190, loss: 1.2190, grad_norm: 8.9397 2021-08-17 12:18:59,581 - mmaction - INFO - Epoch [33][220/2640] lr: 1.000e-03, eta: 7:34:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8875, loss_cls: 1.2296, loss: 1.2296, grad_norm: 8.9271 2021-08-17 12:19:10,554 - mmaction - INFO - Epoch [33][240/2640] lr: 1.000e-03, eta: 7:34:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8750, loss_cls: 1.2070, loss: 1.2070, grad_norm: 8.8641 2021-08-17 12:19:21,542 - mmaction - INFO - Epoch [33][260/2640] lr: 1.000e-03, eta: 7:34:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8758, loss_cls: 1.2426, loss: 1.2426, grad_norm: 9.0240 2021-08-17 12:19:32,513 - mmaction - INFO - Epoch [33][280/2640] lr: 1.000e-03, eta: 7:33:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8805, loss_cls: 1.2497, loss: 1.2497, grad_norm: 9.1012 2021-08-17 12:19:43,495 - mmaction - INFO - Epoch [33][300/2640] lr: 1.000e-03, eta: 7:33:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8945, loss_cls: 1.1553, loss: 1.1553, grad_norm: 8.4256 2021-08-17 12:19:54,473 - mmaction - INFO - Epoch [33][320/2640] lr: 1.000e-03, eta: 7:33:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8734, loss_cls: 1.2321, loss: 1.2321, grad_norm: 8.7397 2021-08-17 12:20:05,463 - mmaction - INFO - Epoch [33][340/2640] lr: 1.000e-03, eta: 7:33:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8883, loss_cls: 1.1750, loss: 1.1750, grad_norm: 8.7534 2021-08-17 12:20:16,442 - mmaction - INFO - Epoch [33][360/2640] lr: 1.000e-03, eta: 7:33:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8969, loss_cls: 1.1386, loss: 1.1386, grad_norm: 8.5401 2021-08-17 12:20:27,411 - mmaction - INFO - Epoch [33][380/2640] lr: 1.000e-03, eta: 7:32:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8906, loss_cls: 1.1802, loss: 1.1802, grad_norm: 8.8973 2021-08-17 12:20:38,386 - mmaction - INFO - Epoch [33][400/2640] lr: 1.000e-03, eta: 7:32:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8711, loss_cls: 1.2216, loss: 1.2216, grad_norm: 9.1297 2021-08-17 12:20:49,372 - mmaction - INFO - Epoch [33][420/2640] lr: 1.000e-03, eta: 7:32:34, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8656, loss_cls: 1.2831, loss: 1.2831, grad_norm: 9.0585 2021-08-17 12:21:00,350 - mmaction - INFO - Epoch [33][440/2640] lr: 1.000e-03, eta: 7:32:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.2213, loss: 1.2213, grad_norm: 8.9009 2021-08-17 12:21:11,329 - mmaction - INFO - Epoch [33][460/2640] lr: 1.000e-03, eta: 7:32:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8938, loss_cls: 1.1869, loss: 1.1869, grad_norm: 8.7902 2021-08-17 12:21:22,305 - mmaction - INFO - Epoch [33][480/2640] lr: 1.000e-03, eta: 7:31:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8828, loss_cls: 1.1932, loss: 1.1932, grad_norm: 9.0726 2021-08-17 12:21:33,287 - mmaction - INFO - Epoch [33][500/2640] lr: 1.000e-03, eta: 7:31:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1409, loss: 1.1409, grad_norm: 8.7365 2021-08-17 12:21:44,260 - mmaction - INFO - Epoch [33][520/2640] lr: 1.000e-03, eta: 7:31:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8758, loss_cls: 1.2900, loss: 1.2900, grad_norm: 9.4364 2021-08-17 12:21:55,242 - mmaction - INFO - Epoch [33][540/2640] lr: 1.000e-03, eta: 7:31:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8922, loss_cls: 1.1911, loss: 1.1911, grad_norm: 8.9138 2021-08-17 12:22:06,195 - mmaction - INFO - Epoch [33][560/2640] lr: 1.000e-03, eta: 7:31:11, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7164, top5_acc: 0.8914, loss_cls: 1.1078, loss: 1.1078, grad_norm: 8.3517 2021-08-17 12:22:17,176 - mmaction - INFO - Epoch [33][580/2640] lr: 1.000e-03, eta: 7:30:59, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8992, loss_cls: 1.1502, loss: 1.1502, grad_norm: 8.8787 2021-08-17 12:22:28,145 - mmaction - INFO - Epoch [33][600/2640] lr: 1.000e-03, eta: 7:30:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8789, loss_cls: 1.2410, loss: 1.2410, grad_norm: 9.1118 2021-08-17 12:22:39,129 - mmaction - INFO - Epoch [33][620/2640] lr: 1.000e-03, eta: 7:30:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.9008, loss_cls: 1.1448, loss: 1.1448, grad_norm: 8.9679 2021-08-17 12:22:50,117 - mmaction - INFO - Epoch [33][640/2640] lr: 1.000e-03, eta: 7:30:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8898, loss_cls: 1.1884, loss: 1.1884, grad_norm: 9.0817 2021-08-17 12:23:01,090 - mmaction - INFO - Epoch [33][660/2640] lr: 1.000e-03, eta: 7:30:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8867, loss_cls: 1.2336, loss: 1.2336, grad_norm: 9.1085 2021-08-17 12:23:12,059 - mmaction - INFO - Epoch [33][680/2640] lr: 1.000e-03, eta: 7:30:00, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7070, top5_acc: 0.9062, loss_cls: 1.0985, loss: 1.0985, grad_norm: 8.5449 2021-08-17 12:23:23,032 - mmaction - INFO - Epoch [33][700/2640] lr: 1.000e-03, eta: 7:29:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8891, loss_cls: 1.1927, loss: 1.1927, grad_norm: 8.9538 2021-08-17 12:23:34,004 - mmaction - INFO - Epoch [33][720/2640] lr: 1.000e-03, eta: 7:29:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8781, loss_cls: 1.2276, loss: 1.2276, grad_norm: 8.6585 2021-08-17 12:23:44,999 - mmaction - INFO - Epoch [33][740/2640] lr: 1.000e-03, eta: 7:29:25, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8844, loss_cls: 1.2386, loss: 1.2386, grad_norm: 9.1722 2021-08-17 12:23:55,914 - mmaction - INFO - Epoch [33][760/2640] lr: 1.000e-03, eta: 7:29:13, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6586, top5_acc: 0.8688, loss_cls: 1.3184, loss: 1.3184, grad_norm: 9.3714 2021-08-17 12:24:06,901 - mmaction - INFO - Epoch [33][780/2640] lr: 1.000e-03, eta: 7:29:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8789, loss_cls: 1.2209, loss: 1.2209, grad_norm: 8.9553 2021-08-17 12:24:17,855 - mmaction - INFO - Epoch [33][800/2640] lr: 1.000e-03, eta: 7:28:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8789, loss_cls: 1.2407, loss: 1.2407, grad_norm: 9.3023 2021-08-17 12:24:28,825 - mmaction - INFO - Epoch [33][820/2640] lr: 1.000e-03, eta: 7:28:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8914, loss_cls: 1.1660, loss: 1.1660, grad_norm: 8.8864 2021-08-17 12:24:39,796 - mmaction - INFO - Epoch [33][840/2640] lr: 1.000e-03, eta: 7:28:25, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8875, loss_cls: 1.2071, loss: 1.2071, grad_norm: 9.1452 2021-08-17 12:24:50,773 - mmaction - INFO - Epoch [33][860/2640] lr: 1.000e-03, eta: 7:28:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6430, top5_acc: 0.8672, loss_cls: 1.3515, loss: 1.3515, grad_norm: 9.3129 2021-08-17 12:25:01,737 - mmaction - INFO - Epoch [33][880/2640] lr: 1.000e-03, eta: 7:28:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8836, loss_cls: 1.2243, loss: 1.2243, grad_norm: 8.9876 2021-08-17 12:25:12,715 - mmaction - INFO - Epoch [33][900/2640] lr: 1.000e-03, eta: 7:27:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8805, loss_cls: 1.1888, loss: 1.1888, grad_norm: 8.8702 2021-08-17 12:25:23,689 - mmaction - INFO - Epoch [33][920/2640] lr: 1.000e-03, eta: 7:27:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.1401, loss: 1.1401, grad_norm: 8.7057 2021-08-17 12:25:34,675 - mmaction - INFO - Epoch [33][940/2640] lr: 1.000e-03, eta: 7:27:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8805, loss_cls: 1.1928, loss: 1.1928, grad_norm: 8.9160 2021-08-17 12:25:45,638 - mmaction - INFO - Epoch [33][960/2640] lr: 1.000e-03, eta: 7:27:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8734, loss_cls: 1.2577, loss: 1.2577, grad_norm: 9.2479 2021-08-17 12:25:56,633 - mmaction - INFO - Epoch [33][980/2640] lr: 1.000e-03, eta: 7:27:03, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1832, loss: 1.1832, grad_norm: 8.9682 2021-08-17 12:26:07,633 - mmaction - INFO - Epoch [33][1000/2640] lr: 1.000e-03, eta: 7:26:51, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8828, loss_cls: 1.2051, loss: 1.2051, grad_norm: 8.9407 2021-08-17 12:26:18,581 - mmaction - INFO - Epoch [33][1020/2640] lr: 1.000e-03, eta: 7:26:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8859, loss_cls: 1.2169, loss: 1.2169, grad_norm: 9.2839 2021-08-17 12:26:29,562 - mmaction - INFO - Epoch [33][1040/2640] lr: 1.000e-03, eta: 7:26:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8852, loss_cls: 1.2507, loss: 1.2507, grad_norm: 9.3144 2021-08-17 12:26:40,516 - mmaction - INFO - Epoch [33][1060/2640] lr: 1.000e-03, eta: 7:26:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8867, loss_cls: 1.2278, loss: 1.2278, grad_norm: 9.0950 2021-08-17 12:26:51,489 - mmaction - INFO - Epoch [33][1080/2640] lr: 1.000e-03, eta: 7:26:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8906, loss_cls: 1.1974, loss: 1.1974, grad_norm: 9.0565 2021-08-17 12:27:02,444 - mmaction - INFO - Epoch [33][1100/2640] lr: 1.000e-03, eta: 7:25:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8969, loss_cls: 1.2216, loss: 1.2216, grad_norm: 9.3054 2021-08-17 12:27:13,413 - mmaction - INFO - Epoch [33][1120/2640] lr: 1.000e-03, eta: 7:25:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8883, loss_cls: 1.2052, loss: 1.2052, grad_norm: 9.0884 2021-08-17 12:27:24,372 - mmaction - INFO - Epoch [33][1140/2640] lr: 1.000e-03, eta: 7:25:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8797, loss_cls: 1.1967, loss: 1.1967, grad_norm: 9.0155 2021-08-17 12:27:35,345 - mmaction - INFO - Epoch [33][1160/2640] lr: 1.000e-03, eta: 7:25:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8820, loss_cls: 1.2343, loss: 1.2343, grad_norm: 8.9294 2021-08-17 12:27:46,344 - mmaction - INFO - Epoch [33][1180/2640] lr: 1.000e-03, eta: 7:25:04, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8852, loss_cls: 1.1778, loss: 1.1778, grad_norm: 8.8792 2021-08-17 12:27:57,319 - mmaction - INFO - Epoch [33][1200/2640] lr: 1.000e-03, eta: 7:24:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8766, loss_cls: 1.2462, loss: 1.2462, grad_norm: 8.9231 2021-08-17 12:28:08,291 - mmaction - INFO - Epoch [33][1220/2640] lr: 1.000e-03, eta: 7:24:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8773, loss_cls: 1.2568, loss: 1.2568, grad_norm: 9.3889 2021-08-17 12:28:19,283 - mmaction - INFO - Epoch [33][1240/2640] lr: 1.000e-03, eta: 7:24:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8938, loss_cls: 1.1851, loss: 1.1851, grad_norm: 8.7997 2021-08-17 12:28:30,240 - mmaction - INFO - Epoch [33][1260/2640] lr: 1.000e-03, eta: 7:24:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8852, loss_cls: 1.2567, loss: 1.2567, grad_norm: 9.2147 2021-08-17 12:28:41,217 - mmaction - INFO - Epoch [33][1280/2640] lr: 1.000e-03, eta: 7:24:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8836, loss_cls: 1.2645, loss: 1.2645, grad_norm: 9.4215 2021-08-17 12:28:52,172 - mmaction - INFO - Epoch [33][1300/2640] lr: 1.000e-03, eta: 7:23:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8797, loss_cls: 1.2807, loss: 1.2807, grad_norm: 9.2845 2021-08-17 12:29:03,162 - mmaction - INFO - Epoch [33][1320/2640] lr: 1.000e-03, eta: 7:23:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8859, loss_cls: 1.2446, loss: 1.2446, grad_norm: 9.2455 2021-08-17 12:29:14,132 - mmaction - INFO - Epoch [33][1340/2640] lr: 1.000e-03, eta: 7:23:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8844, loss_cls: 1.1991, loss: 1.1991, grad_norm: 8.9387 2021-08-17 12:29:25,097 - mmaction - INFO - Epoch [33][1360/2640] lr: 1.000e-03, eta: 7:23:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8812, loss_cls: 1.2717, loss: 1.2717, grad_norm: 9.3173 2021-08-17 12:29:36,061 - mmaction - INFO - Epoch [33][1380/2640] lr: 1.000e-03, eta: 7:23:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8812, loss_cls: 1.2231, loss: 1.2231, grad_norm: 8.8825 2021-08-17 12:29:47,029 - mmaction - INFO - Epoch [33][1400/2640] lr: 1.000e-03, eta: 7:22:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.2172, loss: 1.2172, grad_norm: 9.0995 2021-08-17 12:29:58,008 - mmaction - INFO - Epoch [33][1420/2640] lr: 1.000e-03, eta: 7:22:43, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8781, loss_cls: 1.2354, loss: 1.2354, grad_norm: 8.8826 2021-08-17 12:30:08,989 - mmaction - INFO - Epoch [33][1440/2640] lr: 1.000e-03, eta: 7:22:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8805, loss_cls: 1.2253, loss: 1.2253, grad_norm: 9.1509 2021-08-17 12:30:19,970 - mmaction - INFO - Epoch [33][1460/2640] lr: 1.000e-03, eta: 7:22:19, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6937, top5_acc: 0.9000, loss_cls: 1.1653, loss: 1.1653, grad_norm: 8.9214 2021-08-17 12:30:30,944 - mmaction - INFO - Epoch [33][1480/2640] lr: 1.000e-03, eta: 7:22:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8805, loss_cls: 1.2836, loss: 1.2836, grad_norm: 9.2899 2021-08-17 12:30:41,894 - mmaction - INFO - Epoch [33][1500/2640] lr: 1.000e-03, eta: 7:21:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8734, loss_cls: 1.2117, loss: 1.2117, grad_norm: 8.8722 2021-08-17 12:30:52,885 - mmaction - INFO - Epoch [33][1520/2640] lr: 1.000e-03, eta: 7:21:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8914, loss_cls: 1.2265, loss: 1.2265, grad_norm: 8.8742 2021-08-17 12:31:03,869 - mmaction - INFO - Epoch [33][1540/2640] lr: 1.000e-03, eta: 7:21:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8875, loss_cls: 1.1865, loss: 1.1865, grad_norm: 8.8501 2021-08-17 12:31:14,836 - mmaction - INFO - Epoch [33][1560/2640] lr: 1.000e-03, eta: 7:21:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6500, top5_acc: 0.8594, loss_cls: 1.3443, loss: 1.3443, grad_norm: 9.5274 2021-08-17 12:31:25,820 - mmaction - INFO - Epoch [33][1580/2640] lr: 1.000e-03, eta: 7:21:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7164, top5_acc: 0.8898, loss_cls: 1.1323, loss: 1.1323, grad_norm: 8.6412 2021-08-17 12:31:36,803 - mmaction - INFO - Epoch [33][1600/2640] lr: 1.000e-03, eta: 7:20:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8852, loss_cls: 1.2157, loss: 1.2157, grad_norm: 9.0893 2021-08-17 12:31:47,792 - mmaction - INFO - Epoch [33][1620/2640] lr: 1.000e-03, eta: 7:20:44, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8781, loss_cls: 1.2649, loss: 1.2649, grad_norm: 9.1059 2021-08-17 12:31:58,775 - mmaction - INFO - Epoch [33][1640/2640] lr: 1.000e-03, eta: 7:20:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8859, loss_cls: 1.2080, loss: 1.2080, grad_norm: 9.2448 2021-08-17 12:32:09,743 - mmaction - INFO - Epoch [33][1660/2640] lr: 1.000e-03, eta: 7:20:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8688, loss_cls: 1.2950, loss: 1.2950, grad_norm: 9.3331 2021-08-17 12:32:20,716 - mmaction - INFO - Epoch [33][1680/2640] lr: 1.000e-03, eta: 7:20:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8883, loss_cls: 1.1802, loss: 1.1802, grad_norm: 8.9470 2021-08-17 12:32:31,671 - mmaction - INFO - Epoch [33][1700/2640] lr: 1.000e-03, eta: 7:19:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8875, loss_cls: 1.2529, loss: 1.2529, grad_norm: 9.3734 2021-08-17 12:32:42,673 - mmaction - INFO - Epoch [33][1720/2640] lr: 1.000e-03, eta: 7:19:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8680, loss_cls: 1.2685, loss: 1.2685, grad_norm: 9.1399 2021-08-17 12:32:53,638 - mmaction - INFO - Epoch [33][1740/2640] lr: 1.000e-03, eta: 7:19:33, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8805, loss_cls: 1.2220, loss: 1.2220, grad_norm: 9.1963 2021-08-17 12:33:04,605 - mmaction - INFO - Epoch [33][1760/2640] lr: 1.000e-03, eta: 7:19:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8797, loss_cls: 1.2788, loss: 1.2788, grad_norm: 9.4966 2021-08-17 12:33:15,573 - mmaction - INFO - Epoch [33][1780/2640] lr: 1.000e-03, eta: 7:19:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8867, loss_cls: 1.2213, loss: 1.2213, grad_norm: 9.1290 2021-08-17 12:33:26,568 - mmaction - INFO - Epoch [33][1800/2640] lr: 1.000e-03, eta: 7:18:58, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8680, loss_cls: 1.2809, loss: 1.2809, grad_norm: 9.3565 2021-08-17 12:33:37,558 - mmaction - INFO - Epoch [33][1820/2640] lr: 1.000e-03, eta: 7:18:46, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8922, loss_cls: 1.2388, loss: 1.2388, grad_norm: 9.2640 2021-08-17 12:33:48,532 - mmaction - INFO - Epoch [33][1840/2640] lr: 1.000e-03, eta: 7:18:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8906, loss_cls: 1.1669, loss: 1.1669, grad_norm: 8.8905 2021-08-17 12:33:59,496 - mmaction - INFO - Epoch [33][1860/2640] lr: 1.000e-03, eta: 7:18:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8797, loss_cls: 1.2493, loss: 1.2493, grad_norm: 9.2690 2021-08-17 12:34:10,464 - mmaction - INFO - Epoch [33][1880/2640] lr: 1.000e-03, eta: 7:18:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8820, loss_cls: 1.2323, loss: 1.2323, grad_norm: 8.9316 2021-08-17 12:34:21,401 - mmaction - INFO - Epoch [33][1900/2640] lr: 1.000e-03, eta: 7:17:59, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8922, loss_cls: 1.1712, loss: 1.1712, grad_norm: 9.0082 2021-08-17 12:34:32,397 - mmaction - INFO - Epoch [33][1920/2640] lr: 1.000e-03, eta: 7:17:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8820, loss_cls: 1.1872, loss: 1.1872, grad_norm: 9.0443 2021-08-17 12:34:43,357 - mmaction - INFO - Epoch [33][1940/2640] lr: 1.000e-03, eta: 7:17:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8875, loss_cls: 1.2136, loss: 1.2136, grad_norm: 8.8279 2021-08-17 12:34:54,351 - mmaction - INFO - Epoch [33][1960/2640] lr: 1.000e-03, eta: 7:17:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8734, loss_cls: 1.2690, loss: 1.2690, grad_norm: 9.3074 2021-08-17 12:35:05,312 - mmaction - INFO - Epoch [33][1980/2640] lr: 1.000e-03, eta: 7:17:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8820, loss_cls: 1.2102, loss: 1.2102, grad_norm: 9.0854 2021-08-17 12:35:16,295 - mmaction - INFO - Epoch [33][2000/2640] lr: 1.000e-03, eta: 7:17:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8797, loss_cls: 1.2428, loss: 1.2428, grad_norm: 9.6551 2021-08-17 12:35:27,258 - mmaction - INFO - Epoch [33][2020/2640] lr: 1.000e-03, eta: 7:16:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8844, loss_cls: 1.1942, loss: 1.1942, grad_norm: 9.1141 2021-08-17 12:35:38,243 - mmaction - INFO - Epoch [33][2040/2640] lr: 1.000e-03, eta: 7:16:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8766, loss_cls: 1.1956, loss: 1.1956, grad_norm: 8.8940 2021-08-17 12:35:49,228 - mmaction - INFO - Epoch [33][2060/2640] lr: 1.000e-03, eta: 7:16:25, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8781, loss_cls: 1.2911, loss: 1.2911, grad_norm: 9.3575 2021-08-17 12:36:00,211 - mmaction - INFO - Epoch [33][2080/2640] lr: 1.000e-03, eta: 7:16:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8945, loss_cls: 1.2044, loss: 1.2044, grad_norm: 9.0593 2021-08-17 12:36:11,173 - mmaction - INFO - Epoch [33][2100/2640] lr: 1.000e-03, eta: 7:16:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8820, loss_cls: 1.2245, loss: 1.2245, grad_norm: 9.1124 2021-08-17 12:36:22,159 - mmaction - INFO - Epoch [33][2120/2640] lr: 1.000e-03, eta: 7:15:49, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8891, loss_cls: 1.1957, loss: 1.1957, grad_norm: 8.9053 2021-08-17 12:36:33,125 - mmaction - INFO - Epoch [33][2140/2640] lr: 1.000e-03, eta: 7:15:37, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8633, loss_cls: 1.2460, loss: 1.2460, grad_norm: 9.2273 2021-08-17 12:36:44,109 - mmaction - INFO - Epoch [33][2160/2640] lr: 1.000e-03, eta: 7:15:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8906, loss_cls: 1.2109, loss: 1.2109, grad_norm: 9.2078 2021-08-17 12:36:55,092 - mmaction - INFO - Epoch [33][2180/2640] lr: 1.000e-03, eta: 7:15:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8891, loss_cls: 1.1615, loss: 1.1615, grad_norm: 9.0965 2021-08-17 12:37:06,073 - mmaction - INFO - Epoch [33][2200/2640] lr: 1.000e-03, eta: 7:15:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8828, loss_cls: 1.2157, loss: 1.2157, grad_norm: 9.3194 2021-08-17 12:37:17,053 - mmaction - INFO - Epoch [33][2220/2640] lr: 1.000e-03, eta: 7:14:50, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8758, loss_cls: 1.2467, loss: 1.2467, grad_norm: 9.0143 2021-08-17 12:37:28,025 - mmaction - INFO - Epoch [33][2240/2640] lr: 1.000e-03, eta: 7:14:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8883, loss_cls: 1.2157, loss: 1.2157, grad_norm: 9.4096 2021-08-17 12:37:39,028 - mmaction - INFO - Epoch [33][2260/2640] lr: 1.000e-03, eta: 7:14:27, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8797, loss_cls: 1.2520, loss: 1.2520, grad_norm: 9.2436 2021-08-17 12:37:50,020 - mmaction - INFO - Epoch [33][2280/2640] lr: 1.000e-03, eta: 7:14:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8758, loss_cls: 1.2830, loss: 1.2830, grad_norm: 9.1906 2021-08-17 12:38:01,007 - mmaction - INFO - Epoch [33][2300/2640] lr: 1.000e-03, eta: 7:14:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8727, loss_cls: 1.2695, loss: 1.2695, grad_norm: 9.2745 2021-08-17 12:38:11,986 - mmaction - INFO - Epoch [33][2320/2640] lr: 1.000e-03, eta: 7:13:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8805, loss_cls: 1.2703, loss: 1.2703, grad_norm: 9.3677 2021-08-17 12:38:22,950 - mmaction - INFO - Epoch [33][2340/2640] lr: 1.000e-03, eta: 7:13:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8867, loss_cls: 1.2408, loss: 1.2408, grad_norm: 9.1049 2021-08-17 12:38:33,934 - mmaction - INFO - Epoch [33][2360/2640] lr: 1.000e-03, eta: 7:13:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8820, loss_cls: 1.2528, loss: 1.2528, grad_norm: 9.2589 2021-08-17 12:38:44,923 - mmaction - INFO - Epoch [33][2380/2640] lr: 1.000e-03, eta: 7:13:16, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7188, top5_acc: 0.9062, loss_cls: 1.0943, loss: 1.0943, grad_norm: 8.7248 2021-08-17 12:38:55,905 - mmaction - INFO - Epoch [33][2400/2640] lr: 1.000e-03, eta: 7:13:04, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8742, loss_cls: 1.2121, loss: 1.2121, grad_norm: 8.8003 2021-08-17 12:39:06,880 - mmaction - INFO - Epoch [33][2420/2640] lr: 1.000e-03, eta: 7:12:52, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7078, top5_acc: 0.8945, loss_cls: 1.1157, loss: 1.1157, grad_norm: 8.7977 2021-08-17 12:39:17,841 - mmaction - INFO - Epoch [33][2440/2640] lr: 1.000e-03, eta: 7:12:40, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.1732, loss: 1.1732, grad_norm: 8.9811 2021-08-17 12:39:28,796 - mmaction - INFO - Epoch [33][2460/2640] lr: 1.000e-03, eta: 7:12:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8750, loss_cls: 1.2607, loss: 1.2607, grad_norm: 9.4031 2021-08-17 12:39:39,774 - mmaction - INFO - Epoch [33][2480/2640] lr: 1.000e-03, eta: 7:12:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8852, loss_cls: 1.2317, loss: 1.2317, grad_norm: 9.1366 2021-08-17 12:39:50,753 - mmaction - INFO - Epoch [33][2500/2640] lr: 1.000e-03, eta: 7:12:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8867, loss_cls: 1.1985, loss: 1.1985, grad_norm: 9.1042 2021-08-17 12:40:01,732 - mmaction - INFO - Epoch [33][2520/2640] lr: 1.000e-03, eta: 7:11:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8758, loss_cls: 1.2618, loss: 1.2618, grad_norm: 9.3078 2021-08-17 12:40:12,722 - mmaction - INFO - Epoch [33][2540/2640] lr: 1.000e-03, eta: 7:11:41, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8828, loss_cls: 1.2200, loss: 1.2200, grad_norm: 9.0114 2021-08-17 12:40:23,665 - mmaction - INFO - Epoch [33][2560/2640] lr: 1.000e-03, eta: 7:11:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2361, loss: 1.2361, grad_norm: 9.0630 2021-08-17 12:40:34,642 - mmaction - INFO - Epoch [33][2580/2640] lr: 1.000e-03, eta: 7:11:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6547, top5_acc: 0.8570, loss_cls: 1.3531, loss: 1.3531, grad_norm: 9.3898 2021-08-17 12:40:45,640 - mmaction - INFO - Epoch [33][2600/2640] lr: 1.000e-03, eta: 7:11:06, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8859, loss_cls: 1.2289, loss: 1.2289, grad_norm: 9.0490 2021-08-17 12:40:56,620 - mmaction - INFO - Epoch [33][2620/2640] lr: 1.000e-03, eta: 7:10:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8906, loss_cls: 1.2025, loss: 1.2025, grad_norm: 8.9574 2021-08-17 12:41:07,277 - mmaction - INFO - Epoch [33][2640/2640] lr: 1.000e-03, eta: 7:10:42, time: 0.533, data_time: 0.002, memory: 7069, top1_acc: 0.7048, top5_acc: 0.8887, loss_cls: 1.1941, loss: 1.1941, grad_norm: 9.2536 2021-08-17 12:41:15,192 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-08-17 12:43:27,884 - mmaction - INFO - Epoch [34][20/2640] lr: 1.000e-03, eta: 7:11:33, time: 6.601, data_time: 5.955, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8898, loss_cls: 1.1457, loss: 1.1457, grad_norm: 8.9814 2021-08-17 12:43:38,841 - mmaction - INFO - Epoch [34][40/2640] lr: 1.000e-03, eta: 7:11:21, time: 0.549, data_time: 0.006, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8891, loss_cls: 1.1820, loss: 1.1820, grad_norm: 9.1186 2021-08-17 12:43:49,760 - mmaction - INFO - Epoch [34][60/2640] lr: 1.000e-03, eta: 7:11:09, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8805, loss_cls: 1.1730, loss: 1.1730, grad_norm: 9.1353 2021-08-17 12:44:00,718 - mmaction - INFO - Epoch [34][80/2640] lr: 1.000e-03, eta: 7:10:57, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8883, loss_cls: 1.2315, loss: 1.2315, grad_norm: 9.0496 2021-08-17 12:44:11,659 - mmaction - INFO - Epoch [34][100/2640] lr: 1.000e-03, eta: 7:10:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8828, loss_cls: 1.2179, loss: 1.2179, grad_norm: 9.3532 2021-08-17 12:44:22,620 - mmaction - INFO - Epoch [34][120/2640] lr: 1.000e-03, eta: 7:10:33, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8805, loss_cls: 1.1595, loss: 1.1595, grad_norm: 8.9027 2021-08-17 12:44:33,595 - mmaction - INFO - Epoch [34][140/2640] lr: 1.000e-03, eta: 7:10:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.9016, loss_cls: 1.1595, loss: 1.1595, grad_norm: 9.3578 2021-08-17 12:44:44,545 - mmaction - INFO - Epoch [34][160/2640] lr: 1.000e-03, eta: 7:10:10, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8758, loss_cls: 1.1806, loss: 1.1806, grad_norm: 9.0619 2021-08-17 12:44:55,492 - mmaction - INFO - Epoch [34][180/2640] lr: 1.000e-03, eta: 7:09:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7055, top5_acc: 0.9016, loss_cls: 1.1460, loss: 1.1460, grad_norm: 9.0987 2021-08-17 12:45:06,464 - mmaction - INFO - Epoch [34][200/2640] lr: 1.000e-03, eta: 7:09:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8844, loss_cls: 1.1678, loss: 1.1678, grad_norm: 9.0412 2021-08-17 12:45:17,421 - mmaction - INFO - Epoch [34][220/2640] lr: 1.000e-03, eta: 7:09:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8977, loss_cls: 1.1635, loss: 1.1635, grad_norm: 9.0546 2021-08-17 12:45:28,386 - mmaction - INFO - Epoch [34][240/2640] lr: 1.000e-03, eta: 7:09:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8953, loss_cls: 1.1824, loss: 1.1824, grad_norm: 9.3770 2021-08-17 12:45:39,331 - mmaction - INFO - Epoch [34][260/2640] lr: 1.000e-03, eta: 7:09:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8836, loss_cls: 1.1754, loss: 1.1754, grad_norm: 8.9869 2021-08-17 12:45:50,314 - mmaction - INFO - Epoch [34][280/2640] lr: 1.000e-03, eta: 7:08:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8820, loss_cls: 1.2240, loss: 1.2240, grad_norm: 9.2277 2021-08-17 12:46:01,294 - mmaction - INFO - Epoch [34][300/2640] lr: 1.000e-03, eta: 7:08:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8828, loss_cls: 1.2141, loss: 1.2141, grad_norm: 9.0905 2021-08-17 12:46:12,269 - mmaction - INFO - Epoch [34][320/2640] lr: 1.000e-03, eta: 7:08:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.2025, loss: 1.2025, grad_norm: 9.0678 2021-08-17 12:46:23,254 - mmaction - INFO - Epoch [34][340/2640] lr: 1.000e-03, eta: 7:08:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8852, loss_cls: 1.2754, loss: 1.2754, grad_norm: 9.5749 2021-08-17 12:46:34,220 - mmaction - INFO - Epoch [34][360/2640] lr: 1.000e-03, eta: 7:08:11, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8766, loss_cls: 1.2610, loss: 1.2610, grad_norm: 9.3657 2021-08-17 12:46:45,200 - mmaction - INFO - Epoch [34][380/2640] lr: 1.000e-03, eta: 7:08:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8906, loss_cls: 1.1940, loss: 1.1940, grad_norm: 9.0839 2021-08-17 12:46:56,180 - mmaction - INFO - Epoch [34][400/2640] lr: 1.000e-03, eta: 7:07:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8852, loss_cls: 1.1905, loss: 1.1905, grad_norm: 9.2432 2021-08-17 12:47:07,156 - mmaction - INFO - Epoch [34][420/2640] lr: 1.000e-03, eta: 7:07:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8758, loss_cls: 1.2042, loss: 1.2042, grad_norm: 8.8737 2021-08-17 12:47:18,142 - mmaction - INFO - Epoch [34][440/2640] lr: 1.000e-03, eta: 7:07:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.9086, loss_cls: 1.1300, loss: 1.1300, grad_norm: 8.7049 2021-08-17 12:47:29,093 - mmaction - INFO - Epoch [34][460/2640] lr: 1.000e-03, eta: 7:07:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8828, loss_cls: 1.2004, loss: 1.2004, grad_norm: 9.0089 2021-08-17 12:47:40,094 - mmaction - INFO - Epoch [34][480/2640] lr: 1.000e-03, eta: 7:07:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8797, loss_cls: 1.2547, loss: 1.2547, grad_norm: 9.5117 2021-08-17 12:47:51,079 - mmaction - INFO - Epoch [34][500/2640] lr: 1.000e-03, eta: 7:06:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8820, loss_cls: 1.1840, loss: 1.1840, grad_norm: 9.1553 2021-08-17 12:48:02,057 - mmaction - INFO - Epoch [34][520/2640] lr: 1.000e-03, eta: 7:06:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8828, loss_cls: 1.2214, loss: 1.2214, grad_norm: 9.2977 2021-08-17 12:48:13,026 - mmaction - INFO - Epoch [34][540/2640] lr: 1.000e-03, eta: 7:06:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8922, loss_cls: 1.1913, loss: 1.1913, grad_norm: 9.2533 2021-08-17 12:48:23,992 - mmaction - INFO - Epoch [34][560/2640] lr: 1.000e-03, eta: 7:06:13, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8742, loss_cls: 1.2412, loss: 1.2412, grad_norm: 9.2073 2021-08-17 12:48:34,962 - mmaction - INFO - Epoch [34][580/2640] lr: 1.000e-03, eta: 7:06:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8922, loss_cls: 1.2107, loss: 1.2107, grad_norm: 9.4908 2021-08-17 12:48:45,942 - mmaction - INFO - Epoch [34][600/2640] lr: 1.000e-03, eta: 7:05:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8961, loss_cls: 1.1423, loss: 1.1423, grad_norm: 9.1715 2021-08-17 12:48:56,934 - mmaction - INFO - Epoch [34][620/2640] lr: 1.000e-03, eta: 7:05:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8836, loss_cls: 1.1929, loss: 1.1929, grad_norm: 8.9564 2021-08-17 12:49:07,879 - mmaction - INFO - Epoch [34][640/2640] lr: 1.000e-03, eta: 7:05:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7117, top5_acc: 0.8859, loss_cls: 1.1780, loss: 1.1780, grad_norm: 9.2508 2021-08-17 12:49:18,846 - mmaction - INFO - Epoch [34][660/2640] lr: 1.000e-03, eta: 7:05:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8711, loss_cls: 1.2734, loss: 1.2734, grad_norm: 9.3867 2021-08-17 12:49:29,809 - mmaction - INFO - Epoch [34][680/2640] lr: 1.000e-03, eta: 7:05:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.9039, loss_cls: 1.1487, loss: 1.1487, grad_norm: 8.8657 2021-08-17 12:49:40,787 - mmaction - INFO - Epoch [34][700/2640] lr: 1.000e-03, eta: 7:04:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8875, loss_cls: 1.1506, loss: 1.1506, grad_norm: 8.7731 2021-08-17 12:49:51,763 - mmaction - INFO - Epoch [34][720/2640] lr: 1.000e-03, eta: 7:04:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8945, loss_cls: 1.2093, loss: 1.2093, grad_norm: 9.6036 2021-08-17 12:50:02,725 - mmaction - INFO - Epoch [34][740/2640] lr: 1.000e-03, eta: 7:04:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8945, loss_cls: 1.2054, loss: 1.2054, grad_norm: 9.1769 2021-08-17 12:50:13,694 - mmaction - INFO - Epoch [34][760/2640] lr: 1.000e-03, eta: 7:04:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8688, loss_cls: 1.2728, loss: 1.2728, grad_norm: 9.5662 2021-08-17 12:50:24,684 - mmaction - INFO - Epoch [34][780/2640] lr: 1.000e-03, eta: 7:04:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8516, loss_cls: 1.3449, loss: 1.3449, grad_norm: 9.8897 2021-08-17 12:50:35,656 - mmaction - INFO - Epoch [34][800/2640] lr: 1.000e-03, eta: 7:03:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8812, loss_cls: 1.2317, loss: 1.2317, grad_norm: 9.4673 2021-08-17 12:50:46,643 - mmaction - INFO - Epoch [34][820/2640] lr: 1.000e-03, eta: 7:03:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8984, loss_cls: 1.1339, loss: 1.1339, grad_norm: 8.9783 2021-08-17 12:50:57,632 - mmaction - INFO - Epoch [34][840/2640] lr: 1.000e-03, eta: 7:03:28, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8812, loss_cls: 1.1988, loss: 1.1988, grad_norm: 9.2317 2021-08-17 12:51:08,609 - mmaction - INFO - Epoch [34][860/2640] lr: 1.000e-03, eta: 7:03:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8945, loss_cls: 1.1968, loss: 1.1968, grad_norm: 9.3853 2021-08-17 12:51:19,571 - mmaction - INFO - Epoch [34][880/2640] lr: 1.000e-03, eta: 7:03:04, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8914, loss_cls: 1.1631, loss: 1.1631, grad_norm: 9.1939 2021-08-17 12:51:30,543 - mmaction - INFO - Epoch [34][900/2640] lr: 1.000e-03, eta: 7:02:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8844, loss_cls: 1.2229, loss: 1.2229, grad_norm: 9.4619 2021-08-17 12:51:41,532 - mmaction - INFO - Epoch [34][920/2640] lr: 1.000e-03, eta: 7:02:40, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8914, loss_cls: 1.1511, loss: 1.1511, grad_norm: 9.1565 2021-08-17 12:51:52,534 - mmaction - INFO - Epoch [34][940/2640] lr: 1.000e-03, eta: 7:02:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8883, loss_cls: 1.2274, loss: 1.2274, grad_norm: 9.5272 2021-08-17 12:52:03,508 - mmaction - INFO - Epoch [34][960/2640] lr: 1.000e-03, eta: 7:02:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6609, top5_acc: 0.8695, loss_cls: 1.2884, loss: 1.2884, grad_norm: 9.4946 2021-08-17 12:52:14,467 - mmaction - INFO - Epoch [34][980/2640] lr: 1.000e-03, eta: 7:02:05, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7180, top5_acc: 0.8938, loss_cls: 1.1157, loss: 1.1157, grad_norm: 9.1853 2021-08-17 12:52:25,431 - mmaction - INFO - Epoch [34][1000/2640] lr: 1.000e-03, eta: 7:01:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8789, loss_cls: 1.2234, loss: 1.2234, grad_norm: 8.9789 2021-08-17 12:52:36,404 - mmaction - INFO - Epoch [34][1020/2640] lr: 1.000e-03, eta: 7:01:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8758, loss_cls: 1.2334, loss: 1.2334, grad_norm: 9.5578 2021-08-17 12:52:47,360 - mmaction - INFO - Epoch [34][1040/2640] lr: 1.000e-03, eta: 7:01:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7070, top5_acc: 0.9047, loss_cls: 1.1181, loss: 1.1181, grad_norm: 9.3219 2021-08-17 12:52:58,350 - mmaction - INFO - Epoch [34][1060/2640] lr: 1.000e-03, eta: 7:01:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8883, loss_cls: 1.2003, loss: 1.2003, grad_norm: 9.3260 2021-08-17 12:53:09,303 - mmaction - INFO - Epoch [34][1080/2640] lr: 1.000e-03, eta: 7:01:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7211, top5_acc: 0.8930, loss_cls: 1.1252, loss: 1.1252, grad_norm: 8.8331 2021-08-17 12:53:20,291 - mmaction - INFO - Epoch [34][1100/2640] lr: 1.000e-03, eta: 7:00:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8922, loss_cls: 1.1396, loss: 1.1396, grad_norm: 9.0306 2021-08-17 12:53:31,249 - mmaction - INFO - Epoch [34][1120/2640] lr: 1.000e-03, eta: 7:00:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8805, loss_cls: 1.2418, loss: 1.2418, grad_norm: 9.6447 2021-08-17 12:53:42,223 - mmaction - INFO - Epoch [34][1140/2640] lr: 1.000e-03, eta: 7:00:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8828, loss_cls: 1.2437, loss: 1.2437, grad_norm: 9.4894 2021-08-17 12:53:53,203 - mmaction - INFO - Epoch [34][1160/2640] lr: 1.000e-03, eta: 7:00:19, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8898, loss_cls: 1.2014, loss: 1.2014, grad_norm: 9.2934 2021-08-17 12:54:04,193 - mmaction - INFO - Epoch [34][1180/2640] lr: 1.000e-03, eta: 7:00:07, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8852, loss_cls: 1.1861, loss: 1.1861, grad_norm: 9.6414 2021-08-17 12:54:15,164 - mmaction - INFO - Epoch [34][1200/2640] lr: 1.000e-03, eta: 6:59:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8914, loss_cls: 1.1752, loss: 1.1752, grad_norm: 9.5715 2021-08-17 12:54:26,162 - mmaction - INFO - Epoch [34][1220/2640] lr: 1.000e-03, eta: 6:59:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8906, loss_cls: 1.1958, loss: 1.1958, grad_norm: 9.5366 2021-08-17 12:54:37,125 - mmaction - INFO - Epoch [34][1240/2640] lr: 1.000e-03, eta: 6:59:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8680, loss_cls: 1.2437, loss: 1.2437, grad_norm: 9.2841 2021-08-17 12:54:48,101 - mmaction - INFO - Epoch [34][1260/2640] lr: 1.000e-03, eta: 6:59:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7047, top5_acc: 0.9125, loss_cls: 1.1178, loss: 1.1178, grad_norm: 9.1369 2021-08-17 12:54:59,075 - mmaction - INFO - Epoch [34][1280/2640] lr: 1.000e-03, eta: 6:59:08, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8727, loss_cls: 1.2243, loss: 1.2243, grad_norm: 9.3815 2021-08-17 12:55:10,066 - mmaction - INFO - Epoch [34][1300/2640] lr: 1.000e-03, eta: 6:58:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8867, loss_cls: 1.2401, loss: 1.2401, grad_norm: 9.7367 2021-08-17 12:55:21,021 - mmaction - INFO - Epoch [34][1320/2640] lr: 1.000e-03, eta: 6:58:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8883, loss_cls: 1.2319, loss: 1.2319, grad_norm: 9.4360 2021-08-17 12:55:31,988 - mmaction - INFO - Epoch [34][1340/2640] lr: 1.000e-03, eta: 6:58:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8977, loss_cls: 1.1521, loss: 1.1521, grad_norm: 9.3429 2021-08-17 12:55:42,964 - mmaction - INFO - Epoch [34][1360/2640] lr: 1.000e-03, eta: 6:58:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8852, loss_cls: 1.2266, loss: 1.2266, grad_norm: 9.7349 2021-08-17 12:55:53,939 - mmaction - INFO - Epoch [34][1380/2640] lr: 1.000e-03, eta: 6:58:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8898, loss_cls: 1.1805, loss: 1.1805, grad_norm: 9.3034 2021-08-17 12:56:04,920 - mmaction - INFO - Epoch [34][1400/2640] lr: 1.000e-03, eta: 6:57:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8914, loss_cls: 1.1747, loss: 1.1747, grad_norm: 9.4651 2021-08-17 12:56:15,900 - mmaction - INFO - Epoch [34][1420/2640] lr: 1.000e-03, eta: 6:57:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6602, top5_acc: 0.8688, loss_cls: 1.2854, loss: 1.2854, grad_norm: 9.4937 2021-08-17 12:56:26,858 - mmaction - INFO - Epoch [34][1440/2640] lr: 1.000e-03, eta: 6:57:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8836, loss_cls: 1.2442, loss: 1.2442, grad_norm: 9.5684 2021-08-17 12:56:37,840 - mmaction - INFO - Epoch [34][1460/2640] lr: 1.000e-03, eta: 6:57:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8680, loss_cls: 1.2511, loss: 1.2511, grad_norm: 9.3935 2021-08-17 12:56:48,799 - mmaction - INFO - Epoch [34][1480/2640] lr: 1.000e-03, eta: 6:57:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.9023, loss_cls: 1.1700, loss: 1.1700, grad_norm: 9.1572 2021-08-17 12:56:59,788 - mmaction - INFO - Epoch [34][1500/2640] lr: 1.000e-03, eta: 6:56:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8922, loss_cls: 1.1613, loss: 1.1613, grad_norm: 9.2830 2021-08-17 12:57:10,764 - mmaction - INFO - Epoch [34][1520/2640] lr: 1.000e-03, eta: 6:56:46, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8781, loss_cls: 1.2214, loss: 1.2214, grad_norm: 9.3438 2021-08-17 12:57:21,737 - mmaction - INFO - Epoch [34][1540/2640] lr: 1.000e-03, eta: 6:56:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8875, loss_cls: 1.2069, loss: 1.2069, grad_norm: 9.3151 2021-08-17 12:57:32,719 - mmaction - INFO - Epoch [34][1560/2640] lr: 1.000e-03, eta: 6:56:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8750, loss_cls: 1.2184, loss: 1.2184, grad_norm: 9.1659 2021-08-17 12:57:43,698 - mmaction - INFO - Epoch [34][1580/2640] lr: 1.000e-03, eta: 6:56:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8867, loss_cls: 1.1786, loss: 1.1786, grad_norm: 8.9905 2021-08-17 12:57:54,649 - mmaction - INFO - Epoch [34][1600/2640] lr: 1.000e-03, eta: 6:55:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8609, loss_cls: 1.3441, loss: 1.3441, grad_norm: 9.8217 2021-08-17 12:58:05,609 - mmaction - INFO - Epoch [34][1620/2640] lr: 1.000e-03, eta: 6:55:47, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8914, loss_cls: 1.2042, loss: 1.2042, grad_norm: 9.3480 2021-08-17 12:58:16,544 - mmaction - INFO - Epoch [34][1640/2640] lr: 1.000e-03, eta: 6:55:35, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2184, loss: 1.2184, grad_norm: 9.7595 2021-08-17 12:58:27,516 - mmaction - INFO - Epoch [34][1660/2640] lr: 1.000e-03, eta: 6:55:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8844, loss_cls: 1.2502, loss: 1.2502, grad_norm: 9.7846 2021-08-17 12:58:38,473 - mmaction - INFO - Epoch [34][1680/2640] lr: 1.000e-03, eta: 6:55:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8875, loss_cls: 1.2257, loss: 1.2257, grad_norm: 9.6407 2021-08-17 12:58:49,436 - mmaction - INFO - Epoch [34][1700/2640] lr: 1.000e-03, eta: 6:55:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8812, loss_cls: 1.2731, loss: 1.2731, grad_norm: 9.6132 2021-08-17 12:59:00,393 - mmaction - INFO - Epoch [34][1720/2640] lr: 1.000e-03, eta: 6:54:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8820, loss_cls: 1.1989, loss: 1.1989, grad_norm: 9.0895 2021-08-17 12:59:11,341 - mmaction - INFO - Epoch [34][1740/2640] lr: 1.000e-03, eta: 6:54:36, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8898, loss_cls: 1.2282, loss: 1.2282, grad_norm: 9.2378 2021-08-17 12:59:22,340 - mmaction - INFO - Epoch [34][1760/2640] lr: 1.000e-03, eta: 6:54:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8789, loss_cls: 1.1964, loss: 1.1964, grad_norm: 9.3098 2021-08-17 12:59:33,269 - mmaction - INFO - Epoch [34][1780/2640] lr: 1.000e-03, eta: 6:54:12, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8891, loss_cls: 1.2141, loss: 1.2141, grad_norm: 9.3867 2021-08-17 12:59:44,227 - mmaction - INFO - Epoch [34][1800/2640] lr: 1.000e-03, eta: 6:54:01, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.9078, loss_cls: 1.1458, loss: 1.1458, grad_norm: 9.3725 2021-08-17 12:59:55,175 - mmaction - INFO - Epoch [34][1820/2640] lr: 1.000e-03, eta: 6:53:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8812, loss_cls: 1.2210, loss: 1.2210, grad_norm: 9.6717 2021-08-17 13:00:06,138 - mmaction - INFO - Epoch [34][1840/2640] lr: 1.000e-03, eta: 6:53:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.2747, loss: 1.2747, grad_norm: 9.6524 2021-08-17 13:00:17,083 - mmaction - INFO - Epoch [34][1860/2640] lr: 1.000e-03, eta: 6:53:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8852, loss_cls: 1.2074, loss: 1.2074, grad_norm: 9.3174 2021-08-17 13:00:28,050 - mmaction - INFO - Epoch [34][1880/2640] lr: 1.000e-03, eta: 6:53:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8875, loss_cls: 1.2408, loss: 1.2408, grad_norm: 9.7645 2021-08-17 13:00:39,067 - mmaction - INFO - Epoch [34][1900/2640] lr: 1.000e-03, eta: 6:53:02, time: 0.551, data_time: 0.001, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8703, loss_cls: 1.2666, loss: 1.2666, grad_norm: 9.5719 2021-08-17 13:00:49,975 - mmaction - INFO - Epoch [34][1920/2640] lr: 1.000e-03, eta: 6:52:50, time: 0.545, data_time: 0.000, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8844, loss_cls: 1.1992, loss: 1.1992, grad_norm: 9.2821 2021-08-17 13:01:00,937 - mmaction - INFO - Epoch [34][1940/2640] lr: 1.000e-03, eta: 6:52:38, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7086, top5_acc: 0.8945, loss_cls: 1.1770, loss: 1.1770, grad_norm: 9.1700 2021-08-17 13:01:11,880 - mmaction - INFO - Epoch [34][1960/2640] lr: 1.000e-03, eta: 6:52:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8984, loss_cls: 1.1468, loss: 1.1468, grad_norm: 9.0993 2021-08-17 13:01:22,834 - mmaction - INFO - Epoch [34][1980/2640] lr: 1.000e-03, eta: 6:52:14, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8758, loss_cls: 1.2197, loss: 1.2197, grad_norm: 9.4227 2021-08-17 13:01:33,776 - mmaction - INFO - Epoch [34][2000/2640] lr: 1.000e-03, eta: 6:52:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8820, loss_cls: 1.2278, loss: 1.2278, grad_norm: 9.4297 2021-08-17 13:01:44,743 - mmaction - INFO - Epoch [34][2020/2640] lr: 1.000e-03, eta: 6:51:51, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8844, loss_cls: 1.2347, loss: 1.2347, grad_norm: 9.5854 2021-08-17 13:01:55,714 - mmaction - INFO - Epoch [34][2040/2640] lr: 1.000e-03, eta: 6:51:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.2137, loss: 1.2137, grad_norm: 9.6497 2021-08-17 13:02:06,680 - mmaction - INFO - Epoch [34][2060/2640] lr: 1.000e-03, eta: 6:51:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8977, loss_cls: 1.1998, loss: 1.1998, grad_norm: 9.7397 2021-08-17 13:02:17,640 - mmaction - INFO - Epoch [34][2080/2640] lr: 1.000e-03, eta: 6:51:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8844, loss_cls: 1.2271, loss: 1.2271, grad_norm: 9.3977 2021-08-17 13:02:28,587 - mmaction - INFO - Epoch [34][2100/2640] lr: 1.000e-03, eta: 6:51:03, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8719, loss_cls: 1.2076, loss: 1.2076, grad_norm: 9.5652 2021-08-17 13:02:39,539 - mmaction - INFO - Epoch [34][2120/2640] lr: 1.000e-03, eta: 6:50:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8781, loss_cls: 1.2246, loss: 1.2246, grad_norm: 9.7799 2021-08-17 13:02:50,510 - mmaction - INFO - Epoch [34][2140/2640] lr: 1.000e-03, eta: 6:50:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.9047, loss_cls: 1.1676, loss: 1.1676, grad_norm: 9.2430 2021-08-17 13:03:01,477 - mmaction - INFO - Epoch [34][2160/2640] lr: 1.000e-03, eta: 6:50:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.2938, loss: 1.2938, grad_norm: 9.5194 2021-08-17 13:03:12,439 - mmaction - INFO - Epoch [34][2180/2640] lr: 1.000e-03, eta: 6:50:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8789, loss_cls: 1.2910, loss: 1.2910, grad_norm: 9.7230 2021-08-17 13:03:23,406 - mmaction - INFO - Epoch [34][2200/2640] lr: 1.000e-03, eta: 6:50:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8898, loss_cls: 1.2084, loss: 1.2084, grad_norm: 9.7380 2021-08-17 13:03:34,373 - mmaction - INFO - Epoch [34][2220/2640] lr: 1.000e-03, eta: 6:49:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6570, top5_acc: 0.8641, loss_cls: 1.3004, loss: 1.3004, grad_norm: 9.5975 2021-08-17 13:03:45,329 - mmaction - INFO - Epoch [34][2240/2640] lr: 1.000e-03, eta: 6:49:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8836, loss_cls: 1.2593, loss: 1.2593, grad_norm: 9.7625 2021-08-17 13:03:56,293 - mmaction - INFO - Epoch [34][2260/2640] lr: 1.000e-03, eta: 6:49:29, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8852, loss_cls: 1.2524, loss: 1.2524, grad_norm: 9.4969 2021-08-17 13:04:07,241 - mmaction - INFO - Epoch [34][2280/2640] lr: 1.000e-03, eta: 6:49:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.2035, loss: 1.2035, grad_norm: 9.1077 2021-08-17 13:04:18,215 - mmaction - INFO - Epoch [34][2300/2640] lr: 1.000e-03, eta: 6:49:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8883, loss_cls: 1.1888, loss: 1.1888, grad_norm: 9.1729 2021-08-17 13:04:29,165 - mmaction - INFO - Epoch [34][2320/2640] lr: 1.000e-03, eta: 6:48:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6820, top5_acc: 0.9000, loss_cls: 1.1593, loss: 1.1593, grad_norm: 9.2096 2021-08-17 13:04:40,128 - mmaction - INFO - Epoch [34][2340/2640] lr: 1.000e-03, eta: 6:48:42, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7094, top5_acc: 0.8969, loss_cls: 1.1632, loss: 1.1632, grad_norm: 9.1738 2021-08-17 13:04:51,076 - mmaction - INFO - Epoch [34][2360/2640] lr: 1.000e-03, eta: 6:48:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.9117, loss_cls: 1.1218, loss: 1.1218, grad_norm: 9.3709 2021-08-17 13:05:02,054 - mmaction - INFO - Epoch [34][2380/2640] lr: 1.000e-03, eta: 6:48:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8773, loss_cls: 1.3035, loss: 1.3035, grad_norm: 9.8181 2021-08-17 13:05:13,005 - mmaction - INFO - Epoch [34][2400/2640] lr: 1.000e-03, eta: 6:48:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1228, loss: 1.1228, grad_norm: 9.0040 2021-08-17 13:05:23,970 - mmaction - INFO - Epoch [34][2420/2640] lr: 1.000e-03, eta: 6:47:55, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.2998, loss: 1.2998, grad_norm: 9.9471 2021-08-17 13:05:34,952 - mmaction - INFO - Epoch [34][2440/2640] lr: 1.000e-03, eta: 6:47:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8750, loss_cls: 1.2888, loss: 1.2888, grad_norm: 9.5754 2021-08-17 13:05:45,923 - mmaction - INFO - Epoch [34][2460/2640] lr: 1.000e-03, eta: 6:47:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7133, top5_acc: 0.8977, loss_cls: 1.1411, loss: 1.1411, grad_norm: 9.1926 2021-08-17 13:05:56,895 - mmaction - INFO - Epoch [34][2480/2640] lr: 1.000e-03, eta: 6:47:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8797, loss_cls: 1.2212, loss: 1.2212, grad_norm: 9.5186 2021-08-17 13:06:07,864 - mmaction - INFO - Epoch [34][2500/2640] lr: 1.000e-03, eta: 6:47:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8641, loss_cls: 1.2948, loss: 1.2948, grad_norm: 9.4907 2021-08-17 13:06:18,827 - mmaction - INFO - Epoch [34][2520/2640] lr: 1.000e-03, eta: 6:46:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8867, loss_cls: 1.1821, loss: 1.1821, grad_norm: 9.0525 2021-08-17 13:06:29,780 - mmaction - INFO - Epoch [34][2540/2640] lr: 1.000e-03, eta: 6:46:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8711, loss_cls: 1.2245, loss: 1.2245, grad_norm: 9.1222 2021-08-17 13:06:40,745 - mmaction - INFO - Epoch [34][2560/2640] lr: 1.000e-03, eta: 6:46:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8883, loss_cls: 1.2404, loss: 1.2404, grad_norm: 9.3765 2021-08-17 13:06:51,704 - mmaction - INFO - Epoch [34][2580/2640] lr: 1.000e-03, eta: 6:46:20, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8945, loss_cls: 1.1730, loss: 1.1730, grad_norm: 9.5689 2021-08-17 13:07:02,647 - mmaction - INFO - Epoch [34][2600/2640] lr: 1.000e-03, eta: 6:46:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8711, loss_cls: 1.2445, loss: 1.2445, grad_norm: 9.5665 2021-08-17 13:07:13,604 - mmaction - INFO - Epoch [34][2620/2640] lr: 1.000e-03, eta: 6:45:57, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8984, loss_cls: 1.1450, loss: 1.1450, grad_norm: 9.2011 2021-08-17 13:07:24,229 - mmaction - INFO - Epoch [34][2640/2640] lr: 1.000e-03, eta: 6:45:45, time: 0.532, data_time: 0.002, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8855, loss_cls: 1.1871, loss: 1.1871, grad_norm: 9.3619 2021-08-17 13:07:27,835 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-08-17 13:08:49,359 - mmaction - INFO - Epoch [35][20/2640] lr: 1.000e-03, eta: 6:46:06, time: 4.051, data_time: 3.472, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8977, loss_cls: 1.1209, loss: 1.1209, grad_norm: 9.1300 2021-08-17 13:09:00,354 - mmaction - INFO - Epoch [35][40/2640] lr: 1.000e-03, eta: 6:45:54, time: 0.549, data_time: 0.005, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8695, loss_cls: 1.2870, loss: 1.2870, grad_norm: 9.5209 2021-08-17 13:09:11,281 - mmaction - INFO - Epoch [35][60/2640] lr: 1.000e-03, eta: 6:45:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6578, top5_acc: 0.8727, loss_cls: 1.2836, loss: 1.2836, grad_norm: 9.6343 2021-08-17 13:09:22,245 - mmaction - INFO - Epoch [35][80/2640] lr: 1.000e-03, eta: 6:45:30, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8984, loss_cls: 1.1599, loss: 1.1599, grad_norm: 9.5396 2021-08-17 13:09:33,202 - mmaction - INFO - Epoch [35][100/2640] lr: 1.000e-03, eta: 6:45:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8930, loss_cls: 1.1761, loss: 1.1761, grad_norm: 9.2544 2021-08-17 13:09:44,156 - mmaction - INFO - Epoch [35][120/2640] lr: 1.000e-03, eta: 6:45:07, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8930, loss_cls: 1.1905, loss: 1.1905, grad_norm: 9.4064 2021-08-17 13:09:55,105 - mmaction - INFO - Epoch [35][140/2640] lr: 1.000e-03, eta: 6:44:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8828, loss_cls: 1.1802, loss: 1.1802, grad_norm: 9.2380 2021-08-17 13:10:06,084 - mmaction - INFO - Epoch [35][160/2640] lr: 1.000e-03, eta: 6:44:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8945, loss_cls: 1.1470, loss: 1.1470, grad_norm: 9.1548 2021-08-17 13:10:17,048 - mmaction - INFO - Epoch [35][180/2640] lr: 1.000e-03, eta: 6:44:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7148, top5_acc: 0.8922, loss_cls: 1.0999, loss: 1.0999, grad_norm: 8.8637 2021-08-17 13:10:28,030 - mmaction - INFO - Epoch [35][200/2640] lr: 1.000e-03, eta: 6:44:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8914, loss_cls: 1.1635, loss: 1.1635, grad_norm: 9.5754 2021-08-17 13:10:39,005 - mmaction - INFO - Epoch [35][220/2640] lr: 1.000e-03, eta: 6:44:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6664, top5_acc: 0.8602, loss_cls: 1.2867, loss: 1.2867, grad_norm: 9.8300 2021-08-17 13:10:49,972 - mmaction - INFO - Epoch [35][240/2640] lr: 1.000e-03, eta: 6:43:56, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8812, loss_cls: 1.1985, loss: 1.1985, grad_norm: 9.5488 2021-08-17 13:11:00,947 - mmaction - INFO - Epoch [35][260/2640] lr: 1.000e-03, eta: 6:43:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8883, loss_cls: 1.1315, loss: 1.1315, grad_norm: 9.0512 2021-08-17 13:11:11,948 - mmaction - INFO - Epoch [35][280/2640] lr: 1.000e-03, eta: 6:43:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9078, loss_cls: 1.0714, loss: 1.0714, grad_norm: 9.1381 2021-08-17 13:11:22,926 - mmaction - INFO - Epoch [35][300/2640] lr: 1.000e-03, eta: 6:43:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8742, loss_cls: 1.2689, loss: 1.2689, grad_norm: 9.9317 2021-08-17 13:11:33,898 - mmaction - INFO - Epoch [35][320/2640] lr: 1.000e-03, eta: 6:43:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8836, loss_cls: 1.2613, loss: 1.2613, grad_norm: 9.5550 2021-08-17 13:11:44,874 - mmaction - INFO - Epoch [35][340/2640] lr: 1.000e-03, eta: 6:42:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7016, top5_acc: 0.9016, loss_cls: 1.1458, loss: 1.1458, grad_norm: 9.1336 2021-08-17 13:11:55,842 - mmaction - INFO - Epoch [35][360/2640] lr: 1.000e-03, eta: 6:42:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.1805, loss: 1.1805, grad_norm: 9.2237 2021-08-17 13:12:06,835 - mmaction - INFO - Epoch [35][380/2640] lr: 1.000e-03, eta: 6:42:33, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9000, loss_cls: 1.0745, loss: 1.0745, grad_norm: 8.7435 2021-08-17 13:12:17,827 - mmaction - INFO - Epoch [35][400/2640] lr: 1.000e-03, eta: 6:42:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8789, loss_cls: 1.2101, loss: 1.2101, grad_norm: 9.5519 2021-08-17 13:12:28,792 - mmaction - INFO - Epoch [35][420/2640] lr: 1.000e-03, eta: 6:42:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8734, loss_cls: 1.2671, loss: 1.2671, grad_norm: 9.6010 2021-08-17 13:12:39,770 - mmaction - INFO - Epoch [35][440/2640] lr: 1.000e-03, eta: 6:41:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8898, loss_cls: 1.2085, loss: 1.2085, grad_norm: 9.7654 2021-08-17 13:12:50,756 - mmaction - INFO - Epoch [35][460/2640] lr: 1.000e-03, eta: 6:41:46, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8797, loss_cls: 1.2780, loss: 1.2780, grad_norm: 9.6112 2021-08-17 13:13:01,732 - mmaction - INFO - Epoch [35][480/2640] lr: 1.000e-03, eta: 6:41:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7008, top5_acc: 0.9031, loss_cls: 1.1514, loss: 1.1514, grad_norm: 9.4209 2021-08-17 13:13:12,701 - mmaction - INFO - Epoch [35][500/2640] lr: 1.000e-03, eta: 6:41:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8891, loss_cls: 1.1521, loss: 1.1521, grad_norm: 9.5102 2021-08-17 13:13:23,692 - mmaction - INFO - Epoch [35][520/2640] lr: 1.000e-03, eta: 6:41:11, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.1788, loss: 1.1788, grad_norm: 9.5174 2021-08-17 13:13:34,657 - mmaction - INFO - Epoch [35][540/2640] lr: 1.000e-03, eta: 6:40:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9094, loss_cls: 1.1018, loss: 1.1018, grad_norm: 9.0520 2021-08-17 13:13:45,642 - mmaction - INFO - Epoch [35][560/2640] lr: 1.000e-03, eta: 6:40:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8859, loss_cls: 1.1870, loss: 1.1870, grad_norm: 9.3557 2021-08-17 13:13:56,625 - mmaction - INFO - Epoch [35][580/2640] lr: 1.000e-03, eta: 6:40:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8844, loss_cls: 1.2071, loss: 1.2071, grad_norm: 9.5336 2021-08-17 13:14:07,613 - mmaction - INFO - Epoch [35][600/2640] lr: 1.000e-03, eta: 6:40:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8867, loss_cls: 1.2157, loss: 1.2157, grad_norm: 9.4153 2021-08-17 13:14:18,611 - mmaction - INFO - Epoch [35][620/2640] lr: 1.000e-03, eta: 6:40:12, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8867, loss_cls: 1.1917, loss: 1.1917, grad_norm: 9.7407 2021-08-17 13:14:29,601 - mmaction - INFO - Epoch [35][640/2640] lr: 1.000e-03, eta: 6:40:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8727, loss_cls: 1.2004, loss: 1.2004, grad_norm: 9.5408 2021-08-17 13:14:40,600 - mmaction - INFO - Epoch [35][660/2640] lr: 1.000e-03, eta: 6:39:48, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.1327, loss: 1.1327, grad_norm: 9.3549 2021-08-17 13:14:51,581 - mmaction - INFO - Epoch [35][680/2640] lr: 1.000e-03, eta: 6:39:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8906, loss_cls: 1.1607, loss: 1.1607, grad_norm: 9.6465 2021-08-17 13:15:02,593 - mmaction - INFO - Epoch [35][700/2640] lr: 1.000e-03, eta: 6:39:25, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6969, top5_acc: 0.9008, loss_cls: 1.1229, loss: 1.1229, grad_norm: 9.6655 2021-08-17 13:15:13,539 - mmaction - INFO - Epoch [35][720/2640] lr: 1.000e-03, eta: 6:39:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8922, loss_cls: 1.1672, loss: 1.1672, grad_norm: 9.4165 2021-08-17 13:15:24,530 - mmaction - INFO - Epoch [35][740/2640] lr: 1.000e-03, eta: 6:39:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8859, loss_cls: 1.1932, loss: 1.1932, grad_norm: 9.5828 2021-08-17 13:15:35,508 - mmaction - INFO - Epoch [35][760/2640] lr: 1.000e-03, eta: 6:38:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8930, loss_cls: 1.2005, loss: 1.2005, grad_norm: 10.0263 2021-08-17 13:15:46,492 - mmaction - INFO - Epoch [35][780/2640] lr: 1.000e-03, eta: 6:38:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.9047, loss_cls: 1.1189, loss: 1.1189, grad_norm: 9.1406 2021-08-17 13:15:57,465 - mmaction - INFO - Epoch [35][800/2640] lr: 1.000e-03, eta: 6:38:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7047, top5_acc: 0.8891, loss_cls: 1.1304, loss: 1.1304, grad_norm: 9.2823 2021-08-17 13:16:08,430 - mmaction - INFO - Epoch [35][820/2640] lr: 1.000e-03, eta: 6:38:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8742, loss_cls: 1.2542, loss: 1.2542, grad_norm: 9.5824 2021-08-17 13:16:19,394 - mmaction - INFO - Epoch [35][840/2640] lr: 1.000e-03, eta: 6:38:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8758, loss_cls: 1.2624, loss: 1.2624, grad_norm: 9.8030 2021-08-17 13:16:30,354 - mmaction - INFO - Epoch [35][860/2640] lr: 1.000e-03, eta: 6:37:50, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8758, loss_cls: 1.2481, loss: 1.2481, grad_norm: 9.6208 2021-08-17 13:16:41,329 - mmaction - INFO - Epoch [35][880/2640] lr: 1.000e-03, eta: 6:37:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8977, loss_cls: 1.1719, loss: 1.1719, grad_norm: 9.4012 2021-08-17 13:16:52,314 - mmaction - INFO - Epoch [35][900/2640] lr: 1.000e-03, eta: 6:37:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8891, loss_cls: 1.1416, loss: 1.1416, grad_norm: 9.2919 2021-08-17 13:17:03,282 - mmaction - INFO - Epoch [35][920/2640] lr: 1.000e-03, eta: 6:37:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8914, loss_cls: 1.1636, loss: 1.1636, grad_norm: 9.5984 2021-08-17 13:17:14,290 - mmaction - INFO - Epoch [35][940/2640] lr: 1.000e-03, eta: 6:37:03, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8844, loss_cls: 1.2323, loss: 1.2323, grad_norm: 9.8182 2021-08-17 13:17:25,268 - mmaction - INFO - Epoch [35][960/2640] lr: 1.000e-03, eta: 6:36:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8906, loss_cls: 1.1767, loss: 1.1767, grad_norm: 9.2079 2021-08-17 13:17:36,270 - mmaction - INFO - Epoch [35][980/2640] lr: 1.000e-03, eta: 6:36:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8945, loss_cls: 1.1414, loss: 1.1414, grad_norm: 9.3142 2021-08-17 13:17:47,264 - mmaction - INFO - Epoch [35][1000/2640] lr: 1.000e-03, eta: 6:36:28, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8781, loss_cls: 1.2618, loss: 1.2618, grad_norm: 10.1602 2021-08-17 13:17:58,253 - mmaction - INFO - Epoch [35][1020/2640] lr: 1.000e-03, eta: 6:36:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8906, loss_cls: 1.1925, loss: 1.1925, grad_norm: 9.5780 2021-08-17 13:18:09,248 - mmaction - INFO - Epoch [35][1040/2640] lr: 1.000e-03, eta: 6:36:04, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8836, loss_cls: 1.2115, loss: 1.2115, grad_norm: 9.4566 2021-08-17 13:18:20,234 - mmaction - INFO - Epoch [35][1060/2640] lr: 1.000e-03, eta: 6:35:52, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6945, top5_acc: 0.9031, loss_cls: 1.1409, loss: 1.1409, grad_norm: 9.6873 2021-08-17 13:18:31,234 - mmaction - INFO - Epoch [35][1080/2640] lr: 1.000e-03, eta: 6:35:41, time: 0.551, data_time: 0.001, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8875, loss_cls: 1.1572, loss: 1.1572, grad_norm: 9.3358 2021-08-17 13:18:42,220 - mmaction - INFO - Epoch [35][1100/2640] lr: 1.000e-03, eta: 6:35:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7047, top5_acc: 0.8805, loss_cls: 1.1717, loss: 1.1717, grad_norm: 9.2806 2021-08-17 13:18:53,183 - mmaction - INFO - Epoch [35][1120/2640] lr: 1.000e-03, eta: 6:35:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6453, top5_acc: 0.8945, loss_cls: 1.2662, loss: 1.2662, grad_norm: 9.8086 2021-08-17 13:19:04,149 - mmaction - INFO - Epoch [35][1140/2640] lr: 1.000e-03, eta: 6:35:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8914, loss_cls: 1.1998, loss: 1.1998, grad_norm: 9.8481 2021-08-17 13:19:15,111 - mmaction - INFO - Epoch [35][1160/2640] lr: 1.000e-03, eta: 6:34:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8969, loss_cls: 1.1477, loss: 1.1477, grad_norm: 9.7610 2021-08-17 13:19:26,100 - mmaction - INFO - Epoch [35][1180/2640] lr: 1.000e-03, eta: 6:34:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8953, loss_cls: 1.1507, loss: 1.1507, grad_norm: 9.2249 2021-08-17 13:19:37,080 - mmaction - INFO - Epoch [35][1200/2640] lr: 1.000e-03, eta: 6:34:30, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7234, top5_acc: 0.8898, loss_cls: 1.1206, loss: 1.1206, grad_norm: 9.0826 2021-08-17 13:19:48,076 - mmaction - INFO - Epoch [35][1220/2640] lr: 1.000e-03, eta: 6:34:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8789, loss_cls: 1.2118, loss: 1.2118, grad_norm: 9.5390 2021-08-17 13:19:59,059 - mmaction - INFO - Epoch [35][1240/2640] lr: 1.000e-03, eta: 6:34:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8945, loss_cls: 1.2248, loss: 1.2248, grad_norm: 9.8269 2021-08-17 13:20:10,037 - mmaction - INFO - Epoch [35][1260/2640] lr: 1.000e-03, eta: 6:33:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8922, loss_cls: 1.1492, loss: 1.1492, grad_norm: 9.3627 2021-08-17 13:20:21,030 - mmaction - INFO - Epoch [35][1280/2640] lr: 1.000e-03, eta: 6:33:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.9008, loss_cls: 1.1626, loss: 1.1626, grad_norm: 9.7947 2021-08-17 13:20:32,028 - mmaction - INFO - Epoch [35][1300/2640] lr: 1.000e-03, eta: 6:33:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8938, loss_cls: 1.1477, loss: 1.1477, grad_norm: 9.6050 2021-08-17 13:20:43,004 - mmaction - INFO - Epoch [35][1320/2640] lr: 1.000e-03, eta: 6:33:19, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8859, loss_cls: 1.2242, loss: 1.2242, grad_norm: 9.9483 2021-08-17 13:20:53,994 - mmaction - INFO - Epoch [35][1340/2640] lr: 1.000e-03, eta: 6:33:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8805, loss_cls: 1.1837, loss: 1.1837, grad_norm: 9.5590 2021-08-17 13:21:04,980 - mmaction - INFO - Epoch [35][1360/2640] lr: 1.000e-03, eta: 6:32:56, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7219, top5_acc: 0.8992, loss_cls: 1.0600, loss: 1.0600, grad_norm: 8.8578 2021-08-17 13:21:15,972 - mmaction - INFO - Epoch [35][1380/2640] lr: 1.000e-03, eta: 6:32:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7078, top5_acc: 0.8992, loss_cls: 1.1663, loss: 1.1663, grad_norm: 9.5922 2021-08-17 13:21:26,959 - mmaction - INFO - Epoch [35][1400/2640] lr: 1.000e-03, eta: 6:32:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8961, loss_cls: 1.1925, loss: 1.1925, grad_norm: 9.3619 2021-08-17 13:21:37,961 - mmaction - INFO - Epoch [35][1420/2640] lr: 1.000e-03, eta: 6:32:20, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8898, loss_cls: 1.1784, loss: 1.1784, grad_norm: 9.5531 2021-08-17 13:21:48,947 - mmaction - INFO - Epoch [35][1440/2640] lr: 1.000e-03, eta: 6:32:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8844, loss_cls: 1.1958, loss: 1.1958, grad_norm: 9.7517 2021-08-17 13:21:59,930 - mmaction - INFO - Epoch [35][1460/2640] lr: 1.000e-03, eta: 6:31:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8844, loss_cls: 1.1789, loss: 1.1789, grad_norm: 9.4665 2021-08-17 13:22:10,902 - mmaction - INFO - Epoch [35][1480/2640] lr: 1.000e-03, eta: 6:31:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7078, top5_acc: 0.9008, loss_cls: 1.1402, loss: 1.1402, grad_norm: 9.2878 2021-08-17 13:22:21,888 - mmaction - INFO - Epoch [35][1500/2640] lr: 1.000e-03, eta: 6:31:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8812, loss_cls: 1.2316, loss: 1.2316, grad_norm: 9.7692 2021-08-17 13:22:32,861 - mmaction - INFO - Epoch [35][1520/2640] lr: 1.000e-03, eta: 6:31:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8875, loss_cls: 1.2032, loss: 1.2032, grad_norm: 9.8865 2021-08-17 13:22:43,831 - mmaction - INFO - Epoch [35][1540/2640] lr: 1.000e-03, eta: 6:31:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8898, loss_cls: 1.1827, loss: 1.1827, grad_norm: 9.3029 2021-08-17 13:22:54,805 - mmaction - INFO - Epoch [35][1560/2640] lr: 1.000e-03, eta: 6:30:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8836, loss_cls: 1.2168, loss: 1.2168, grad_norm: 9.6097 2021-08-17 13:23:05,798 - mmaction - INFO - Epoch [35][1580/2640] lr: 1.000e-03, eta: 6:30:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8742, loss_cls: 1.2366, loss: 1.2366, grad_norm: 9.7136 2021-08-17 13:23:16,793 - mmaction - INFO - Epoch [35][1600/2640] lr: 1.000e-03, eta: 6:30:34, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8836, loss_cls: 1.2486, loss: 1.2486, grad_norm: 9.5782 2021-08-17 13:23:27,783 - mmaction - INFO - Epoch [35][1620/2640] lr: 1.000e-03, eta: 6:30:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6687, top5_acc: 0.8797, loss_cls: 1.2198, loss: 1.2198, grad_norm: 9.8003 2021-08-17 13:23:38,771 - mmaction - INFO - Epoch [35][1640/2640] lr: 1.000e-03, eta: 6:30:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7125, top5_acc: 0.8883, loss_cls: 1.1405, loss: 1.1405, grad_norm: 9.2127 2021-08-17 13:23:49,769 - mmaction - INFO - Epoch [35][1660/2640] lr: 1.000e-03, eta: 6:29:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8938, loss_cls: 1.1524, loss: 1.1524, grad_norm: 9.1860 2021-08-17 13:24:00,748 - mmaction - INFO - Epoch [35][1680/2640] lr: 1.000e-03, eta: 6:29:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8789, loss_cls: 1.2069, loss: 1.2069, grad_norm: 9.4306 2021-08-17 13:24:11,728 - mmaction - INFO - Epoch [35][1700/2640] lr: 1.000e-03, eta: 6:29:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8875, loss_cls: 1.2329, loss: 1.2329, grad_norm: 9.6559 2021-08-17 13:24:22,689 - mmaction - INFO - Epoch [35][1720/2640] lr: 1.000e-03, eta: 6:29:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8828, loss_cls: 1.2390, loss: 1.2390, grad_norm: 9.6867 2021-08-17 13:24:33,686 - mmaction - INFO - Epoch [35][1740/2640] lr: 1.000e-03, eta: 6:29:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8898, loss_cls: 1.2083, loss: 1.2083, grad_norm: 9.5130 2021-08-17 13:24:44,685 - mmaction - INFO - Epoch [35][1760/2640] lr: 1.000e-03, eta: 6:29:00, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8773, loss_cls: 1.2163, loss: 1.2163, grad_norm: 9.3626 2021-08-17 13:24:55,658 - mmaction - INFO - Epoch [35][1780/2640] lr: 1.000e-03, eta: 6:28:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8773, loss_cls: 1.2536, loss: 1.2536, grad_norm: 9.8801 2021-08-17 13:25:06,642 - mmaction - INFO - Epoch [35][1800/2640] lr: 1.000e-03, eta: 6:28:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7109, top5_acc: 0.8859, loss_cls: 1.1334, loss: 1.1334, grad_norm: 9.2354 2021-08-17 13:25:17,625 - mmaction - INFO - Epoch [35][1820/2640] lr: 1.000e-03, eta: 6:28:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8953, loss_cls: 1.1939, loss: 1.1939, grad_norm: 9.7050 2021-08-17 13:25:28,597 - mmaction - INFO - Epoch [35][1840/2640] lr: 1.000e-03, eta: 6:28:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8734, loss_cls: 1.2795, loss: 1.2795, grad_norm: 9.8717 2021-08-17 13:25:39,574 - mmaction - INFO - Epoch [35][1860/2640] lr: 1.000e-03, eta: 6:28:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8812, loss_cls: 1.2179, loss: 1.2179, grad_norm: 9.4542 2021-08-17 13:25:50,544 - mmaction - INFO - Epoch [35][1880/2640] lr: 1.000e-03, eta: 6:27:49, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8703, loss_cls: 1.2334, loss: 1.2334, grad_norm: 9.5767 2021-08-17 13:26:01,535 - mmaction - INFO - Epoch [35][1900/2640] lr: 1.000e-03, eta: 6:27:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6898, top5_acc: 0.9062, loss_cls: 1.1642, loss: 1.1642, grad_norm: 9.4829 2021-08-17 13:26:12,506 - mmaction - INFO - Epoch [35][1920/2640] lr: 1.000e-03, eta: 6:27:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8922, loss_cls: 1.2504, loss: 1.2504, grad_norm: 9.7205 2021-08-17 13:26:23,499 - mmaction - INFO - Epoch [35][1940/2640] lr: 1.000e-03, eta: 6:27:14, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8922, loss_cls: 1.2154, loss: 1.2154, grad_norm: 9.9476 2021-08-17 13:26:34,494 - mmaction - INFO - Epoch [35][1960/2640] lr: 1.000e-03, eta: 6:27:02, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8891, loss_cls: 1.2008, loss: 1.2008, grad_norm: 9.7228 2021-08-17 13:26:45,471 - mmaction - INFO - Epoch [35][1980/2640] lr: 1.000e-03, eta: 6:26:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8969, loss_cls: 1.1556, loss: 1.1556, grad_norm: 9.7810 2021-08-17 13:26:56,441 - mmaction - INFO - Epoch [35][2000/2640] lr: 1.000e-03, eta: 6:26:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8742, loss_cls: 1.2336, loss: 1.2336, grad_norm: 9.6539 2021-08-17 13:27:07,415 - mmaction - INFO - Epoch [35][2020/2640] lr: 1.000e-03, eta: 6:26:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6695, top5_acc: 0.8836, loss_cls: 1.2415, loss: 1.2415, grad_norm: 9.7356 2021-08-17 13:27:18,407 - mmaction - INFO - Epoch [35][2040/2640] lr: 1.000e-03, eta: 6:26:15, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8812, loss_cls: 1.2147, loss: 1.2147, grad_norm: 9.4551 2021-08-17 13:27:29,384 - mmaction - INFO - Epoch [35][2060/2640] lr: 1.000e-03, eta: 6:26:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8953, loss_cls: 1.1928, loss: 1.1928, grad_norm: 9.7813 2021-08-17 13:27:40,352 - mmaction - INFO - Epoch [35][2080/2640] lr: 1.000e-03, eta: 6:25:52, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8805, loss_cls: 1.1853, loss: 1.1853, grad_norm: 9.3638 2021-08-17 13:27:51,335 - mmaction - INFO - Epoch [35][2100/2640] lr: 1.000e-03, eta: 6:25:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8797, loss_cls: 1.2014, loss: 1.2014, grad_norm: 9.6666 2021-08-17 13:28:02,329 - mmaction - INFO - Epoch [35][2120/2640] lr: 1.000e-03, eta: 6:25:28, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8875, loss_cls: 1.2458, loss: 1.2458, grad_norm: 9.9866 2021-08-17 13:28:13,289 - mmaction - INFO - Epoch [35][2140/2640] lr: 1.000e-03, eta: 6:25:16, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8984, loss_cls: 1.1525, loss: 1.1525, grad_norm: 9.5902 2021-08-17 13:28:24,283 - mmaction - INFO - Epoch [35][2160/2640] lr: 1.000e-03, eta: 6:25:05, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6484, top5_acc: 0.8656, loss_cls: 1.3089, loss: 1.3089, grad_norm: 9.7312 2021-08-17 13:28:35,261 - mmaction - INFO - Epoch [35][2180/2640] lr: 1.000e-03, eta: 6:24:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.9008, loss_cls: 1.1462, loss: 1.1462, grad_norm: 9.3745 2021-08-17 13:28:46,222 - mmaction - INFO - Epoch [35][2200/2640] lr: 1.000e-03, eta: 6:24:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8820, loss_cls: 1.2274, loss: 1.2274, grad_norm: 10.0063 2021-08-17 13:28:57,210 - mmaction - INFO - Epoch [35][2220/2640] lr: 1.000e-03, eta: 6:24:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8914, loss_cls: 1.1923, loss: 1.1923, grad_norm: 9.6345 2021-08-17 13:29:08,184 - mmaction - INFO - Epoch [35][2240/2640] lr: 1.000e-03, eta: 6:24:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6656, top5_acc: 0.8883, loss_cls: 1.2338, loss: 1.2338, grad_norm: 9.8381 2021-08-17 13:29:19,163 - mmaction - INFO - Epoch [35][2260/2640] lr: 1.000e-03, eta: 6:24:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8930, loss_cls: 1.1314, loss: 1.1314, grad_norm: 9.3450 2021-08-17 13:29:30,131 - mmaction - INFO - Epoch [35][2280/2640] lr: 1.000e-03, eta: 6:23:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.2090, loss: 1.2090, grad_norm: 9.6966 2021-08-17 13:29:41,095 - mmaction - INFO - Epoch [35][2300/2640] lr: 1.000e-03, eta: 6:23:42, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8664, loss_cls: 1.2678, loss: 1.2678, grad_norm: 9.7682 2021-08-17 13:29:52,078 - mmaction - INFO - Epoch [35][2320/2640] lr: 1.000e-03, eta: 6:23:30, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8727, loss_cls: 1.2462, loss: 1.2462, grad_norm: 9.5349 2021-08-17 13:30:03,050 - mmaction - INFO - Epoch [35][2340/2640] lr: 1.000e-03, eta: 6:23:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8773, loss_cls: 1.2338, loss: 1.2338, grad_norm: 9.6453 2021-08-17 13:30:13,987 - mmaction - INFO - Epoch [35][2360/2640] lr: 1.000e-03, eta: 6:23:07, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8867, loss_cls: 1.2489, loss: 1.2489, grad_norm: 9.8640 2021-08-17 13:30:24,954 - mmaction - INFO - Epoch [35][2380/2640] lr: 1.000e-03, eta: 6:22:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8641, loss_cls: 1.3213, loss: 1.3213, grad_norm: 9.5518 2021-08-17 13:30:35,916 - mmaction - INFO - Epoch [35][2400/2640] lr: 1.000e-03, eta: 6:22:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6719, top5_acc: 0.8844, loss_cls: 1.2153, loss: 1.2153, grad_norm: 9.4240 2021-08-17 13:30:46,892 - mmaction - INFO - Epoch [35][2420/2640] lr: 1.000e-03, eta: 6:22:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8852, loss_cls: 1.1781, loss: 1.1781, grad_norm: 9.2244 2021-08-17 13:30:57,880 - mmaction - INFO - Epoch [35][2440/2640] lr: 1.000e-03, eta: 6:22:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8945, loss_cls: 1.1389, loss: 1.1389, grad_norm: 9.3682 2021-08-17 13:31:08,855 - mmaction - INFO - Epoch [35][2460/2640] lr: 1.000e-03, eta: 6:22:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8805, loss_cls: 1.2193, loss: 1.2193, grad_norm: 9.6870 2021-08-17 13:31:19,818 - mmaction - INFO - Epoch [35][2480/2640] lr: 1.000e-03, eta: 6:21:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6937, top5_acc: 0.9094, loss_cls: 1.1234, loss: 1.1234, grad_norm: 9.4800 2021-08-17 13:31:30,780 - mmaction - INFO - Epoch [35][2500/2640] lr: 1.000e-03, eta: 6:21:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8906, loss_cls: 1.1817, loss: 1.1817, grad_norm: 9.5576 2021-08-17 13:31:41,741 - mmaction - INFO - Epoch [35][2520/2640] lr: 1.000e-03, eta: 6:21:33, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8820, loss_cls: 1.2538, loss: 1.2538, grad_norm: 9.7316 2021-08-17 13:31:52,732 - mmaction - INFO - Epoch [35][2540/2640] lr: 1.000e-03, eta: 6:21:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8719, loss_cls: 1.2510, loss: 1.2510, grad_norm: 9.7898 2021-08-17 13:32:03,715 - mmaction - INFO - Epoch [35][2560/2640] lr: 1.000e-03, eta: 6:21:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8766, loss_cls: 1.2281, loss: 1.2281, grad_norm: 9.5954 2021-08-17 13:32:14,698 - mmaction - INFO - Epoch [35][2580/2640] lr: 1.000e-03, eta: 6:20:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8914, loss_cls: 1.2051, loss: 1.2051, grad_norm: 9.8633 2021-08-17 13:32:25,683 - mmaction - INFO - Epoch [35][2600/2640] lr: 1.000e-03, eta: 6:20:46, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8820, loss_cls: 1.2492, loss: 1.2492, grad_norm: 9.7818 2021-08-17 13:32:36,657 - mmaction - INFO - Epoch [35][2620/2640] lr: 1.000e-03, eta: 6:20:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8734, loss_cls: 1.2757, loss: 1.2757, grad_norm: 9.6731 2021-08-17 13:32:47,316 - mmaction - INFO - Epoch [35][2640/2640] lr: 1.000e-03, eta: 6:20:22, time: 0.534, data_time: 0.002, memory: 7069, top1_acc: 0.6718, top5_acc: 0.8831, loss_cls: 1.2228, loss: 1.2228, grad_norm: 10.0089 2021-08-17 13:32:49,981 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-08-17 13:34:22,065 - mmaction - INFO - Epoch [36][20/2640] lr: 1.000e-03, eta: 6:20:45, time: 4.556, data_time: 3.983, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8852, loss_cls: 1.1633, loss: 1.1633, grad_norm: 9.2142 2021-08-17 13:34:32,965 - mmaction - INFO - Epoch [36][40/2640] lr: 1.000e-03, eta: 6:20:33, time: 0.547, data_time: 0.004, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8914, loss_cls: 1.1394, loss: 1.1394, grad_norm: 9.0779 2021-08-17 13:34:43,906 - mmaction - INFO - Epoch [36][60/2640] lr: 1.000e-03, eta: 6:20:21, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8969, loss_cls: 1.1390, loss: 1.1390, grad_norm: 9.5665 2021-08-17 13:34:54,851 - mmaction - INFO - Epoch [36][80/2640] lr: 1.000e-03, eta: 6:20:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.9000, loss_cls: 1.1525, loss: 1.1525, grad_norm: 9.7606 2021-08-17 13:35:05,797 - mmaction - INFO - Epoch [36][100/2640] lr: 1.000e-03, eta: 6:19:57, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.6984, top5_acc: 0.9016, loss_cls: 1.1281, loss: 1.1281, grad_norm: 9.7278 2021-08-17 13:35:16,751 - mmaction - INFO - Epoch [36][120/2640] lr: 1.000e-03, eta: 6:19:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8914, loss_cls: 1.1829, loss: 1.1829, grad_norm: 9.8202 2021-08-17 13:35:27,714 - mmaction - INFO - Epoch [36][140/2640] lr: 1.000e-03, eta: 6:19:34, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8930, loss_cls: 1.1698, loss: 1.1698, grad_norm: 9.6247 2021-08-17 13:35:38,682 - mmaction - INFO - Epoch [36][160/2640] lr: 1.000e-03, eta: 6:19:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7109, top5_acc: 0.9023, loss_cls: 1.1024, loss: 1.1024, grad_norm: 9.4444 2021-08-17 13:35:49,642 - mmaction - INFO - Epoch [36][180/2640] lr: 1.000e-03, eta: 6:19:10, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1334, loss: 1.1334, grad_norm: 9.4836 2021-08-17 13:36:00,598 - mmaction - INFO - Epoch [36][200/2640] lr: 1.000e-03, eta: 6:18:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8867, loss_cls: 1.1662, loss: 1.1662, grad_norm: 9.9150 2021-08-17 13:36:11,572 - mmaction - INFO - Epoch [36][220/2640] lr: 1.000e-03, eta: 6:18:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8797, loss_cls: 1.2488, loss: 1.2488, grad_norm: 9.5310 2021-08-17 13:36:22,538 - mmaction - INFO - Epoch [36][240/2640] lr: 1.000e-03, eta: 6:18:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.9008, loss_cls: 1.1056, loss: 1.1056, grad_norm: 9.2817 2021-08-17 13:36:33,553 - mmaction - INFO - Epoch [36][260/2640] lr: 1.000e-03, eta: 6:18:23, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8898, loss_cls: 1.1827, loss: 1.1827, grad_norm: 9.6580 2021-08-17 13:36:44,466 - mmaction - INFO - Epoch [36][280/2640] lr: 1.000e-03, eta: 6:18:11, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7086, top5_acc: 0.9148, loss_cls: 1.0671, loss: 1.0671, grad_norm: 9.3970 2021-08-17 13:36:55,434 - mmaction - INFO - Epoch [36][300/2640] lr: 1.000e-03, eta: 6:18:00, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8961, loss_cls: 1.2002, loss: 1.2002, grad_norm: 9.5759 2021-08-17 13:37:06,415 - mmaction - INFO - Epoch [36][320/2640] lr: 1.000e-03, eta: 6:17:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8984, loss_cls: 1.1120, loss: 1.1120, grad_norm: 9.4438 2021-08-17 13:37:17,396 - mmaction - INFO - Epoch [36][340/2640] lr: 1.000e-03, eta: 6:17:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.9016, loss_cls: 1.0996, loss: 1.0996, grad_norm: 9.8256 2021-08-17 13:37:28,368 - mmaction - INFO - Epoch [36][360/2640] lr: 1.000e-03, eta: 6:17:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7133, top5_acc: 0.8953, loss_cls: 1.1051, loss: 1.1051, grad_norm: 9.4629 2021-08-17 13:37:39,337 - mmaction - INFO - Epoch [36][380/2640] lr: 1.000e-03, eta: 6:17:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8852, loss_cls: 1.1704, loss: 1.1704, grad_norm: 9.8311 2021-08-17 13:37:50,320 - mmaction - INFO - Epoch [36][400/2640] lr: 1.000e-03, eta: 6:17:01, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8883, loss_cls: 1.1790, loss: 1.1790, grad_norm: 9.8109 2021-08-17 13:38:01,296 - mmaction - INFO - Epoch [36][420/2640] lr: 1.000e-03, eta: 6:16:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7234, top5_acc: 0.8969, loss_cls: 1.1116, loss: 1.1116, grad_norm: 9.6802 2021-08-17 13:38:12,265 - mmaction - INFO - Epoch [36][440/2640] lr: 1.000e-03, eta: 6:16:37, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8867, loss_cls: 1.1747, loss: 1.1747, grad_norm: 9.8142 2021-08-17 13:38:23,260 - mmaction - INFO - Epoch [36][460/2640] lr: 1.000e-03, eta: 6:16:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8945, loss_cls: 1.1739, loss: 1.1739, grad_norm: 9.5016 2021-08-17 13:38:34,246 - mmaction - INFO - Epoch [36][480/2640] lr: 1.000e-03, eta: 6:16:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8836, loss_cls: 1.2017, loss: 1.2017, grad_norm: 9.7516 2021-08-17 13:38:45,219 - mmaction - INFO - Epoch [36][500/2640] lr: 1.000e-03, eta: 6:16:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.1662, loss: 1.1662, grad_norm: 9.5389 2021-08-17 13:38:56,186 - mmaction - INFO - Epoch [36][520/2640] lr: 1.000e-03, eta: 6:15:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8938, loss_cls: 1.1747, loss: 1.1747, grad_norm: 9.8434 2021-08-17 13:39:07,169 - mmaction - INFO - Epoch [36][540/2640] lr: 1.000e-03, eta: 6:15:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8914, loss_cls: 1.1540, loss: 1.1540, grad_norm: 9.5027 2021-08-17 13:39:18,149 - mmaction - INFO - Epoch [36][560/2640] lr: 1.000e-03, eta: 6:15:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8906, loss_cls: 1.2345, loss: 1.2345, grad_norm: 10.0686 2021-08-17 13:39:29,133 - mmaction - INFO - Epoch [36][580/2640] lr: 1.000e-03, eta: 6:15:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7125, top5_acc: 0.8906, loss_cls: 1.1235, loss: 1.1235, grad_norm: 9.4554 2021-08-17 13:39:40,099 - mmaction - INFO - Epoch [36][600/2640] lr: 1.000e-03, eta: 6:15:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8938, loss_cls: 1.1347, loss: 1.1347, grad_norm: 9.3552 2021-08-17 13:39:51,082 - mmaction - INFO - Epoch [36][620/2640] lr: 1.000e-03, eta: 6:14:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8836, loss_cls: 1.1786, loss: 1.1786, grad_norm: 9.3836 2021-08-17 13:40:02,065 - mmaction - INFO - Epoch [36][640/2640] lr: 1.000e-03, eta: 6:14:39, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8836, loss_cls: 1.2076, loss: 1.2076, grad_norm: 10.0846 2021-08-17 13:40:13,054 - mmaction - INFO - Epoch [36][660/2640] lr: 1.000e-03, eta: 6:14:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8828, loss_cls: 1.2306, loss: 1.2306, grad_norm: 10.0897 2021-08-17 13:40:24,051 - mmaction - INFO - Epoch [36][680/2640] lr: 1.000e-03, eta: 6:14:16, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8797, loss_cls: 1.2388, loss: 1.2388, grad_norm: 10.2089 2021-08-17 13:40:35,026 - mmaction - INFO - Epoch [36][700/2640] lr: 1.000e-03, eta: 6:14:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7141, top5_acc: 0.8977, loss_cls: 1.1332, loss: 1.1332, grad_norm: 9.7416 2021-08-17 13:40:46,001 - mmaction - INFO - Epoch [36][720/2640] lr: 1.000e-03, eta: 6:13:52, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1409, loss: 1.1409, grad_norm: 9.3558 2021-08-17 13:40:56,981 - mmaction - INFO - Epoch [36][740/2640] lr: 1.000e-03, eta: 6:13:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8875, loss_cls: 1.1624, loss: 1.1624, grad_norm: 9.5236 2021-08-17 13:41:07,945 - mmaction - INFO - Epoch [36][760/2640] lr: 1.000e-03, eta: 6:13:29, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8836, loss_cls: 1.1866, loss: 1.1866, grad_norm: 9.8442 2021-08-17 13:41:18,917 - mmaction - INFO - Epoch [36][780/2640] lr: 1.000e-03, eta: 6:13:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8852, loss_cls: 1.2168, loss: 1.2168, grad_norm: 9.9536 2021-08-17 13:41:29,895 - mmaction - INFO - Epoch [36][800/2640] lr: 1.000e-03, eta: 6:13:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7211, top5_acc: 0.8906, loss_cls: 1.1286, loss: 1.1286, grad_norm: 9.5884 2021-08-17 13:41:40,881 - mmaction - INFO - Epoch [36][820/2640] lr: 1.000e-03, eta: 6:12:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8820, loss_cls: 1.2009, loss: 1.2009, grad_norm: 9.6640 2021-08-17 13:41:51,851 - mmaction - INFO - Epoch [36][840/2640] lr: 1.000e-03, eta: 6:12:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8906, loss_cls: 1.1742, loss: 1.1742, grad_norm: 9.7982 2021-08-17 13:42:02,838 - mmaction - INFO - Epoch [36][860/2640] lr: 1.000e-03, eta: 6:12:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7172, top5_acc: 0.8906, loss_cls: 1.1279, loss: 1.1279, grad_norm: 9.5429 2021-08-17 13:42:13,802 - mmaction - INFO - Epoch [36][880/2640] lr: 1.000e-03, eta: 6:12:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8867, loss_cls: 1.1392, loss: 1.1392, grad_norm: 9.7243 2021-08-17 13:42:24,787 - mmaction - INFO - Epoch [36][900/2640] lr: 1.000e-03, eta: 6:12:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7172, top5_acc: 0.8906, loss_cls: 1.1016, loss: 1.1016, grad_norm: 9.2744 2021-08-17 13:42:35,749 - mmaction - INFO - Epoch [36][920/2640] lr: 1.000e-03, eta: 6:11:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7109, top5_acc: 0.8898, loss_cls: 1.1302, loss: 1.1302, grad_norm: 9.2080 2021-08-17 13:42:46,735 - mmaction - INFO - Epoch [36][940/2640] lr: 1.000e-03, eta: 6:11:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8758, loss_cls: 1.2078, loss: 1.2078, grad_norm: 9.7962 2021-08-17 13:42:57,726 - mmaction - INFO - Epoch [36][960/2640] lr: 1.000e-03, eta: 6:11:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8875, loss_cls: 1.1713, loss: 1.1713, grad_norm: 10.0783 2021-08-17 13:43:08,723 - mmaction - INFO - Epoch [36][980/2640] lr: 1.000e-03, eta: 6:11:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8945, loss_cls: 1.2265, loss: 1.2265, grad_norm: 9.9409 2021-08-17 13:43:19,702 - mmaction - INFO - Epoch [36][1000/2640] lr: 1.000e-03, eta: 6:11:07, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8922, loss_cls: 1.1341, loss: 1.1341, grad_norm: 9.4688 2021-08-17 13:43:30,689 - mmaction - INFO - Epoch [36][1020/2640] lr: 1.000e-03, eta: 6:10:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8922, loss_cls: 1.1602, loss: 1.1602, grad_norm: 10.0607 2021-08-17 13:43:41,681 - mmaction - INFO - Epoch [36][1040/2640] lr: 1.000e-03, eta: 6:10:44, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8844, loss_cls: 1.2012, loss: 1.2012, grad_norm: 10.1140 2021-08-17 13:43:52,677 - mmaction - INFO - Epoch [36][1060/2640] lr: 1.000e-03, eta: 6:10:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7055, top5_acc: 0.9039, loss_cls: 1.1590, loss: 1.1590, grad_norm: 9.6819 2021-08-17 13:44:03,656 - mmaction - INFO - Epoch [36][1080/2640] lr: 1.000e-03, eta: 6:10:20, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8898, loss_cls: 1.1692, loss: 1.1692, grad_norm: 9.5365 2021-08-17 13:44:14,641 - mmaction - INFO - Epoch [36][1100/2640] lr: 1.000e-03, eta: 6:10:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7086, top5_acc: 0.8867, loss_cls: 1.1326, loss: 1.1326, grad_norm: 9.5172 2021-08-17 13:44:25,609 - mmaction - INFO - Epoch [36][1120/2640] lr: 1.000e-03, eta: 6:09:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7195, top5_acc: 0.8977, loss_cls: 1.1192, loss: 1.1192, grad_norm: 9.3015 2021-08-17 13:44:36,596 - mmaction - INFO - Epoch [36][1140/2640] lr: 1.000e-03, eta: 6:09:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8875, loss_cls: 1.1894, loss: 1.1894, grad_norm: 9.6509 2021-08-17 13:44:47,580 - mmaction - INFO - Epoch [36][1160/2640] lr: 1.000e-03, eta: 6:09:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8852, loss_cls: 1.1840, loss: 1.1840, grad_norm: 9.5816 2021-08-17 13:44:58,566 - mmaction - INFO - Epoch [36][1180/2640] lr: 1.000e-03, eta: 6:09:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7109, top5_acc: 0.9023, loss_cls: 1.1176, loss: 1.1176, grad_norm: 9.6202 2021-08-17 13:45:09,550 - mmaction - INFO - Epoch [36][1200/2640] lr: 1.000e-03, eta: 6:09:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8852, loss_cls: 1.2017, loss: 1.2017, grad_norm: 9.7714 2021-08-17 13:45:20,516 - mmaction - INFO - Epoch [36][1220/2640] lr: 1.000e-03, eta: 6:08:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8859, loss_cls: 1.1644, loss: 1.1644, grad_norm: 9.8623 2021-08-17 13:45:31,480 - mmaction - INFO - Epoch [36][1240/2640] lr: 1.000e-03, eta: 6:08:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8867, loss_cls: 1.0983, loss: 1.0983, grad_norm: 9.4954 2021-08-17 13:45:42,464 - mmaction - INFO - Epoch [36][1260/2640] lr: 1.000e-03, eta: 6:08:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8891, loss_cls: 1.1563, loss: 1.1563, grad_norm: 10.0888 2021-08-17 13:45:53,417 - mmaction - INFO - Epoch [36][1280/2640] lr: 1.000e-03, eta: 6:08:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8898, loss_cls: 1.1398, loss: 1.1398, grad_norm: 9.5151 2021-08-17 13:46:04,390 - mmaction - INFO - Epoch [36][1300/2640] lr: 1.000e-03, eta: 6:08:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6797, top5_acc: 0.9016, loss_cls: 1.1419, loss: 1.1419, grad_norm: 9.9816 2021-08-17 13:46:15,354 - mmaction - INFO - Epoch [36][1320/2640] lr: 1.000e-03, eta: 6:07:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7055, top5_acc: 0.9000, loss_cls: 1.1463, loss: 1.1463, grad_norm: 9.6222 2021-08-17 13:46:26,329 - mmaction - INFO - Epoch [36][1340/2640] lr: 1.000e-03, eta: 6:07:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8867, loss_cls: 1.1979, loss: 1.1979, grad_norm: 9.8445 2021-08-17 13:46:37,297 - mmaction - INFO - Epoch [36][1360/2640] lr: 1.000e-03, eta: 6:07:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8922, loss_cls: 1.1758, loss: 1.1758, grad_norm: 9.8325 2021-08-17 13:46:48,278 - mmaction - INFO - Epoch [36][1380/2640] lr: 1.000e-03, eta: 6:07:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7156, top5_acc: 0.9016, loss_cls: 1.1041, loss: 1.1041, grad_norm: 9.4100 2021-08-17 13:46:59,305 - mmaction - INFO - Epoch [36][1400/2640] lr: 1.000e-03, eta: 6:07:12, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8844, loss_cls: 1.1796, loss: 1.1796, grad_norm: 9.6074 2021-08-17 13:47:10,234 - mmaction - INFO - Epoch [36][1420/2640] lr: 1.000e-03, eta: 6:07:00, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8961, loss_cls: 1.1252, loss: 1.1252, grad_norm: 9.8415 2021-08-17 13:47:21,226 - mmaction - INFO - Epoch [36][1440/2640] lr: 1.000e-03, eta: 6:06:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8836, loss_cls: 1.2281, loss: 1.2281, grad_norm: 10.0778 2021-08-17 13:47:32,204 - mmaction - INFO - Epoch [36][1460/2640] lr: 1.000e-03, eta: 6:06:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8891, loss_cls: 1.1918, loss: 1.1918, grad_norm: 9.7998 2021-08-17 13:47:43,196 - mmaction - INFO - Epoch [36][1480/2640] lr: 1.000e-03, eta: 6:06:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8867, loss_cls: 1.1549, loss: 1.1549, grad_norm: 9.4307 2021-08-17 13:47:54,179 - mmaction - INFO - Epoch [36][1500/2640] lr: 1.000e-03, eta: 6:06:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8867, loss_cls: 1.1735, loss: 1.1735, grad_norm: 9.5856 2021-08-17 13:48:05,172 - mmaction - INFO - Epoch [36][1520/2640] lr: 1.000e-03, eta: 6:06:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.1538, loss: 1.1538, grad_norm: 9.7802 2021-08-17 13:48:16,165 - mmaction - INFO - Epoch [36][1540/2640] lr: 1.000e-03, eta: 6:05:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8906, loss_cls: 1.1436, loss: 1.1436, grad_norm: 9.6413 2021-08-17 13:48:27,141 - mmaction - INFO - Epoch [36][1560/2640] lr: 1.000e-03, eta: 6:05:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8898, loss_cls: 1.1512, loss: 1.1512, grad_norm: 9.6515 2021-08-17 13:48:38,099 - mmaction - INFO - Epoch [36][1580/2640] lr: 1.000e-03, eta: 6:05:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8812, loss_cls: 1.1781, loss: 1.1781, grad_norm: 9.9452 2021-08-17 13:48:49,067 - mmaction - INFO - Epoch [36][1600/2640] lr: 1.000e-03, eta: 6:05:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6953, top5_acc: 0.9062, loss_cls: 1.1265, loss: 1.1265, grad_norm: 9.7606 2021-08-17 13:49:00,049 - mmaction - INFO - Epoch [36][1620/2640] lr: 1.000e-03, eta: 6:05:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8984, loss_cls: 1.1678, loss: 1.1678, grad_norm: 9.5869 2021-08-17 13:49:11,031 - mmaction - INFO - Epoch [36][1640/2640] lr: 1.000e-03, eta: 6:04:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8773, loss_cls: 1.2470, loss: 1.2470, grad_norm: 10.0964 2021-08-17 13:49:22,024 - mmaction - INFO - Epoch [36][1660/2640] lr: 1.000e-03, eta: 6:04:39, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8930, loss_cls: 1.1841, loss: 1.1841, grad_norm: 9.9131 2021-08-17 13:49:33,005 - mmaction - INFO - Epoch [36][1680/2640] lr: 1.000e-03, eta: 6:04:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8867, loss_cls: 1.2004, loss: 1.2004, grad_norm: 9.6418 2021-08-17 13:49:43,974 - mmaction - INFO - Epoch [36][1700/2640] lr: 1.000e-03, eta: 6:04:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8820, loss_cls: 1.2231, loss: 1.2231, grad_norm: 9.9535 2021-08-17 13:49:54,948 - mmaction - INFO - Epoch [36][1720/2640] lr: 1.000e-03, eta: 6:04:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7211, top5_acc: 0.8906, loss_cls: 1.1186, loss: 1.1186, grad_norm: 9.8560 2021-08-17 13:50:05,923 - mmaction - INFO - Epoch [36][1740/2640] lr: 1.000e-03, eta: 6:03:52, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8891, loss_cls: 1.1522, loss: 1.1522, grad_norm: 9.9010 2021-08-17 13:50:16,908 - mmaction - INFO - Epoch [36][1760/2640] lr: 1.000e-03, eta: 6:03:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8781, loss_cls: 1.1697, loss: 1.1697, grad_norm: 9.7172 2021-08-17 13:50:27,899 - mmaction - INFO - Epoch [36][1780/2640] lr: 1.000e-03, eta: 6:03:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8781, loss_cls: 1.2447, loss: 1.2447, grad_norm: 9.9975 2021-08-17 13:50:38,895 - mmaction - INFO - Epoch [36][1800/2640] lr: 1.000e-03, eta: 6:03:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7086, top5_acc: 0.8898, loss_cls: 1.1719, loss: 1.1719, grad_norm: 9.7583 2021-08-17 13:50:49,873 - mmaction - INFO - Epoch [36][1820/2640] lr: 1.000e-03, eta: 6:03:05, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8961, loss_cls: 1.1804, loss: 1.1804, grad_norm: 10.0902 2021-08-17 13:51:00,846 - mmaction - INFO - Epoch [36][1840/2640] lr: 1.000e-03, eta: 6:02:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8914, loss_cls: 1.2333, loss: 1.2333, grad_norm: 9.8068 2021-08-17 13:51:11,817 - mmaction - INFO - Epoch [36][1860/2640] lr: 1.000e-03, eta: 6:02:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8773, loss_cls: 1.2837, loss: 1.2837, grad_norm: 10.2311 2021-08-17 13:51:22,795 - mmaction - INFO - Epoch [36][1880/2640] lr: 1.000e-03, eta: 6:02:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8797, loss_cls: 1.2105, loss: 1.2105, grad_norm: 9.8923 2021-08-17 13:51:33,779 - mmaction - INFO - Epoch [36][1900/2640] lr: 1.000e-03, eta: 6:02:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8953, loss_cls: 1.1667, loss: 1.1667, grad_norm: 9.8173 2021-08-17 13:51:44,778 - mmaction - INFO - Epoch [36][1920/2640] lr: 1.000e-03, eta: 6:02:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8742, loss_cls: 1.2347, loss: 1.2347, grad_norm: 10.1956 2021-08-17 13:51:55,743 - mmaction - INFO - Epoch [36][1940/2640] lr: 1.000e-03, eta: 6:01:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8859, loss_cls: 1.2211, loss: 1.2211, grad_norm: 9.7980 2021-08-17 13:52:06,704 - mmaction - INFO - Epoch [36][1960/2640] lr: 1.000e-03, eta: 6:01:43, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8914, loss_cls: 1.1574, loss: 1.1574, grad_norm: 9.6515 2021-08-17 13:52:17,669 - mmaction - INFO - Epoch [36][1980/2640] lr: 1.000e-03, eta: 6:01:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8828, loss_cls: 1.2410, loss: 1.2410, grad_norm: 10.0327 2021-08-17 13:52:28,653 - mmaction - INFO - Epoch [36][2000/2640] lr: 1.000e-03, eta: 6:01:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8922, loss_cls: 1.1976, loss: 1.1976, grad_norm: 9.6847 2021-08-17 13:52:39,639 - mmaction - INFO - Epoch [36][2020/2640] lr: 1.000e-03, eta: 6:01:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7164, top5_acc: 0.8945, loss_cls: 1.1148, loss: 1.1148, grad_norm: 9.4131 2021-08-17 13:52:50,627 - mmaction - INFO - Epoch [36][2040/2640] lr: 1.000e-03, eta: 6:00:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6625, top5_acc: 0.8875, loss_cls: 1.2470, loss: 1.2470, grad_norm: 10.0801 2021-08-17 13:53:01,597 - mmaction - INFO - Epoch [36][2060/2640] lr: 1.000e-03, eta: 6:00:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8867, loss_cls: 1.1728, loss: 1.1728, grad_norm: 10.0183 2021-08-17 13:53:12,575 - mmaction - INFO - Epoch [36][2080/2640] lr: 1.000e-03, eta: 6:00:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7148, top5_acc: 0.8883, loss_cls: 1.1361, loss: 1.1361, grad_norm: 9.6763 2021-08-17 13:53:23,552 - mmaction - INFO - Epoch [36][2100/2640] lr: 1.000e-03, eta: 6:00:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8922, loss_cls: 1.1777, loss: 1.1777, grad_norm: 10.0047 2021-08-17 13:53:34,528 - mmaction - INFO - Epoch [36][2120/2640] lr: 1.000e-03, eta: 6:00:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8797, loss_cls: 1.2401, loss: 1.2401, grad_norm: 9.8298 2021-08-17 13:53:45,492 - mmaction - INFO - Epoch [36][2140/2640] lr: 1.000e-03, eta: 5:59:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8938, loss_cls: 1.1675, loss: 1.1675, grad_norm: 9.9522 2021-08-17 13:53:56,473 - mmaction - INFO - Epoch [36][2160/2640] lr: 1.000e-03, eta: 5:59:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8883, loss_cls: 1.1825, loss: 1.1825, grad_norm: 9.9616 2021-08-17 13:54:07,457 - mmaction - INFO - Epoch [36][2180/2640] lr: 1.000e-03, eta: 5:59:34, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8844, loss_cls: 1.1982, loss: 1.1982, grad_norm: 9.7780 2021-08-17 13:54:18,448 - mmaction - INFO - Epoch [36][2200/2640] lr: 1.000e-03, eta: 5:59:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8883, loss_cls: 1.2158, loss: 1.2158, grad_norm: 10.0515 2021-08-17 13:54:29,440 - mmaction - INFO - Epoch [36][2220/2640] lr: 1.000e-03, eta: 5:59:10, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8898, loss_cls: 1.2245, loss: 1.2245, grad_norm: 10.1852 2021-08-17 13:54:40,422 - mmaction - INFO - Epoch [36][2240/2640] lr: 1.000e-03, eta: 5:58:58, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8867, loss_cls: 1.2167, loss: 1.2167, grad_norm: 10.1957 2021-08-17 13:54:51,399 - mmaction - INFO - Epoch [36][2260/2640] lr: 1.000e-03, eta: 5:58:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8844, loss_cls: 1.2114, loss: 1.2114, grad_norm: 10.0121 2021-08-17 13:55:02,388 - mmaction - INFO - Epoch [36][2280/2640] lr: 1.000e-03, eta: 5:58:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8891, loss_cls: 1.2412, loss: 1.2412, grad_norm: 10.2957 2021-08-17 13:55:13,357 - mmaction - INFO - Epoch [36][2300/2640] lr: 1.000e-03, eta: 5:58:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8883, loss_cls: 1.2053, loss: 1.2053, grad_norm: 9.7577 2021-08-17 13:55:24,345 - mmaction - INFO - Epoch [36][2320/2640] lr: 1.000e-03, eta: 5:58:11, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8844, loss_cls: 1.2332, loss: 1.2332, grad_norm: 9.9847 2021-08-17 13:55:35,324 - mmaction - INFO - Epoch [36][2340/2640] lr: 1.000e-03, eta: 5:58:00, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.9078, loss_cls: 1.1324, loss: 1.1324, grad_norm: 10.0004 2021-08-17 13:55:46,311 - mmaction - INFO - Epoch [36][2360/2640] lr: 1.000e-03, eta: 5:57:48, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1871, loss: 1.1871, grad_norm: 9.7238 2021-08-17 13:55:57,301 - mmaction - INFO - Epoch [36][2380/2640] lr: 1.000e-03, eta: 5:57:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8891, loss_cls: 1.1874, loss: 1.1874, grad_norm: 9.7209 2021-08-17 13:56:08,278 - mmaction - INFO - Epoch [36][2400/2640] lr: 1.000e-03, eta: 5:57:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8812, loss_cls: 1.2610, loss: 1.2610, grad_norm: 10.1190 2021-08-17 13:56:19,252 - mmaction - INFO - Epoch [36][2420/2640] lr: 1.000e-03, eta: 5:57:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8898, loss_cls: 1.1830, loss: 1.1830, grad_norm: 9.7426 2021-08-17 13:56:30,222 - mmaction - INFO - Epoch [36][2440/2640] lr: 1.000e-03, eta: 5:57:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8727, loss_cls: 1.2248, loss: 1.2248, grad_norm: 9.9475 2021-08-17 13:56:41,183 - mmaction - INFO - Epoch [36][2460/2640] lr: 1.000e-03, eta: 5:56:49, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.1922, loss: 1.1922, grad_norm: 10.1228 2021-08-17 13:56:52,161 - mmaction - INFO - Epoch [36][2480/2640] lr: 1.000e-03, eta: 5:56:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8938, loss_cls: 1.1774, loss: 1.1774, grad_norm: 9.7314 2021-08-17 13:57:03,162 - mmaction - INFO - Epoch [36][2500/2640] lr: 1.000e-03, eta: 5:56:26, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1776, loss: 1.1776, grad_norm: 9.9742 2021-08-17 13:57:14,151 - mmaction - INFO - Epoch [36][2520/2640] lr: 1.000e-03, eta: 5:56:14, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8828, loss_cls: 1.1707, loss: 1.1707, grad_norm: 10.1008 2021-08-17 13:57:25,110 - mmaction - INFO - Epoch [36][2540/2640] lr: 1.000e-03, eta: 5:56:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8930, loss_cls: 1.1973, loss: 1.1973, grad_norm: 10.2881 2021-08-17 13:57:36,076 - mmaction - INFO - Epoch [36][2560/2640] lr: 1.000e-03, eta: 5:55:50, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8992, loss_cls: 1.1478, loss: 1.1478, grad_norm: 9.8689 2021-08-17 13:57:47,055 - mmaction - INFO - Epoch [36][2580/2640] lr: 1.000e-03, eta: 5:55:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8812, loss_cls: 1.2161, loss: 1.2161, grad_norm: 10.1152 2021-08-17 13:57:58,039 - mmaction - INFO - Epoch [36][2600/2640] lr: 1.000e-03, eta: 5:55:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8844, loss_cls: 1.2498, loss: 1.2498, grad_norm: 10.0507 2021-08-17 13:58:09,014 - mmaction - INFO - Epoch [36][2620/2640] lr: 1.000e-03, eta: 5:55:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8875, loss_cls: 1.2594, loss: 1.2594, grad_norm: 10.1103 2021-08-17 13:58:19,671 - mmaction - INFO - Epoch [36][2640/2640] lr: 1.000e-03, eta: 5:55:03, time: 0.532, data_time: 0.002, memory: 7069, top1_acc: 0.6782, top5_acc: 0.8815, loss_cls: 1.2357, loss: 1.2357, grad_norm: 10.0469 2021-08-17 13:58:21,579 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-08-17 13:59:42,472 - mmaction - INFO - Epoch [37][20/2640] lr: 1.000e-03, eta: 5:55:19, time: 4.020, data_time: 3.446, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8945, loss_cls: 1.1539, loss: 1.1539, grad_norm: 9.9983 2021-08-17 13:59:53,459 - mmaction - INFO - Epoch [37][40/2640] lr: 1.000e-03, eta: 5:55:07, time: 0.550, data_time: 0.007, memory: 7069, top1_acc: 0.7063, top5_acc: 0.8922, loss_cls: 1.1465, loss: 1.1465, grad_norm: 9.7017 2021-08-17 14:00:04,400 - mmaction - INFO - Epoch [37][60/2640] lr: 1.000e-03, eta: 5:54:55, time: 0.548, data_time: 0.003, memory: 7069, top1_acc: 0.7086, top5_acc: 0.8953, loss_cls: 1.1532, loss: 1.1532, grad_norm: 9.8130 2021-08-17 14:00:15,318 - mmaction - INFO - Epoch [37][80/2640] lr: 1.000e-03, eta: 5:54:43, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8898, loss_cls: 1.2185, loss: 1.2185, grad_norm: 10.2450 2021-08-17 14:00:26,268 - mmaction - INFO - Epoch [37][100/2640] lr: 1.000e-03, eta: 5:54:32, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8828, loss_cls: 1.1776, loss: 1.1776, grad_norm: 9.9271 2021-08-17 14:00:37,208 - mmaction - INFO - Epoch [37][120/2640] lr: 1.000e-03, eta: 5:54:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.9008, loss_cls: 1.1546, loss: 1.1546, grad_norm: 9.8059 2021-08-17 14:00:48,163 - mmaction - INFO - Epoch [37][140/2640] lr: 1.000e-03, eta: 5:54:08, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8891, loss_cls: 1.1681, loss: 1.1681, grad_norm: 10.0503 2021-08-17 14:00:59,123 - mmaction - INFO - Epoch [37][160/2640] lr: 1.000e-03, eta: 5:53:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8945, loss_cls: 1.1653, loss: 1.1653, grad_norm: 9.8719 2021-08-17 14:01:10,093 - mmaction - INFO - Epoch [37][180/2640] lr: 1.000e-03, eta: 5:53:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7094, top5_acc: 0.8930, loss_cls: 1.1557, loss: 1.1557, grad_norm: 9.8736 2021-08-17 14:01:21,072 - mmaction - INFO - Epoch [37][200/2640] lr: 1.000e-03, eta: 5:53:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8938, loss_cls: 1.1286, loss: 1.1286, grad_norm: 9.7851 2021-08-17 14:01:32,052 - mmaction - INFO - Epoch [37][220/2640] lr: 1.000e-03, eta: 5:53:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8883, loss_cls: 1.1958, loss: 1.1958, grad_norm: 10.1128 2021-08-17 14:01:43,016 - mmaction - INFO - Epoch [37][240/2640] lr: 1.000e-03, eta: 5:53:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7156, top5_acc: 0.8938, loss_cls: 1.1343, loss: 1.1343, grad_norm: 9.6376 2021-08-17 14:01:54,002 - mmaction - INFO - Epoch [37][260/2640] lr: 1.000e-03, eta: 5:52:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7141, top5_acc: 0.8938, loss_cls: 1.1080, loss: 1.1080, grad_norm: 9.5079 2021-08-17 14:02:04,959 - mmaction - INFO - Epoch [37][280/2640] lr: 1.000e-03, eta: 5:52:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7188, top5_acc: 0.8875, loss_cls: 1.1134, loss: 1.1134, grad_norm: 9.3797 2021-08-17 14:02:15,936 - mmaction - INFO - Epoch [37][300/2640] lr: 1.000e-03, eta: 5:52:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8898, loss_cls: 1.1886, loss: 1.1886, grad_norm: 9.8450 2021-08-17 14:02:26,903 - mmaction - INFO - Epoch [37][320/2640] lr: 1.000e-03, eta: 5:52:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8742, loss_cls: 1.1849, loss: 1.1849, grad_norm: 9.7522 2021-08-17 14:02:37,875 - mmaction - INFO - Epoch [37][340/2640] lr: 1.000e-03, eta: 5:52:10, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8984, loss_cls: 1.1628, loss: 1.1628, grad_norm: 9.9800 2021-08-17 14:02:48,828 - mmaction - INFO - Epoch [37][360/2640] lr: 1.000e-03, eta: 5:51:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8906, loss_cls: 1.1557, loss: 1.1557, grad_norm: 9.7881 2021-08-17 14:02:59,799 - mmaction - INFO - Epoch [37][380/2640] lr: 1.000e-03, eta: 5:51:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8797, loss_cls: 1.2006, loss: 1.2006, grad_norm: 10.0649 2021-08-17 14:03:10,750 - mmaction - INFO - Epoch [37][400/2640] lr: 1.000e-03, eta: 5:51:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8922, loss_cls: 1.1616, loss: 1.1616, grad_norm: 10.0372 2021-08-17 14:03:21,726 - mmaction - INFO - Epoch [37][420/2640] lr: 1.000e-03, eta: 5:51:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8734, loss_cls: 1.2364, loss: 1.2364, grad_norm: 10.1468 2021-08-17 14:03:32,695 - mmaction - INFO - Epoch [37][440/2640] lr: 1.000e-03, eta: 5:51:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8773, loss_cls: 1.1640, loss: 1.1640, grad_norm: 9.6219 2021-08-17 14:03:43,666 - mmaction - INFO - Epoch [37][460/2640] lr: 1.000e-03, eta: 5:51:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8906, loss_cls: 1.1245, loss: 1.1245, grad_norm: 9.7789 2021-08-17 14:03:54,632 - mmaction - INFO - Epoch [37][480/2640] lr: 1.000e-03, eta: 5:50:48, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9102, loss_cls: 1.0448, loss: 1.0448, grad_norm: 9.6539 2021-08-17 14:04:05,617 - mmaction - INFO - Epoch [37][500/2640] lr: 1.000e-03, eta: 5:50:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8820, loss_cls: 1.2239, loss: 1.2239, grad_norm: 9.9658 2021-08-17 14:04:16,577 - mmaction - INFO - Epoch [37][520/2640] lr: 1.000e-03, eta: 5:50:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8836, loss_cls: 1.1413, loss: 1.1413, grad_norm: 9.8478 2021-08-17 14:04:27,555 - mmaction - INFO - Epoch [37][540/2640] lr: 1.000e-03, eta: 5:50:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8797, loss_cls: 1.2071, loss: 1.2071, grad_norm: 10.3549 2021-08-17 14:04:38,530 - mmaction - INFO - Epoch [37][560/2640] lr: 1.000e-03, eta: 5:50:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.2018, loss: 1.2018, grad_norm: 10.0467 2021-08-17 14:04:49,514 - mmaction - INFO - Epoch [37][580/2640] lr: 1.000e-03, eta: 5:49:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.1860, loss: 1.1860, grad_norm: 10.3137 2021-08-17 14:05:00,466 - mmaction - INFO - Epoch [37][600/2640] lr: 1.000e-03, eta: 5:49:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8719, loss_cls: 1.2375, loss: 1.2375, grad_norm: 10.4026 2021-08-17 14:05:11,468 - mmaction - INFO - Epoch [37][620/2640] lr: 1.000e-03, eta: 5:49:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8914, loss_cls: 1.1494, loss: 1.1494, grad_norm: 9.8693 2021-08-17 14:05:22,448 - mmaction - INFO - Epoch [37][640/2640] lr: 1.000e-03, eta: 5:49:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8953, loss_cls: 1.1475, loss: 1.1475, grad_norm: 10.1562 2021-08-17 14:05:33,409 - mmaction - INFO - Epoch [37][660/2640] lr: 1.000e-03, eta: 5:49:02, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6711, top5_acc: 0.8773, loss_cls: 1.2725, loss: 1.2725, grad_norm: 10.0534 2021-08-17 14:05:44,369 - mmaction - INFO - Epoch [37][680/2640] lr: 1.000e-03, eta: 5:48:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8930, loss_cls: 1.1523, loss: 1.1523, grad_norm: 9.9259 2021-08-17 14:05:55,338 - mmaction - INFO - Epoch [37][700/2640] lr: 1.000e-03, eta: 5:48:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8906, loss_cls: 1.1867, loss: 1.1867, grad_norm: 10.0163 2021-08-17 14:06:06,306 - mmaction - INFO - Epoch [37][720/2640] lr: 1.000e-03, eta: 5:48:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8852, loss_cls: 1.1629, loss: 1.1629, grad_norm: 9.9955 2021-08-17 14:06:17,292 - mmaction - INFO - Epoch [37][740/2640] lr: 1.000e-03, eta: 5:48:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.9125, loss_cls: 1.0901, loss: 1.0901, grad_norm: 9.6374 2021-08-17 14:06:28,298 - mmaction - INFO - Epoch [37][760/2640] lr: 1.000e-03, eta: 5:48:04, time: 0.551, data_time: 0.001, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8922, loss_cls: 1.1352, loss: 1.1352, grad_norm: 10.0953 2021-08-17 14:06:39,267 - mmaction - INFO - Epoch [37][780/2640] lr: 1.000e-03, eta: 5:47:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7047, top5_acc: 0.8844, loss_cls: 1.1479, loss: 1.1479, grad_norm: 9.4898 2021-08-17 14:06:50,224 - mmaction - INFO - Epoch [37][800/2640] lr: 1.000e-03, eta: 5:47:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7063, top5_acc: 0.8828, loss_cls: 1.1414, loss: 1.1414, grad_norm: 9.8877 2021-08-17 14:07:01,205 - mmaction - INFO - Epoch [37][820/2640] lr: 1.000e-03, eta: 5:47:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.1763, loss: 1.1763, grad_norm: 9.8643 2021-08-17 14:07:12,164 - mmaction - INFO - Epoch [37][840/2640] lr: 1.000e-03, eta: 5:47:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8953, loss_cls: 1.1805, loss: 1.1805, grad_norm: 10.1710 2021-08-17 14:07:23,152 - mmaction - INFO - Epoch [37][860/2640] lr: 1.000e-03, eta: 5:47:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6555, top5_acc: 0.8781, loss_cls: 1.2720, loss: 1.2720, grad_norm: 10.5527 2021-08-17 14:07:34,119 - mmaction - INFO - Epoch [37][880/2640] lr: 1.000e-03, eta: 5:46:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7109, top5_acc: 0.9016, loss_cls: 1.0809, loss: 1.0809, grad_norm: 9.7900 2021-08-17 14:07:45,100 - mmaction - INFO - Epoch [37][900/2640] lr: 1.000e-03, eta: 5:46:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7031, top5_acc: 0.9000, loss_cls: 1.1371, loss: 1.1371, grad_norm: 9.7978 2021-08-17 14:07:56,093 - mmaction - INFO - Epoch [37][920/2640] lr: 1.000e-03, eta: 5:46:30, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8859, loss_cls: 1.2167, loss: 1.2167, grad_norm: 9.9729 2021-08-17 14:08:07,069 - mmaction - INFO - Epoch [37][940/2640] lr: 1.000e-03, eta: 5:46:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8961, loss_cls: 1.1464, loss: 1.1464, grad_norm: 10.1821 2021-08-17 14:08:18,031 - mmaction - INFO - Epoch [37][960/2640] lr: 1.000e-03, eta: 5:46:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8859, loss_cls: 1.1898, loss: 1.1898, grad_norm: 10.0013 2021-08-17 14:08:29,002 - mmaction - INFO - Epoch [37][980/2640] lr: 1.000e-03, eta: 5:45:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8875, loss_cls: 1.1633, loss: 1.1633, grad_norm: 10.0621 2021-08-17 14:08:39,967 - mmaction - INFO - Epoch [37][1000/2640] lr: 1.000e-03, eta: 5:45:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8828, loss_cls: 1.1767, loss: 1.1767, grad_norm: 9.9997 2021-08-17 14:08:50,948 - mmaction - INFO - Epoch [37][1020/2640] lr: 1.000e-03, eta: 5:45:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8758, loss_cls: 1.2230, loss: 1.2230, grad_norm: 10.1002 2021-08-17 14:09:01,933 - mmaction - INFO - Epoch [37][1040/2640] lr: 1.000e-03, eta: 5:45:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1521, loss: 1.1521, grad_norm: 9.9226 2021-08-17 14:09:12,910 - mmaction - INFO - Epoch [37][1060/2640] lr: 1.000e-03, eta: 5:45:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8930, loss_cls: 1.1892, loss: 1.1892, grad_norm: 10.0759 2021-08-17 14:09:23,878 - mmaction - INFO - Epoch [37][1080/2640] lr: 1.000e-03, eta: 5:44:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8789, loss_cls: 1.2091, loss: 1.2091, grad_norm: 10.2553 2021-08-17 14:09:34,839 - mmaction - INFO - Epoch [37][1100/2640] lr: 1.000e-03, eta: 5:44:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8867, loss_cls: 1.1863, loss: 1.1863, grad_norm: 9.8618 2021-08-17 14:09:45,817 - mmaction - INFO - Epoch [37][1120/2640] lr: 1.000e-03, eta: 5:44:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8930, loss_cls: 1.1995, loss: 1.1995, grad_norm: 10.0143 2021-08-17 14:09:56,799 - mmaction - INFO - Epoch [37][1140/2640] lr: 1.000e-03, eta: 5:44:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8922, loss_cls: 1.1763, loss: 1.1763, grad_norm: 10.1602 2021-08-17 14:10:07,744 - mmaction - INFO - Epoch [37][1160/2640] lr: 1.000e-03, eta: 5:44:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7234, top5_acc: 0.8953, loss_cls: 1.1227, loss: 1.1227, grad_norm: 9.6437 2021-08-17 14:10:18,720 - mmaction - INFO - Epoch [37][1180/2640] lr: 1.000e-03, eta: 5:43:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8703, loss_cls: 1.2493, loss: 1.2493, grad_norm: 9.9362 2021-08-17 14:10:29,686 - mmaction - INFO - Epoch [37][1200/2640] lr: 1.000e-03, eta: 5:43:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6648, top5_acc: 0.8758, loss_cls: 1.2602, loss: 1.2602, grad_norm: 10.4070 2021-08-17 14:10:40,673 - mmaction - INFO - Epoch [37][1220/2640] lr: 1.000e-03, eta: 5:43:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8992, loss_cls: 1.1291, loss: 1.1291, grad_norm: 10.0969 2021-08-17 14:10:51,673 - mmaction - INFO - Epoch [37][1240/2640] lr: 1.000e-03, eta: 5:43:22, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8906, loss_cls: 1.2129, loss: 1.2129, grad_norm: 10.5714 2021-08-17 14:11:02,592 - mmaction - INFO - Epoch [37][1260/2640] lr: 1.000e-03, eta: 5:43:10, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8852, loss_cls: 1.1704, loss: 1.1704, grad_norm: 10.1464 2021-08-17 14:11:13,617 - mmaction - INFO - Epoch [37][1280/2640] lr: 1.000e-03, eta: 5:42:58, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8875, loss_cls: 1.1923, loss: 1.1923, grad_norm: 9.9753 2021-08-17 14:11:24,538 - mmaction - INFO - Epoch [37][1300/2640] lr: 1.000e-03, eta: 5:42:46, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8945, loss_cls: 1.1726, loss: 1.1726, grad_norm: 10.0533 2021-08-17 14:11:35,504 - mmaction - INFO - Epoch [37][1320/2640] lr: 1.000e-03, eta: 5:42:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7078, top5_acc: 0.9070, loss_cls: 1.0821, loss: 1.0821, grad_norm: 9.7475 2021-08-17 14:11:46,489 - mmaction - INFO - Epoch [37][1340/2640] lr: 1.000e-03, eta: 5:42:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8969, loss_cls: 1.1211, loss: 1.1211, grad_norm: 9.7860 2021-08-17 14:11:57,485 - mmaction - INFO - Epoch [37][1360/2640] lr: 1.000e-03, eta: 5:42:11, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8836, loss_cls: 1.2215, loss: 1.2215, grad_norm: 10.0180 2021-08-17 14:12:08,446 - mmaction - INFO - Epoch [37][1380/2640] lr: 1.000e-03, eta: 5:41:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8984, loss_cls: 1.1355, loss: 1.1355, grad_norm: 10.0004 2021-08-17 14:12:19,445 - mmaction - INFO - Epoch [37][1400/2640] lr: 1.000e-03, eta: 5:41:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6680, top5_acc: 0.8719, loss_cls: 1.2553, loss: 1.2553, grad_norm: 10.3842 2021-08-17 14:12:30,410 - mmaction - INFO - Epoch [37][1420/2640] lr: 1.000e-03, eta: 5:41:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8984, loss_cls: 1.1518, loss: 1.1518, grad_norm: 10.2740 2021-08-17 14:12:41,386 - mmaction - INFO - Epoch [37][1440/2640] lr: 1.000e-03, eta: 5:41:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7102, top5_acc: 0.8992, loss_cls: 1.1309, loss: 1.1309, grad_norm: 9.9467 2021-08-17 14:12:52,374 - mmaction - INFO - Epoch [37][1460/2640] lr: 1.000e-03, eta: 5:41:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8844, loss_cls: 1.2077, loss: 1.2077, grad_norm: 10.5094 2021-08-17 14:13:03,363 - mmaction - INFO - Epoch [37][1480/2640] lr: 1.000e-03, eta: 5:41:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.1076, loss: 1.1076, grad_norm: 9.8555 2021-08-17 14:13:14,338 - mmaction - INFO - Epoch [37][1500/2640] lr: 1.000e-03, eta: 5:40:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8930, loss_cls: 1.1293, loss: 1.1293, grad_norm: 9.8004 2021-08-17 14:13:25,305 - mmaction - INFO - Epoch [37][1520/2640] lr: 1.000e-03, eta: 5:40:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8766, loss_cls: 1.2450, loss: 1.2450, grad_norm: 10.2251 2021-08-17 14:13:36,269 - mmaction - INFO - Epoch [37][1540/2640] lr: 1.000e-03, eta: 5:40:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8906, loss_cls: 1.1924, loss: 1.1924, grad_norm: 10.0708 2021-08-17 14:13:47,244 - mmaction - INFO - Epoch [37][1560/2640] lr: 1.000e-03, eta: 5:40:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7039, top5_acc: 0.9016, loss_cls: 1.1097, loss: 1.1097, grad_norm: 9.7337 2021-08-17 14:13:58,218 - mmaction - INFO - Epoch [37][1580/2640] lr: 1.000e-03, eta: 5:40:02, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.2052, loss: 1.2052, grad_norm: 10.2571 2021-08-17 14:14:09,196 - mmaction - INFO - Epoch [37][1600/2640] lr: 1.000e-03, eta: 5:39:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8867, loss_cls: 1.1673, loss: 1.1673, grad_norm: 9.8860 2021-08-17 14:14:20,165 - mmaction - INFO - Epoch [37][1620/2640] lr: 1.000e-03, eta: 5:39:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8914, loss_cls: 1.1645, loss: 1.1645, grad_norm: 10.0612 2021-08-17 14:14:31,142 - mmaction - INFO - Epoch [37][1640/2640] lr: 1.000e-03, eta: 5:39:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8898, loss_cls: 1.2095, loss: 1.2095, grad_norm: 10.3060 2021-08-17 14:14:42,109 - mmaction - INFO - Epoch [37][1660/2640] lr: 1.000e-03, eta: 5:39:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8930, loss_cls: 1.1098, loss: 1.1098, grad_norm: 9.8031 2021-08-17 14:14:53,090 - mmaction - INFO - Epoch [37][1680/2640] lr: 1.000e-03, eta: 5:39:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8781, loss_cls: 1.2224, loss: 1.2224, grad_norm: 10.2041 2021-08-17 14:15:04,059 - mmaction - INFO - Epoch [37][1700/2640] lr: 1.000e-03, eta: 5:38:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7094, top5_acc: 0.8852, loss_cls: 1.1533, loss: 1.1533, grad_norm: 9.9898 2021-08-17 14:15:15,048 - mmaction - INFO - Epoch [37][1720/2640] lr: 1.000e-03, eta: 5:38:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8891, loss_cls: 1.1779, loss: 1.1779, grad_norm: 9.9715 2021-08-17 14:15:26,018 - mmaction - INFO - Epoch [37][1740/2640] lr: 1.000e-03, eta: 5:38:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8930, loss_cls: 1.1823, loss: 1.1823, grad_norm: 10.1850 2021-08-17 14:15:36,987 - mmaction - INFO - Epoch [37][1760/2640] lr: 1.000e-03, eta: 5:38:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6820, top5_acc: 0.9031, loss_cls: 1.1809, loss: 1.1809, grad_norm: 10.0630 2021-08-17 14:15:47,948 - mmaction - INFO - Epoch [37][1780/2640] lr: 1.000e-03, eta: 5:38:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8758, loss_cls: 1.2841, loss: 1.2841, grad_norm: 9.9827 2021-08-17 14:15:58,938 - mmaction - INFO - Epoch [37][1800/2640] lr: 1.000e-03, eta: 5:37:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.8914, loss_cls: 1.1505, loss: 1.1505, grad_norm: 9.8436 2021-08-17 14:16:09,908 - mmaction - INFO - Epoch [37][1820/2640] lr: 1.000e-03, eta: 5:37:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8906, loss_cls: 1.1691, loss: 1.1691, grad_norm: 9.8603 2021-08-17 14:16:20,894 - mmaction - INFO - Epoch [37][1840/2640] lr: 1.000e-03, eta: 5:37:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8961, loss_cls: 1.2403, loss: 1.2403, grad_norm: 10.3636 2021-08-17 14:16:31,863 - mmaction - INFO - Epoch [37][1860/2640] lr: 1.000e-03, eta: 5:37:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8945, loss_cls: 1.1772, loss: 1.1772, grad_norm: 10.0994 2021-08-17 14:16:42,834 - mmaction - INFO - Epoch [37][1880/2640] lr: 1.000e-03, eta: 5:37:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.9062, loss_cls: 1.1236, loss: 1.1236, grad_norm: 9.8152 2021-08-17 14:16:53,800 - mmaction - INFO - Epoch [37][1900/2640] lr: 1.000e-03, eta: 5:36:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8914, loss_cls: 1.1708, loss: 1.1708, grad_norm: 10.0852 2021-08-17 14:17:04,766 - mmaction - INFO - Epoch [37][1920/2640] lr: 1.000e-03, eta: 5:36:42, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6758, top5_acc: 0.9008, loss_cls: 1.1708, loss: 1.1708, grad_norm: 10.4587 2021-08-17 14:17:15,751 - mmaction - INFO - Epoch [37][1940/2640] lr: 1.000e-03, eta: 5:36:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7047, top5_acc: 0.8914, loss_cls: 1.1356, loss: 1.1356, grad_norm: 10.0675 2021-08-17 14:17:26,728 - mmaction - INFO - Epoch [37][1960/2640] lr: 1.000e-03, eta: 5:36:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8922, loss_cls: 1.1624, loss: 1.1624, grad_norm: 9.9778 2021-08-17 14:17:37,717 - mmaction - INFO - Epoch [37][1980/2640] lr: 1.000e-03, eta: 5:36:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8977, loss_cls: 1.1308, loss: 1.1308, grad_norm: 10.0669 2021-08-17 14:17:48,698 - mmaction - INFO - Epoch [37][2000/2640] lr: 1.000e-03, eta: 5:35:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8883, loss_cls: 1.1814, loss: 1.1814, grad_norm: 10.0686 2021-08-17 14:17:59,661 - mmaction - INFO - Epoch [37][2020/2640] lr: 1.000e-03, eta: 5:35:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9039, loss_cls: 1.0830, loss: 1.0830, grad_norm: 9.8512 2021-08-17 14:18:10,656 - mmaction - INFO - Epoch [37][2040/2640] lr: 1.000e-03, eta: 5:35:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8883, loss_cls: 1.1596, loss: 1.1596, grad_norm: 9.8940 2021-08-17 14:18:21,649 - mmaction - INFO - Epoch [37][2060/2640] lr: 1.000e-03, eta: 5:35:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8922, loss_cls: 1.1921, loss: 1.1921, grad_norm: 9.9802 2021-08-17 14:18:32,643 - mmaction - INFO - Epoch [37][2080/2640] lr: 1.000e-03, eta: 5:35:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6641, top5_acc: 0.8875, loss_cls: 1.2457, loss: 1.2457, grad_norm: 10.7650 2021-08-17 14:18:43,654 - mmaction - INFO - Epoch [37][2100/2640] lr: 1.000e-03, eta: 5:34:57, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8859, loss_cls: 1.1801, loss: 1.1801, grad_norm: 10.0735 2021-08-17 14:18:54,586 - mmaction - INFO - Epoch [37][2120/2640] lr: 1.000e-03, eta: 5:34:45, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8820, loss_cls: 1.2167, loss: 1.2167, grad_norm: 10.3392 2021-08-17 14:19:05,555 - mmaction - INFO - Epoch [37][2140/2640] lr: 1.000e-03, eta: 5:34:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8844, loss_cls: 1.1650, loss: 1.1650, grad_norm: 10.2270 2021-08-17 14:19:16,516 - mmaction - INFO - Epoch [37][2160/2640] lr: 1.000e-03, eta: 5:34:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6734, top5_acc: 0.8883, loss_cls: 1.2201, loss: 1.2201, grad_norm: 10.3401 2021-08-17 14:19:27,509 - mmaction - INFO - Epoch [37][2180/2640] lr: 1.000e-03, eta: 5:34:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8828, loss_cls: 1.2312, loss: 1.2312, grad_norm: 10.4329 2021-08-17 14:19:38,501 - mmaction - INFO - Epoch [37][2200/2640] lr: 1.000e-03, eta: 5:33:58, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8898, loss_cls: 1.1445, loss: 1.1445, grad_norm: 9.9642 2021-08-17 14:19:49,478 - mmaction - INFO - Epoch [37][2220/2640] lr: 1.000e-03, eta: 5:33:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8828, loss_cls: 1.2192, loss: 1.2192, grad_norm: 10.1161 2021-08-17 14:20:00,460 - mmaction - INFO - Epoch [37][2240/2640] lr: 1.000e-03, eta: 5:33:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8961, loss_cls: 1.1840, loss: 1.1840, grad_norm: 9.9564 2021-08-17 14:20:11,448 - mmaction - INFO - Epoch [37][2260/2640] lr: 1.000e-03, eta: 5:33:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8867, loss_cls: 1.1683, loss: 1.1683, grad_norm: 10.0040 2021-08-17 14:20:22,423 - mmaction - INFO - Epoch [37][2280/2640] lr: 1.000e-03, eta: 5:33:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6727, top5_acc: 0.8781, loss_cls: 1.2370, loss: 1.2370, grad_norm: 10.4699 2021-08-17 14:20:33,422 - mmaction - INFO - Epoch [37][2300/2640] lr: 1.000e-03, eta: 5:33:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8883, loss_cls: 1.2044, loss: 1.2044, grad_norm: 10.1960 2021-08-17 14:20:44,408 - mmaction - INFO - Epoch [37][2320/2640] lr: 1.000e-03, eta: 5:32:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7164, top5_acc: 0.8938, loss_cls: 1.1418, loss: 1.1418, grad_norm: 9.8787 2021-08-17 14:20:55,376 - mmaction - INFO - Epoch [37][2340/2640] lr: 1.000e-03, eta: 5:32:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8766, loss_cls: 1.2417, loss: 1.2417, grad_norm: 10.5731 2021-08-17 14:21:06,348 - mmaction - INFO - Epoch [37][2360/2640] lr: 1.000e-03, eta: 5:32:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8797, loss_cls: 1.2865, loss: 1.2865, grad_norm: 10.6263 2021-08-17 14:21:17,313 - mmaction - INFO - Epoch [37][2380/2640] lr: 1.000e-03, eta: 5:32:13, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8828, loss_cls: 1.1734, loss: 1.1734, grad_norm: 10.0280 2021-08-17 14:21:28,307 - mmaction - INFO - Epoch [37][2400/2640] lr: 1.000e-03, eta: 5:32:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7078, top5_acc: 0.9062, loss_cls: 1.1158, loss: 1.1158, grad_norm: 10.0465 2021-08-17 14:21:39,300 - mmaction - INFO - Epoch [37][2420/2640] lr: 1.000e-03, eta: 5:31:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.9008, loss_cls: 1.0678, loss: 1.0678, grad_norm: 9.2637 2021-08-17 14:21:50,263 - mmaction - INFO - Epoch [37][2440/2640] lr: 1.000e-03, eta: 5:31:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8875, loss_cls: 1.1695, loss: 1.1695, grad_norm: 10.4044 2021-08-17 14:22:01,243 - mmaction - INFO - Epoch [37][2460/2640] lr: 1.000e-03, eta: 5:31:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.2577, loss: 1.2577, grad_norm: 10.6311 2021-08-17 14:22:12,217 - mmaction - INFO - Epoch [37][2480/2640] lr: 1.000e-03, eta: 5:31:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8945, loss_cls: 1.1638, loss: 1.1638, grad_norm: 10.2223 2021-08-17 14:22:23,190 - mmaction - INFO - Epoch [37][2500/2640] lr: 1.000e-03, eta: 5:31:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8828, loss_cls: 1.1914, loss: 1.1914, grad_norm: 10.1475 2021-08-17 14:22:34,166 - mmaction - INFO - Epoch [37][2520/2640] lr: 1.000e-03, eta: 5:30:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7117, top5_acc: 0.8977, loss_cls: 1.1124, loss: 1.1124, grad_norm: 10.3351 2021-08-17 14:22:45,140 - mmaction - INFO - Epoch [37][2540/2640] lr: 1.000e-03, eta: 5:30:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6813, top5_acc: 0.9062, loss_cls: 1.1078, loss: 1.1078, grad_norm: 10.0007 2021-08-17 14:22:56,122 - mmaction - INFO - Epoch [37][2560/2640] lr: 1.000e-03, eta: 5:30:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8828, loss_cls: 1.2216, loss: 1.2216, grad_norm: 10.1995 2021-08-17 14:23:07,110 - mmaction - INFO - Epoch [37][2580/2640] lr: 1.000e-03, eta: 5:30:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8805, loss_cls: 1.2414, loss: 1.2414, grad_norm: 10.4645 2021-08-17 14:23:18,093 - mmaction - INFO - Epoch [37][2600/2640] lr: 1.000e-03, eta: 5:30:04, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8922, loss_cls: 1.1460, loss: 1.1460, grad_norm: 10.1729 2021-08-17 14:23:29,063 - mmaction - INFO - Epoch [37][2620/2640] lr: 1.000e-03, eta: 5:29:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7117, top5_acc: 0.8969, loss_cls: 1.1433, loss: 1.1433, grad_norm: 9.9761 2021-08-17 14:23:39,692 - mmaction - INFO - Epoch [37][2640/2640] lr: 1.000e-03, eta: 5:29:40, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.6847, top5_acc: 0.8855, loss_cls: 1.1964, loss: 1.1964, grad_norm: 10.6427 2021-08-17 14:23:41,533 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-08-17 14:25:01,531 - mmaction - INFO - Epoch [38][20/2640] lr: 1.000e-03, eta: 5:29:53, time: 3.968, data_time: 3.405, memory: 7069, top1_acc: 0.6766, top5_acc: 0.8891, loss_cls: 1.2186, loss: 1.2186, grad_norm: 10.4325 2021-08-17 14:25:12,560 - mmaction - INFO - Epoch [38][40/2640] lr: 1.000e-03, eta: 5:29:41, time: 0.550, data_time: 0.005, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8773, loss_cls: 1.1961, loss: 1.1961, grad_norm: 10.0506 2021-08-17 14:25:23,514 - mmaction - INFO - Epoch [38][60/2640] lr: 1.000e-03, eta: 5:29:29, time: 0.549, data_time: 0.003, memory: 7069, top1_acc: 0.7258, top5_acc: 0.8977, loss_cls: 1.0666, loss: 1.0666, grad_norm: 9.7855 2021-08-17 14:25:34,460 - mmaction - INFO - Epoch [38][80/2640] lr: 1.000e-03, eta: 5:29:17, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.9016, loss_cls: 1.1167, loss: 1.1167, grad_norm: 10.2420 2021-08-17 14:25:45,414 - mmaction - INFO - Epoch [38][100/2640] lr: 1.000e-03, eta: 5:29:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7156, top5_acc: 0.9180, loss_cls: 1.0358, loss: 1.0358, grad_norm: 9.7468 2021-08-17 14:25:56,377 - mmaction - INFO - Epoch [38][120/2640] lr: 1.000e-03, eta: 5:28:54, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8812, loss_cls: 1.1692, loss: 1.1692, grad_norm: 10.2929 2021-08-17 14:26:07,357 - mmaction - INFO - Epoch [38][140/2640] lr: 1.000e-03, eta: 5:28:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8930, loss_cls: 1.1204, loss: 1.1204, grad_norm: 10.1473 2021-08-17 14:26:18,313 - mmaction - INFO - Epoch [38][160/2640] lr: 1.000e-03, eta: 5:28:30, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.8977, loss_cls: 1.0688, loss: 1.0688, grad_norm: 10.1610 2021-08-17 14:26:29,262 - mmaction - INFO - Epoch [38][180/2640] lr: 1.000e-03, eta: 5:28:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8883, loss_cls: 1.1763, loss: 1.1763, grad_norm: 10.0392 2021-08-17 14:26:40,226 - mmaction - INFO - Epoch [38][200/2640] lr: 1.000e-03, eta: 5:28:07, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8875, loss_cls: 1.1972, loss: 1.1972, grad_norm: 10.5485 2021-08-17 14:26:51,189 - mmaction - INFO - Epoch [38][220/2640] lr: 1.000e-03, eta: 5:27:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8852, loss_cls: 1.1816, loss: 1.1816, grad_norm: 9.9012 2021-08-17 14:27:02,167 - mmaction - INFO - Epoch [38][240/2640] lr: 1.000e-03, eta: 5:27:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.9023, loss_cls: 1.1316, loss: 1.1316, grad_norm: 10.0745 2021-08-17 14:27:13,130 - mmaction - INFO - Epoch [38][260/2640] lr: 1.000e-03, eta: 5:27:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8922, loss_cls: 1.1879, loss: 1.1879, grad_norm: 10.2175 2021-08-17 14:27:24,096 - mmaction - INFO - Epoch [38][280/2640] lr: 1.000e-03, eta: 5:27:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8844, loss_cls: 1.1807, loss: 1.1807, grad_norm: 10.2941 2021-08-17 14:27:35,072 - mmaction - INFO - Epoch [38][300/2640] lr: 1.000e-03, eta: 5:27:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7148, top5_acc: 0.9047, loss_cls: 1.0761, loss: 1.0761, grad_norm: 9.7182 2021-08-17 14:27:46,035 - mmaction - INFO - Epoch [38][320/2640] lr: 1.000e-03, eta: 5:26:56, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7047, top5_acc: 0.8812, loss_cls: 1.1645, loss: 1.1645, grad_norm: 10.0888 2021-08-17 14:27:57,044 - mmaction - INFO - Epoch [38][340/2640] lr: 1.000e-03, eta: 5:26:45, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7188, top5_acc: 0.9023, loss_cls: 1.1069, loss: 1.1069, grad_norm: 10.1895 2021-08-17 14:28:07,991 - mmaction - INFO - Epoch [38][360/2640] lr: 1.000e-03, eta: 5:26:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8820, loss_cls: 1.2360, loss: 1.2360, grad_norm: 10.5627 2021-08-17 14:28:18,959 - mmaction - INFO - Epoch [38][380/2640] lr: 1.000e-03, eta: 5:26:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7141, top5_acc: 0.8898, loss_cls: 1.0996, loss: 1.0996, grad_norm: 9.9363 2021-08-17 14:28:29,930 - mmaction - INFO - Epoch [38][400/2640] lr: 1.000e-03, eta: 5:26:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8969, loss_cls: 1.1380, loss: 1.1380, grad_norm: 10.2464 2021-08-17 14:28:40,901 - mmaction - INFO - Epoch [38][420/2640] lr: 1.000e-03, eta: 5:25:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7094, top5_acc: 0.8969, loss_cls: 1.1205, loss: 1.1205, grad_norm: 9.9816 2021-08-17 14:28:51,856 - mmaction - INFO - Epoch [38][440/2640] lr: 1.000e-03, eta: 5:25:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.9000, loss_cls: 1.1367, loss: 1.1367, grad_norm: 10.5610 2021-08-17 14:29:02,831 - mmaction - INFO - Epoch [38][460/2640] lr: 1.000e-03, eta: 5:25:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8953, loss_cls: 1.1377, loss: 1.1377, grad_norm: 9.9759 2021-08-17 14:29:13,783 - mmaction - INFO - Epoch [38][480/2640] lr: 1.000e-03, eta: 5:25:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7133, top5_acc: 0.8945, loss_cls: 1.1346, loss: 1.1346, grad_norm: 9.9428 2021-08-17 14:29:24,759 - mmaction - INFO - Epoch [38][500/2640] lr: 1.000e-03, eta: 5:25:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8797, loss_cls: 1.1809, loss: 1.1809, grad_norm: 10.1298 2021-08-17 14:29:35,736 - mmaction - INFO - Epoch [38][520/2640] lr: 1.000e-03, eta: 5:24:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8914, loss_cls: 1.1573, loss: 1.1573, grad_norm: 9.8735 2021-08-17 14:29:46,708 - mmaction - INFO - Epoch [38][540/2640] lr: 1.000e-03, eta: 5:24:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.1539, loss: 1.1539, grad_norm: 10.6084 2021-08-17 14:29:57,670 - mmaction - INFO - Epoch [38][560/2640] lr: 1.000e-03, eta: 5:24:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8891, loss_cls: 1.1766, loss: 1.1766, grad_norm: 10.2963 2021-08-17 14:30:08,638 - mmaction - INFO - Epoch [38][580/2640] lr: 1.000e-03, eta: 5:24:24, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8859, loss_cls: 1.1799, loss: 1.1799, grad_norm: 10.1486 2021-08-17 14:30:19,616 - mmaction - INFO - Epoch [38][600/2640] lr: 1.000e-03, eta: 5:24:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7133, top5_acc: 0.8984, loss_cls: 1.1164, loss: 1.1164, grad_norm: 10.0118 2021-08-17 14:30:30,610 - mmaction - INFO - Epoch [38][620/2640] lr: 1.000e-03, eta: 5:24:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8969, loss_cls: 1.1362, loss: 1.1362, grad_norm: 10.2901 2021-08-17 14:30:41,580 - mmaction - INFO - Epoch [38][640/2640] lr: 1.000e-03, eta: 5:23:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8820, loss_cls: 1.1846, loss: 1.1846, grad_norm: 10.0959 2021-08-17 14:30:52,573 - mmaction - INFO - Epoch [38][660/2640] lr: 1.000e-03, eta: 5:23:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8883, loss_cls: 1.1391, loss: 1.1391, grad_norm: 9.8354 2021-08-17 14:31:03,539 - mmaction - INFO - Epoch [38][680/2640] lr: 1.000e-03, eta: 5:23:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.9016, loss_cls: 1.1322, loss: 1.1322, grad_norm: 9.9612 2021-08-17 14:31:14,521 - mmaction - INFO - Epoch [38][700/2640] lr: 1.000e-03, eta: 5:23:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.9039, loss_cls: 1.0829, loss: 1.0829, grad_norm: 9.6318 2021-08-17 14:31:25,499 - mmaction - INFO - Epoch [38][720/2640] lr: 1.000e-03, eta: 5:23:02, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9117, loss_cls: 1.0366, loss: 1.0366, grad_norm: 9.4744 2021-08-17 14:31:36,480 - mmaction - INFO - Epoch [38][740/2640] lr: 1.000e-03, eta: 5:22:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8891, loss_cls: 1.1942, loss: 1.1942, grad_norm: 10.0165 2021-08-17 14:31:47,439 - mmaction - INFO - Epoch [38][760/2640] lr: 1.000e-03, eta: 5:22:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8734, loss_cls: 1.1888, loss: 1.1888, grad_norm: 10.3090 2021-08-17 14:31:58,408 - mmaction - INFO - Epoch [38][780/2640] lr: 1.000e-03, eta: 5:22:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8961, loss_cls: 1.1209, loss: 1.1209, grad_norm: 10.3095 2021-08-17 14:32:09,380 - mmaction - INFO - Epoch [38][800/2640] lr: 1.000e-03, eta: 5:22:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7117, top5_acc: 0.9031, loss_cls: 1.0807, loss: 1.0807, grad_norm: 9.7548 2021-08-17 14:32:20,364 - mmaction - INFO - Epoch [38][820/2640] lr: 1.000e-03, eta: 5:22:03, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7273, top5_acc: 0.9031, loss_cls: 1.0554, loss: 1.0554, grad_norm: 9.8775 2021-08-17 14:32:31,336 - mmaction - INFO - Epoch [38][840/2640] lr: 1.000e-03, eta: 5:21:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8820, loss_cls: 1.2008, loss: 1.2008, grad_norm: 10.5377 2021-08-17 14:32:42,320 - mmaction - INFO - Epoch [38][860/2640] lr: 1.000e-03, eta: 5:21:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6789, top5_acc: 0.8898, loss_cls: 1.1730, loss: 1.1730, grad_norm: 10.6314 2021-08-17 14:32:53,294 - mmaction - INFO - Epoch [38][880/2640] lr: 1.000e-03, eta: 5:21:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8812, loss_cls: 1.1751, loss: 1.1751, grad_norm: 10.7347 2021-08-17 14:33:04,264 - mmaction - INFO - Epoch [38][900/2640] lr: 1.000e-03, eta: 5:21:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8828, loss_cls: 1.1973, loss: 1.1973, grad_norm: 10.5346 2021-08-17 14:33:15,242 - mmaction - INFO - Epoch [38][920/2640] lr: 1.000e-03, eta: 5:21:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6672, top5_acc: 0.8867, loss_cls: 1.2090, loss: 1.2090, grad_norm: 10.5173 2021-08-17 14:33:26,224 - mmaction - INFO - Epoch [38][940/2640] lr: 1.000e-03, eta: 5:20:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8836, loss_cls: 1.1919, loss: 1.1919, grad_norm: 10.5373 2021-08-17 14:33:37,179 - mmaction - INFO - Epoch [38][960/2640] lr: 1.000e-03, eta: 5:20:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6703, top5_acc: 0.8867, loss_cls: 1.2284, loss: 1.2284, grad_norm: 10.4346 2021-08-17 14:33:48,158 - mmaction - INFO - Epoch [38][980/2640] lr: 1.000e-03, eta: 5:20:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8898, loss_cls: 1.1533, loss: 1.1533, grad_norm: 10.1524 2021-08-17 14:33:59,113 - mmaction - INFO - Epoch [38][1000/2640] lr: 1.000e-03, eta: 5:20:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9141, loss_cls: 1.0435, loss: 1.0435, grad_norm: 9.7963 2021-08-17 14:34:10,072 - mmaction - INFO - Epoch [38][1020/2640] lr: 1.000e-03, eta: 5:20:06, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8859, loss_cls: 1.1759, loss: 1.1759, grad_norm: 10.2402 2021-08-17 14:34:21,053 - mmaction - INFO - Epoch [38][1040/2640] lr: 1.000e-03, eta: 5:19:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8852, loss_cls: 1.1757, loss: 1.1757, grad_norm: 10.4990 2021-08-17 14:34:32,028 - mmaction - INFO - Epoch [38][1060/2640] lr: 1.000e-03, eta: 5:19:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8953, loss_cls: 1.1965, loss: 1.1965, grad_norm: 10.7093 2021-08-17 14:34:43,010 - mmaction - INFO - Epoch [38][1080/2640] lr: 1.000e-03, eta: 5:19:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8930, loss_cls: 1.1738, loss: 1.1738, grad_norm: 10.1716 2021-08-17 14:34:53,966 - mmaction - INFO - Epoch [38][1100/2640] lr: 1.000e-03, eta: 5:19:19, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7133, top5_acc: 0.8961, loss_cls: 1.1032, loss: 1.1032, grad_norm: 10.2274 2021-08-17 14:35:04,946 - mmaction - INFO - Epoch [38][1120/2640] lr: 1.000e-03, eta: 5:19:07, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8789, loss_cls: 1.1797, loss: 1.1797, grad_norm: 10.3516 2021-08-17 14:35:15,929 - mmaction - INFO - Epoch [38][1140/2640] lr: 1.000e-03, eta: 5:18:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8828, loss_cls: 1.2203, loss: 1.2203, grad_norm: 10.5269 2021-08-17 14:35:26,904 - mmaction - INFO - Epoch [38][1160/2640] lr: 1.000e-03, eta: 5:18:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8977, loss_cls: 1.1478, loss: 1.1478, grad_norm: 10.0274 2021-08-17 14:35:37,884 - mmaction - INFO - Epoch [38][1180/2640] lr: 1.000e-03, eta: 5:18:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9117, loss_cls: 1.1014, loss: 1.1014, grad_norm: 10.1281 2021-08-17 14:35:48,851 - mmaction - INFO - Epoch [38][1200/2640] lr: 1.000e-03, eta: 5:18:20, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8773, loss_cls: 1.1928, loss: 1.1928, grad_norm: 10.2311 2021-08-17 14:35:59,839 - mmaction - INFO - Epoch [38][1220/2640] lr: 1.000e-03, eta: 5:18:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7102, top5_acc: 0.8930, loss_cls: 1.1115, loss: 1.1115, grad_norm: 9.6479 2021-08-17 14:36:10,798 - mmaction - INFO - Epoch [38][1240/2640] lr: 1.000e-03, eta: 5:17:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8875, loss_cls: 1.1915, loss: 1.1915, grad_norm: 10.3581 2021-08-17 14:36:21,758 - mmaction - INFO - Epoch [38][1260/2640] lr: 1.000e-03, eta: 5:17:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8914, loss_cls: 1.1732, loss: 1.1732, grad_norm: 10.3286 2021-08-17 14:36:32,743 - mmaction - INFO - Epoch [38][1280/2640] lr: 1.000e-03, eta: 5:17:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8930, loss_cls: 1.1671, loss: 1.1671, grad_norm: 10.5922 2021-08-17 14:36:43,716 - mmaction - INFO - Epoch [38][1300/2640] lr: 1.000e-03, eta: 5:17:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8938, loss_cls: 1.1973, loss: 1.1973, grad_norm: 10.4174 2021-08-17 14:36:54,684 - mmaction - INFO - Epoch [38][1320/2640] lr: 1.000e-03, eta: 5:17:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8898, loss_cls: 1.2162, loss: 1.2162, grad_norm: 10.4635 2021-08-17 14:37:05,664 - mmaction - INFO - Epoch [38][1340/2640] lr: 1.000e-03, eta: 5:16:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7109, top5_acc: 0.8891, loss_cls: 1.1314, loss: 1.1314, grad_norm: 9.9276 2021-08-17 14:37:16,639 - mmaction - INFO - Epoch [38][1360/2640] lr: 1.000e-03, eta: 5:16:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8961, loss_cls: 1.1588, loss: 1.1588, grad_norm: 10.3390 2021-08-17 14:37:27,622 - mmaction - INFO - Epoch [38][1380/2640] lr: 1.000e-03, eta: 5:16:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8930, loss_cls: 1.1692, loss: 1.1692, grad_norm: 10.4149 2021-08-17 14:37:38,595 - mmaction - INFO - Epoch [38][1400/2640] lr: 1.000e-03, eta: 5:16:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8914, loss_cls: 1.1716, loss: 1.1716, grad_norm: 10.4581 2021-08-17 14:37:49,567 - mmaction - INFO - Epoch [38][1420/2640] lr: 1.000e-03, eta: 5:16:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8938, loss_cls: 1.0898, loss: 1.0898, grad_norm: 10.0308 2021-08-17 14:38:00,544 - mmaction - INFO - Epoch [38][1440/2640] lr: 1.000e-03, eta: 5:16:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8859, loss_cls: 1.1445, loss: 1.1445, grad_norm: 10.3312 2021-08-17 14:38:11,521 - mmaction - INFO - Epoch [38][1460/2640] lr: 1.000e-03, eta: 5:15:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8945, loss_cls: 1.1669, loss: 1.1669, grad_norm: 10.4414 2021-08-17 14:38:22,498 - mmaction - INFO - Epoch [38][1480/2640] lr: 1.000e-03, eta: 5:15:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.9047, loss_cls: 1.1169, loss: 1.1169, grad_norm: 10.4438 2021-08-17 14:38:33,490 - mmaction - INFO - Epoch [38][1500/2640] lr: 1.000e-03, eta: 5:15:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7180, top5_acc: 0.8953, loss_cls: 1.0904, loss: 1.0904, grad_norm: 10.2601 2021-08-17 14:38:44,468 - mmaction - INFO - Epoch [38][1520/2640] lr: 1.000e-03, eta: 5:15:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8969, loss_cls: 1.1207, loss: 1.1207, grad_norm: 9.8803 2021-08-17 14:38:55,461 - mmaction - INFO - Epoch [38][1540/2640] lr: 1.000e-03, eta: 5:15:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8883, loss_cls: 1.1697, loss: 1.1697, grad_norm: 10.4614 2021-08-17 14:39:06,428 - mmaction - INFO - Epoch [38][1560/2640] lr: 1.000e-03, eta: 5:14:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7148, top5_acc: 0.8938, loss_cls: 1.1136, loss: 1.1136, grad_norm: 10.1160 2021-08-17 14:39:17,405 - mmaction - INFO - Epoch [38][1580/2640] lr: 1.000e-03, eta: 5:14:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8859, loss_cls: 1.2288, loss: 1.2288, grad_norm: 10.5146 2021-08-17 14:39:28,362 - mmaction - INFO - Epoch [38][1600/2640] lr: 1.000e-03, eta: 5:14:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9125, loss_cls: 1.0634, loss: 1.0634, grad_norm: 9.5961 2021-08-17 14:39:39,300 - mmaction - INFO - Epoch [38][1620/2640] lr: 1.000e-03, eta: 5:14:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8734, loss_cls: 1.1970, loss: 1.1970, grad_norm: 10.3995 2021-08-17 14:39:50,234 - mmaction - INFO - Epoch [38][1640/2640] lr: 1.000e-03, eta: 5:14:03, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.2096, loss: 1.2096, grad_norm: 10.0806 2021-08-17 14:40:01,220 - mmaction - INFO - Epoch [38][1660/2640] lr: 1.000e-03, eta: 5:13:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.9016, loss_cls: 1.1046, loss: 1.1046, grad_norm: 10.2332 2021-08-17 14:40:12,184 - mmaction - INFO - Epoch [38][1680/2640] lr: 1.000e-03, eta: 5:13:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7133, top5_acc: 0.9039, loss_cls: 1.1376, loss: 1.1376, grad_norm: 10.3123 2021-08-17 14:40:23,162 - mmaction - INFO - Epoch [38][1700/2640] lr: 1.000e-03, eta: 5:13:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8820, loss_cls: 1.2246, loss: 1.2246, grad_norm: 10.5209 2021-08-17 14:40:34,143 - mmaction - INFO - Epoch [38][1720/2640] lr: 1.000e-03, eta: 5:13:16, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8961, loss_cls: 1.1582, loss: 1.1582, grad_norm: 10.2460 2021-08-17 14:40:45,121 - mmaction - INFO - Epoch [38][1740/2640] lr: 1.000e-03, eta: 5:13:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6953, top5_acc: 0.9000, loss_cls: 1.1304, loss: 1.1304, grad_norm: 10.6079 2021-08-17 14:40:56,111 - mmaction - INFO - Epoch [38][1760/2640] lr: 1.000e-03, eta: 5:12:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7094, top5_acc: 0.9031, loss_cls: 1.0758, loss: 1.0758, grad_norm: 10.2302 2021-08-17 14:41:07,106 - mmaction - INFO - Epoch [38][1780/2640] lr: 1.000e-03, eta: 5:12:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8945, loss_cls: 1.1520, loss: 1.1520, grad_norm: 10.4424 2021-08-17 14:41:18,055 - mmaction - INFO - Epoch [38][1800/2640] lr: 1.000e-03, eta: 5:12:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8883, loss_cls: 1.1590, loss: 1.1590, grad_norm: 10.3602 2021-08-17 14:41:29,035 - mmaction - INFO - Epoch [38][1820/2640] lr: 1.000e-03, eta: 5:12:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7078, top5_acc: 0.8938, loss_cls: 1.1234, loss: 1.1234, grad_norm: 10.3353 2021-08-17 14:41:39,990 - mmaction - INFO - Epoch [38][1840/2640] lr: 1.000e-03, eta: 5:12:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7102, top5_acc: 0.8859, loss_cls: 1.1747, loss: 1.1747, grad_norm: 10.6152 2021-08-17 14:41:50,961 - mmaction - INFO - Epoch [38][1860/2640] lr: 1.000e-03, eta: 5:11:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.2187, loss: 1.2187, grad_norm: 10.5263 2021-08-17 14:42:01,928 - mmaction - INFO - Epoch [38][1880/2640] lr: 1.000e-03, eta: 5:11:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8953, loss_cls: 1.1514, loss: 1.1514, grad_norm: 10.2940 2021-08-17 14:42:12,904 - mmaction - INFO - Epoch [38][1900/2640] lr: 1.000e-03, eta: 5:11:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8930, loss_cls: 1.1619, loss: 1.1619, grad_norm: 10.3881 2021-08-17 14:42:23,843 - mmaction - INFO - Epoch [38][1920/2640] lr: 1.000e-03, eta: 5:11:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7078, top5_acc: 0.8992, loss_cls: 1.1090, loss: 1.1090, grad_norm: 10.1147 2021-08-17 14:42:34,811 - mmaction - INFO - Epoch [38][1940/2640] lr: 1.000e-03, eta: 5:11:07, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8797, loss_cls: 1.1725, loss: 1.1725, grad_norm: 10.4267 2021-08-17 14:42:45,797 - mmaction - INFO - Epoch [38][1960/2640] lr: 1.000e-03, eta: 5:10:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8836, loss_cls: 1.2266, loss: 1.2266, grad_norm: 10.3510 2021-08-17 14:42:56,765 - mmaction - INFO - Epoch [38][1980/2640] lr: 1.000e-03, eta: 5:10:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7148, top5_acc: 0.9008, loss_cls: 1.1404, loss: 1.1404, grad_norm: 10.2627 2021-08-17 14:43:07,732 - mmaction - INFO - Epoch [38][2000/2640] lr: 1.000e-03, eta: 5:10:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8828, loss_cls: 1.1988, loss: 1.1988, grad_norm: 10.5595 2021-08-17 14:43:18,707 - mmaction - INFO - Epoch [38][2020/2640] lr: 1.000e-03, eta: 5:10:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8898, loss_cls: 1.1436, loss: 1.1436, grad_norm: 10.4294 2021-08-17 14:43:29,661 - mmaction - INFO - Epoch [38][2040/2640] lr: 1.000e-03, eta: 5:10:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6797, top5_acc: 0.8820, loss_cls: 1.2158, loss: 1.2158, grad_norm: 10.8790 2021-08-17 14:43:40,637 - mmaction - INFO - Epoch [38][2060/2640] lr: 1.000e-03, eta: 5:09:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8844, loss_cls: 1.1596, loss: 1.1596, grad_norm: 10.3329 2021-08-17 14:43:51,619 - mmaction - INFO - Epoch [38][2080/2640] lr: 1.000e-03, eta: 5:09:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7055, top5_acc: 0.9016, loss_cls: 1.1191, loss: 1.1191, grad_norm: 10.4003 2021-08-17 14:44:02,573 - mmaction - INFO - Epoch [38][2100/2640] lr: 1.000e-03, eta: 5:09:33, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8984, loss_cls: 1.1103, loss: 1.1103, grad_norm: 10.2055 2021-08-17 14:44:13,538 - mmaction - INFO - Epoch [38][2120/2640] lr: 1.000e-03, eta: 5:09:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.9008, loss_cls: 1.1286, loss: 1.1286, grad_norm: 10.2320 2021-08-17 14:44:24,515 - mmaction - INFO - Epoch [38][2140/2640] lr: 1.000e-03, eta: 5:09:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8883, loss_cls: 1.1583, loss: 1.1583, grad_norm: 10.3665 2021-08-17 14:44:35,500 - mmaction - INFO - Epoch [38][2160/2640] lr: 1.000e-03, eta: 5:08:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7188, top5_acc: 0.8898, loss_cls: 1.1363, loss: 1.1363, grad_norm: 10.2583 2021-08-17 14:44:46,489 - mmaction - INFO - Epoch [38][2180/2640] lr: 1.000e-03, eta: 5:08:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8797, loss_cls: 1.2170, loss: 1.2170, grad_norm: 10.6969 2021-08-17 14:44:57,453 - mmaction - INFO - Epoch [38][2200/2640] lr: 1.000e-03, eta: 5:08:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8844, loss_cls: 1.2123, loss: 1.2123, grad_norm: 10.6748 2021-08-17 14:45:08,421 - mmaction - INFO - Epoch [38][2220/2640] lr: 1.000e-03, eta: 5:08:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8938, loss_cls: 1.1688, loss: 1.1688, grad_norm: 10.2707 2021-08-17 14:45:19,386 - mmaction - INFO - Epoch [38][2240/2640] lr: 1.000e-03, eta: 5:08:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8961, loss_cls: 1.1419, loss: 1.1419, grad_norm: 10.0962 2021-08-17 14:45:30,369 - mmaction - INFO - Epoch [38][2260/2640] lr: 1.000e-03, eta: 5:07:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8992, loss_cls: 1.1683, loss: 1.1683, grad_norm: 10.6830 2021-08-17 14:45:41,348 - mmaction - INFO - Epoch [38][2280/2640] lr: 1.000e-03, eta: 5:07:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6742, top5_acc: 0.8906, loss_cls: 1.2154, loss: 1.2154, grad_norm: 11.0005 2021-08-17 14:45:52,326 - mmaction - INFO - Epoch [38][2300/2640] lr: 1.000e-03, eta: 5:07:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.9000, loss_cls: 1.1215, loss: 1.1215, grad_norm: 10.3929 2021-08-17 14:46:03,278 - mmaction - INFO - Epoch [38][2320/2640] lr: 1.000e-03, eta: 5:07:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8836, loss_cls: 1.1841, loss: 1.1841, grad_norm: 10.4225 2021-08-17 14:46:14,247 - mmaction - INFO - Epoch [38][2340/2640] lr: 1.000e-03, eta: 5:07:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.9031, loss_cls: 1.1431, loss: 1.1431, grad_norm: 10.6066 2021-08-17 14:46:25,210 - mmaction - INFO - Epoch [38][2360/2640] lr: 1.000e-03, eta: 5:07:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8969, loss_cls: 1.1233, loss: 1.1233, grad_norm: 10.2131 2021-08-17 14:46:36,197 - mmaction - INFO - Epoch [38][2380/2640] lr: 1.000e-03, eta: 5:06:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8836, loss_cls: 1.1699, loss: 1.1699, grad_norm: 10.3089 2021-08-17 14:46:47,161 - mmaction - INFO - Epoch [38][2400/2640] lr: 1.000e-03, eta: 5:06:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8891, loss_cls: 1.1728, loss: 1.1728, grad_norm: 10.5898 2021-08-17 14:46:58,137 - mmaction - INFO - Epoch [38][2420/2640] lr: 1.000e-03, eta: 5:06:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1392, loss: 1.1392, grad_norm: 10.3411 2021-08-17 14:47:09,102 - mmaction - INFO - Epoch [38][2440/2640] lr: 1.000e-03, eta: 5:06:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7117, top5_acc: 0.9039, loss_cls: 1.1101, loss: 1.1101, grad_norm: 10.6506 2021-08-17 14:47:20,071 - mmaction - INFO - Epoch [38][2460/2640] lr: 1.000e-03, eta: 5:06:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8891, loss_cls: 1.1606, loss: 1.1606, grad_norm: 10.3879 2021-08-17 14:47:31,035 - mmaction - INFO - Epoch [38][2480/2640] lr: 1.000e-03, eta: 5:05:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7109, top5_acc: 0.8938, loss_cls: 1.1300, loss: 1.1300, grad_norm: 10.2253 2021-08-17 14:47:42,006 - mmaction - INFO - Epoch [38][2500/2640] lr: 1.000e-03, eta: 5:05:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8797, loss_cls: 1.2015, loss: 1.2015, grad_norm: 10.5110 2021-08-17 14:47:52,967 - mmaction - INFO - Epoch [38][2520/2640] lr: 1.000e-03, eta: 5:05:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8859, loss_cls: 1.2185, loss: 1.2185, grad_norm: 10.6911 2021-08-17 14:48:03,962 - mmaction - INFO - Epoch [38][2540/2640] lr: 1.000e-03, eta: 5:05:16, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8844, loss_cls: 1.2038, loss: 1.2038, grad_norm: 10.5157 2021-08-17 14:48:14,893 - mmaction - INFO - Epoch [38][2560/2640] lr: 1.000e-03, eta: 5:05:04, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8938, loss_cls: 1.1313, loss: 1.1313, grad_norm: 10.3279 2021-08-17 14:48:25,861 - mmaction - INFO - Epoch [38][2580/2640] lr: 1.000e-03, eta: 5:04:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8797, loss_cls: 1.2459, loss: 1.2459, grad_norm: 10.5717 2021-08-17 14:48:36,859 - mmaction - INFO - Epoch [38][2600/2640] lr: 1.000e-03, eta: 5:04:40, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8977, loss_cls: 1.1593, loss: 1.1593, grad_norm: 10.3705 2021-08-17 14:48:47,850 - mmaction - INFO - Epoch [38][2620/2640] lr: 1.000e-03, eta: 5:04:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8820, loss_cls: 1.1838, loss: 1.1838, grad_norm: 10.3041 2021-08-17 14:48:58,515 - mmaction - INFO - Epoch [38][2640/2640] lr: 1.000e-03, eta: 5:04:17, time: 0.534, data_time: 0.002, memory: 7069, top1_acc: 0.6879, top5_acc: 0.8871, loss_cls: 1.2033, loss: 1.2033, grad_norm: 10.1559 2021-08-17 14:49:00,384 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-08-17 14:50:21,269 - mmaction - INFO - Epoch [39][20/2640] lr: 1.000e-03, eta: 5:04:27, time: 4.019, data_time: 3.433, memory: 7069, top1_acc: 0.7102, top5_acc: 0.8938, loss_cls: 1.1020, loss: 1.1020, grad_norm: 10.0733 2021-08-17 14:50:32,244 - mmaction - INFO - Epoch [39][40/2640] lr: 1.000e-03, eta: 5:04:15, time: 0.549, data_time: 0.006, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8883, loss_cls: 1.1944, loss: 1.1944, grad_norm: 10.5033 2021-08-17 14:50:43,165 - mmaction - INFO - Epoch [39][60/2640] lr: 1.000e-03, eta: 5:04:04, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9039, loss_cls: 1.0642, loss: 1.0642, grad_norm: 9.8891 2021-08-17 14:50:54,121 - mmaction - INFO - Epoch [39][80/2640] lr: 1.000e-03, eta: 5:03:52, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8844, loss_cls: 1.1913, loss: 1.1913, grad_norm: 10.9528 2021-08-17 14:51:05,079 - mmaction - INFO - Epoch [39][100/2640] lr: 1.000e-03, eta: 5:03:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7156, top5_acc: 0.9070, loss_cls: 1.0832, loss: 1.0832, grad_norm: 10.1649 2021-08-17 14:51:16,052 - mmaction - INFO - Epoch [39][120/2640] lr: 1.000e-03, eta: 5:03:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8805, loss_cls: 1.1883, loss: 1.1883, grad_norm: 10.0507 2021-08-17 14:51:27,014 - mmaction - INFO - Epoch [39][140/2640] lr: 1.000e-03, eta: 5:03:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7109, top5_acc: 0.9023, loss_cls: 1.0994, loss: 1.0994, grad_norm: 10.2551 2021-08-17 14:51:37,973 - mmaction - INFO - Epoch [39][160/2640] lr: 1.000e-03, eta: 5:03:05, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8961, loss_cls: 1.1423, loss: 1.1423, grad_norm: 10.2020 2021-08-17 14:51:48,958 - mmaction - INFO - Epoch [39][180/2640] lr: 1.000e-03, eta: 5:02:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8984, loss_cls: 1.1332, loss: 1.1332, grad_norm: 10.4374 2021-08-17 14:51:59,952 - mmaction - INFO - Epoch [39][200/2640] lr: 1.000e-03, eta: 5:02:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7188, top5_acc: 0.9023, loss_cls: 1.1450, loss: 1.1450, grad_norm: 10.3341 2021-08-17 14:52:10,905 - mmaction - INFO - Epoch [39][220/2640] lr: 1.000e-03, eta: 5:02:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.1893, loss: 1.1893, grad_norm: 10.5864 2021-08-17 14:52:21,879 - mmaction - INFO - Epoch [39][240/2640] lr: 1.000e-03, eta: 5:02:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7219, top5_acc: 0.9031, loss_cls: 1.0697, loss: 1.0697, grad_norm: 9.8731 2021-08-17 14:52:32,854 - mmaction - INFO - Epoch [39][260/2640] lr: 1.000e-03, eta: 5:02:07, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7117, top5_acc: 0.8953, loss_cls: 1.1004, loss: 1.1004, grad_norm: 10.0715 2021-08-17 14:52:43,819 - mmaction - INFO - Epoch [39][280/2640] lr: 1.000e-03, eta: 5:01:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8836, loss_cls: 1.1509, loss: 1.1509, grad_norm: 10.3189 2021-08-17 14:52:54,791 - mmaction - INFO - Epoch [39][300/2640] lr: 1.000e-03, eta: 5:01:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8938, loss_cls: 1.1463, loss: 1.1463, grad_norm: 10.2527 2021-08-17 14:53:05,771 - mmaction - INFO - Epoch [39][320/2640] lr: 1.000e-03, eta: 5:01:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7180, top5_acc: 0.8953, loss_cls: 1.1085, loss: 1.1085, grad_norm: 10.3565 2021-08-17 14:53:16,739 - mmaction - INFO - Epoch [39][340/2640] lr: 1.000e-03, eta: 5:01:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8852, loss_cls: 1.1969, loss: 1.1969, grad_norm: 10.6765 2021-08-17 14:53:27,728 - mmaction - INFO - Epoch [39][360/2640] lr: 1.000e-03, eta: 5:01:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.8883, loss_cls: 1.0763, loss: 1.0763, grad_norm: 10.0564 2021-08-17 14:53:38,705 - mmaction - INFO - Epoch [39][380/2640] lr: 1.000e-03, eta: 5:00:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8914, loss_cls: 1.1886, loss: 1.1886, grad_norm: 10.5055 2021-08-17 14:53:49,672 - mmaction - INFO - Epoch [39][400/2640] lr: 1.000e-03, eta: 5:00:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8906, loss_cls: 1.1797, loss: 1.1797, grad_norm: 10.8200 2021-08-17 14:54:00,651 - mmaction - INFO - Epoch [39][420/2640] lr: 1.000e-03, eta: 5:00:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7148, top5_acc: 0.8953, loss_cls: 1.1064, loss: 1.1064, grad_norm: 10.0173 2021-08-17 14:54:11,622 - mmaction - INFO - Epoch [39][440/2640] lr: 1.000e-03, eta: 5:00:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8891, loss_cls: 1.1846, loss: 1.1846, grad_norm: 10.7176 2021-08-17 14:54:22,577 - mmaction - INFO - Epoch [39][460/2640] lr: 1.000e-03, eta: 5:00:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8953, loss_cls: 1.1643, loss: 1.1643, grad_norm: 10.5594 2021-08-17 14:54:33,576 - mmaction - INFO - Epoch [39][480/2640] lr: 1.000e-03, eta: 4:59:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8867, loss_cls: 1.1926, loss: 1.1926, grad_norm: 10.6013 2021-08-17 14:54:44,520 - mmaction - INFO - Epoch [39][500/2640] lr: 1.000e-03, eta: 4:59:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8836, loss_cls: 1.1644, loss: 1.1644, grad_norm: 10.7500 2021-08-17 14:54:55,498 - mmaction - INFO - Epoch [39][520/2640] lr: 1.000e-03, eta: 4:59:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7109, top5_acc: 0.9016, loss_cls: 1.1119, loss: 1.1119, grad_norm: 10.5945 2021-08-17 14:55:06,484 - mmaction - INFO - Epoch [39][540/2640] lr: 1.000e-03, eta: 4:59:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7109, top5_acc: 0.8961, loss_cls: 1.1116, loss: 1.1116, grad_norm: 10.1418 2021-08-17 14:55:17,457 - mmaction - INFO - Epoch [39][560/2640] lr: 1.000e-03, eta: 4:59:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8930, loss_cls: 1.1068, loss: 1.1068, grad_norm: 10.3325 2021-08-17 14:55:28,442 - mmaction - INFO - Epoch [39][580/2640] lr: 1.000e-03, eta: 4:58:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8984, loss_cls: 1.1696, loss: 1.1696, grad_norm: 10.5580 2021-08-17 14:55:39,431 - mmaction - INFO - Epoch [39][600/2640] lr: 1.000e-03, eta: 4:58:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7094, top5_acc: 0.9055, loss_cls: 1.0955, loss: 1.0955, grad_norm: 10.3630 2021-08-17 14:55:50,387 - mmaction - INFO - Epoch [39][620/2640] lr: 1.000e-03, eta: 4:58:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8891, loss_cls: 1.1500, loss: 1.1500, grad_norm: 10.4284 2021-08-17 14:56:01,357 - mmaction - INFO - Epoch [39][640/2640] lr: 1.000e-03, eta: 4:58:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8836, loss_cls: 1.1504, loss: 1.1504, grad_norm: 10.3012 2021-08-17 14:56:12,348 - mmaction - INFO - Epoch [39][660/2640] lr: 1.000e-03, eta: 4:58:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.9055, loss_cls: 1.0974, loss: 1.0974, grad_norm: 10.1177 2021-08-17 14:56:23,315 - mmaction - INFO - Epoch [39][680/2640] lr: 1.000e-03, eta: 4:58:01, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7109, top5_acc: 0.8945, loss_cls: 1.0957, loss: 1.0957, grad_norm: 10.6115 2021-08-17 14:56:34,299 - mmaction - INFO - Epoch [39][700/2640] lr: 1.000e-03, eta: 4:57:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.9141, loss_cls: 1.0565, loss: 1.0565, grad_norm: 10.4769 2021-08-17 14:56:45,292 - mmaction - INFO - Epoch [39][720/2640] lr: 1.000e-03, eta: 4:57:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8977, loss_cls: 1.0958, loss: 1.0958, grad_norm: 10.2778 2021-08-17 14:56:56,254 - mmaction - INFO - Epoch [39][740/2640] lr: 1.000e-03, eta: 4:57:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8922, loss_cls: 1.1245, loss: 1.1245, grad_norm: 10.4246 2021-08-17 14:57:07,223 - mmaction - INFO - Epoch [39][760/2640] lr: 1.000e-03, eta: 4:57:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8984, loss_cls: 1.1685, loss: 1.1685, grad_norm: 10.6322 2021-08-17 14:57:18,179 - mmaction - INFO - Epoch [39][780/2640] lr: 1.000e-03, eta: 4:57:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8953, loss_cls: 1.1809, loss: 1.1809, grad_norm: 10.5072 2021-08-17 14:57:29,173 - mmaction - INFO - Epoch [39][800/2640] lr: 1.000e-03, eta: 4:56:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7078, top5_acc: 0.8867, loss_cls: 1.1395, loss: 1.1395, grad_norm: 10.4143 2021-08-17 14:57:40,151 - mmaction - INFO - Epoch [39][820/2640] lr: 1.000e-03, eta: 4:56:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.8984, loss_cls: 1.1227, loss: 1.1227, grad_norm: 10.2230 2021-08-17 14:57:51,123 - mmaction - INFO - Epoch [39][840/2640] lr: 1.000e-03, eta: 4:56:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.9008, loss_cls: 1.1210, loss: 1.1210, grad_norm: 10.4038 2021-08-17 14:58:02,098 - mmaction - INFO - Epoch [39][860/2640] lr: 1.000e-03, eta: 4:56:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.9047, loss_cls: 1.1238, loss: 1.1238, grad_norm: 10.2273 2021-08-17 14:58:13,066 - mmaction - INFO - Epoch [39][880/2640] lr: 1.000e-03, eta: 4:56:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8867, loss_cls: 1.2215, loss: 1.2215, grad_norm: 10.7742 2021-08-17 14:58:24,029 - mmaction - INFO - Epoch [39][900/2640] lr: 1.000e-03, eta: 4:55:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7047, top5_acc: 0.9062, loss_cls: 1.1403, loss: 1.1403, grad_norm: 10.4975 2021-08-17 14:58:34,983 - mmaction - INFO - Epoch [39][920/2640] lr: 1.000e-03, eta: 4:55:40, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8961, loss_cls: 1.1669, loss: 1.1669, grad_norm: 10.5891 2021-08-17 14:58:45,915 - mmaction - INFO - Epoch [39][940/2640] lr: 1.000e-03, eta: 4:55:28, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8797, loss_cls: 1.1679, loss: 1.1679, grad_norm: 10.7418 2021-08-17 14:58:56,872 - mmaction - INFO - Epoch [39][960/2640] lr: 1.000e-03, eta: 4:55:17, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8898, loss_cls: 1.1598, loss: 1.1598, grad_norm: 10.2332 2021-08-17 14:59:07,817 - mmaction - INFO - Epoch [39][980/2640] lr: 1.000e-03, eta: 4:55:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8930, loss_cls: 1.1723, loss: 1.1723, grad_norm: 10.6401 2021-08-17 14:59:18,779 - mmaction - INFO - Epoch [39][1000/2640] lr: 1.000e-03, eta: 4:54:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.9016, loss_cls: 1.1250, loss: 1.1250, grad_norm: 10.3489 2021-08-17 14:59:29,743 - mmaction - INFO - Epoch [39][1020/2640] lr: 1.000e-03, eta: 4:54:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8930, loss_cls: 1.1369, loss: 1.1369, grad_norm: 10.3748 2021-08-17 14:59:40,709 - mmaction - INFO - Epoch [39][1040/2640] lr: 1.000e-03, eta: 4:54:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7117, top5_acc: 0.9000, loss_cls: 1.1093, loss: 1.1093, grad_norm: 10.5656 2021-08-17 14:59:51,672 - mmaction - INFO - Epoch [39][1060/2640] lr: 1.000e-03, eta: 4:54:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8836, loss_cls: 1.1630, loss: 1.1630, grad_norm: 10.3670 2021-08-17 15:00:02,644 - mmaction - INFO - Epoch [39][1080/2640] lr: 1.000e-03, eta: 4:54:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8961, loss_cls: 1.1184, loss: 1.1184, grad_norm: 10.0353 2021-08-17 15:00:13,548 - mmaction - INFO - Epoch [39][1100/2640] lr: 1.000e-03, eta: 4:53:55, time: 0.545, data_time: 0.000, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8930, loss_cls: 1.1813, loss: 1.1813, grad_norm: 10.6316 2021-08-17 15:00:24,523 - mmaction - INFO - Epoch [39][1120/2640] lr: 1.000e-03, eta: 4:53:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7000, top5_acc: 0.9125, loss_cls: 1.1084, loss: 1.1084, grad_norm: 10.6057 2021-08-17 15:00:35,459 - mmaction - INFO - Epoch [39][1140/2640] lr: 1.000e-03, eta: 4:53:31, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8953, loss_cls: 1.1412, loss: 1.1412, grad_norm: 10.3927 2021-08-17 15:00:46,425 - mmaction - INFO - Epoch [39][1160/2640] lr: 1.000e-03, eta: 4:53:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6906, top5_acc: 0.9008, loss_cls: 1.0985, loss: 1.0985, grad_norm: 10.1853 2021-08-17 15:00:57,377 - mmaction - INFO - Epoch [39][1180/2640] lr: 1.000e-03, eta: 4:53:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9156, loss_cls: 1.0175, loss: 1.0175, grad_norm: 9.7233 2021-08-17 15:01:08,334 - mmaction - INFO - Epoch [39][1200/2640] lr: 1.000e-03, eta: 4:52:56, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.9000, loss_cls: 1.2141, loss: 1.2141, grad_norm: 11.2979 2021-08-17 15:01:19,289 - mmaction - INFO - Epoch [39][1220/2640] lr: 1.000e-03, eta: 4:52:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8891, loss_cls: 1.1480, loss: 1.1480, grad_norm: 10.3671 2021-08-17 15:01:30,237 - mmaction - INFO - Epoch [39][1240/2640] lr: 1.000e-03, eta: 4:52:33, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.7156, top5_acc: 0.9016, loss_cls: 1.0950, loss: 1.0950, grad_norm: 10.3732 2021-08-17 15:01:41,192 - mmaction - INFO - Epoch [39][1260/2640] lr: 1.000e-03, eta: 4:52:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8930, loss_cls: 1.1380, loss: 1.1380, grad_norm: 10.6638 2021-08-17 15:01:52,154 - mmaction - INFO - Epoch [39][1280/2640] lr: 1.000e-03, eta: 4:52:09, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8922, loss_cls: 1.1643, loss: 1.1643, grad_norm: 10.4341 2021-08-17 15:02:03,113 - mmaction - INFO - Epoch [39][1300/2640] lr: 1.000e-03, eta: 4:51:58, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7148, top5_acc: 0.9086, loss_cls: 1.0545, loss: 1.0545, grad_norm: 10.2443 2021-08-17 15:02:14,082 - mmaction - INFO - Epoch [39][1320/2640] lr: 1.000e-03, eta: 4:51:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7234, top5_acc: 0.8977, loss_cls: 1.0996, loss: 1.0996, grad_norm: 10.3637 2021-08-17 15:02:25,031 - mmaction - INFO - Epoch [39][1340/2640] lr: 1.000e-03, eta: 4:51:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7047, top5_acc: 0.8961, loss_cls: 1.1060, loss: 1.1060, grad_norm: 10.5707 2021-08-17 15:02:35,992 - mmaction - INFO - Epoch [39][1360/2640] lr: 1.000e-03, eta: 4:51:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8977, loss_cls: 1.1518, loss: 1.1518, grad_norm: 10.7428 2021-08-17 15:02:46,894 - mmaction - INFO - Epoch [39][1380/2640] lr: 1.000e-03, eta: 4:51:11, time: 0.545, data_time: 0.001, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8836, loss_cls: 1.1762, loss: 1.1762, grad_norm: 10.6721 2021-08-17 15:02:57,861 - mmaction - INFO - Epoch [39][1400/2640] lr: 1.000e-03, eta: 4:50:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7109, top5_acc: 0.8828, loss_cls: 1.1804, loss: 1.1804, grad_norm: 10.4928 2021-08-17 15:03:08,835 - mmaction - INFO - Epoch [39][1420/2640] lr: 1.000e-03, eta: 4:50:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7047, top5_acc: 0.9086, loss_cls: 1.1204, loss: 1.1204, grad_norm: 10.6357 2021-08-17 15:03:19,797 - mmaction - INFO - Epoch [39][1440/2640] lr: 1.000e-03, eta: 4:50:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8891, loss_cls: 1.1149, loss: 1.1149, grad_norm: 10.3614 2021-08-17 15:03:30,746 - mmaction - INFO - Epoch [39][1460/2640] lr: 1.000e-03, eta: 4:50:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8922, loss_cls: 1.1726, loss: 1.1726, grad_norm: 10.5732 2021-08-17 15:03:41,707 - mmaction - INFO - Epoch [39][1480/2640] lr: 1.000e-03, eta: 4:50:12, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7234, top5_acc: 0.8961, loss_cls: 1.0684, loss: 1.0684, grad_norm: 10.0219 2021-08-17 15:03:52,676 - mmaction - INFO - Epoch [39][1500/2640] lr: 1.000e-03, eta: 4:50:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8969, loss_cls: 1.1657, loss: 1.1657, grad_norm: 10.8209 2021-08-17 15:04:03,657 - mmaction - INFO - Epoch [39][1520/2640] lr: 1.000e-03, eta: 4:49:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8922, loss_cls: 1.1432, loss: 1.1432, grad_norm: 10.8570 2021-08-17 15:04:14,589 - mmaction - INFO - Epoch [39][1540/2640] lr: 1.000e-03, eta: 4:49:37, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7211, top5_acc: 0.9086, loss_cls: 1.0806, loss: 1.0806, grad_norm: 10.3984 2021-08-17 15:04:25,553 - mmaction - INFO - Epoch [39][1560/2640] lr: 1.000e-03, eta: 4:49:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7047, top5_acc: 0.8914, loss_cls: 1.1332, loss: 1.1332, grad_norm: 10.4548 2021-08-17 15:04:36,490 - mmaction - INFO - Epoch [39][1580/2640] lr: 1.000e-03, eta: 4:49:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8867, loss_cls: 1.1937, loss: 1.1937, grad_norm: 10.9084 2021-08-17 15:04:47,467 - mmaction - INFO - Epoch [39][1600/2640] lr: 1.000e-03, eta: 4:49:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8914, loss_cls: 1.1582, loss: 1.1582, grad_norm: 10.3242 2021-08-17 15:04:58,432 - mmaction - INFO - Epoch [39][1620/2640] lr: 1.000e-03, eta: 4:48:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8938, loss_cls: 1.1450, loss: 1.1450, grad_norm: 10.4212 2021-08-17 15:05:09,389 - mmaction - INFO - Epoch [39][1640/2640] lr: 1.000e-03, eta: 4:48:39, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7195, top5_acc: 0.8945, loss_cls: 1.1074, loss: 1.1074, grad_norm: 10.2438 2021-08-17 15:05:20,344 - mmaction - INFO - Epoch [39][1660/2640] lr: 1.000e-03, eta: 4:48:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7125, top5_acc: 0.9047, loss_cls: 1.0840, loss: 1.0840, grad_norm: 10.4251 2021-08-17 15:05:31,300 - mmaction - INFO - Epoch [39][1680/2640] lr: 1.000e-03, eta: 4:48:15, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6984, top5_acc: 0.9000, loss_cls: 1.1093, loss: 1.1093, grad_norm: 10.2394 2021-08-17 15:05:42,250 - mmaction - INFO - Epoch [39][1700/2640] lr: 1.000e-03, eta: 4:48:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.1714, loss: 1.1714, grad_norm: 10.6837 2021-08-17 15:05:53,205 - mmaction - INFO - Epoch [39][1720/2640] lr: 1.000e-03, eta: 4:47:52, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8812, loss_cls: 1.2086, loss: 1.2086, grad_norm: 10.8262 2021-08-17 15:06:04,157 - mmaction - INFO - Epoch [39][1740/2640] lr: 1.000e-03, eta: 4:47:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8820, loss_cls: 1.1919, loss: 1.1919, grad_norm: 10.5969 2021-08-17 15:06:15,120 - mmaction - INFO - Epoch [39][1760/2640] lr: 1.000e-03, eta: 4:47:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9086, loss_cls: 1.0431, loss: 1.0431, grad_norm: 10.3308 2021-08-17 15:06:26,098 - mmaction - INFO - Epoch [39][1780/2640] lr: 1.000e-03, eta: 4:47:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8906, loss_cls: 1.1643, loss: 1.1643, grad_norm: 10.4352 2021-08-17 15:06:37,059 - mmaction - INFO - Epoch [39][1800/2640] lr: 1.000e-03, eta: 4:47:05, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6617, top5_acc: 0.8641, loss_cls: 1.3052, loss: 1.3052, grad_norm: 10.9607 2021-08-17 15:06:47,995 - mmaction - INFO - Epoch [39][1820/2640] lr: 1.000e-03, eta: 4:46:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8875, loss_cls: 1.1930, loss: 1.1930, grad_norm: 10.5499 2021-08-17 15:06:58,951 - mmaction - INFO - Epoch [39][1840/2640] lr: 1.000e-03, eta: 4:46:42, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8961, loss_cls: 1.1562, loss: 1.1562, grad_norm: 10.5404 2021-08-17 15:07:09,915 - mmaction - INFO - Epoch [39][1860/2640] lr: 1.000e-03, eta: 4:46:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8992, loss_cls: 1.1505, loss: 1.1505, grad_norm: 10.6117 2021-08-17 15:07:20,881 - mmaction - INFO - Epoch [39][1880/2640] lr: 1.000e-03, eta: 4:46:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8828, loss_cls: 1.1192, loss: 1.1192, grad_norm: 10.0000 2021-08-17 15:07:31,830 - mmaction - INFO - Epoch [39][1900/2640] lr: 1.000e-03, eta: 4:46:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7047, top5_acc: 0.8844, loss_cls: 1.1395, loss: 1.1395, grad_norm: 10.3231 2021-08-17 15:07:42,792 - mmaction - INFO - Epoch [39][1920/2640] lr: 1.000e-03, eta: 4:45:55, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.9102, loss_cls: 1.1365, loss: 1.1365, grad_norm: 10.5774 2021-08-17 15:07:53,735 - mmaction - INFO - Epoch [39][1940/2640] lr: 1.000e-03, eta: 4:45:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7211, top5_acc: 0.9000, loss_cls: 1.1254, loss: 1.1254, grad_norm: 10.3426 2021-08-17 15:08:04,706 - mmaction - INFO - Epoch [39][1960/2640] lr: 1.000e-03, eta: 4:45:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8781, loss_cls: 1.2079, loss: 1.2079, grad_norm: 10.4326 2021-08-17 15:08:15,661 - mmaction - INFO - Epoch [39][1980/2640] lr: 1.000e-03, eta: 4:45:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8859, loss_cls: 1.1708, loss: 1.1708, grad_norm: 10.5149 2021-08-17 15:08:26,626 - mmaction - INFO - Epoch [39][2000/2640] lr: 1.000e-03, eta: 4:45:08, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8852, loss_cls: 1.1774, loss: 1.1774, grad_norm: 10.5246 2021-08-17 15:08:37,598 - mmaction - INFO - Epoch [39][2020/2640] lr: 1.000e-03, eta: 4:44:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8922, loss_cls: 1.1582, loss: 1.1582, grad_norm: 10.6751 2021-08-17 15:08:48,564 - mmaction - INFO - Epoch [39][2040/2640] lr: 1.000e-03, eta: 4:44:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8828, loss_cls: 1.1957, loss: 1.1957, grad_norm: 10.6076 2021-08-17 15:08:59,528 - mmaction - INFO - Epoch [39][2060/2640] lr: 1.000e-03, eta: 4:44:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7133, top5_acc: 0.8898, loss_cls: 1.1332, loss: 1.1332, grad_norm: 10.2445 2021-08-17 15:09:10,498 - mmaction - INFO - Epoch [39][2080/2640] lr: 1.000e-03, eta: 4:44:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7109, top5_acc: 0.8875, loss_cls: 1.1458, loss: 1.1458, grad_norm: 10.3676 2021-08-17 15:09:21,435 - mmaction - INFO - Epoch [39][2100/2640] lr: 1.000e-03, eta: 4:44:10, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8992, loss_cls: 1.1272, loss: 1.1272, grad_norm: 10.3999 2021-08-17 15:09:32,399 - mmaction - INFO - Epoch [39][2120/2640] lr: 1.000e-03, eta: 4:43:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8969, loss_cls: 1.1161, loss: 1.1161, grad_norm: 10.2395 2021-08-17 15:09:43,382 - mmaction - INFO - Epoch [39][2140/2640] lr: 1.000e-03, eta: 4:43:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6828, top5_acc: 0.8922, loss_cls: 1.2065, loss: 1.2065, grad_norm: 10.7499 2021-08-17 15:09:54,319 - mmaction - INFO - Epoch [39][2160/2640] lr: 1.000e-03, eta: 4:43:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.8953, loss_cls: 1.1586, loss: 1.1586, grad_norm: 10.4535 2021-08-17 15:10:05,278 - mmaction - INFO - Epoch [39][2180/2640] lr: 1.000e-03, eta: 4:43:23, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6633, top5_acc: 0.8875, loss_cls: 1.2425, loss: 1.2425, grad_norm: 11.1036 2021-08-17 15:10:16,224 - mmaction - INFO - Epoch [39][2200/2640] lr: 1.000e-03, eta: 4:43:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8820, loss_cls: 1.1919, loss: 1.1919, grad_norm: 10.6618 2021-08-17 15:10:27,185 - mmaction - INFO - Epoch [39][2220/2640] lr: 1.000e-03, eta: 4:43:00, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8906, loss_cls: 1.1901, loss: 1.1901, grad_norm: 10.6756 2021-08-17 15:10:38,143 - mmaction - INFO - Epoch [39][2240/2640] lr: 1.000e-03, eta: 4:42:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8906, loss_cls: 1.1842, loss: 1.1842, grad_norm: 10.5996 2021-08-17 15:10:49,147 - mmaction - INFO - Epoch [39][2260/2640] lr: 1.000e-03, eta: 4:42:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6961, top5_acc: 0.9023, loss_cls: 1.1395, loss: 1.1395, grad_norm: 10.5737 2021-08-17 15:11:00,056 - mmaction - INFO - Epoch [39][2280/2640] lr: 1.000e-03, eta: 4:42:24, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8898, loss_cls: 1.1470, loss: 1.1470, grad_norm: 10.3056 2021-08-17 15:11:10,995 - mmaction - INFO - Epoch [39][2300/2640] lr: 1.000e-03, eta: 4:42:13, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8938, loss_cls: 1.1138, loss: 1.1138, grad_norm: 10.5105 2021-08-17 15:11:21,954 - mmaction - INFO - Epoch [39][2320/2640] lr: 1.000e-03, eta: 4:42:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6922, top5_acc: 0.8898, loss_cls: 1.1802, loss: 1.1802, grad_norm: 10.8457 2021-08-17 15:11:32,919 - mmaction - INFO - Epoch [39][2340/2640] lr: 1.000e-03, eta: 4:41:49, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7172, top5_acc: 0.9000, loss_cls: 1.1020, loss: 1.1020, grad_norm: 10.5537 2021-08-17 15:11:43,886 - mmaction - INFO - Epoch [39][2360/2640] lr: 1.000e-03, eta: 4:41:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6898, top5_acc: 0.8875, loss_cls: 1.1402, loss: 1.1402, grad_norm: 10.6331 2021-08-17 15:11:54,844 - mmaction - INFO - Epoch [39][2380/2640] lr: 1.000e-03, eta: 4:41:26, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8742, loss_cls: 1.2343, loss: 1.2343, grad_norm: 10.8277 2021-08-17 15:12:05,808 - mmaction - INFO - Epoch [39][2400/2640] lr: 1.000e-03, eta: 4:41:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7086, top5_acc: 0.9070, loss_cls: 1.0682, loss: 1.0682, grad_norm: 10.1578 2021-08-17 15:12:16,767 - mmaction - INFO - Epoch [39][2420/2640] lr: 1.000e-03, eta: 4:41:03, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8914, loss_cls: 1.1806, loss: 1.1806, grad_norm: 10.8235 2021-08-17 15:12:27,731 - mmaction - INFO - Epoch [39][2440/2640] lr: 1.000e-03, eta: 4:40:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8875, loss_cls: 1.1508, loss: 1.1508, grad_norm: 10.6107 2021-08-17 15:12:38,697 - mmaction - INFO - Epoch [39][2460/2640] lr: 1.000e-03, eta: 4:40:39, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7219, top5_acc: 0.8992, loss_cls: 1.0831, loss: 1.0831, grad_norm: 9.9866 2021-08-17 15:12:49,670 - mmaction - INFO - Epoch [39][2480/2640] lr: 1.000e-03, eta: 4:40:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8922, loss_cls: 1.1240, loss: 1.1240, grad_norm: 10.1366 2021-08-17 15:13:00,633 - mmaction - INFO - Epoch [39][2500/2640] lr: 1.000e-03, eta: 4:40:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7078, top5_acc: 0.8992, loss_cls: 1.1029, loss: 1.1029, grad_norm: 10.3570 2021-08-17 15:13:11,588 - mmaction - INFO - Epoch [39][2520/2640] lr: 1.000e-03, eta: 4:40:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7141, top5_acc: 0.8984, loss_cls: 1.1058, loss: 1.1058, grad_norm: 10.6119 2021-08-17 15:13:22,542 - mmaction - INFO - Epoch [39][2540/2640] lr: 1.000e-03, eta: 4:39:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8922, loss_cls: 1.1558, loss: 1.1558, grad_norm: 10.7424 2021-08-17 15:13:33,512 - mmaction - INFO - Epoch [39][2560/2640] lr: 1.000e-03, eta: 4:39:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7148, top5_acc: 0.9016, loss_cls: 1.1426, loss: 1.1426, grad_norm: 10.5249 2021-08-17 15:13:44,487 - mmaction - INFO - Epoch [39][2580/2640] lr: 1.000e-03, eta: 4:39:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8828, loss_cls: 1.2161, loss: 1.2161, grad_norm: 10.8508 2021-08-17 15:13:55,439 - mmaction - INFO - Epoch [39][2600/2640] lr: 1.000e-03, eta: 4:39:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6867, top5_acc: 0.8836, loss_cls: 1.2069, loss: 1.2069, grad_norm: 10.6303 2021-08-17 15:14:06,381 - mmaction - INFO - Epoch [39][2620/2640] lr: 1.000e-03, eta: 4:39:06, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8836, loss_cls: 1.1687, loss: 1.1687, grad_norm: 10.4484 2021-08-17 15:14:17,019 - mmaction - INFO - Epoch [39][2640/2640] lr: 1.000e-03, eta: 4:38:54, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.7161, top5_acc: 0.8968, loss_cls: 1.1236, loss: 1.1236, grad_norm: 10.6889 2021-08-17 15:14:22,786 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-08-17 15:16:33,375 - mmaction - INFO - Epoch [40][20/2640] lr: 1.000e-03, eta: 4:39:16, time: 6.503, data_time: 5.896, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8961, loss_cls: 1.1411, loss: 1.1411, grad_norm: 10.4713 2021-08-17 15:16:44,371 - mmaction - INFO - Epoch [40][40/2640] lr: 1.000e-03, eta: 4:39:04, time: 0.552, data_time: 0.007, memory: 7069, top1_acc: 0.7250, top5_acc: 0.9117, loss_cls: 1.0488, loss: 1.0488, grad_norm: 10.2949 2021-08-17 15:16:55,293 - mmaction - INFO - Epoch [40][60/2640] lr: 1.000e-03, eta: 4:38:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9109, loss_cls: 1.0203, loss: 1.0203, grad_norm: 10.3963 2021-08-17 15:17:06,240 - mmaction - INFO - Epoch [40][80/2640] lr: 1.000e-03, eta: 4:38:41, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7250, top5_acc: 0.8984, loss_cls: 1.0943, loss: 1.0943, grad_norm: 10.2739 2021-08-17 15:17:17,162 - mmaction - INFO - Epoch [40][100/2640] lr: 1.000e-03, eta: 4:38:29, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6914, top5_acc: 0.9008, loss_cls: 1.1490, loss: 1.1490, grad_norm: 10.4347 2021-08-17 15:17:28,139 - mmaction - INFO - Epoch [40][120/2640] lr: 1.000e-03, eta: 4:38:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7141, top5_acc: 0.8922, loss_cls: 1.1498, loss: 1.1498, grad_norm: 10.4738 2021-08-17 15:17:39,090 - mmaction - INFO - Epoch [40][140/2640] lr: 1.000e-03, eta: 4:38:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8664, loss_cls: 1.2232, loss: 1.2232, grad_norm: 10.9466 2021-08-17 15:17:50,050 - mmaction - INFO - Epoch [40][160/2640] lr: 1.000e-03, eta: 4:37:54, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7180, top5_acc: 0.8883, loss_cls: 1.1189, loss: 1.1189, grad_norm: 10.4186 2021-08-17 15:18:01,012 - mmaction - INFO - Epoch [40][180/2640] lr: 1.000e-03, eta: 4:37:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7148, top5_acc: 0.9039, loss_cls: 1.0888, loss: 1.0888, grad_norm: 10.3681 2021-08-17 15:18:11,982 - mmaction - INFO - Epoch [40][200/2640] lr: 1.000e-03, eta: 4:37:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7172, top5_acc: 0.9031, loss_cls: 1.0704, loss: 1.0704, grad_norm: 10.1744 2021-08-17 15:18:22,938 - mmaction - INFO - Epoch [40][220/2640] lr: 1.000e-03, eta: 4:37:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1516, loss: 1.1516, grad_norm: 10.3833 2021-08-17 15:18:33,894 - mmaction - INFO - Epoch [40][240/2640] lr: 1.000e-03, eta: 4:37:07, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7250, top5_acc: 0.9062, loss_cls: 1.0679, loss: 1.0679, grad_norm: 10.6380 2021-08-17 15:18:44,868 - mmaction - INFO - Epoch [40][260/2640] lr: 1.000e-03, eta: 4:36:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9102, loss_cls: 1.0634, loss: 1.0634, grad_norm: 10.2831 2021-08-17 15:18:55,847 - mmaction - INFO - Epoch [40][280/2640] lr: 1.000e-03, eta: 4:36:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7164, top5_acc: 0.9031, loss_cls: 1.1087, loss: 1.1087, grad_norm: 10.4791 2021-08-17 15:19:06,846 - mmaction - INFO - Epoch [40][300/2640] lr: 1.000e-03, eta: 4:36:32, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7102, top5_acc: 0.8945, loss_cls: 1.0945, loss: 1.0945, grad_norm: 10.4092 2021-08-17 15:19:17,817 - mmaction - INFO - Epoch [40][320/2640] lr: 1.000e-03, eta: 4:36:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7172, top5_acc: 0.9008, loss_cls: 1.0892, loss: 1.0892, grad_norm: 10.2696 2021-08-17 15:19:28,767 - mmaction - INFO - Epoch [40][340/2640] lr: 1.000e-03, eta: 4:36:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7055, top5_acc: 0.9109, loss_cls: 1.0808, loss: 1.0808, grad_norm: 10.5335 2021-08-17 15:19:39,753 - mmaction - INFO - Epoch [40][360/2640] lr: 1.000e-03, eta: 4:35:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7148, top5_acc: 0.8891, loss_cls: 1.1102, loss: 1.1102, grad_norm: 10.4467 2021-08-17 15:19:50,731 - mmaction - INFO - Epoch [40][380/2640] lr: 1.000e-03, eta: 4:35:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8883, loss_cls: 1.2060, loss: 1.2060, grad_norm: 11.0492 2021-08-17 15:20:01,727 - mmaction - INFO - Epoch [40][400/2640] lr: 1.000e-03, eta: 4:35:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8969, loss_cls: 1.1242, loss: 1.1242, grad_norm: 10.5734 2021-08-17 15:20:12,710 - mmaction - INFO - Epoch [40][420/2640] lr: 1.000e-03, eta: 4:35:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8914, loss_cls: 1.1535, loss: 1.1535, grad_norm: 10.7186 2021-08-17 15:20:23,694 - mmaction - INFO - Epoch [40][440/2640] lr: 1.000e-03, eta: 4:35:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8992, loss_cls: 1.0997, loss: 1.0997, grad_norm: 10.4756 2021-08-17 15:20:34,671 - mmaction - INFO - Epoch [40][460/2640] lr: 1.000e-03, eta: 4:34:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8930, loss_cls: 1.1252, loss: 1.1252, grad_norm: 10.6815 2021-08-17 15:20:45,640 - mmaction - INFO - Epoch [40][480/2640] lr: 1.000e-03, eta: 4:34:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8906, loss_cls: 1.1425, loss: 1.1425, grad_norm: 10.5208 2021-08-17 15:20:56,609 - mmaction - INFO - Epoch [40][500/2640] lr: 1.000e-03, eta: 4:34:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8984, loss_cls: 1.1240, loss: 1.1240, grad_norm: 10.7590 2021-08-17 15:21:07,595 - mmaction - INFO - Epoch [40][520/2640] lr: 1.000e-03, eta: 4:34:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6773, top5_acc: 0.8875, loss_cls: 1.2140, loss: 1.2140, grad_norm: 11.0602 2021-08-17 15:21:18,561 - mmaction - INFO - Epoch [40][540/2640] lr: 1.000e-03, eta: 4:34:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7180, top5_acc: 0.8938, loss_cls: 1.1369, loss: 1.1369, grad_norm: 10.6568 2021-08-17 15:21:29,541 - mmaction - INFO - Epoch [40][560/2640] lr: 1.000e-03, eta: 4:34:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.9023, loss_cls: 1.1226, loss: 1.1226, grad_norm: 10.9209 2021-08-17 15:21:40,516 - mmaction - INFO - Epoch [40][580/2640] lr: 1.000e-03, eta: 4:33:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7250, top5_acc: 0.8977, loss_cls: 1.0848, loss: 1.0848, grad_norm: 10.0503 2021-08-17 15:21:51,497 - mmaction - INFO - Epoch [40][600/2640] lr: 1.000e-03, eta: 4:33:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8906, loss_cls: 1.1643, loss: 1.1643, grad_norm: 10.8519 2021-08-17 15:22:02,462 - mmaction - INFO - Epoch [40][620/2640] lr: 1.000e-03, eta: 4:33:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7180, top5_acc: 0.8984, loss_cls: 1.0559, loss: 1.0559, grad_norm: 10.4330 2021-08-17 15:22:13,435 - mmaction - INFO - Epoch [40][640/2640] lr: 1.000e-03, eta: 4:33:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8852, loss_cls: 1.1537, loss: 1.1537, grad_norm: 10.5231 2021-08-17 15:22:24,421 - mmaction - INFO - Epoch [40][660/2640] lr: 1.000e-03, eta: 4:33:01, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7086, top5_acc: 0.9000, loss_cls: 1.1222, loss: 1.1222, grad_norm: 10.6478 2021-08-17 15:22:35,414 - mmaction - INFO - Epoch [40][680/2640] lr: 1.000e-03, eta: 4:32:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7086, top5_acc: 0.9062, loss_cls: 1.0903, loss: 1.0903, grad_norm: 10.4631 2021-08-17 15:22:46,410 - mmaction - INFO - Epoch [40][700/2640] lr: 1.000e-03, eta: 4:32:38, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7023, top5_acc: 0.8977, loss_cls: 1.1310, loss: 1.1310, grad_norm: 10.9688 2021-08-17 15:22:57,396 - mmaction - INFO - Epoch [40][720/2640] lr: 1.000e-03, eta: 4:32:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7211, top5_acc: 0.9102, loss_cls: 1.0409, loss: 1.0409, grad_norm: 9.9721 2021-08-17 15:23:08,380 - mmaction - INFO - Epoch [40][740/2640] lr: 1.000e-03, eta: 4:32:15, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7070, top5_acc: 0.9117, loss_cls: 1.0882, loss: 1.0882, grad_norm: 10.7332 2021-08-17 15:23:19,363 - mmaction - INFO - Epoch [40][760/2640] lr: 1.000e-03, eta: 4:32:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8922, loss_cls: 1.1767, loss: 1.1767, grad_norm: 10.7812 2021-08-17 15:23:30,346 - mmaction - INFO - Epoch [40][780/2640] lr: 1.000e-03, eta: 4:31:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8953, loss_cls: 1.1620, loss: 1.1620, grad_norm: 11.0473 2021-08-17 15:23:41,332 - mmaction - INFO - Epoch [40][800/2640] lr: 1.000e-03, eta: 4:31:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.8797, loss_cls: 1.2459, loss: 1.2459, grad_norm: 11.5153 2021-08-17 15:23:52,325 - mmaction - INFO - Epoch [40][820/2640] lr: 1.000e-03, eta: 4:31:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7000, top5_acc: 0.9047, loss_cls: 1.1102, loss: 1.1102, grad_norm: 10.9164 2021-08-17 15:24:03,321 - mmaction - INFO - Epoch [40][840/2640] lr: 1.000e-03, eta: 4:31:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8898, loss_cls: 1.1401, loss: 1.1401, grad_norm: 10.8025 2021-08-17 15:24:14,317 - mmaction - INFO - Epoch [40][860/2640] lr: 1.000e-03, eta: 4:31:04, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8805, loss_cls: 1.1858, loss: 1.1858, grad_norm: 10.8247 2021-08-17 15:24:25,286 - mmaction - INFO - Epoch [40][880/2640] lr: 1.000e-03, eta: 4:30:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7086, top5_acc: 0.9031, loss_cls: 1.0934, loss: 1.0934, grad_norm: 10.5218 2021-08-17 15:24:36,256 - mmaction - INFO - Epoch [40][900/2640] lr: 1.000e-03, eta: 4:30:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7125, top5_acc: 0.8969, loss_cls: 1.1242, loss: 1.1242, grad_norm: 10.3792 2021-08-17 15:24:47,242 - mmaction - INFO - Epoch [40][920/2640] lr: 1.000e-03, eta: 4:30:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6859, top5_acc: 0.8984, loss_cls: 1.1761, loss: 1.1761, grad_norm: 10.6200 2021-08-17 15:24:58,212 - mmaction - INFO - Epoch [40][940/2640] lr: 1.000e-03, eta: 4:30:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7023, top5_acc: 0.9133, loss_cls: 1.0847, loss: 1.0847, grad_norm: 10.8880 2021-08-17 15:25:09,187 - mmaction - INFO - Epoch [40][960/2640] lr: 1.000e-03, eta: 4:30:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9086, loss_cls: 1.0612, loss: 1.0612, grad_norm: 10.6262 2021-08-17 15:25:20,170 - mmaction - INFO - Epoch [40][980/2640] lr: 1.000e-03, eta: 4:29:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.9070, loss_cls: 1.0768, loss: 1.0768, grad_norm: 10.7774 2021-08-17 15:25:31,163 - mmaction - INFO - Epoch [40][1000/2640] lr: 1.000e-03, eta: 4:29:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7117, top5_acc: 0.8984, loss_cls: 1.1142, loss: 1.1142, grad_norm: 10.3380 2021-08-17 15:25:42,155 - mmaction - INFO - Epoch [40][1020/2640] lr: 1.000e-03, eta: 4:29:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7125, top5_acc: 0.9055, loss_cls: 1.1032, loss: 1.1032, grad_norm: 10.5845 2021-08-17 15:25:53,130 - mmaction - INFO - Epoch [40][1040/2640] lr: 1.000e-03, eta: 4:29:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8805, loss_cls: 1.1826, loss: 1.1826, grad_norm: 10.6001 2021-08-17 15:26:04,126 - mmaction - INFO - Epoch [40][1060/2640] lr: 1.000e-03, eta: 4:29:07, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1657, loss: 1.1657, grad_norm: 10.9562 2021-08-17 15:26:15,099 - mmaction - INFO - Epoch [40][1080/2640] lr: 1.000e-03, eta: 4:28:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7164, top5_acc: 0.8914, loss_cls: 1.1005, loss: 1.1005, grad_norm: 10.1514 2021-08-17 15:26:26,075 - mmaction - INFO - Epoch [40][1100/2640] lr: 1.000e-03, eta: 4:28:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7086, top5_acc: 0.8977, loss_cls: 1.1186, loss: 1.1186, grad_norm: 10.6844 2021-08-17 15:26:37,062 - mmaction - INFO - Epoch [40][1120/2640] lr: 1.000e-03, eta: 4:28:32, time: 0.549, data_time: 0.003, memory: 7069, top1_acc: 0.7203, top5_acc: 0.8961, loss_cls: 1.1178, loss: 1.1178, grad_norm: 10.2152 2021-08-17 15:26:48,036 - mmaction - INFO - Epoch [40][1140/2640] lr: 1.000e-03, eta: 4:28:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7148, top5_acc: 0.9148, loss_cls: 1.0960, loss: 1.0960, grad_norm: 10.7850 2021-08-17 15:26:59,028 - mmaction - INFO - Epoch [40][1160/2640] lr: 1.000e-03, eta: 4:28:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.9086, loss_cls: 1.1151, loss: 1.1151, grad_norm: 11.0560 2021-08-17 15:27:09,995 - mmaction - INFO - Epoch [40][1180/2640] lr: 1.000e-03, eta: 4:27:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7023, top5_acc: 0.9039, loss_cls: 1.1367, loss: 1.1367, grad_norm: 10.7232 2021-08-17 15:27:20,976 - mmaction - INFO - Epoch [40][1200/2640] lr: 1.000e-03, eta: 4:27:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.8938, loss_cls: 1.1768, loss: 1.1768, grad_norm: 11.1978 2021-08-17 15:27:31,958 - mmaction - INFO - Epoch [40][1220/2640] lr: 1.000e-03, eta: 4:27:34, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6977, top5_acc: 0.8820, loss_cls: 1.1930, loss: 1.1930, grad_norm: 10.8953 2021-08-17 15:27:42,947 - mmaction - INFO - Epoch [40][1240/2640] lr: 1.000e-03, eta: 4:27:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6953, top5_acc: 0.8922, loss_cls: 1.1835, loss: 1.1835, grad_norm: 11.2157 2021-08-17 15:27:53,930 - mmaction - INFO - Epoch [40][1260/2640] lr: 1.000e-03, eta: 4:27:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6781, top5_acc: 0.9008, loss_cls: 1.1470, loss: 1.1470, grad_norm: 11.0113 2021-08-17 15:28:04,905 - mmaction - INFO - Epoch [40][1280/2640] lr: 1.000e-03, eta: 4:26:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8953, loss_cls: 1.1455, loss: 1.1455, grad_norm: 10.7256 2021-08-17 15:28:15,874 - mmaction - INFO - Epoch [40][1300/2640] lr: 1.000e-03, eta: 4:26:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8938, loss_cls: 1.1231, loss: 1.1231, grad_norm: 10.8570 2021-08-17 15:28:26,860 - mmaction - INFO - Epoch [40][1320/2640] lr: 1.000e-03, eta: 4:26:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7109, top5_acc: 0.9055, loss_cls: 1.0769, loss: 1.0769, grad_norm: 10.4210 2021-08-17 15:28:37,840 - mmaction - INFO - Epoch [40][1340/2640] lr: 1.000e-03, eta: 4:26:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7055, top5_acc: 0.8680, loss_cls: 1.2108, loss: 1.2108, grad_norm: 10.4359 2021-08-17 15:28:48,826 - mmaction - INFO - Epoch [40][1360/2640] lr: 1.000e-03, eta: 4:26:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6969, top5_acc: 0.9000, loss_cls: 1.1166, loss: 1.1166, grad_norm: 10.7508 2021-08-17 15:28:59,809 - mmaction - INFO - Epoch [40][1380/2640] lr: 1.000e-03, eta: 4:26:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8875, loss_cls: 1.1788, loss: 1.1788, grad_norm: 10.7905 2021-08-17 15:29:10,787 - mmaction - INFO - Epoch [40][1400/2640] lr: 1.000e-03, eta: 4:25:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.8961, loss_cls: 1.1192, loss: 1.1192, grad_norm: 10.5934 2021-08-17 15:29:21,776 - mmaction - INFO - Epoch [40][1420/2640] lr: 1.000e-03, eta: 4:25:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9125, loss_cls: 1.0411, loss: 1.0411, grad_norm: 10.4885 2021-08-17 15:29:32,756 - mmaction - INFO - Epoch [40][1440/2640] lr: 1.000e-03, eta: 4:25:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6813, top5_acc: 0.8648, loss_cls: 1.2774, loss: 1.2774, grad_norm: 10.8826 2021-08-17 15:29:43,732 - mmaction - INFO - Epoch [40][1460/2640] lr: 1.000e-03, eta: 4:25:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.9000, loss_cls: 1.1371, loss: 1.1371, grad_norm: 10.7550 2021-08-17 15:29:54,714 - mmaction - INFO - Epoch [40][1480/2640] lr: 1.000e-03, eta: 4:25:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7195, top5_acc: 0.8906, loss_cls: 1.1439, loss: 1.1439, grad_norm: 10.7490 2021-08-17 15:30:05,703 - mmaction - INFO - Epoch [40][1500/2640] lr: 1.000e-03, eta: 4:24:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8938, loss_cls: 1.1882, loss: 1.1882, grad_norm: 11.0087 2021-08-17 15:30:16,679 - mmaction - INFO - Epoch [40][1520/2640] lr: 1.000e-03, eta: 4:24:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7000, top5_acc: 0.9008, loss_cls: 1.1453, loss: 1.1453, grad_norm: 10.5921 2021-08-17 15:30:27,669 - mmaction - INFO - Epoch [40][1540/2640] lr: 1.000e-03, eta: 4:24:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.8914, loss_cls: 1.1484, loss: 1.1484, grad_norm: 10.4795 2021-08-17 15:30:38,646 - mmaction - INFO - Epoch [40][1560/2640] lr: 1.000e-03, eta: 4:24:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7047, top5_acc: 0.9008, loss_cls: 1.1366, loss: 1.1366, grad_norm: 10.7746 2021-08-17 15:30:49,614 - mmaction - INFO - Epoch [40][1580/2640] lr: 1.000e-03, eta: 4:24:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7008, top5_acc: 0.8969, loss_cls: 1.1722, loss: 1.1722, grad_norm: 11.0658 2021-08-17 15:31:00,598 - mmaction - INFO - Epoch [40][1600/2640] lr: 1.000e-03, eta: 4:23:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.8875, loss_cls: 1.1473, loss: 1.1473, grad_norm: 10.6039 2021-08-17 15:31:11,562 - mmaction - INFO - Epoch [40][1620/2640] lr: 1.000e-03, eta: 4:23:40, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8930, loss_cls: 1.1199, loss: 1.1199, grad_norm: 10.8224 2021-08-17 15:31:22,566 - mmaction - INFO - Epoch [40][1640/2640] lr: 1.000e-03, eta: 4:23:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7156, top5_acc: 0.9039, loss_cls: 1.1271, loss: 1.1271, grad_norm: 10.9592 2021-08-17 15:31:33,556 - mmaction - INFO - Epoch [40][1660/2640] lr: 1.000e-03, eta: 4:23:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6750, top5_acc: 0.8805, loss_cls: 1.2075, loss: 1.2075, grad_norm: 10.9030 2021-08-17 15:31:44,527 - mmaction - INFO - Epoch [40][1680/2640] lr: 1.000e-03, eta: 4:23:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8906, loss_cls: 1.1459, loss: 1.1459, grad_norm: 10.9006 2021-08-17 15:31:55,527 - mmaction - INFO - Epoch [40][1700/2640] lr: 1.000e-03, eta: 4:22:53, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.6992, top5_acc: 0.8852, loss_cls: 1.1859, loss: 1.1859, grad_norm: 10.8586 2021-08-17 15:32:06,476 - mmaction - INFO - Epoch [40][1720/2640] lr: 1.000e-03, eta: 4:22:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8836, loss_cls: 1.1973, loss: 1.1973, grad_norm: 11.2065 2021-08-17 15:32:17,468 - mmaction - INFO - Epoch [40][1740/2640] lr: 1.000e-03, eta: 4:22:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7219, top5_acc: 0.8945, loss_cls: 1.0709, loss: 1.0709, grad_norm: 10.1624 2021-08-17 15:32:28,457 - mmaction - INFO - Epoch [40][1760/2640] lr: 1.000e-03, eta: 4:22:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7180, top5_acc: 0.9039, loss_cls: 1.0855, loss: 1.0855, grad_norm: 10.5998 2021-08-17 15:32:39,441 - mmaction - INFO - Epoch [40][1780/2640] lr: 1.000e-03, eta: 4:22:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7086, top5_acc: 0.8953, loss_cls: 1.1260, loss: 1.1260, grad_norm: 10.8279 2021-08-17 15:32:50,406 - mmaction - INFO - Epoch [40][1800/2640] lr: 1.000e-03, eta: 4:21:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7102, top5_acc: 0.8953, loss_cls: 1.1001, loss: 1.1001, grad_norm: 10.3864 2021-08-17 15:33:01,373 - mmaction - INFO - Epoch [40][1820/2640] lr: 1.000e-03, eta: 4:21:43, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8977, loss_cls: 1.1522, loss: 1.1522, grad_norm: 11.0394 2021-08-17 15:33:12,358 - mmaction - INFO - Epoch [40][1840/2640] lr: 1.000e-03, eta: 4:21:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.8914, loss_cls: 1.1375, loss: 1.1375, grad_norm: 10.7965 2021-08-17 15:33:23,353 - mmaction - INFO - Epoch [40][1860/2640] lr: 1.000e-03, eta: 4:21:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6852, top5_acc: 0.8758, loss_cls: 1.2366, loss: 1.2366, grad_norm: 11.2213 2021-08-17 15:33:34,336 - mmaction - INFO - Epoch [40][1880/2640] lr: 1.000e-03, eta: 4:21:08, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7094, top5_acc: 0.9000, loss_cls: 1.1122, loss: 1.1122, grad_norm: 10.5533 2021-08-17 15:33:45,258 - mmaction - INFO - Epoch [40][1900/2640] lr: 1.000e-03, eta: 4:20:57, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8969, loss_cls: 1.1323, loss: 1.1323, grad_norm: 10.7542 2021-08-17 15:33:56,222 - mmaction - INFO - Epoch [40][1920/2640] lr: 1.000e-03, eta: 4:20:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7102, top5_acc: 0.9039, loss_cls: 1.1124, loss: 1.1124, grad_norm: 10.6435 2021-08-17 15:34:07,208 - mmaction - INFO - Epoch [40][1940/2640] lr: 1.000e-03, eta: 4:20:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8953, loss_cls: 1.1752, loss: 1.1752, grad_norm: 11.1853 2021-08-17 15:34:18,191 - mmaction - INFO - Epoch [40][1960/2640] lr: 1.000e-03, eta: 4:20:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7039, top5_acc: 0.9094, loss_cls: 1.0973, loss: 1.0973, grad_norm: 10.4035 2021-08-17 15:34:29,176 - mmaction - INFO - Epoch [40][1980/2640] lr: 1.000e-03, eta: 4:20:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1524, loss: 1.1524, grad_norm: 10.8587 2021-08-17 15:34:40,149 - mmaction - INFO - Epoch [40][2000/2640] lr: 1.000e-03, eta: 4:19:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8945, loss_cls: 1.1469, loss: 1.1469, grad_norm: 10.3119 2021-08-17 15:34:51,120 - mmaction - INFO - Epoch [40][2020/2640] lr: 1.000e-03, eta: 4:19:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7078, top5_acc: 0.8922, loss_cls: 1.1416, loss: 1.1416, grad_norm: 10.7569 2021-08-17 15:35:02,101 - mmaction - INFO - Epoch [40][2040/2640] lr: 1.000e-03, eta: 4:19:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7164, top5_acc: 0.9008, loss_cls: 1.1081, loss: 1.1081, grad_norm: 10.6638 2021-08-17 15:35:13,075 - mmaction - INFO - Epoch [40][2060/2640] lr: 1.000e-03, eta: 4:19:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6891, top5_acc: 0.8961, loss_cls: 1.1701, loss: 1.1701, grad_norm: 10.8612 2021-08-17 15:35:24,049 - mmaction - INFO - Epoch [40][2080/2640] lr: 1.000e-03, eta: 4:19:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6984, top5_acc: 0.8938, loss_cls: 1.1312, loss: 1.1312, grad_norm: 10.6854 2021-08-17 15:35:35,013 - mmaction - INFO - Epoch [40][2100/2640] lr: 1.000e-03, eta: 4:19:00, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6820, top5_acc: 0.8953, loss_cls: 1.2053, loss: 1.2053, grad_norm: 11.2114 2021-08-17 15:35:45,993 - mmaction - INFO - Epoch [40][2120/2640] lr: 1.000e-03, eta: 4:18:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.0883, loss: 1.0883, grad_norm: 10.5106 2021-08-17 15:35:56,953 - mmaction - INFO - Epoch [40][2140/2640] lr: 1.000e-03, eta: 4:18:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6945, top5_acc: 0.8805, loss_cls: 1.2120, loss: 1.2120, grad_norm: 11.0408 2021-08-17 15:36:07,934 - mmaction - INFO - Epoch [40][2160/2640] lr: 1.000e-03, eta: 4:18:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6906, top5_acc: 0.8875, loss_cls: 1.1921, loss: 1.1921, grad_norm: 10.9016 2021-08-17 15:36:18,925 - mmaction - INFO - Epoch [40][2180/2640] lr: 1.000e-03, eta: 4:18:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7078, top5_acc: 0.8953, loss_cls: 1.1304, loss: 1.1304, grad_norm: 10.6512 2021-08-17 15:36:29,897 - mmaction - INFO - Epoch [40][2200/2640] lr: 1.000e-03, eta: 4:18:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8977, loss_cls: 1.1185, loss: 1.1185, grad_norm: 10.7618 2021-08-17 15:36:40,867 - mmaction - INFO - Epoch [40][2220/2640] lr: 1.000e-03, eta: 4:17:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6930, top5_acc: 0.8977, loss_cls: 1.1457, loss: 1.1457, grad_norm: 10.7833 2021-08-17 15:36:51,860 - mmaction - INFO - Epoch [40][2240/2640] lr: 1.000e-03, eta: 4:17:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8875, loss_cls: 1.1419, loss: 1.1419, grad_norm: 11.1359 2021-08-17 15:37:02,834 - mmaction - INFO - Epoch [40][2260/2640] lr: 1.000e-03, eta: 4:17:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.1165, loss: 1.1165, grad_norm: 10.7515 2021-08-17 15:37:13,826 - mmaction - INFO - Epoch [40][2280/2640] lr: 1.000e-03, eta: 4:17:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9148, loss_cls: 1.0923, loss: 1.0923, grad_norm: 10.3430 2021-08-17 15:37:24,801 - mmaction - INFO - Epoch [40][2300/2640] lr: 1.000e-03, eta: 4:17:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8906, loss_cls: 1.1743, loss: 1.1743, grad_norm: 11.0849 2021-08-17 15:37:35,767 - mmaction - INFO - Epoch [40][2320/2640] lr: 1.000e-03, eta: 4:16:51, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7219, top5_acc: 0.9023, loss_cls: 1.0919, loss: 1.0919, grad_norm: 11.0220 2021-08-17 15:37:46,745 - mmaction - INFO - Epoch [40][2340/2640] lr: 1.000e-03, eta: 4:16:40, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6875, top5_acc: 0.8867, loss_cls: 1.1766, loss: 1.1766, grad_norm: 11.1813 2021-08-17 15:37:57,726 - mmaction - INFO - Epoch [40][2360/2640] lr: 1.000e-03, eta: 4:16:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8930, loss_cls: 1.1667, loss: 1.1667, grad_norm: 10.7989 2021-08-17 15:38:08,673 - mmaction - INFO - Epoch [40][2380/2640] lr: 1.000e-03, eta: 4:16:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6969, top5_acc: 0.8836, loss_cls: 1.1830, loss: 1.1830, grad_norm: 10.9868 2021-08-17 15:38:19,652 - mmaction - INFO - Epoch [40][2400/2640] lr: 1.000e-03, eta: 4:16:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.6758, top5_acc: 0.8898, loss_cls: 1.2178, loss: 1.2178, grad_norm: 11.5831 2021-08-17 15:38:30,629 - mmaction - INFO - Epoch [40][2420/2640] lr: 1.000e-03, eta: 4:15:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.1455, loss: 1.1455, grad_norm: 10.9224 2021-08-17 15:38:41,613 - mmaction - INFO - Epoch [40][2440/2640] lr: 1.000e-03, eta: 4:15:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7102, top5_acc: 0.9062, loss_cls: 1.1145, loss: 1.1145, grad_norm: 11.1772 2021-08-17 15:38:52,604 - mmaction - INFO - Epoch [40][2460/2640] lr: 1.000e-03, eta: 4:15:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8852, loss_cls: 1.1937, loss: 1.1937, grad_norm: 10.9665 2021-08-17 15:39:03,584 - mmaction - INFO - Epoch [40][2480/2640] lr: 1.000e-03, eta: 4:15:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6844, top5_acc: 0.8812, loss_cls: 1.2066, loss: 1.2066, grad_norm: 11.2194 2021-08-17 15:39:14,560 - mmaction - INFO - Epoch [40][2500/2640] lr: 1.000e-03, eta: 4:15:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.6961, top5_acc: 0.9102, loss_cls: 1.0843, loss: 1.0843, grad_norm: 10.8717 2021-08-17 15:39:25,553 - mmaction - INFO - Epoch [40][2520/2640] lr: 1.000e-03, eta: 4:14:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.6883, top5_acc: 0.8758, loss_cls: 1.1867, loss: 1.1867, grad_norm: 11.0966 2021-08-17 15:39:36,526 - mmaction - INFO - Epoch [40][2540/2640] lr: 1.000e-03, eta: 4:14:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6914, top5_acc: 0.8789, loss_cls: 1.2066, loss: 1.2066, grad_norm: 10.9975 2021-08-17 15:39:47,502 - mmaction - INFO - Epoch [40][2560/2640] lr: 1.000e-03, eta: 4:14:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7102, top5_acc: 0.8883, loss_cls: 1.1296, loss: 1.1296, grad_norm: 10.4580 2021-08-17 15:39:58,486 - mmaction - INFO - Epoch [40][2580/2640] lr: 1.000e-03, eta: 4:14:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.6805, top5_acc: 0.8750, loss_cls: 1.2115, loss: 1.2115, grad_norm: 10.8817 2021-08-17 15:40:09,466 - mmaction - INFO - Epoch [40][2600/2640] lr: 1.000e-03, eta: 4:14:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7078, top5_acc: 0.8891, loss_cls: 1.1440, loss: 1.1440, grad_norm: 10.3376 2021-08-17 15:40:20,438 - mmaction - INFO - Epoch [40][2620/2640] lr: 1.000e-03, eta: 4:13:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9016, loss_cls: 1.0876, loss: 1.0876, grad_norm: 10.4322 2021-08-17 15:40:31,117 - mmaction - INFO - Epoch [40][2640/2640] lr: 1.000e-03, eta: 4:13:44, time: 0.533, data_time: 0.002, memory: 7069, top1_acc: 0.6952, top5_acc: 0.9032, loss_cls: 1.1418, loss: 1.1418, grad_norm: 11.1678 2021-08-17 15:42:28,063 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 15:42:28,510 - mmaction - INFO - top1_acc 0.5700 top5_acc 0.8439 2021-08-17 15:42:28,510 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 15:42:28,555 - mmaction - INFO - mean_acc 0.5101 2021-08-17 15:42:29,201 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-08-17 15:42:29,201 - mmaction - INFO - Best top1_acc is 0.5700 at 40 epoch. 2021-08-17 15:42:29,223 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-08-17 15:42:29,921 - mmaction - INFO - Epoch(val) [40][194] top1_acc: 0.5700, top5_acc: 0.8439, mean_class_accuracy: 0.5101 2021-08-17 15:43:45,938 - mmaction - INFO - Epoch [41][20/2640] lr: 1.000e-04, eta: 4:13:49, time: 3.798, data_time: 3.195, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9094, loss_cls: 1.0584, loss: 1.0584, grad_norm: 10.8537 2021-08-17 15:43:56,930 - mmaction - INFO - Epoch [41][40/2640] lr: 1.000e-04, eta: 4:13:37, time: 0.550, data_time: 0.005, memory: 7069, top1_acc: 0.6961, top5_acc: 0.8922, loss_cls: 1.1573, loss: 1.1573, grad_norm: 10.8774 2021-08-17 15:44:07,860 - mmaction - INFO - Epoch [41][60/2640] lr: 1.000e-04, eta: 4:13:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7273, top5_acc: 0.9000, loss_cls: 1.0659, loss: 1.0659, grad_norm: 10.3316 2021-08-17 15:44:18,806 - mmaction - INFO - Epoch [41][80/2640] lr: 1.000e-04, eta: 4:13:14, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9109, loss_cls: 1.0398, loss: 1.0398, grad_norm: 10.4022 2021-08-17 15:44:29,754 - mmaction - INFO - Epoch [41][100/2640] lr: 1.000e-04, eta: 4:13:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6969, top5_acc: 0.9055, loss_cls: 1.1112, loss: 1.1112, grad_norm: 10.6601 2021-08-17 15:44:40,710 - mmaction - INFO - Epoch [41][120/2640] lr: 1.000e-04, eta: 4:12:50, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.6836, top5_acc: 0.9008, loss_cls: 1.1395, loss: 1.1395, grad_norm: 11.3009 2021-08-17 15:44:51,656 - mmaction - INFO - Epoch [41][140/2640] lr: 1.000e-04, eta: 4:12:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9047, loss_cls: 1.0207, loss: 1.0207, grad_norm: 10.3565 2021-08-17 15:45:02,625 - mmaction - INFO - Epoch [41][160/2640] lr: 1.000e-04, eta: 4:12:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.6937, top5_acc: 0.8992, loss_cls: 1.1333, loss: 1.1333, grad_norm: 10.8134 2021-08-17 15:45:13,572 - mmaction - INFO - Epoch [41][180/2640] lr: 1.000e-04, eta: 4:12:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9047, loss_cls: 1.0323, loss: 1.0323, grad_norm: 10.0726 2021-08-17 15:45:24,536 - mmaction - INFO - Epoch [41][200/2640] lr: 1.000e-04, eta: 4:12:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.9133, loss_cls: 1.0883, loss: 1.0883, grad_norm: 10.6552 2021-08-17 15:45:35,493 - mmaction - INFO - Epoch [41][220/2640] lr: 1.000e-04, eta: 4:11:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7172, top5_acc: 0.8914, loss_cls: 1.0830, loss: 1.0830, grad_norm: 10.1898 2021-08-17 15:45:46,454 - mmaction - INFO - Epoch [41][240/2640] lr: 1.000e-04, eta: 4:11:40, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7047, top5_acc: 0.9031, loss_cls: 1.1204, loss: 1.1204, grad_norm: 10.8025 2021-08-17 15:45:57,427 - mmaction - INFO - Epoch [41][260/2640] lr: 1.000e-04, eta: 4:11:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7141, top5_acc: 0.9008, loss_cls: 1.0625, loss: 1.0625, grad_norm: 10.4427 2021-08-17 15:46:08,395 - mmaction - INFO - Epoch [41][280/2640] lr: 1.000e-04, eta: 4:11:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7273, top5_acc: 0.9031, loss_cls: 1.0490, loss: 1.0490, grad_norm: 10.2143 2021-08-17 15:46:19,366 - mmaction - INFO - Epoch [41][300/2640] lr: 1.000e-04, eta: 4:11:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.9102, loss_cls: 1.0690, loss: 1.0690, grad_norm: 10.4728 2021-08-17 15:46:30,341 - mmaction - INFO - Epoch [41][320/2640] lr: 1.000e-04, eta: 4:10:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7008, top5_acc: 0.9008, loss_cls: 1.1278, loss: 1.1278, grad_norm: 10.7383 2021-08-17 15:46:41,302 - mmaction - INFO - Epoch [41][340/2640] lr: 1.000e-04, eta: 4:10:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9102, loss_cls: 1.0258, loss: 1.0258, grad_norm: 10.6990 2021-08-17 15:46:52,264 - mmaction - INFO - Epoch [41][360/2640] lr: 1.000e-04, eta: 4:10:30, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9047, loss_cls: 1.0414, loss: 1.0414, grad_norm: 10.3069 2021-08-17 15:47:03,265 - mmaction - INFO - Epoch [41][380/2640] lr: 1.000e-04, eta: 4:10:18, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7070, top5_acc: 0.9000, loss_cls: 1.1043, loss: 1.1043, grad_norm: 10.6192 2021-08-17 15:47:14,268 - mmaction - INFO - Epoch [41][400/2640] lr: 1.000e-04, eta: 4:10:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7250, top5_acc: 0.9031, loss_cls: 1.0812, loss: 1.0812, grad_norm: 10.3738 2021-08-17 15:47:25,242 - mmaction - INFO - Epoch [41][420/2640] lr: 1.000e-04, eta: 4:09:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7086, top5_acc: 0.8898, loss_cls: 1.1290, loss: 1.1290, grad_norm: 10.7736 2021-08-17 15:47:36,219 - mmaction - INFO - Epoch [41][440/2640] lr: 1.000e-04, eta: 4:09:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9109, loss_cls: 1.0626, loss: 1.0626, grad_norm: 10.4581 2021-08-17 15:47:47,191 - mmaction - INFO - Epoch [41][460/2640] lr: 1.000e-04, eta: 4:09:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9055, loss_cls: 1.0576, loss: 1.0576, grad_norm: 10.3753 2021-08-17 15:47:58,173 - mmaction - INFO - Epoch [41][480/2640] lr: 1.000e-04, eta: 4:09:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 0.9976, loss: 0.9976, grad_norm: 10.1299 2021-08-17 15:48:09,158 - mmaction - INFO - Epoch [41][500/2640] lr: 1.000e-04, eta: 4:09:08, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9008, loss_cls: 1.0660, loss: 1.0660, grad_norm: 10.0800 2021-08-17 15:48:20,143 - mmaction - INFO - Epoch [41][520/2640] lr: 1.000e-04, eta: 4:08:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9117, loss_cls: 1.0393, loss: 1.0393, grad_norm: 10.1326 2021-08-17 15:48:31,103 - mmaction - INFO - Epoch [41][540/2640] lr: 1.000e-04, eta: 4:08:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7219, top5_acc: 0.9039, loss_cls: 1.0451, loss: 1.0451, grad_norm: 10.2815 2021-08-17 15:48:42,120 - mmaction - INFO - Epoch [41][560/2640] lr: 1.000e-04, eta: 4:08:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9117, loss_cls: 1.0486, loss: 1.0486, grad_norm: 10.4082 2021-08-17 15:48:53,115 - mmaction - INFO - Epoch [41][580/2640] lr: 1.000e-04, eta: 4:08:22, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9156, loss_cls: 1.0229, loss: 1.0229, grad_norm: 10.5203 2021-08-17 15:49:04,088 - mmaction - INFO - Epoch [41][600/2640] lr: 1.000e-04, eta: 4:08:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9172, loss_cls: 0.9707, loss: 0.9707, grad_norm: 10.1756 2021-08-17 15:49:15,052 - mmaction - INFO - Epoch [41][620/2640] lr: 1.000e-04, eta: 4:07:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7180, top5_acc: 0.9008, loss_cls: 1.0939, loss: 1.0939, grad_norm: 10.3618 2021-08-17 15:49:26,018 - mmaction - INFO - Epoch [41][640/2640] lr: 1.000e-04, eta: 4:07:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 1.0476, loss: 1.0476, grad_norm: 10.3698 2021-08-17 15:49:36,983 - mmaction - INFO - Epoch [41][660/2640] lr: 1.000e-04, eta: 4:07:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9125, loss_cls: 1.0186, loss: 1.0186, grad_norm: 10.5012 2021-08-17 15:49:47,964 - mmaction - INFO - Epoch [41][680/2640] lr: 1.000e-04, eta: 4:07:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9078, loss_cls: 1.0074, loss: 1.0074, grad_norm: 10.0141 2021-08-17 15:49:58,947 - mmaction - INFO - Epoch [41][700/2640] lr: 1.000e-04, eta: 4:07:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7031, top5_acc: 0.8883, loss_cls: 1.1368, loss: 1.1368, grad_norm: 10.6607 2021-08-17 15:50:09,922 - mmaction - INFO - Epoch [41][720/2640] lr: 1.000e-04, eta: 4:07:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7266, top5_acc: 0.8992, loss_cls: 1.0822, loss: 1.0822, grad_norm: 10.3935 2021-08-17 15:50:20,885 - mmaction - INFO - Epoch [41][740/2640] lr: 1.000e-04, eta: 4:06:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9289, loss_cls: 0.9660, loss: 0.9660, grad_norm: 10.1008 2021-08-17 15:50:31,856 - mmaction - INFO - Epoch [41][760/2640] lr: 1.000e-04, eta: 4:06:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7094, top5_acc: 0.9062, loss_cls: 1.0719, loss: 1.0719, grad_norm: 10.7392 2021-08-17 15:50:42,843 - mmaction - INFO - Epoch [41][780/2640] lr: 1.000e-04, eta: 4:06:25, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9031, loss_cls: 1.0597, loss: 1.0597, grad_norm: 10.4370 2021-08-17 15:50:53,828 - mmaction - INFO - Epoch [41][800/2640] lr: 1.000e-04, eta: 4:06:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7289, top5_acc: 0.8969, loss_cls: 1.0433, loss: 1.0433, grad_norm: 10.1530 2021-08-17 15:51:04,798 - mmaction - INFO - Epoch [41][820/2640] lr: 1.000e-04, eta: 4:06:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9141, loss_cls: 0.9874, loss: 0.9874, grad_norm: 10.4423 2021-08-17 15:51:15,764 - mmaction - INFO - Epoch [41][840/2640] lr: 1.000e-04, eta: 4:05:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7094, top5_acc: 0.9039, loss_cls: 1.0863, loss: 1.0863, grad_norm: 10.2818 2021-08-17 15:51:26,727 - mmaction - INFO - Epoch [41][860/2640] lr: 1.000e-04, eta: 4:05:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9109, loss_cls: 1.0225, loss: 1.0225, grad_norm: 10.3133 2021-08-17 15:51:37,710 - mmaction - INFO - Epoch [41][880/2640] lr: 1.000e-04, eta: 4:05:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7258, top5_acc: 0.8992, loss_cls: 1.0320, loss: 1.0320, grad_norm: 10.3798 2021-08-17 15:51:48,697 - mmaction - INFO - Epoch [41][900/2640] lr: 1.000e-04, eta: 4:05:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9148, loss_cls: 0.9743, loss: 0.9743, grad_norm: 9.6049 2021-08-17 15:51:59,657 - mmaction - INFO - Epoch [41][920/2640] lr: 1.000e-04, eta: 4:05:03, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9016, loss_cls: 1.0670, loss: 1.0670, grad_norm: 10.5467 2021-08-17 15:52:10,617 - mmaction - INFO - Epoch [41][940/2640] lr: 1.000e-04, eta: 4:04:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9164, loss_cls: 1.0310, loss: 1.0310, grad_norm: 10.2253 2021-08-17 15:52:21,596 - mmaction - INFO - Epoch [41][960/2640] lr: 1.000e-04, eta: 4:04:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0509, loss: 1.0509, grad_norm: 10.6133 2021-08-17 15:52:32,556 - mmaction - INFO - Epoch [41][980/2640] lr: 1.000e-04, eta: 4:04:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7266, top5_acc: 0.8969, loss_cls: 1.0775, loss: 1.0775, grad_norm: 10.4889 2021-08-17 15:52:43,526 - mmaction - INFO - Epoch [41][1000/2640] lr: 1.000e-04, eta: 4:04:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.8930, loss_cls: 1.0713, loss: 1.0713, grad_norm: 10.2376 2021-08-17 15:52:54,514 - mmaction - INFO - Epoch [41][1020/2640] lr: 1.000e-04, eta: 4:04:05, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7180, top5_acc: 0.8969, loss_cls: 1.0709, loss: 1.0709, grad_norm: 10.3407 2021-08-17 15:53:05,493 - mmaction - INFO - Epoch [41][1040/2640] lr: 1.000e-04, eta: 4:03:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9195, loss_cls: 1.0203, loss: 1.0203, grad_norm: 10.3928 2021-08-17 15:53:16,461 - mmaction - INFO - Epoch [41][1060/2640] lr: 1.000e-04, eta: 4:03:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9117, loss_cls: 1.0147, loss: 1.0147, grad_norm: 10.3609 2021-08-17 15:53:27,430 - mmaction - INFO - Epoch [41][1080/2640] lr: 1.000e-04, eta: 4:03:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7195, top5_acc: 0.8930, loss_cls: 1.0850, loss: 1.0850, grad_norm: 10.6825 2021-08-17 15:53:38,415 - mmaction - INFO - Epoch [41][1100/2640] lr: 1.000e-04, eta: 4:03:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9187, loss_cls: 1.0001, loss: 1.0001, grad_norm: 10.2349 2021-08-17 15:53:49,385 - mmaction - INFO - Epoch [41][1120/2640] lr: 1.000e-04, eta: 4:03:06, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7328, top5_acc: 0.8945, loss_cls: 1.0681, loss: 1.0681, grad_norm: 10.2526 2021-08-17 15:54:00,414 - mmaction - INFO - Epoch [41][1140/2640] lr: 1.000e-04, eta: 4:02:55, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9234, loss_cls: 0.9856, loss: 0.9856, grad_norm: 10.6519 2021-08-17 15:54:11,343 - mmaction - INFO - Epoch [41][1160/2640] lr: 1.000e-04, eta: 4:02:43, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.7234, top5_acc: 0.8969, loss_cls: 1.0574, loss: 1.0574, grad_norm: 10.0229 2021-08-17 15:54:22,330 - mmaction - INFO - Epoch [41][1180/2640] lr: 1.000e-04, eta: 4:02:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9156, loss_cls: 0.9436, loss: 0.9436, grad_norm: 10.0221 2021-08-17 15:54:33,299 - mmaction - INFO - Epoch [41][1200/2640] lr: 1.000e-04, eta: 4:02:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9086, loss_cls: 0.9925, loss: 0.9925, grad_norm: 9.9759 2021-08-17 15:54:44,288 - mmaction - INFO - Epoch [41][1220/2640] lr: 1.000e-04, eta: 4:02:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9125, loss_cls: 0.9881, loss: 0.9881, grad_norm: 10.3139 2021-08-17 15:54:55,242 - mmaction - INFO - Epoch [41][1240/2640] lr: 1.000e-04, eta: 4:01:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7164, top5_acc: 0.9086, loss_cls: 1.0493, loss: 1.0493, grad_norm: 10.2358 2021-08-17 15:55:06,215 - mmaction - INFO - Epoch [41][1260/2640] lr: 1.000e-04, eta: 4:01:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9156, loss_cls: 0.9835, loss: 0.9835, grad_norm: 9.9839 2021-08-17 15:55:17,213 - mmaction - INFO - Epoch [41][1280/2640] lr: 1.000e-04, eta: 4:01:33, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9164, loss_cls: 1.0114, loss: 1.0114, grad_norm: 10.3110 2021-08-17 15:55:28,192 - mmaction - INFO - Epoch [41][1300/2640] lr: 1.000e-04, eta: 4:01:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7227, top5_acc: 0.8969, loss_cls: 1.0807, loss: 1.0807, grad_norm: 10.5793 2021-08-17 15:55:39,161 - mmaction - INFO - Epoch [41][1320/2640] lr: 1.000e-04, eta: 4:01:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7273, top5_acc: 0.9031, loss_cls: 1.0262, loss: 1.0262, grad_norm: 10.2235 2021-08-17 15:55:50,123 - mmaction - INFO - Epoch [41][1340/2640] lr: 1.000e-04, eta: 4:00:58, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9055, loss_cls: 1.0087, loss: 1.0087, grad_norm: 10.0579 2021-08-17 15:56:01,086 - mmaction - INFO - Epoch [41][1360/2640] lr: 1.000e-04, eta: 4:00:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9023, loss_cls: 1.0944, loss: 1.0944, grad_norm: 10.6712 2021-08-17 15:56:12,052 - mmaction - INFO - Epoch [41][1380/2640] lr: 1.000e-04, eta: 4:00:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9180, loss_cls: 0.9962, loss: 0.9962, grad_norm: 10.2689 2021-08-17 15:56:23,008 - mmaction - INFO - Epoch [41][1400/2640] lr: 1.000e-04, eta: 4:00:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9172, loss_cls: 1.0281, loss: 1.0281, grad_norm: 10.7099 2021-08-17 15:56:34,003 - mmaction - INFO - Epoch [41][1420/2640] lr: 1.000e-04, eta: 4:00:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9055, loss_cls: 1.0303, loss: 1.0303, grad_norm: 10.2919 2021-08-17 15:56:44,987 - mmaction - INFO - Epoch [41][1440/2640] lr: 1.000e-04, eta: 4:00:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7312, top5_acc: 0.8992, loss_cls: 1.0115, loss: 1.0115, grad_norm: 10.0384 2021-08-17 15:56:55,971 - mmaction - INFO - Epoch [41][1460/2640] lr: 1.000e-04, eta: 3:59:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9211, loss_cls: 0.9217, loss: 0.9217, grad_norm: 9.9967 2021-08-17 15:57:06,944 - mmaction - INFO - Epoch [41][1480/2640] lr: 1.000e-04, eta: 3:59:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9109, loss_cls: 1.0059, loss: 1.0059, grad_norm: 10.1637 2021-08-17 15:57:17,915 - mmaction - INFO - Epoch [41][1500/2640] lr: 1.000e-04, eta: 3:59:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9187, loss_cls: 0.9466, loss: 0.9466, grad_norm: 10.3011 2021-08-17 15:57:28,898 - mmaction - INFO - Epoch [41][1520/2640] lr: 1.000e-04, eta: 3:59:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7047, top5_acc: 0.8875, loss_cls: 1.1555, loss: 1.1555, grad_norm: 10.9463 2021-08-17 15:57:39,882 - mmaction - INFO - Epoch [41][1540/2640] lr: 1.000e-04, eta: 3:59:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9219, loss_cls: 0.9945, loss: 0.9945, grad_norm: 10.3645 2021-08-17 15:57:50,880 - mmaction - INFO - Epoch [41][1560/2640] lr: 1.000e-04, eta: 3:58:50, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7336, top5_acc: 0.8914, loss_cls: 1.0635, loss: 1.0635, grad_norm: 10.3250 2021-08-17 15:58:01,850 - mmaction - INFO - Epoch [41][1580/2640] lr: 1.000e-04, eta: 3:58:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7055, top5_acc: 0.9117, loss_cls: 1.0784, loss: 1.0784, grad_norm: 10.4423 2021-08-17 15:58:12,822 - mmaction - INFO - Epoch [41][1600/2640] lr: 1.000e-04, eta: 3:58:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7398, top5_acc: 0.8992, loss_cls: 0.9927, loss: 0.9927, grad_norm: 10.3039 2021-08-17 15:58:23,811 - mmaction - INFO - Epoch [41][1620/2640] lr: 1.000e-04, eta: 3:58:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9039, loss_cls: 1.0372, loss: 1.0372, grad_norm: 10.6333 2021-08-17 15:58:34,787 - mmaction - INFO - Epoch [41][1640/2640] lr: 1.000e-04, eta: 3:58:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9203, loss_cls: 0.9607, loss: 0.9607, grad_norm: 9.7132 2021-08-17 15:58:45,766 - mmaction - INFO - Epoch [41][1660/2640] lr: 1.000e-04, eta: 3:57:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9109, loss_cls: 1.0597, loss: 1.0597, grad_norm: 10.2883 2021-08-17 15:58:56,745 - mmaction - INFO - Epoch [41][1680/2640] lr: 1.000e-04, eta: 3:57:40, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9078, loss_cls: 1.0385, loss: 1.0385, grad_norm: 10.6129 2021-08-17 15:59:07,725 - mmaction - INFO - Epoch [41][1700/2640] lr: 1.000e-04, eta: 3:57:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9016, loss_cls: 1.0471, loss: 1.0471, grad_norm: 10.3548 2021-08-17 15:59:18,705 - mmaction - INFO - Epoch [41][1720/2640] lr: 1.000e-04, eta: 3:57:16, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9008, loss_cls: 1.0431, loss: 1.0431, grad_norm: 10.2920 2021-08-17 15:59:29,687 - mmaction - INFO - Epoch [41][1740/2640] lr: 1.000e-04, eta: 3:57:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.8969, loss_cls: 1.0964, loss: 1.0964, grad_norm: 10.8907 2021-08-17 15:59:40,661 - mmaction - INFO - Epoch [41][1760/2640] lr: 1.000e-04, eta: 3:56:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9047, loss_cls: 1.0067, loss: 1.0067, grad_norm: 10.3038 2021-08-17 15:59:51,625 - mmaction - INFO - Epoch [41][1780/2640] lr: 1.000e-04, eta: 3:56:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9086, loss_cls: 1.0041, loss: 1.0041, grad_norm: 10.3241 2021-08-17 16:00:02,598 - mmaction - INFO - Epoch [41][1800/2640] lr: 1.000e-04, eta: 3:56:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9109, loss_cls: 1.0167, loss: 1.0167, grad_norm: 10.0153 2021-08-17 16:00:13,525 - mmaction - INFO - Epoch [41][1820/2640] lr: 1.000e-04, eta: 3:56:18, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9109, loss_cls: 1.0103, loss: 1.0103, grad_norm: 10.3912 2021-08-17 16:00:24,527 - mmaction - INFO - Epoch [41][1840/2640] lr: 1.000e-04, eta: 3:56:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9109, loss_cls: 1.0051, loss: 1.0051, grad_norm: 10.4937 2021-08-17 16:00:35,511 - mmaction - INFO - Epoch [41][1860/2640] lr: 1.000e-04, eta: 3:55:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9117, loss_cls: 1.0192, loss: 1.0192, grad_norm: 10.8667 2021-08-17 16:00:46,482 - mmaction - INFO - Epoch [41][1880/2640] lr: 1.000e-04, eta: 3:55:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9125, loss_cls: 1.0017, loss: 1.0017, grad_norm: 10.0866 2021-08-17 16:00:57,438 - mmaction - INFO - Epoch [41][1900/2640] lr: 1.000e-04, eta: 3:55:31, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.9647, loss: 0.9647, grad_norm: 10.0050 2021-08-17 16:01:08,421 - mmaction - INFO - Epoch [41][1920/2640] lr: 1.000e-04, eta: 3:55:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9125, loss_cls: 1.0292, loss: 1.0292, grad_norm: 10.4128 2021-08-17 16:01:19,403 - mmaction - INFO - Epoch [41][1940/2640] lr: 1.000e-04, eta: 3:55:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9164, loss_cls: 1.0185, loss: 1.0185, grad_norm: 10.4932 2021-08-17 16:01:30,377 - mmaction - INFO - Epoch [41][1960/2640] lr: 1.000e-04, eta: 3:54:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9180, loss_cls: 0.9945, loss: 0.9945, grad_norm: 10.4888 2021-08-17 16:01:41,342 - mmaction - INFO - Epoch [41][1980/2640] lr: 1.000e-04, eta: 3:54:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7211, top5_acc: 0.8984, loss_cls: 1.0777, loss: 1.0777, grad_norm: 10.8535 2021-08-17 16:01:52,325 - mmaction - INFO - Epoch [41][2000/2640] lr: 1.000e-04, eta: 3:54:33, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9086, loss_cls: 1.0353, loss: 1.0353, grad_norm: 10.8178 2021-08-17 16:02:03,290 - mmaction - INFO - Epoch [41][2020/2640] lr: 1.000e-04, eta: 3:54:21, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9055, loss_cls: 1.0420, loss: 1.0420, grad_norm: 10.5557 2021-08-17 16:02:14,280 - mmaction - INFO - Epoch [41][2040/2640] lr: 1.000e-04, eta: 3:54:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7109, top5_acc: 0.8945, loss_cls: 1.1289, loss: 1.1289, grad_norm: 10.5713 2021-08-17 16:02:25,258 - mmaction - INFO - Epoch [41][2060/2640] lr: 1.000e-04, eta: 3:53:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9156, loss_cls: 1.0279, loss: 1.0279, grad_norm: 10.4638 2021-08-17 16:02:36,246 - mmaction - INFO - Epoch [41][2080/2640] lr: 1.000e-04, eta: 3:53:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7234, top5_acc: 0.8984, loss_cls: 1.0603, loss: 1.0603, grad_norm: 10.2997 2021-08-17 16:02:47,224 - mmaction - INFO - Epoch [41][2100/2640] lr: 1.000e-04, eta: 3:53:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9109, loss_cls: 0.9824, loss: 0.9824, grad_norm: 9.9575 2021-08-17 16:02:58,212 - mmaction - INFO - Epoch [41][2120/2640] lr: 1.000e-04, eta: 3:53:23, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9148, loss_cls: 0.9384, loss: 0.9384, grad_norm: 9.7465 2021-08-17 16:03:09,180 - mmaction - INFO - Epoch [41][2140/2640] lr: 1.000e-04, eta: 3:53:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9219, loss_cls: 0.9668, loss: 0.9668, grad_norm: 10.1043 2021-08-17 16:03:20,155 - mmaction - INFO - Epoch [41][2160/2640] lr: 1.000e-04, eta: 3:53:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9117, loss_cls: 1.0637, loss: 1.0637, grad_norm: 10.5167 2021-08-17 16:03:31,124 - mmaction - INFO - Epoch [41][2180/2640] lr: 1.000e-04, eta: 3:52:48, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7234, top5_acc: 0.9125, loss_cls: 1.0334, loss: 1.0334, grad_norm: 10.3571 2021-08-17 16:03:42,085 - mmaction - INFO - Epoch [41][2200/2640] lr: 1.000e-04, eta: 3:52:36, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7188, top5_acc: 0.9008, loss_cls: 1.0891, loss: 1.0891, grad_norm: 10.6833 2021-08-17 16:03:53,049 - mmaction - INFO - Epoch [41][2220/2640] lr: 1.000e-04, eta: 3:52:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9031, loss_cls: 1.0485, loss: 1.0485, grad_norm: 10.6187 2021-08-17 16:04:04,036 - mmaction - INFO - Epoch [41][2240/2640] lr: 1.000e-04, eta: 3:52:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9070, loss_cls: 0.9942, loss: 0.9942, grad_norm: 9.9166 2021-08-17 16:04:15,011 - mmaction - INFO - Epoch [41][2260/2640] lr: 1.000e-04, eta: 3:52:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7234, top5_acc: 0.8969, loss_cls: 1.1050, loss: 1.1050, grad_norm: 10.8460 2021-08-17 16:04:25,988 - mmaction - INFO - Epoch [41][2280/2640] lr: 1.000e-04, eta: 3:51:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9164, loss_cls: 0.9679, loss: 0.9679, grad_norm: 10.0854 2021-08-17 16:04:36,971 - mmaction - INFO - Epoch [41][2300/2640] lr: 1.000e-04, eta: 3:51:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7148, top5_acc: 0.8984, loss_cls: 1.0807, loss: 1.0807, grad_norm: 10.6794 2021-08-17 16:04:47,956 - mmaction - INFO - Epoch [41][2320/2640] lr: 1.000e-04, eta: 3:51:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9195, loss_cls: 1.0029, loss: 1.0029, grad_norm: 10.1612 2021-08-17 16:04:58,943 - mmaction - INFO - Epoch [41][2340/2640] lr: 1.000e-04, eta: 3:51:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9102, loss_cls: 1.0199, loss: 1.0199, grad_norm: 10.7617 2021-08-17 16:05:09,887 - mmaction - INFO - Epoch [41][2360/2640] lr: 1.000e-04, eta: 3:51:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 1.0220, loss: 1.0220, grad_norm: 10.3759 2021-08-17 16:05:20,854 - mmaction - INFO - Epoch [41][2380/2640] lr: 1.000e-04, eta: 3:50:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9062, loss_cls: 1.0076, loss: 1.0076, grad_norm: 10.5475 2021-08-17 16:05:31,833 - mmaction - INFO - Epoch [41][2400/2640] lr: 1.000e-04, eta: 3:50:40, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9187, loss_cls: 0.9424, loss: 0.9424, grad_norm: 10.1585 2021-08-17 16:05:42,812 - mmaction - INFO - Epoch [41][2420/2640] lr: 1.000e-04, eta: 3:50:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.8977, loss_cls: 1.0380, loss: 1.0380, grad_norm: 10.7622 2021-08-17 16:05:53,793 - mmaction - INFO - Epoch [41][2440/2640] lr: 1.000e-04, eta: 3:50:16, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9195, loss_cls: 0.9851, loss: 0.9851, grad_norm: 10.3255 2021-08-17 16:06:04,788 - mmaction - INFO - Epoch [41][2460/2640] lr: 1.000e-04, eta: 3:50:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9055, loss_cls: 1.0138, loss: 1.0138, grad_norm: 10.1093 2021-08-17 16:06:15,779 - mmaction - INFO - Epoch [41][2480/2640] lr: 1.000e-04, eta: 3:49:53, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9117, loss_cls: 1.0227, loss: 1.0227, grad_norm: 12.4714 2021-08-17 16:06:26,759 - mmaction - INFO - Epoch [41][2500/2640] lr: 1.000e-04, eta: 3:49:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9242, loss_cls: 0.9680, loss: 0.9680, grad_norm: 10.2894 2021-08-17 16:06:37,727 - mmaction - INFO - Epoch [41][2520/2640] lr: 1.000e-04, eta: 3:49:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9055, loss_cls: 1.0368, loss: 1.0368, grad_norm: 10.2587 2021-08-17 16:06:48,701 - mmaction - INFO - Epoch [41][2540/2640] lr: 1.000e-04, eta: 3:49:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9109, loss_cls: 1.0042, loss: 1.0042, grad_norm: 10.3064 2021-08-17 16:06:59,676 - mmaction - INFO - Epoch [41][2560/2640] lr: 1.000e-04, eta: 3:49:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9102, loss_cls: 1.0016, loss: 1.0016, grad_norm: 10.3741 2021-08-17 16:07:10,651 - mmaction - INFO - Epoch [41][2580/2640] lr: 1.000e-04, eta: 3:48:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9047, loss_cls: 1.0538, loss: 1.0538, grad_norm: 10.5365 2021-08-17 16:07:21,624 - mmaction - INFO - Epoch [41][2600/2640] lr: 1.000e-04, eta: 3:48:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9031, loss_cls: 1.0628, loss: 1.0628, grad_norm: 10.4101 2021-08-17 16:07:32,592 - mmaction - INFO - Epoch [41][2620/2640] lr: 1.000e-04, eta: 3:48:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9117, loss_cls: 1.0242, loss: 1.0242, grad_norm: 10.5593 2021-08-17 16:07:43,267 - mmaction - INFO - Epoch [41][2640/2640] lr: 1.000e-04, eta: 3:48:20, time: 0.534, data_time: 0.002, memory: 7069, top1_acc: 0.7202, top5_acc: 0.8984, loss_cls: 1.0795, loss: 1.0795, grad_norm: 11.1780 2021-08-17 16:10:41,534 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 16:10:42,012 - mmaction - INFO - top1_acc 0.5878 top5_acc 0.8541 2021-08-17 16:10:42,012 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 16:10:42,082 - mmaction - INFO - mean_acc 0.5280 2021-08-17 16:10:42,515 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-08-17 16:10:42,515 - mmaction - INFO - Best top1_acc is 0.5878 at 41 epoch. 2021-08-17 16:10:42,526 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-08-17 16:10:42,834 - mmaction - INFO - Epoch(val) [41][194] top1_acc: 0.5878, top5_acc: 0.8541, mean_class_accuracy: 0.5280 2021-08-17 16:12:02,479 - mmaction - INFO - Epoch [42][20/2640] lr: 1.000e-04, eta: 3:48:23, time: 3.978, data_time: 3.372, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9047, loss_cls: 1.0172, loss: 1.0172, grad_norm: 10.4077 2021-08-17 16:12:13,479 - mmaction - INFO - Epoch [42][40/2640] lr: 1.000e-04, eta: 3:48:12, time: 0.551, data_time: 0.007, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9187, loss_cls: 1.0067, loss: 1.0067, grad_norm: 10.3539 2021-08-17 16:12:24,449 - mmaction - INFO - Epoch [42][60/2640] lr: 1.000e-04, eta: 3:48:00, time: 0.550, data_time: 0.003, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9336, loss_cls: 0.9375, loss: 0.9375, grad_norm: 10.0609 2021-08-17 16:12:35,394 - mmaction - INFO - Epoch [42][80/2640] lr: 1.000e-04, eta: 3:47:48, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9543, loss: 0.9543, grad_norm: 10.1408 2021-08-17 16:12:46,353 - mmaction - INFO - Epoch [42][100/2640] lr: 1.000e-04, eta: 3:47:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9055, loss_cls: 1.0564, loss: 1.0564, grad_norm: 10.7545 2021-08-17 16:12:57,307 - mmaction - INFO - Epoch [42][120/2640] lr: 1.000e-04, eta: 3:47:25, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7289, top5_acc: 0.8945, loss_cls: 1.0426, loss: 1.0426, grad_norm: 10.3828 2021-08-17 16:13:08,234 - mmaction - INFO - Epoch [42][140/2640] lr: 1.000e-04, eta: 3:47:13, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.9586, loss: 0.9586, grad_norm: 10.0968 2021-08-17 16:13:19,198 - mmaction - INFO - Epoch [42][160/2640] lr: 1.000e-04, eta: 3:47:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9156, loss_cls: 0.9875, loss: 0.9875, grad_norm: 10.2699 2021-08-17 16:13:30,138 - mmaction - INFO - Epoch [42][180/2640] lr: 1.000e-04, eta: 3:46:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9117, loss_cls: 1.0049, loss: 1.0049, grad_norm: 10.2977 2021-08-17 16:13:41,119 - mmaction - INFO - Epoch [42][200/2640] lr: 1.000e-04, eta: 3:46:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.0241, loss: 1.0241, grad_norm: 10.1743 2021-08-17 16:13:52,077 - mmaction - INFO - Epoch [42][220/2640] lr: 1.000e-04, eta: 3:46:27, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7289, top5_acc: 0.8992, loss_cls: 1.0641, loss: 1.0641, grad_norm: 10.6675 2021-08-17 16:14:03,056 - mmaction - INFO - Epoch [42][240/2640] lr: 1.000e-04, eta: 3:46:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7133, top5_acc: 0.8883, loss_cls: 1.0932, loss: 1.0932, grad_norm: 10.7322 2021-08-17 16:14:14,015 - mmaction - INFO - Epoch [42][260/2640] lr: 1.000e-04, eta: 3:46:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9203, loss_cls: 0.9928, loss: 0.9928, grad_norm: 10.4409 2021-08-17 16:14:25,000 - mmaction - INFO - Epoch [42][280/2640] lr: 1.000e-04, eta: 3:45:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9055, loss_cls: 1.0140, loss: 1.0140, grad_norm: 10.3801 2021-08-17 16:14:35,966 - mmaction - INFO - Epoch [42][300/2640] lr: 1.000e-04, eta: 3:45:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9133, loss_cls: 1.0038, loss: 1.0038, grad_norm: 10.1918 2021-08-17 16:14:46,949 - mmaction - INFO - Epoch [42][320/2640] lr: 1.000e-04, eta: 3:45:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9187, loss_cls: 0.9524, loss: 0.9524, grad_norm: 10.1046 2021-08-17 16:14:57,909 - mmaction - INFO - Epoch [42][340/2640] lr: 1.000e-04, eta: 3:45:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9125, loss_cls: 1.0171, loss: 1.0171, grad_norm: 10.6184 2021-08-17 16:15:08,875 - mmaction - INFO - Epoch [42][360/2640] lr: 1.000e-04, eta: 3:45:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7117, top5_acc: 0.9117, loss_cls: 1.0063, loss: 1.0063, grad_norm: 10.4531 2021-08-17 16:15:19,828 - mmaction - INFO - Epoch [42][380/2640] lr: 1.000e-04, eta: 3:44:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.0474, loss: 1.0474, grad_norm: 10.5043 2021-08-17 16:15:30,822 - mmaction - INFO - Epoch [42][400/2640] lr: 1.000e-04, eta: 3:44:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7211, top5_acc: 0.9078, loss_cls: 1.0407, loss: 1.0407, grad_norm: 10.5474 2021-08-17 16:15:41,783 - mmaction - INFO - Epoch [42][420/2640] lr: 1.000e-04, eta: 3:44:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9148, loss_cls: 0.9663, loss: 0.9663, grad_norm: 10.5338 2021-08-17 16:15:52,774 - mmaction - INFO - Epoch [42][440/2640] lr: 1.000e-04, eta: 3:44:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7172, top5_acc: 0.9078, loss_cls: 1.0549, loss: 1.0549, grad_norm: 10.7858 2021-08-17 16:16:03,746 - mmaction - INFO - Epoch [42][460/2640] lr: 1.000e-04, eta: 3:44:07, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9094, loss_cls: 1.0183, loss: 1.0183, grad_norm: 10.4834 2021-08-17 16:16:14,714 - mmaction - INFO - Epoch [42][480/2640] lr: 1.000e-04, eta: 3:43:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7219, top5_acc: 0.9125, loss_cls: 1.0128, loss: 1.0128, grad_norm: 10.6517 2021-08-17 16:16:25,684 - mmaction - INFO - Epoch [42][500/2640] lr: 1.000e-04, eta: 3:43:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7156, top5_acc: 0.9062, loss_cls: 1.0494, loss: 1.0494, grad_norm: 10.7144 2021-08-17 16:16:36,654 - mmaction - INFO - Epoch [42][520/2640] lr: 1.000e-04, eta: 3:43:32, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9016, loss_cls: 1.0404, loss: 1.0404, grad_norm: 10.5744 2021-08-17 16:16:47,643 - mmaction - INFO - Epoch [42][540/2640] lr: 1.000e-04, eta: 3:43:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9094, loss_cls: 1.0222, loss: 1.0222, grad_norm: 10.5586 2021-08-17 16:16:58,632 - mmaction - INFO - Epoch [42][560/2640] lr: 1.000e-04, eta: 3:43:08, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7273, top5_acc: 0.9141, loss_cls: 1.0285, loss: 1.0285, grad_norm: 10.8770 2021-08-17 16:17:09,615 - mmaction - INFO - Epoch [42][580/2640] lr: 1.000e-04, eta: 3:42:57, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9180, loss_cls: 0.9782, loss: 0.9782, grad_norm: 10.4669 2021-08-17 16:17:20,615 - mmaction - INFO - Epoch [42][600/2640] lr: 1.000e-04, eta: 3:42:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9133, loss_cls: 0.9461, loss: 0.9461, grad_norm: 10.1299 2021-08-17 16:17:31,575 - mmaction - INFO - Epoch [42][620/2640] lr: 1.000e-04, eta: 3:42:33, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9125, loss_cls: 0.9843, loss: 0.9843, grad_norm: 10.5821 2021-08-17 16:17:42,569 - mmaction - INFO - Epoch [42][640/2640] lr: 1.000e-04, eta: 3:42:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9227, loss_cls: 0.9540, loss: 0.9540, grad_norm: 10.3695 2021-08-17 16:17:53,541 - mmaction - INFO - Epoch [42][660/2640] lr: 1.000e-04, eta: 3:42:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9630, loss: 0.9630, grad_norm: 10.5167 2021-08-17 16:18:04,502 - mmaction - INFO - Epoch [42][680/2640] lr: 1.000e-04, eta: 3:41:58, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9047, loss_cls: 1.0372, loss: 1.0372, grad_norm: 10.5887 2021-08-17 16:18:15,461 - mmaction - INFO - Epoch [42][700/2640] lr: 1.000e-04, eta: 3:41:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7211, top5_acc: 0.9062, loss_cls: 1.0326, loss: 1.0326, grad_norm: 10.8505 2021-08-17 16:18:26,430 - mmaction - INFO - Epoch [42][720/2640] lr: 1.000e-04, eta: 3:41:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9227, loss_cls: 0.9832, loss: 0.9832, grad_norm: 10.8558 2021-08-17 16:18:37,410 - mmaction - INFO - Epoch [42][740/2640] lr: 1.000e-04, eta: 3:41:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9219, loss_cls: 0.9358, loss: 0.9358, grad_norm: 10.1124 2021-08-17 16:18:48,403 - mmaction - INFO - Epoch [42][760/2640] lr: 1.000e-04, eta: 3:41:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9031, loss_cls: 1.0475, loss: 1.0475, grad_norm: 10.7196 2021-08-17 16:18:59,365 - mmaction - INFO - Epoch [42][780/2640] lr: 1.000e-04, eta: 3:41:00, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9164, loss_cls: 1.0119, loss: 1.0119, grad_norm: 10.8966 2021-08-17 16:19:10,358 - mmaction - INFO - Epoch [42][800/2640] lr: 1.000e-04, eta: 3:40:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7242, top5_acc: 0.9000, loss_cls: 1.0401, loss: 1.0401, grad_norm: 10.5678 2021-08-17 16:19:21,325 - mmaction - INFO - Epoch [42][820/2640] lr: 1.000e-04, eta: 3:40:37, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9055, loss_cls: 1.0285, loss: 1.0285, grad_norm: 10.3442 2021-08-17 16:19:32,301 - mmaction - INFO - Epoch [42][840/2640] lr: 1.000e-04, eta: 3:40:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9258, loss_cls: 0.9327, loss: 0.9327, grad_norm: 10.3382 2021-08-17 16:19:43,272 - mmaction - INFO - Epoch [42][860/2640] lr: 1.000e-04, eta: 3:40:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9008, loss_cls: 0.9874, loss: 0.9874, grad_norm: 10.4743 2021-08-17 16:19:54,252 - mmaction - INFO - Epoch [42][880/2640] lr: 1.000e-04, eta: 3:40:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9109, loss_cls: 0.9831, loss: 0.9831, grad_norm: 10.3780 2021-08-17 16:20:05,244 - mmaction - INFO - Epoch [42][900/2640] lr: 1.000e-04, eta: 3:39:50, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7188, top5_acc: 0.9016, loss_cls: 1.0895, loss: 1.0895, grad_norm: 11.1649 2021-08-17 16:20:16,218 - mmaction - INFO - Epoch [42][920/2640] lr: 1.000e-04, eta: 3:39:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9102, loss_cls: 1.0286, loss: 1.0286, grad_norm: 10.6198 2021-08-17 16:20:27,179 - mmaction - INFO - Epoch [42][940/2640] lr: 1.000e-04, eta: 3:39:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9039, loss_cls: 0.9638, loss: 0.9638, grad_norm: 9.9612 2021-08-17 16:20:38,186 - mmaction - INFO - Epoch [42][960/2640] lr: 1.000e-04, eta: 3:39:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7250, top5_acc: 0.9094, loss_cls: 1.0265, loss: 1.0265, grad_norm: 10.5007 2021-08-17 16:20:49,160 - mmaction - INFO - Epoch [42][980/2640] lr: 1.000e-04, eta: 3:39:03, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9109, loss_cls: 0.9941, loss: 0.9941, grad_norm: 10.4808 2021-08-17 16:21:00,175 - mmaction - INFO - Epoch [42][1000/2640] lr: 1.000e-04, eta: 3:38:52, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 1.0083, loss: 1.0083, grad_norm: 10.4438 2021-08-17 16:21:11,078 - mmaction - INFO - Epoch [42][1020/2640] lr: 1.000e-04, eta: 3:38:40, time: 0.545, data_time: 0.000, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9055, loss_cls: 1.0108, loss: 1.0108, grad_norm: 10.6296 2021-08-17 16:21:22,056 - mmaction - INFO - Epoch [42][1040/2640] lr: 1.000e-04, eta: 3:38:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 1.0301, loss: 1.0301, grad_norm: 10.3936 2021-08-17 16:21:33,021 - mmaction - INFO - Epoch [42][1060/2640] lr: 1.000e-04, eta: 3:38:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9187, loss_cls: 0.9417, loss: 0.9417, grad_norm: 10.3195 2021-08-17 16:21:44,019 - mmaction - INFO - Epoch [42][1080/2640] lr: 1.000e-04, eta: 3:38:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7188, top5_acc: 0.9148, loss_cls: 1.0058, loss: 1.0058, grad_norm: 10.7515 2021-08-17 16:21:54,998 - mmaction - INFO - Epoch [42][1100/2640] lr: 1.000e-04, eta: 3:37:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7234, top5_acc: 0.9070, loss_cls: 1.0336, loss: 1.0336, grad_norm: 10.8182 2021-08-17 16:22:05,993 - mmaction - INFO - Epoch [42][1120/2640] lr: 1.000e-04, eta: 3:37:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9133, loss_cls: 1.0161, loss: 1.0161, grad_norm: 10.9035 2021-08-17 16:22:16,963 - mmaction - INFO - Epoch [42][1140/2640] lr: 1.000e-04, eta: 3:37:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9141, loss_cls: 0.9883, loss: 0.9883, grad_norm: 10.3614 2021-08-17 16:22:27,937 - mmaction - INFO - Epoch [42][1160/2640] lr: 1.000e-04, eta: 3:37:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9094, loss_cls: 1.0216, loss: 1.0216, grad_norm: 10.8164 2021-08-17 16:22:38,907 - mmaction - INFO - Epoch [42][1180/2640] lr: 1.000e-04, eta: 3:37:07, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9164, loss_cls: 0.9590, loss: 0.9590, grad_norm: 10.7579 2021-08-17 16:22:49,904 - mmaction - INFO - Epoch [42][1200/2640] lr: 1.000e-04, eta: 3:36:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9047, loss_cls: 0.9929, loss: 0.9929, grad_norm: 10.3592 2021-08-17 16:23:00,881 - mmaction - INFO - Epoch [42][1220/2640] lr: 1.000e-04, eta: 3:36:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9070, loss_cls: 0.9691, loss: 0.9691, grad_norm: 10.3572 2021-08-17 16:23:11,847 - mmaction - INFO - Epoch [42][1240/2640] lr: 1.000e-04, eta: 3:36:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9148, loss_cls: 0.9550, loss: 0.9550, grad_norm: 10.3434 2021-08-17 16:23:22,807 - mmaction - INFO - Epoch [42][1260/2640] lr: 1.000e-04, eta: 3:36:20, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9195, loss_cls: 0.9444, loss: 0.9444, grad_norm: 10.2848 2021-08-17 16:23:33,785 - mmaction - INFO - Epoch [42][1280/2640] lr: 1.000e-04, eta: 3:36:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9102, loss_cls: 1.0086, loss: 1.0086, grad_norm: 10.5203 2021-08-17 16:23:44,748 - mmaction - INFO - Epoch [42][1300/2640] lr: 1.000e-04, eta: 3:35:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9164, loss_cls: 0.9735, loss: 0.9735, grad_norm: 10.1445 2021-08-17 16:23:55,746 - mmaction - INFO - Epoch [42][1320/2640] lr: 1.000e-04, eta: 3:35:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9000, loss_cls: 1.0335, loss: 1.0335, grad_norm: 10.6480 2021-08-17 16:24:06,730 - mmaction - INFO - Epoch [42][1340/2640] lr: 1.000e-04, eta: 3:35:34, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7242, top5_acc: 0.8992, loss_cls: 1.0247, loss: 1.0247, grad_norm: 10.6236 2021-08-17 16:24:17,697 - mmaction - INFO - Epoch [42][1360/2640] lr: 1.000e-04, eta: 3:35:22, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9008, loss_cls: 1.0812, loss: 1.0812, grad_norm: 10.8339 2021-08-17 16:24:28,670 - mmaction - INFO - Epoch [42][1380/2640] lr: 1.000e-04, eta: 3:35:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9195, loss_cls: 0.9955, loss: 0.9955, grad_norm: 10.7310 2021-08-17 16:24:39,673 - mmaction - INFO - Epoch [42][1400/2640] lr: 1.000e-04, eta: 3:34:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9180, loss_cls: 0.9679, loss: 0.9679, grad_norm: 10.3216 2021-08-17 16:24:50,655 - mmaction - INFO - Epoch [42][1420/2640] lr: 1.000e-04, eta: 3:34:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9047, loss_cls: 1.0492, loss: 1.0492, grad_norm: 10.7586 2021-08-17 16:25:01,639 - mmaction - INFO - Epoch [42][1440/2640] lr: 1.000e-04, eta: 3:34:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9180, loss_cls: 0.9682, loss: 0.9682, grad_norm: 10.4451 2021-08-17 16:25:12,585 - mmaction - INFO - Epoch [42][1460/2640] lr: 1.000e-04, eta: 3:34:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.8969, loss_cls: 0.9986, loss: 0.9986, grad_norm: 10.2949 2021-08-17 16:25:23,561 - mmaction - INFO - Epoch [42][1480/2640] lr: 1.000e-04, eta: 3:34:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9117, loss_cls: 0.9987, loss: 0.9987, grad_norm: 10.6704 2021-08-17 16:25:34,595 - mmaction - INFO - Epoch [42][1500/2640] lr: 1.000e-04, eta: 3:34:00, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9172, loss_cls: 0.9473, loss: 0.9473, grad_norm: 10.2110 2021-08-17 16:25:45,505 - mmaction - INFO - Epoch [42][1520/2640] lr: 1.000e-04, eta: 3:33:49, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9109, loss_cls: 1.0205, loss: 1.0205, grad_norm: 10.5685 2021-08-17 16:25:56,477 - mmaction - INFO - Epoch [42][1540/2640] lr: 1.000e-04, eta: 3:33:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7320, top5_acc: 0.8922, loss_cls: 1.0684, loss: 1.0684, grad_norm: 10.8014 2021-08-17 16:26:07,425 - mmaction - INFO - Epoch [42][1560/2640] lr: 1.000e-04, eta: 3:33:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9062, loss_cls: 1.0478, loss: 1.0478, grad_norm: 10.6811 2021-08-17 16:26:18,404 - mmaction - INFO - Epoch [42][1580/2640] lr: 1.000e-04, eta: 3:33:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9125, loss_cls: 0.9678, loss: 0.9678, grad_norm: 10.4193 2021-08-17 16:26:29,387 - mmaction - INFO - Epoch [42][1600/2640] lr: 1.000e-04, eta: 3:33:02, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9070, loss_cls: 0.9683, loss: 0.9683, grad_norm: 10.4458 2021-08-17 16:26:40,381 - mmaction - INFO - Epoch [42][1620/2640] lr: 1.000e-04, eta: 3:32:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9109, loss_cls: 0.9820, loss: 0.9820, grad_norm: 10.3822 2021-08-17 16:26:51,343 - mmaction - INFO - Epoch [42][1640/2640] lr: 1.000e-04, eta: 3:32:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9031, loss_cls: 0.9820, loss: 0.9820, grad_norm: 10.1155 2021-08-17 16:27:02,314 - mmaction - INFO - Epoch [42][1660/2640] lr: 1.000e-04, eta: 3:32:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9172, loss_cls: 0.9530, loss: 0.9530, grad_norm: 10.6125 2021-08-17 16:27:13,275 - mmaction - INFO - Epoch [42][1680/2640] lr: 1.000e-04, eta: 3:32:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9250, loss_cls: 0.9689, loss: 0.9689, grad_norm: 10.5493 2021-08-17 16:27:24,258 - mmaction - INFO - Epoch [42][1700/2640] lr: 1.000e-04, eta: 3:32:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9078, loss_cls: 1.0431, loss: 1.0431, grad_norm: 10.7067 2021-08-17 16:27:35,251 - mmaction - INFO - Epoch [42][1720/2640] lr: 1.000e-04, eta: 3:31:52, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9039, loss_cls: 1.0364, loss: 1.0364, grad_norm: 10.6957 2021-08-17 16:27:46,235 - mmaction - INFO - Epoch [42][1740/2640] lr: 1.000e-04, eta: 3:31:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9023, loss_cls: 0.9941, loss: 0.9941, grad_norm: 10.1624 2021-08-17 16:27:57,193 - mmaction - INFO - Epoch [42][1760/2640] lr: 1.000e-04, eta: 3:31:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9156, loss_cls: 0.9918, loss: 0.9918, grad_norm: 10.5680 2021-08-17 16:28:08,165 - mmaction - INFO - Epoch [42][1780/2640] lr: 1.000e-04, eta: 3:31:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9203, loss_cls: 0.9577, loss: 0.9577, grad_norm: 10.3508 2021-08-17 16:28:19,145 - mmaction - INFO - Epoch [42][1800/2640] lr: 1.000e-04, eta: 3:31:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9156, loss_cls: 0.9760, loss: 0.9760, grad_norm: 10.3922 2021-08-17 16:28:30,121 - mmaction - INFO - Epoch [42][1820/2640] lr: 1.000e-04, eta: 3:30:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9039, loss_cls: 1.0268, loss: 1.0268, grad_norm: 10.6227 2021-08-17 16:28:41,094 - mmaction - INFO - Epoch [42][1840/2640] lr: 1.000e-04, eta: 3:30:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9055, loss_cls: 1.0108, loss: 1.0108, grad_norm: 10.8068 2021-08-17 16:28:52,078 - mmaction - INFO - Epoch [42][1860/2640] lr: 1.000e-04, eta: 3:30:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9039, loss_cls: 1.0045, loss: 1.0045, grad_norm: 10.4112 2021-08-17 16:29:03,043 - mmaction - INFO - Epoch [42][1880/2640] lr: 1.000e-04, eta: 3:30:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.8992, loss_cls: 1.0191, loss: 1.0191, grad_norm: 10.7102 2021-08-17 16:29:14,013 - mmaction - INFO - Epoch [42][1900/2640] lr: 1.000e-04, eta: 3:30:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9094, loss_cls: 1.0327, loss: 1.0327, grad_norm: 10.5450 2021-08-17 16:29:25,001 - mmaction - INFO - Epoch [42][1920/2640] lr: 1.000e-04, eta: 3:29:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9125, loss_cls: 1.0016, loss: 1.0016, grad_norm: 10.8740 2021-08-17 16:29:35,987 - mmaction - INFO - Epoch [42][1940/2640] lr: 1.000e-04, eta: 3:29:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9125, loss_cls: 0.9597, loss: 0.9597, grad_norm: 10.5363 2021-08-17 16:29:46,957 - mmaction - INFO - Epoch [42][1960/2640] lr: 1.000e-04, eta: 3:29:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9164, loss_cls: 0.9902, loss: 0.9902, grad_norm: 10.4512 2021-08-17 16:29:57,930 - mmaction - INFO - Epoch [42][1980/2640] lr: 1.000e-04, eta: 3:29:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9148, loss_cls: 0.9937, loss: 0.9937, grad_norm: 10.5392 2021-08-17 16:30:08,904 - mmaction - INFO - Epoch [42][2000/2640] lr: 1.000e-04, eta: 3:29:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9109, loss_cls: 1.0356, loss: 1.0356, grad_norm: 10.7832 2021-08-17 16:30:19,905 - mmaction - INFO - Epoch [42][2020/2640] lr: 1.000e-04, eta: 3:28:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9086, loss_cls: 0.9745, loss: 0.9745, grad_norm: 10.6219 2021-08-17 16:30:30,846 - mmaction - INFO - Epoch [42][2040/2640] lr: 1.000e-04, eta: 3:28:46, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9102, loss_cls: 0.9573, loss: 0.9573, grad_norm: 10.0997 2021-08-17 16:30:41,834 - mmaction - INFO - Epoch [42][2060/2640] lr: 1.000e-04, eta: 3:28:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7234, top5_acc: 0.9086, loss_cls: 1.0414, loss: 1.0414, grad_norm: 10.5652 2021-08-17 16:30:52,820 - mmaction - INFO - Epoch [42][2080/2640] lr: 1.000e-04, eta: 3:28:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9000, loss_cls: 1.0372, loss: 1.0372, grad_norm: 10.4077 2021-08-17 16:31:03,795 - mmaction - INFO - Epoch [42][2100/2640] lr: 1.000e-04, eta: 3:28:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9070, loss_cls: 1.0280, loss: 1.0280, grad_norm: 10.7830 2021-08-17 16:31:14,755 - mmaction - INFO - Epoch [42][2120/2640] lr: 1.000e-04, eta: 3:27:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9133, loss_cls: 0.9885, loss: 0.9885, grad_norm: 10.6387 2021-08-17 16:31:25,722 - mmaction - INFO - Epoch [42][2140/2640] lr: 1.000e-04, eta: 3:27:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0575, loss: 1.0575, grad_norm: 10.7813 2021-08-17 16:31:36,682 - mmaction - INFO - Epoch [42][2160/2640] lr: 1.000e-04, eta: 3:27:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7141, top5_acc: 0.8898, loss_cls: 1.0955, loss: 1.0955, grad_norm: 10.8508 2021-08-17 16:31:47,664 - mmaction - INFO - Epoch [42][2180/2640] lr: 1.000e-04, eta: 3:27:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9258, loss_cls: 0.9232, loss: 0.9232, grad_norm: 10.3481 2021-08-17 16:31:58,643 - mmaction - INFO - Epoch [42][2200/2640] lr: 1.000e-04, eta: 3:27:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7211, top5_acc: 0.9141, loss_cls: 1.0199, loss: 1.0199, grad_norm: 10.8164 2021-08-17 16:32:09,609 - mmaction - INFO - Epoch [42][2220/2640] lr: 1.000e-04, eta: 3:27:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7328, top5_acc: 0.8992, loss_cls: 1.0193, loss: 1.0193, grad_norm: 10.6318 2021-08-17 16:32:20,589 - mmaction - INFO - Epoch [42][2240/2640] lr: 1.000e-04, eta: 3:26:49, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9070, loss_cls: 0.9861, loss: 0.9861, grad_norm: 10.2437 2021-08-17 16:32:31,565 - mmaction - INFO - Epoch [42][2260/2640] lr: 1.000e-04, eta: 3:26:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 1.0230, loss: 1.0230, grad_norm: 10.6048 2021-08-17 16:32:42,541 - mmaction - INFO - Epoch [42][2280/2640] lr: 1.000e-04, eta: 3:26:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9070, loss_cls: 1.0651, loss: 1.0651, grad_norm: 11.1760 2021-08-17 16:32:53,522 - mmaction - INFO - Epoch [42][2300/2640] lr: 1.000e-04, eta: 3:26:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9047, loss_cls: 1.0353, loss: 1.0353, grad_norm: 10.5980 2021-08-17 16:33:04,605 - mmaction - INFO - Epoch [42][2320/2640] lr: 1.000e-04, eta: 3:26:03, time: 0.555, data_time: 0.002, memory: 7069, top1_acc: 0.7156, top5_acc: 0.9148, loss_cls: 1.0343, loss: 1.0343, grad_norm: 11.0116 2021-08-17 16:33:15,530 - mmaction - INFO - Epoch [42][2340/2640] lr: 1.000e-04, eta: 3:25:51, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9180, loss_cls: 0.9206, loss: 0.9206, grad_norm: 10.0276 2021-08-17 16:33:26,504 - mmaction - INFO - Epoch [42][2360/2640] lr: 1.000e-04, eta: 3:25:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9195, loss_cls: 0.9696, loss: 0.9696, grad_norm: 10.7595 2021-08-17 16:33:37,507 - mmaction - INFO - Epoch [42][2380/2640] lr: 1.000e-04, eta: 3:25:28, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9109, loss_cls: 1.0532, loss: 1.0532, grad_norm: 11.1552 2021-08-17 16:33:48,485 - mmaction - INFO - Epoch [42][2400/2640] lr: 1.000e-04, eta: 3:25:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9086, loss_cls: 1.0021, loss: 1.0021, grad_norm: 10.5370 2021-08-17 16:33:59,476 - mmaction - INFO - Epoch [42][2420/2640] lr: 1.000e-04, eta: 3:25:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9133, loss_cls: 0.9875, loss: 0.9875, grad_norm: 10.7233 2021-08-17 16:34:10,465 - mmaction - INFO - Epoch [42][2440/2640] lr: 1.000e-04, eta: 3:24:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9008, loss_cls: 1.0331, loss: 1.0331, grad_norm: 10.2768 2021-08-17 16:34:21,453 - mmaction - INFO - Epoch [42][2460/2640] lr: 1.000e-04, eta: 3:24:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9219, loss_cls: 0.9757, loss: 0.9757, grad_norm: 10.8666 2021-08-17 16:34:32,405 - mmaction - INFO - Epoch [42][2480/2640] lr: 1.000e-04, eta: 3:24:30, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9008, loss_cls: 1.0657, loss: 1.0657, grad_norm: 10.6367 2021-08-17 16:34:43,375 - mmaction - INFO - Epoch [42][2500/2640] lr: 1.000e-04, eta: 3:24:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9000, loss_cls: 1.0026, loss: 1.0026, grad_norm: 10.4776 2021-08-17 16:34:54,353 - mmaction - INFO - Epoch [42][2520/2640] lr: 1.000e-04, eta: 3:24:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9055, loss_cls: 1.0179, loss: 1.0179, grad_norm: 10.6880 2021-08-17 16:35:05,309 - mmaction - INFO - Epoch [42][2540/2640] lr: 1.000e-04, eta: 3:23:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.9798, loss: 0.9798, grad_norm: 10.3381 2021-08-17 16:35:16,282 - mmaction - INFO - Epoch [42][2560/2640] lr: 1.000e-04, eta: 3:23:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9219, loss_cls: 0.9377, loss: 0.9377, grad_norm: 10.3291 2021-08-17 16:35:27,262 - mmaction - INFO - Epoch [42][2580/2640] lr: 1.000e-04, eta: 3:23:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9094, loss_cls: 1.0325, loss: 1.0325, grad_norm: 10.7351 2021-08-17 16:35:38,234 - mmaction - INFO - Epoch [42][2600/2640] lr: 1.000e-04, eta: 3:23:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7273, top5_acc: 0.9062, loss_cls: 1.0227, loss: 1.0227, grad_norm: 10.9579 2021-08-17 16:35:49,209 - mmaction - INFO - Epoch [42][2620/2640] lr: 1.000e-04, eta: 3:23:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9187, loss_cls: 0.9742, loss: 0.9742, grad_norm: 10.4922 2021-08-17 16:35:59,855 - mmaction - INFO - Epoch [42][2640/2640] lr: 1.000e-04, eta: 3:22:57, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.7355, top5_acc: 0.9089, loss_cls: 0.9688, loss: 0.9688, grad_norm: 10.5810 2021-08-17 16:38:00,062 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 16:38:00,507 - mmaction - INFO - top1_acc 0.5911 top5_acc 0.8539 2021-08-17 16:38:00,507 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 16:38:00,536 - mmaction - INFO - mean_acc 0.5286 2021-08-17 16:38:01,131 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-08-17 16:38:01,131 - mmaction - INFO - Best top1_acc is 0.5911 at 42 epoch. 2021-08-17 16:38:01,153 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-08-17 16:38:01,459 - mmaction - INFO - Epoch(val) [42][194] top1_acc: 0.5911, top5_acc: 0.8539, mean_class_accuracy: 0.5286 2021-08-17 16:39:19,595 - mmaction - INFO - Epoch [43][20/2640] lr: 1.000e-04, eta: 3:22:58, time: 3.904, data_time: 3.273, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9102, loss_cls: 1.0268, loss: 1.0268, grad_norm: 10.7779 2021-08-17 16:39:30,598 - mmaction - INFO - Epoch [43][40/2640] lr: 1.000e-04, eta: 3:22:46, time: 0.551, data_time: 0.006, memory: 7069, top1_acc: 0.7281, top5_acc: 0.8930, loss_cls: 1.0755, loss: 1.0755, grad_norm: 10.5614 2021-08-17 16:39:41,515 - mmaction - INFO - Epoch [43][60/2640] lr: 1.000e-04, eta: 3:22:34, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9000, loss_cls: 1.0485, loss: 1.0485, grad_norm: 10.9604 2021-08-17 16:39:52,460 - mmaction - INFO - Epoch [43][80/2640] lr: 1.000e-04, eta: 3:22:23, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9703, loss: 0.9703, grad_norm: 10.2979 2021-08-17 16:40:03,784 - mmaction - INFO - Epoch [43][100/2640] lr: 1.000e-04, eta: 3:22:11, time: 0.564, data_time: 0.003, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9219, loss_cls: 0.9889, loss: 0.9889, grad_norm: 10.7271 2021-08-17 16:40:14,809 - mmaction - INFO - Epoch [43][120/2640] lr: 1.000e-04, eta: 3:22:00, time: 0.553, data_time: 0.008, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9187, loss_cls: 0.9898, loss: 0.9898, grad_norm: 10.6389 2021-08-17 16:40:25,787 - mmaction - INFO - Epoch [43][140/2640] lr: 1.000e-04, eta: 3:21:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9047, loss_cls: 0.9908, loss: 0.9908, grad_norm: 10.5576 2021-08-17 16:40:36,757 - mmaction - INFO - Epoch [43][160/2640] lr: 1.000e-04, eta: 3:21:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9219, loss_cls: 0.9879, loss: 0.9879, grad_norm: 10.6384 2021-08-17 16:40:47,699 - mmaction - INFO - Epoch [43][180/2640] lr: 1.000e-04, eta: 3:21:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9117, loss_cls: 0.9615, loss: 0.9615, grad_norm: 10.6108 2021-08-17 16:40:58,675 - mmaction - INFO - Epoch [43][200/2640] lr: 1.000e-04, eta: 3:21:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9133, loss_cls: 0.9803, loss: 0.9803, grad_norm: 10.8580 2021-08-17 16:41:09,634 - mmaction - INFO - Epoch [43][220/2640] lr: 1.000e-04, eta: 3:21:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7211, top5_acc: 0.9102, loss_cls: 1.0246, loss: 1.0246, grad_norm: 10.7208 2021-08-17 16:41:20,611 - mmaction - INFO - Epoch [43][240/2640] lr: 1.000e-04, eta: 3:20:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9234, loss_cls: 0.9863, loss: 0.9863, grad_norm: 11.0028 2021-08-17 16:41:31,585 - mmaction - INFO - Epoch [43][260/2640] lr: 1.000e-04, eta: 3:20:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9187, loss_cls: 1.0213, loss: 1.0213, grad_norm: 11.1488 2021-08-17 16:41:42,558 - mmaction - INFO - Epoch [43][280/2640] lr: 1.000e-04, eta: 3:20:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7180, top5_acc: 0.9000, loss_cls: 1.0562, loss: 1.0562, grad_norm: 10.8955 2021-08-17 16:41:53,549 - mmaction - INFO - Epoch [43][300/2640] lr: 1.000e-04, eta: 3:20:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.8969, loss_cls: 1.0600, loss: 1.0600, grad_norm: 10.4997 2021-08-17 16:42:04,532 - mmaction - INFO - Epoch [43][320/2640] lr: 1.000e-04, eta: 3:20:03, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9141, loss_cls: 1.0072, loss: 1.0072, grad_norm: 10.8116 2021-08-17 16:42:15,506 - mmaction - INFO - Epoch [43][340/2640] lr: 1.000e-04, eta: 3:19:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9203, loss_cls: 0.9821, loss: 0.9821, grad_norm: 10.6890 2021-08-17 16:42:26,489 - mmaction - INFO - Epoch [43][360/2640] lr: 1.000e-04, eta: 3:19:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 0.9894, loss: 0.9894, grad_norm: 10.5505 2021-08-17 16:42:37,466 - mmaction - INFO - Epoch [43][380/2640] lr: 1.000e-04, eta: 3:19:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9125, loss_cls: 0.9820, loss: 0.9820, grad_norm: 10.7508 2021-08-17 16:42:48,433 - mmaction - INFO - Epoch [43][400/2640] lr: 1.000e-04, eta: 3:19:16, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9227, loss_cls: 1.0016, loss: 1.0016, grad_norm: 10.7882 2021-08-17 16:42:59,411 - mmaction - INFO - Epoch [43][420/2640] lr: 1.000e-04, eta: 3:19:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9180, loss_cls: 0.9695, loss: 0.9695, grad_norm: 10.5765 2021-08-17 16:43:10,403 - mmaction - INFO - Epoch [43][440/2640] lr: 1.000e-04, eta: 3:18:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9180, loss_cls: 0.9371, loss: 0.9371, grad_norm: 10.3865 2021-08-17 16:43:21,377 - mmaction - INFO - Epoch [43][460/2640] lr: 1.000e-04, eta: 3:18:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9234, loss_cls: 0.9341, loss: 0.9341, grad_norm: 10.3638 2021-08-17 16:43:32,356 - mmaction - INFO - Epoch [43][480/2640] lr: 1.000e-04, eta: 3:18:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9039, loss_cls: 1.0006, loss: 1.0006, grad_norm: 10.5690 2021-08-17 16:43:43,336 - mmaction - INFO - Epoch [43][500/2640] lr: 1.000e-04, eta: 3:18:18, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9055, loss_cls: 1.0026, loss: 1.0026, grad_norm: 10.4943 2021-08-17 16:43:54,326 - mmaction - INFO - Epoch [43][520/2640] lr: 1.000e-04, eta: 3:18:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0180, loss: 1.0180, grad_norm: 10.7571 2021-08-17 16:44:05,295 - mmaction - INFO - Epoch [43][540/2640] lr: 1.000e-04, eta: 3:17:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9219, loss_cls: 0.9959, loss: 0.9959, grad_norm: 10.7195 2021-08-17 16:44:16,269 - mmaction - INFO - Epoch [43][560/2640] lr: 1.000e-04, eta: 3:17:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9164, loss_cls: 0.9963, loss: 0.9963, grad_norm: 10.9091 2021-08-17 16:44:27,254 - mmaction - INFO - Epoch [43][580/2640] lr: 1.000e-04, eta: 3:17:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9219, loss_cls: 0.9371, loss: 0.9371, grad_norm: 10.3416 2021-08-17 16:44:38,236 - mmaction - INFO - Epoch [43][600/2640] lr: 1.000e-04, eta: 3:17:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9227, loss_cls: 0.9863, loss: 0.9863, grad_norm: 11.0477 2021-08-17 16:44:49,218 - mmaction - INFO - Epoch [43][620/2640] lr: 1.000e-04, eta: 3:17:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.8961, loss_cls: 1.0997, loss: 1.0997, grad_norm: 11.1704 2021-08-17 16:45:00,197 - mmaction - INFO - Epoch [43][640/2640] lr: 1.000e-04, eta: 3:16:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7211, top5_acc: 0.8992, loss_cls: 1.0422, loss: 1.0422, grad_norm: 10.8961 2021-08-17 16:45:11,182 - mmaction - INFO - Epoch [43][660/2640] lr: 1.000e-04, eta: 3:16:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9195, loss_cls: 0.9657, loss: 0.9657, grad_norm: 10.3334 2021-08-17 16:45:22,156 - mmaction - INFO - Epoch [43][680/2640] lr: 1.000e-04, eta: 3:16:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7211, top5_acc: 0.9133, loss_cls: 1.0429, loss: 1.0429, grad_norm: 10.7899 2021-08-17 16:45:33,149 - mmaction - INFO - Epoch [43][700/2640] lr: 1.000e-04, eta: 3:16:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9109, loss_cls: 1.0205, loss: 1.0205, grad_norm: 10.6937 2021-08-17 16:45:44,146 - mmaction - INFO - Epoch [43][720/2640] lr: 1.000e-04, eta: 3:16:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9234, loss_cls: 0.9573, loss: 0.9573, grad_norm: 10.5297 2021-08-17 16:45:55,118 - mmaction - INFO - Epoch [43][740/2640] lr: 1.000e-04, eta: 3:15:58, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9164, loss_cls: 0.9880, loss: 0.9880, grad_norm: 10.3076 2021-08-17 16:46:06,114 - mmaction - INFO - Epoch [43][760/2640] lr: 1.000e-04, eta: 3:15:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9031, loss_cls: 1.0046, loss: 1.0046, grad_norm: 10.3273 2021-08-17 16:46:17,101 - mmaction - INFO - Epoch [43][780/2640] lr: 1.000e-04, eta: 3:15:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9125, loss_cls: 1.0037, loss: 1.0037, grad_norm: 10.7178 2021-08-17 16:46:28,073 - mmaction - INFO - Epoch [43][800/2640] lr: 1.000e-04, eta: 3:15:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9180, loss_cls: 0.9354, loss: 0.9354, grad_norm: 10.2540 2021-08-17 16:46:39,052 - mmaction - INFO - Epoch [43][820/2640] lr: 1.000e-04, eta: 3:15:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9031, loss_cls: 1.0581, loss: 1.0581, grad_norm: 10.5136 2021-08-17 16:46:50,051 - mmaction - INFO - Epoch [43][840/2640] lr: 1.000e-04, eta: 3:15:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9156, loss_cls: 0.9767, loss: 0.9767, grad_norm: 10.3739 2021-08-17 16:47:01,013 - mmaction - INFO - Epoch [43][860/2640] lr: 1.000e-04, eta: 3:14:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9109, loss_cls: 1.0358, loss: 1.0358, grad_norm: 11.1534 2021-08-17 16:47:12,004 - mmaction - INFO - Epoch [43][880/2640] lr: 1.000e-04, eta: 3:14:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9195, loss_cls: 0.9746, loss: 0.9746, grad_norm: 10.5860 2021-08-17 16:47:22,967 - mmaction - INFO - Epoch [43][900/2640] lr: 1.000e-04, eta: 3:14:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9180, loss_cls: 0.9767, loss: 0.9767, grad_norm: 10.6385 2021-08-17 16:47:33,932 - mmaction - INFO - Epoch [43][920/2640] lr: 1.000e-04, eta: 3:14:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7148, top5_acc: 0.9109, loss_cls: 1.0476, loss: 1.0476, grad_norm: 10.9536 2021-08-17 16:47:44,901 - mmaction - INFO - Epoch [43][940/2640] lr: 1.000e-04, eta: 3:14:02, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9195, loss_cls: 1.0219, loss: 1.0219, grad_norm: 10.9258 2021-08-17 16:47:55,878 - mmaction - INFO - Epoch [43][960/2640] lr: 1.000e-04, eta: 3:13:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9047, loss_cls: 1.0145, loss: 1.0145, grad_norm: 10.8119 2021-08-17 16:48:06,863 - mmaction - INFO - Epoch [43][980/2640] lr: 1.000e-04, eta: 3:13:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9078, loss_cls: 1.0120, loss: 1.0120, grad_norm: 10.5163 2021-08-17 16:48:17,868 - mmaction - INFO - Epoch [43][1000/2640] lr: 1.000e-04, eta: 3:13:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9102, loss_cls: 0.9641, loss: 0.9641, grad_norm: 10.3208 2021-08-17 16:48:28,859 - mmaction - INFO - Epoch [43][1020/2640] lr: 1.000e-04, eta: 3:13:16, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9109, loss_cls: 0.9755, loss: 0.9755, grad_norm: 10.7356 2021-08-17 16:48:39,839 - mmaction - INFO - Epoch [43][1040/2640] lr: 1.000e-04, eta: 3:13:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9125, loss_cls: 0.9679, loss: 0.9679, grad_norm: 10.3151 2021-08-17 16:48:50,818 - mmaction - INFO - Epoch [43][1060/2640] lr: 1.000e-04, eta: 3:12:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9180, loss_cls: 0.9501, loss: 0.9501, grad_norm: 10.2037 2021-08-17 16:49:01,829 - mmaction - INFO - Epoch [43][1080/2640] lr: 1.000e-04, eta: 3:12:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9242, loss_cls: 0.9386, loss: 0.9386, grad_norm: 10.5845 2021-08-17 16:49:12,791 - mmaction - INFO - Epoch [43][1100/2640] lr: 1.000e-04, eta: 3:12:29, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.8984, loss_cls: 1.0028, loss: 1.0028, grad_norm: 10.4127 2021-08-17 16:49:23,768 - mmaction - INFO - Epoch [43][1120/2640] lr: 1.000e-04, eta: 3:12:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9117, loss_cls: 0.9627, loss: 0.9627, grad_norm: 10.5567 2021-08-17 16:49:34,729 - mmaction - INFO - Epoch [43][1140/2640] lr: 1.000e-04, eta: 3:12:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9156, loss_cls: 0.9872, loss: 0.9872, grad_norm: 11.0426 2021-08-17 16:49:45,695 - mmaction - INFO - Epoch [43][1160/2640] lr: 1.000e-04, eta: 3:11:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9219, loss_cls: 0.9444, loss: 0.9444, grad_norm: 10.4495 2021-08-17 16:49:56,678 - mmaction - INFO - Epoch [43][1180/2640] lr: 1.000e-04, eta: 3:11:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9479, loss: 0.9479, grad_norm: 10.4289 2021-08-17 16:50:07,600 - mmaction - INFO - Epoch [43][1200/2640] lr: 1.000e-04, eta: 3:11:31, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9180, loss_cls: 0.9559, loss: 0.9559, grad_norm: 10.8444 2021-08-17 16:50:18,570 - mmaction - INFO - Epoch [43][1220/2640] lr: 1.000e-04, eta: 3:11:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9094, loss_cls: 1.0272, loss: 1.0272, grad_norm: 10.7881 2021-08-17 16:50:29,534 - mmaction - INFO - Epoch [43][1240/2640] lr: 1.000e-04, eta: 3:11:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 1.0158, loss: 1.0158, grad_norm: 10.7573 2021-08-17 16:50:40,515 - mmaction - INFO - Epoch [43][1260/2640] lr: 1.000e-04, eta: 3:10:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9219, loss_cls: 0.9548, loss: 0.9548, grad_norm: 10.4282 2021-08-17 16:50:51,498 - mmaction - INFO - Epoch [43][1280/2640] lr: 1.000e-04, eta: 3:10:44, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7656, top5_acc: 0.9289, loss_cls: 0.9289, loss: 0.9289, grad_norm: 10.2287 2021-08-17 16:51:02,482 - mmaction - INFO - Epoch [43][1300/2640] lr: 1.000e-04, eta: 3:10:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9133, loss_cls: 0.9930, loss: 0.9930, grad_norm: 10.6844 2021-08-17 16:51:13,461 - mmaction - INFO - Epoch [43][1320/2640] lr: 1.000e-04, eta: 3:10:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7063, top5_acc: 0.8945, loss_cls: 1.1099, loss: 1.1099, grad_norm: 11.2837 2021-08-17 16:51:24,431 - mmaction - INFO - Epoch [43][1340/2640] lr: 1.000e-04, eta: 3:10:09, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7242, top5_acc: 0.9055, loss_cls: 1.0513, loss: 1.0513, grad_norm: 11.0237 2021-08-17 16:51:35,409 - mmaction - INFO - Epoch [43][1360/2640] lr: 1.000e-04, eta: 3:09:58, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9055, loss_cls: 0.9810, loss: 0.9810, grad_norm: 10.4524 2021-08-17 16:51:46,371 - mmaction - INFO - Epoch [43][1380/2640] lr: 1.000e-04, eta: 3:09:46, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9164, loss_cls: 0.9822, loss: 0.9822, grad_norm: 10.9688 2021-08-17 16:51:57,357 - mmaction - INFO - Epoch [43][1400/2640] lr: 1.000e-04, eta: 3:09:34, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9039, loss_cls: 1.0106, loss: 1.0106, grad_norm: 10.8266 2021-08-17 16:52:08,325 - mmaction - INFO - Epoch [43][1420/2640] lr: 1.000e-04, eta: 3:09:23, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9219, loss_cls: 0.9672, loss: 0.9672, grad_norm: 10.5752 2021-08-17 16:52:19,304 - mmaction - INFO - Epoch [43][1440/2640] lr: 1.000e-04, eta: 3:09:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9094, loss_cls: 0.9807, loss: 0.9807, grad_norm: 10.6919 2021-08-17 16:52:30,285 - mmaction - INFO - Epoch [43][1460/2640] lr: 1.000e-04, eta: 3:09:00, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9219, loss_cls: 0.9726, loss: 0.9726, grad_norm: 10.9974 2021-08-17 16:52:41,265 - mmaction - INFO - Epoch [43][1480/2640] lr: 1.000e-04, eta: 3:08:48, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9023, loss_cls: 1.0132, loss: 1.0132, grad_norm: 10.5298 2021-08-17 16:52:52,235 - mmaction - INFO - Epoch [43][1500/2640] lr: 1.000e-04, eta: 3:08:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7250, top5_acc: 0.9016, loss_cls: 1.0429, loss: 1.0429, grad_norm: 11.1890 2021-08-17 16:53:03,215 - mmaction - INFO - Epoch [43][1520/2640] lr: 1.000e-04, eta: 3:08:25, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 0.9956, loss: 0.9956, grad_norm: 10.7002 2021-08-17 16:53:14,188 - mmaction - INFO - Epoch [43][1540/2640] lr: 1.000e-04, eta: 3:08:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9133, loss_cls: 0.9786, loss: 0.9786, grad_norm: 10.5968 2021-08-17 16:53:25,149 - mmaction - INFO - Epoch [43][1560/2640] lr: 1.000e-04, eta: 3:08:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9227, loss_cls: 0.9499, loss: 0.9499, grad_norm: 10.9029 2021-08-17 16:53:36,127 - mmaction - INFO - Epoch [43][1580/2640] lr: 1.000e-04, eta: 3:07:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9164, loss_cls: 0.9666, loss: 0.9666, grad_norm: 10.7513 2021-08-17 16:53:47,109 - mmaction - INFO - Epoch [43][1600/2640] lr: 1.000e-04, eta: 3:07:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.9201, loss: 0.9201, grad_norm: 10.1545 2021-08-17 16:53:58,094 - mmaction - INFO - Epoch [43][1620/2640] lr: 1.000e-04, eta: 3:07:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7125, top5_acc: 0.9016, loss_cls: 1.0588, loss: 1.0588, grad_norm: 10.7067 2021-08-17 16:54:09,073 - mmaction - INFO - Epoch [43][1640/2640] lr: 1.000e-04, eta: 3:07:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9086, loss_cls: 1.0275, loss: 1.0275, grad_norm: 10.8048 2021-08-17 16:54:20,069 - mmaction - INFO - Epoch [43][1660/2640] lr: 1.000e-04, eta: 3:07:03, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9070, loss_cls: 1.0167, loss: 1.0167, grad_norm: 10.5138 2021-08-17 16:54:31,050 - mmaction - INFO - Epoch [43][1680/2640] lr: 1.000e-04, eta: 3:06:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9102, loss_cls: 0.9744, loss: 0.9744, grad_norm: 10.5878 2021-08-17 16:54:42,032 - mmaction - INFO - Epoch [43][1700/2640] lr: 1.000e-04, eta: 3:06:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9211, loss_cls: 0.9430, loss: 0.9430, grad_norm: 10.7815 2021-08-17 16:54:53,003 - mmaction - INFO - Epoch [43][1720/2640] lr: 1.000e-04, eta: 3:06:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9086, loss_cls: 1.0133, loss: 1.0133, grad_norm: 10.8062 2021-08-17 16:55:03,989 - mmaction - INFO - Epoch [43][1740/2640] lr: 1.000e-04, eta: 3:06:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9039, loss_cls: 0.9957, loss: 0.9957, grad_norm: 10.5805 2021-08-17 16:55:14,963 - mmaction - INFO - Epoch [43][1760/2640] lr: 1.000e-04, eta: 3:06:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9117, loss_cls: 0.9740, loss: 0.9740, grad_norm: 10.3426 2021-08-17 16:55:25,949 - mmaction - INFO - Epoch [43][1780/2640] lr: 1.000e-04, eta: 3:05:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9023, loss_cls: 1.0252, loss: 1.0252, grad_norm: 10.5372 2021-08-17 16:55:36,931 - mmaction - INFO - Epoch [43][1800/2640] lr: 1.000e-04, eta: 3:05:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9094, loss_cls: 0.9872, loss: 0.9872, grad_norm: 10.7187 2021-08-17 16:55:47,921 - mmaction - INFO - Epoch [43][1820/2640] lr: 1.000e-04, eta: 3:05:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.8961, loss_cls: 1.0229, loss: 1.0229, grad_norm: 10.8890 2021-08-17 16:55:58,904 - mmaction - INFO - Epoch [43][1840/2640] lr: 1.000e-04, eta: 3:05:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9094, loss_cls: 1.0149, loss: 1.0149, grad_norm: 10.5959 2021-08-17 16:56:09,870 - mmaction - INFO - Epoch [43][1860/2640] lr: 1.000e-04, eta: 3:05:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9164, loss_cls: 1.0010, loss: 1.0010, grad_norm: 10.8465 2021-08-17 16:56:20,853 - mmaction - INFO - Epoch [43][1880/2640] lr: 1.000e-04, eta: 3:04:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7594, top5_acc: 0.9227, loss_cls: 0.9113, loss: 0.9113, grad_norm: 10.1551 2021-08-17 16:56:31,831 - mmaction - INFO - Epoch [43][1900/2640] lr: 1.000e-04, eta: 3:04:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9180, loss_cls: 0.9780, loss: 0.9780, grad_norm: 10.7762 2021-08-17 16:56:42,788 - mmaction - INFO - Epoch [43][1920/2640] lr: 1.000e-04, eta: 3:04:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9133, loss_cls: 0.9390, loss: 0.9390, grad_norm: 10.4144 2021-08-17 16:56:53,758 - mmaction - INFO - Epoch [43][1940/2640] lr: 1.000e-04, eta: 3:04:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9031, loss_cls: 1.0284, loss: 1.0284, grad_norm: 10.4563 2021-08-17 16:57:04,740 - mmaction - INFO - Epoch [43][1960/2640] lr: 1.000e-04, eta: 3:04:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9117, loss_cls: 0.9785, loss: 0.9785, grad_norm: 10.5714 2021-08-17 16:57:15,730 - mmaction - INFO - Epoch [43][1980/2640] lr: 1.000e-04, eta: 3:03:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7766, top5_acc: 0.9281, loss_cls: 0.8794, loss: 0.8794, grad_norm: 10.1089 2021-08-17 16:57:26,705 - mmaction - INFO - Epoch [43][2000/2640] lr: 1.000e-04, eta: 3:03:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9164, loss_cls: 0.9115, loss: 0.9115, grad_norm: 10.4358 2021-08-17 16:57:37,670 - mmaction - INFO - Epoch [43][2020/2640] lr: 1.000e-04, eta: 3:03:34, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9203, loss_cls: 0.9257, loss: 0.9257, grad_norm: 10.2882 2021-08-17 16:57:48,665 - mmaction - INFO - Epoch [43][2040/2640] lr: 1.000e-04, eta: 3:03:22, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9000, loss_cls: 1.0188, loss: 1.0188, grad_norm: 10.7156 2021-08-17 16:57:59,646 - mmaction - INFO - Epoch [43][2060/2640] lr: 1.000e-04, eta: 3:03:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9086, loss_cls: 1.0508, loss: 1.0508, grad_norm: 11.2969 2021-08-17 16:58:10,619 - mmaction - INFO - Epoch [43][2080/2640] lr: 1.000e-04, eta: 3:02:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7336, top5_acc: 0.8961, loss_cls: 1.0697, loss: 1.0697, grad_norm: 10.9579 2021-08-17 16:58:21,596 - mmaction - INFO - Epoch [43][2100/2640] lr: 1.000e-04, eta: 3:02:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9172, loss_cls: 0.9733, loss: 0.9733, grad_norm: 10.5060 2021-08-17 16:58:32,574 - mmaction - INFO - Epoch [43][2120/2640] lr: 1.000e-04, eta: 3:02:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9266, loss_cls: 0.9394, loss: 0.9394, grad_norm: 10.5870 2021-08-17 16:58:43,552 - mmaction - INFO - Epoch [43][2140/2640] lr: 1.000e-04, eta: 3:02:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9047, loss_cls: 1.0097, loss: 1.0097, grad_norm: 10.6900 2021-08-17 16:58:54,528 - mmaction - INFO - Epoch [43][2160/2640] lr: 1.000e-04, eta: 3:02:12, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7164, top5_acc: 0.9031, loss_cls: 1.0643, loss: 1.0643, grad_norm: 11.0762 2021-08-17 16:59:05,520 - mmaction - INFO - Epoch [43][2180/2640] lr: 1.000e-04, eta: 3:02:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9008, loss_cls: 1.0264, loss: 1.0264, grad_norm: 10.7971 2021-08-17 16:59:16,487 - mmaction - INFO - Epoch [43][2200/2640] lr: 1.000e-04, eta: 3:01:49, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9164, loss_cls: 0.9754, loss: 0.9754, grad_norm: 10.6268 2021-08-17 16:59:27,467 - mmaction - INFO - Epoch [43][2220/2640] lr: 1.000e-04, eta: 3:01:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9227, loss_cls: 0.9795, loss: 0.9795, grad_norm: 10.6582 2021-08-17 16:59:38,446 - mmaction - INFO - Epoch [43][2240/2640] lr: 1.000e-04, eta: 3:01:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9117, loss_cls: 0.9784, loss: 0.9784, grad_norm: 10.7589 2021-08-17 16:59:49,428 - mmaction - INFO - Epoch [43][2260/2640] lr: 1.000e-04, eta: 3:01:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9141, loss_cls: 1.0173, loss: 1.0173, grad_norm: 10.6583 2021-08-17 17:00:00,408 - mmaction - INFO - Epoch [43][2280/2640] lr: 1.000e-04, eta: 3:01:03, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7250, top5_acc: 0.9078, loss_cls: 1.0150, loss: 1.0150, grad_norm: 10.6750 2021-08-17 17:00:11,377 - mmaction - INFO - Epoch [43][2300/2640] lr: 1.000e-04, eta: 3:00:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9219, loss_cls: 0.9488, loss: 0.9488, grad_norm: 10.9249 2021-08-17 17:00:22,356 - mmaction - INFO - Epoch [43][2320/2640] lr: 1.000e-04, eta: 3:00:39, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9109, loss_cls: 0.9832, loss: 0.9832, grad_norm: 10.2604 2021-08-17 17:00:33,346 - mmaction - INFO - Epoch [43][2340/2640] lr: 1.000e-04, eta: 3:00:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9219, loss_cls: 0.9218, loss: 0.9218, grad_norm: 10.4568 2021-08-17 17:00:44,335 - mmaction - INFO - Epoch [43][2360/2640] lr: 1.000e-04, eta: 3:00:16, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9086, loss_cls: 1.0346, loss: 1.0346, grad_norm: 10.8236 2021-08-17 17:00:55,323 - mmaction - INFO - Epoch [43][2380/2640] lr: 1.000e-04, eta: 3:00:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9203, loss_cls: 0.9148, loss: 0.9148, grad_norm: 10.4705 2021-08-17 17:01:06,307 - mmaction - INFO - Epoch [43][2400/2640] lr: 1.000e-04, eta: 2:59:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9062, loss_cls: 1.0230, loss: 1.0230, grad_norm: 10.9474 2021-08-17 17:01:17,288 - mmaction - INFO - Epoch [43][2420/2640] lr: 1.000e-04, eta: 2:59:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9086, loss_cls: 1.0091, loss: 1.0091, grad_norm: 10.7004 2021-08-17 17:01:28,249 - mmaction - INFO - Epoch [43][2440/2640] lr: 1.000e-04, eta: 2:59:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9125, loss_cls: 0.9862, loss: 0.9862, grad_norm: 10.8301 2021-08-17 17:01:39,220 - mmaction - INFO - Epoch [43][2460/2640] lr: 1.000e-04, eta: 2:59:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9172, loss_cls: 0.9665, loss: 0.9665, grad_norm: 10.6152 2021-08-17 17:01:50,204 - mmaction - INFO - Epoch [43][2480/2640] lr: 1.000e-04, eta: 2:59:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9031, loss_cls: 1.0467, loss: 1.0467, grad_norm: 11.0984 2021-08-17 17:02:01,175 - mmaction - INFO - Epoch [43][2500/2640] lr: 1.000e-04, eta: 2:58:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9047, loss_cls: 1.0245, loss: 1.0245, grad_norm: 11.0083 2021-08-17 17:02:12,134 - mmaction - INFO - Epoch [43][2520/2640] lr: 1.000e-04, eta: 2:58:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9078, loss_cls: 1.0052, loss: 1.0052, grad_norm: 10.8478 2021-08-17 17:02:23,111 - mmaction - INFO - Epoch [43][2540/2640] lr: 1.000e-04, eta: 2:58:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9102, loss_cls: 0.9851, loss: 0.9851, grad_norm: 10.6308 2021-08-17 17:02:34,087 - mmaction - INFO - Epoch [43][2560/2640] lr: 1.000e-04, eta: 2:58:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9008, loss_cls: 1.0017, loss: 1.0017, grad_norm: 10.6228 2021-08-17 17:02:45,046 - mmaction - INFO - Epoch [43][2580/2640] lr: 1.000e-04, eta: 2:58:08, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9227, loss_cls: 0.9631, loss: 0.9631, grad_norm: 10.5340 2021-08-17 17:02:56,039 - mmaction - INFO - Epoch [43][2600/2640] lr: 1.000e-04, eta: 2:57:57, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9039, loss_cls: 0.9816, loss: 0.9816, grad_norm: 10.2730 2021-08-17 17:03:07,007 - mmaction - INFO - Epoch [43][2620/2640] lr: 1.000e-04, eta: 2:57:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9125, loss_cls: 0.9937, loss: 0.9937, grad_norm: 10.6574 2021-08-17 17:03:17,666 - mmaction - INFO - Epoch [43][2640/2640] lr: 1.000e-04, eta: 2:57:33, time: 0.533, data_time: 0.002, memory: 7069, top1_acc: 0.7460, top5_acc: 0.9129, loss_cls: 0.9812, loss: 0.9812, grad_norm: 10.6095 2021-08-17 17:06:11,794 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 17:06:12,284 - mmaction - INFO - top1_acc 0.5894 top5_acc 0.8543 2021-08-17 17:06:12,284 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 17:06:12,345 - mmaction - INFO - mean_acc 0.5270 2021-08-17 17:06:12,353 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-08-17 17:06:12,930 - mmaction - INFO - Epoch(val) [43][194] top1_acc: 0.5894, top5_acc: 0.8543, mean_class_accuracy: 0.5270 2021-08-17 17:07:29,971 - mmaction - INFO - Epoch [44][20/2640] lr: 1.000e-04, eta: 2:57:33, time: 3.851, data_time: 3.286, memory: 7069, top1_acc: 0.7680, top5_acc: 0.9258, loss_cls: 0.9052, loss: 0.9052, grad_norm: 10.4406 2021-08-17 17:07:40,948 - mmaction - INFO - Epoch [44][40/2640] lr: 1.000e-04, eta: 2:57:21, time: 0.548, data_time: 0.004, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9211, loss_cls: 0.9204, loss: 0.9204, grad_norm: 10.6433 2021-08-17 17:07:51,887 - mmaction - INFO - Epoch [44][60/2640] lr: 1.000e-04, eta: 2:57:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 0.9720, loss: 0.9720, grad_norm: 10.8343 2021-08-17 17:08:02,828 - mmaction - INFO - Epoch [44][80/2640] lr: 1.000e-04, eta: 2:56:58, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9133, loss_cls: 0.9752, loss: 0.9752, grad_norm: 10.8687 2021-08-17 17:08:13,765 - mmaction - INFO - Epoch [44][100/2640] lr: 1.000e-04, eta: 2:56:46, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9031, loss_cls: 0.9851, loss: 0.9851, grad_norm: 10.3407 2021-08-17 17:08:24,723 - mmaction - INFO - Epoch [44][120/2640] lr: 1.000e-04, eta: 2:56:34, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9141, loss_cls: 0.9477, loss: 0.9477, grad_norm: 10.3805 2021-08-17 17:08:35,674 - mmaction - INFO - Epoch [44][140/2640] lr: 1.000e-04, eta: 2:56:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9078, loss_cls: 1.0103, loss: 1.0103, grad_norm: 10.4922 2021-08-17 17:08:46,641 - mmaction - INFO - Epoch [44][160/2640] lr: 1.000e-04, eta: 2:56:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9211, loss_cls: 0.9322, loss: 0.9322, grad_norm: 10.2950 2021-08-17 17:08:57,610 - mmaction - INFO - Epoch [44][180/2640] lr: 1.000e-04, eta: 2:55:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9219, loss_cls: 0.9488, loss: 0.9488, grad_norm: 10.4220 2021-08-17 17:09:08,566 - mmaction - INFO - Epoch [44][200/2640] lr: 1.000e-04, eta: 2:55:48, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9070, loss_cls: 0.9869, loss: 0.9869, grad_norm: 9.9172 2021-08-17 17:09:19,528 - mmaction - INFO - Epoch [44][220/2640] lr: 1.000e-04, eta: 2:55:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7656, top5_acc: 0.9133, loss_cls: 0.9128, loss: 0.9128, grad_norm: 10.4828 2021-08-17 17:09:30,501 - mmaction - INFO - Epoch [44][240/2640] lr: 1.000e-04, eta: 2:55:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9195, loss_cls: 0.9947, loss: 0.9947, grad_norm: 10.8178 2021-08-17 17:09:41,467 - mmaction - INFO - Epoch [44][260/2640] lr: 1.000e-04, eta: 2:55:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9031, loss_cls: 1.0225, loss: 1.0225, grad_norm: 10.9230 2021-08-17 17:09:52,434 - mmaction - INFO - Epoch [44][280/2640] lr: 1.000e-04, eta: 2:55:01, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9180, loss_cls: 0.9221, loss: 0.9221, grad_norm: 10.5266 2021-08-17 17:10:03,407 - mmaction - INFO - Epoch [44][300/2640] lr: 1.000e-04, eta: 2:54:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9289, loss_cls: 0.9455, loss: 0.9455, grad_norm: 10.7792 2021-08-17 17:10:14,375 - mmaction - INFO - Epoch [44][320/2640] lr: 1.000e-04, eta: 2:54:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9148, loss_cls: 0.9832, loss: 0.9832, grad_norm: 10.8820 2021-08-17 17:10:25,336 - mmaction - INFO - Epoch [44][340/2640] lr: 1.000e-04, eta: 2:54:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9141, loss_cls: 0.9557, loss: 0.9557, grad_norm: 10.3177 2021-08-17 17:10:36,314 - mmaction - INFO - Epoch [44][360/2640] lr: 1.000e-04, eta: 2:54:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9172, loss_cls: 0.9648, loss: 0.9648, grad_norm: 10.8512 2021-08-17 17:10:47,265 - mmaction - INFO - Epoch [44][380/2640] lr: 1.000e-04, eta: 2:54:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9086, loss_cls: 1.0496, loss: 1.0496, grad_norm: 10.8626 2021-08-17 17:10:58,257 - mmaction - INFO - Epoch [44][400/2640] lr: 1.000e-04, eta: 2:53:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7250, top5_acc: 0.8852, loss_cls: 1.0903, loss: 1.0903, grad_norm: 10.8502 2021-08-17 17:11:09,215 - mmaction - INFO - Epoch [44][420/2640] lr: 1.000e-04, eta: 2:53:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9211, loss_cls: 0.9691, loss: 0.9691, grad_norm: 10.4099 2021-08-17 17:11:20,174 - mmaction - INFO - Epoch [44][440/2640] lr: 1.000e-04, eta: 2:53:28, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 1.0370, loss: 1.0370, grad_norm: 11.0905 2021-08-17 17:11:31,146 - mmaction - INFO - Epoch [44][460/2640] lr: 1.000e-04, eta: 2:53:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9039, loss_cls: 0.9950, loss: 0.9950, grad_norm: 10.5614 2021-08-17 17:11:42,115 - mmaction - INFO - Epoch [44][480/2640] lr: 1.000e-04, eta: 2:53:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9141, loss_cls: 1.0029, loss: 1.0029, grad_norm: 11.0590 2021-08-17 17:11:53,096 - mmaction - INFO - Epoch [44][500/2640] lr: 1.000e-04, eta: 2:52:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9305, loss_cls: 0.8986, loss: 0.8986, grad_norm: 10.0893 2021-08-17 17:12:04,063 - mmaction - INFO - Epoch [44][520/2640] lr: 1.000e-04, eta: 2:52:42, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9242, loss_cls: 0.9225, loss: 0.9225, grad_norm: 10.8200 2021-08-17 17:12:15,025 - mmaction - INFO - Epoch [44][540/2640] lr: 1.000e-04, eta: 2:52:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9148, loss_cls: 0.9387, loss: 0.9387, grad_norm: 10.2179 2021-08-17 17:12:26,001 - mmaction - INFO - Epoch [44][560/2640] lr: 1.000e-04, eta: 2:52:19, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9172, loss_cls: 0.9834, loss: 0.9834, grad_norm: 10.8428 2021-08-17 17:12:36,964 - mmaction - INFO - Epoch [44][580/2640] lr: 1.000e-04, eta: 2:52:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9219, loss_cls: 0.9373, loss: 0.9373, grad_norm: 10.4716 2021-08-17 17:12:47,936 - mmaction - INFO - Epoch [44][600/2640] lr: 1.000e-04, eta: 2:51:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9039, loss_cls: 1.0388, loss: 1.0388, grad_norm: 11.3148 2021-08-17 17:12:58,896 - mmaction - INFO - Epoch [44][620/2640] lr: 1.000e-04, eta: 2:51:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7281, top5_acc: 0.8977, loss_cls: 1.0013, loss: 1.0013, grad_norm: 10.5885 2021-08-17 17:13:09,883 - mmaction - INFO - Epoch [44][640/2640] lr: 1.000e-04, eta: 2:51:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7055, top5_acc: 0.9102, loss_cls: 1.0768, loss: 1.0768, grad_norm: 11.2278 2021-08-17 17:13:20,885 - mmaction - INFO - Epoch [44][660/2640] lr: 1.000e-04, eta: 2:51:20, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9016, loss_cls: 1.0504, loss: 1.0504, grad_norm: 11.1814 2021-08-17 17:13:31,851 - mmaction - INFO - Epoch [44][680/2640] lr: 1.000e-04, eta: 2:51:09, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9070, loss_cls: 0.9709, loss: 0.9709, grad_norm: 10.7565 2021-08-17 17:13:42,825 - mmaction - INFO - Epoch [44][700/2640] lr: 1.000e-04, eta: 2:50:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9266, loss_cls: 0.9376, loss: 0.9376, grad_norm: 10.6766 2021-08-17 17:13:53,791 - mmaction - INFO - Epoch [44][720/2640] lr: 1.000e-04, eta: 2:50:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9125, loss_cls: 1.0222, loss: 1.0222, grad_norm: 11.2720 2021-08-17 17:14:04,775 - mmaction - INFO - Epoch [44][740/2640] lr: 1.000e-04, eta: 2:50:34, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9102, loss_cls: 1.0071, loss: 1.0071, grad_norm: 10.7646 2021-08-17 17:14:15,761 - mmaction - INFO - Epoch [44][760/2640] lr: 1.000e-04, eta: 2:50:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9164, loss_cls: 0.9305, loss: 0.9305, grad_norm: 10.3790 2021-08-17 17:14:26,730 - mmaction - INFO - Epoch [44][780/2640] lr: 1.000e-04, eta: 2:50:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9187, loss_cls: 0.9873, loss: 0.9873, grad_norm: 10.7671 2021-08-17 17:14:37,696 - mmaction - INFO - Epoch [44][800/2640] lr: 1.000e-04, eta: 2:49:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9109, loss_cls: 0.9746, loss: 0.9746, grad_norm: 10.4900 2021-08-17 17:14:48,655 - mmaction - INFO - Epoch [44][820/2640] lr: 1.000e-04, eta: 2:49:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9078, loss_cls: 1.0577, loss: 1.0577, grad_norm: 11.3271 2021-08-17 17:14:59,636 - mmaction - INFO - Epoch [44][840/2640] lr: 1.000e-04, eta: 2:49:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9133, loss_cls: 1.0087, loss: 1.0087, grad_norm: 11.0421 2021-08-17 17:15:10,604 - mmaction - INFO - Epoch [44][860/2640] lr: 1.000e-04, eta: 2:49:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9242, loss_cls: 0.9281, loss: 0.9281, grad_norm: 10.5937 2021-08-17 17:15:21,567 - mmaction - INFO - Epoch [44][880/2640] lr: 1.000e-04, eta: 2:49:12, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9109, loss_cls: 1.0093, loss: 1.0093, grad_norm: 11.1147 2021-08-17 17:15:32,539 - mmaction - INFO - Epoch [44][900/2640] lr: 1.000e-04, eta: 2:49:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.8984, loss_cls: 1.0137, loss: 1.0137, grad_norm: 10.7115 2021-08-17 17:15:43,518 - mmaction - INFO - Epoch [44][920/2640] lr: 1.000e-04, eta: 2:48:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9094, loss_cls: 0.9666, loss: 0.9666, grad_norm: 10.3634 2021-08-17 17:15:54,487 - mmaction - INFO - Epoch [44][940/2640] lr: 1.000e-04, eta: 2:48:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9070, loss_cls: 0.9826, loss: 0.9826, grad_norm: 10.8483 2021-08-17 17:16:05,449 - mmaction - INFO - Epoch [44][960/2640] lr: 1.000e-04, eta: 2:48:26, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9047, loss_cls: 1.0062, loss: 1.0062, grad_norm: 10.4131 2021-08-17 17:16:16,386 - mmaction - INFO - Epoch [44][980/2640] lr: 1.000e-04, eta: 2:48:14, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9031, loss_cls: 0.9909, loss: 0.9909, grad_norm: 10.5881 2021-08-17 17:16:27,340 - mmaction - INFO - Epoch [44][1000/2640] lr: 1.000e-04, eta: 2:48:03, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9086, loss_cls: 0.9980, loss: 0.9980, grad_norm: 10.8533 2021-08-17 17:16:38,301 - mmaction - INFO - Epoch [44][1020/2640] lr: 1.000e-04, eta: 2:47:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9289, loss_cls: 0.9371, loss: 0.9371, grad_norm: 10.4535 2021-08-17 17:16:49,260 - mmaction - INFO - Epoch [44][1040/2640] lr: 1.000e-04, eta: 2:47:39, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9180, loss_cls: 0.9698, loss: 0.9698, grad_norm: 10.9722 2021-08-17 17:17:00,248 - mmaction - INFO - Epoch [44][1060/2640] lr: 1.000e-04, eta: 2:47:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9156, loss_cls: 0.9637, loss: 0.9637, grad_norm: 10.7291 2021-08-17 17:17:11,196 - mmaction - INFO - Epoch [44][1080/2640] lr: 1.000e-04, eta: 2:47:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 0.9882, loss: 0.9882, grad_norm: 10.6768 2021-08-17 17:17:22,165 - mmaction - INFO - Epoch [44][1100/2640] lr: 1.000e-04, eta: 2:47:05, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9148, loss_cls: 1.0270, loss: 1.0270, grad_norm: 11.0854 2021-08-17 17:17:33,138 - mmaction - INFO - Epoch [44][1120/2640] lr: 1.000e-04, eta: 2:46:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9203, loss_cls: 0.9835, loss: 0.9835, grad_norm: 10.7348 2021-08-17 17:17:44,112 - mmaction - INFO - Epoch [44][1140/2640] lr: 1.000e-04, eta: 2:46:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9148, loss_cls: 1.0245, loss: 1.0245, grad_norm: 11.0819 2021-08-17 17:17:55,073 - mmaction - INFO - Epoch [44][1160/2640] lr: 1.000e-04, eta: 2:46:30, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9070, loss_cls: 0.9795, loss: 0.9795, grad_norm: 10.7106 2021-08-17 17:18:06,049 - mmaction - INFO - Epoch [44][1180/2640] lr: 1.000e-04, eta: 2:46:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9125, loss_cls: 1.0099, loss: 1.0099, grad_norm: 10.9878 2021-08-17 17:18:17,002 - mmaction - INFO - Epoch [44][1200/2640] lr: 1.000e-04, eta: 2:46:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7188, top5_acc: 0.9016, loss_cls: 1.0405, loss: 1.0405, grad_norm: 10.8438 2021-08-17 17:18:27,981 - mmaction - INFO - Epoch [44][1220/2640] lr: 1.000e-04, eta: 2:45:55, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.8984, loss_cls: 0.9762, loss: 0.9762, grad_norm: 10.0829 2021-08-17 17:18:38,955 - mmaction - INFO - Epoch [44][1240/2640] lr: 1.000e-04, eta: 2:45:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9062, loss_cls: 1.0028, loss: 1.0028, grad_norm: 10.8470 2021-08-17 17:18:49,939 - mmaction - INFO - Epoch [44][1260/2640] lr: 1.000e-04, eta: 2:45:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 0.9484, loss: 0.9484, grad_norm: 10.2681 2021-08-17 17:19:00,915 - mmaction - INFO - Epoch [44][1280/2640] lr: 1.000e-04, eta: 2:45:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9180, loss_cls: 0.9551, loss: 0.9551, grad_norm: 10.2479 2021-08-17 17:19:11,877 - mmaction - INFO - Epoch [44][1300/2640] lr: 1.000e-04, eta: 2:45:08, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9195, loss_cls: 0.9293, loss: 0.9293, grad_norm: 10.7572 2021-08-17 17:19:22,852 - mmaction - INFO - Epoch [44][1320/2640] lr: 1.000e-04, eta: 2:44:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9086, loss_cls: 1.0134, loss: 1.0134, grad_norm: 10.8501 2021-08-17 17:19:33,837 - mmaction - INFO - Epoch [44][1340/2640] lr: 1.000e-04, eta: 2:44:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9109, loss_cls: 0.9571, loss: 0.9571, grad_norm: 10.7087 2021-08-17 17:19:44,876 - mmaction - INFO - Epoch [44][1360/2640] lr: 1.000e-04, eta: 2:44:34, time: 0.553, data_time: 0.002, memory: 7069, top1_acc: 0.7273, top5_acc: 0.9070, loss_cls: 1.0357, loss: 1.0357, grad_norm: 11.2488 2021-08-17 17:19:55,787 - mmaction - INFO - Epoch [44][1380/2640] lr: 1.000e-04, eta: 2:44:22, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9180, loss_cls: 1.0001, loss: 1.0001, grad_norm: 10.8085 2021-08-17 17:20:06,771 - mmaction - INFO - Epoch [44][1400/2640] lr: 1.000e-04, eta: 2:44:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9195, loss_cls: 0.9525, loss: 0.9525, grad_norm: 10.7202 2021-08-17 17:20:17,746 - mmaction - INFO - Epoch [44][1420/2640] lr: 1.000e-04, eta: 2:43:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9164, loss_cls: 0.9840, loss: 0.9840, grad_norm: 10.9618 2021-08-17 17:20:28,716 - mmaction - INFO - Epoch [44][1440/2640] lr: 1.000e-04, eta: 2:43:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9141, loss_cls: 0.8972, loss: 0.8972, grad_norm: 9.9451 2021-08-17 17:20:39,694 - mmaction - INFO - Epoch [44][1460/2640] lr: 1.000e-04, eta: 2:43:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7234, top5_acc: 0.8992, loss_cls: 1.0606, loss: 1.0606, grad_norm: 11.1673 2021-08-17 17:20:50,676 - mmaction - INFO - Epoch [44][1480/2640] lr: 1.000e-04, eta: 2:43:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9219, loss_cls: 0.9488, loss: 0.9488, grad_norm: 10.4466 2021-08-17 17:21:01,637 - mmaction - INFO - Epoch [44][1500/2640] lr: 1.000e-04, eta: 2:43:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9117, loss_cls: 0.9867, loss: 0.9867, grad_norm: 10.5740 2021-08-17 17:21:12,604 - mmaction - INFO - Epoch [44][1520/2640] lr: 1.000e-04, eta: 2:43:01, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9187, loss_cls: 0.9132, loss: 0.9132, grad_norm: 10.4670 2021-08-17 17:21:23,580 - mmaction - INFO - Epoch [44][1540/2640] lr: 1.000e-04, eta: 2:42:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9463, loss: 0.9463, grad_norm: 10.7696 2021-08-17 17:21:34,566 - mmaction - INFO - Epoch [44][1560/2640] lr: 1.000e-04, eta: 2:42:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9102, loss_cls: 0.9417, loss: 0.9417, grad_norm: 10.3139 2021-08-17 17:21:45,552 - mmaction - INFO - Epoch [44][1580/2640] lr: 1.000e-04, eta: 2:42:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7273, top5_acc: 0.9008, loss_cls: 1.0408, loss: 1.0408, grad_norm: 10.8915 2021-08-17 17:21:56,529 - mmaction - INFO - Epoch [44][1600/2640] lr: 1.000e-04, eta: 2:42:14, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9039, loss_cls: 0.9953, loss: 0.9953, grad_norm: 10.8259 2021-08-17 17:22:07,504 - mmaction - INFO - Epoch [44][1620/2640] lr: 1.000e-04, eta: 2:42:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9133, loss_cls: 0.9881, loss: 0.9881, grad_norm: 10.8518 2021-08-17 17:22:18,465 - mmaction - INFO - Epoch [44][1640/2640] lr: 1.000e-04, eta: 2:41:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7672, top5_acc: 0.9164, loss_cls: 0.8970, loss: 0.8970, grad_norm: 10.3701 2021-08-17 17:22:29,436 - mmaction - INFO - Epoch [44][1660/2640] lr: 1.000e-04, eta: 2:41:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9086, loss_cls: 0.9765, loss: 0.9765, grad_norm: 10.4566 2021-08-17 17:22:40,418 - mmaction - INFO - Epoch [44][1680/2640] lr: 1.000e-04, eta: 2:41:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9211, loss_cls: 0.9795, loss: 0.9795, grad_norm: 11.2984 2021-08-17 17:22:51,390 - mmaction - INFO - Epoch [44][1700/2640] lr: 1.000e-04, eta: 2:41:16, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 0.9569, loss: 0.9569, grad_norm: 10.4047 2021-08-17 17:23:02,360 - mmaction - INFO - Epoch [44][1720/2640] lr: 1.000e-04, eta: 2:41:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9062, loss_cls: 0.9770, loss: 0.9770, grad_norm: 10.9701 2021-08-17 17:23:13,316 - mmaction - INFO - Epoch [44][1740/2640] lr: 1.000e-04, eta: 2:40:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9047, loss_cls: 0.9945, loss: 0.9945, grad_norm: 10.7164 2021-08-17 17:23:24,284 - mmaction - INFO - Epoch [44][1760/2640] lr: 1.000e-04, eta: 2:40:41, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9125, loss_cls: 0.9813, loss: 0.9813, grad_norm: 10.5964 2021-08-17 17:23:35,290 - mmaction - INFO - Epoch [44][1780/2640] lr: 1.000e-04, eta: 2:40:30, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8679, loss: 0.8679, grad_norm: 10.1469 2021-08-17 17:23:46,281 - mmaction - INFO - Epoch [44][1800/2640] lr: 1.000e-04, eta: 2:40:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9172, loss_cls: 0.9716, loss: 0.9716, grad_norm: 10.4646 2021-08-17 17:23:57,271 - mmaction - INFO - Epoch [44][1820/2640] lr: 1.000e-04, eta: 2:40:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9234, loss_cls: 0.9253, loss: 0.9253, grad_norm: 10.7601 2021-08-17 17:24:08,259 - mmaction - INFO - Epoch [44][1840/2640] lr: 1.000e-04, eta: 2:39:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9180, loss_cls: 0.9769, loss: 0.9769, grad_norm: 10.7394 2021-08-17 17:24:19,226 - mmaction - INFO - Epoch [44][1860/2640] lr: 1.000e-04, eta: 2:39:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9055, loss_cls: 1.0120, loss: 1.0120, grad_norm: 11.0995 2021-08-17 17:24:30,198 - mmaction - INFO - Epoch [44][1880/2640] lr: 1.000e-04, eta: 2:39:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9180, loss_cls: 0.9443, loss: 0.9443, grad_norm: 10.6661 2021-08-17 17:24:41,143 - mmaction - INFO - Epoch [44][1900/2640] lr: 1.000e-04, eta: 2:39:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9156, loss_cls: 0.9846, loss: 0.9846, grad_norm: 11.0250 2021-08-17 17:24:52,140 - mmaction - INFO - Epoch [44][1920/2640] lr: 1.000e-04, eta: 2:39:08, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.8992, loss_cls: 1.0221, loss: 1.0221, grad_norm: 10.9333 2021-08-17 17:25:03,114 - mmaction - INFO - Epoch [44][1940/2640] lr: 1.000e-04, eta: 2:38:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9195, loss_cls: 0.9608, loss: 0.9608, grad_norm: 10.3947 2021-08-17 17:25:14,089 - mmaction - INFO - Epoch [44][1960/2640] lr: 1.000e-04, eta: 2:38:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7180, top5_acc: 0.9039, loss_cls: 1.0542, loss: 1.0542, grad_norm: 11.1993 2021-08-17 17:25:25,047 - mmaction - INFO - Epoch [44][1980/2640] lr: 1.000e-04, eta: 2:38:33, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9023, loss_cls: 1.0009, loss: 1.0009, grad_norm: 11.0773 2021-08-17 17:25:36,019 - mmaction - INFO - Epoch [44][2000/2640] lr: 1.000e-04, eta: 2:38:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9736, loss: 0.9736, grad_norm: 10.6915 2021-08-17 17:25:46,996 - mmaction - INFO - Epoch [44][2020/2640] lr: 1.000e-04, eta: 2:38:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9187, loss_cls: 0.9542, loss: 0.9542, grad_norm: 10.5916 2021-08-17 17:25:57,970 - mmaction - INFO - Epoch [44][2040/2640] lr: 1.000e-04, eta: 2:37:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9156, loss_cls: 1.0076, loss: 1.0076, grad_norm: 10.9501 2021-08-17 17:26:08,933 - mmaction - INFO - Epoch [44][2060/2640] lr: 1.000e-04, eta: 2:37:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9211, loss_cls: 0.9735, loss: 0.9735, grad_norm: 10.6370 2021-08-17 17:26:19,908 - mmaction - INFO - Epoch [44][2080/2640] lr: 1.000e-04, eta: 2:37:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9180, loss_cls: 0.9347, loss: 0.9347, grad_norm: 10.8640 2021-08-17 17:26:30,879 - mmaction - INFO - Epoch [44][2100/2640] lr: 1.000e-04, eta: 2:37:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9117, loss_cls: 0.9874, loss: 0.9874, grad_norm: 10.7466 2021-08-17 17:26:41,875 - mmaction - INFO - Epoch [44][2120/2640] lr: 1.000e-04, eta: 2:37:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9219, loss_cls: 0.9050, loss: 0.9050, grad_norm: 10.7382 2021-08-17 17:26:52,858 - mmaction - INFO - Epoch [44][2140/2640] lr: 1.000e-04, eta: 2:37:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9047, loss_cls: 1.0301, loss: 1.0301, grad_norm: 11.0246 2021-08-17 17:27:03,833 - mmaction - INFO - Epoch [44][2160/2640] lr: 1.000e-04, eta: 2:36:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9203, loss_cls: 0.9634, loss: 0.9634, grad_norm: 10.6408 2021-08-17 17:27:14,785 - mmaction - INFO - Epoch [44][2180/2640] lr: 1.000e-04, eta: 2:36:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.8969, loss_cls: 1.0323, loss: 1.0323, grad_norm: 10.6895 2021-08-17 17:27:25,723 - mmaction - INFO - Epoch [44][2200/2640] lr: 1.000e-04, eta: 2:36:26, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9180, loss_cls: 0.9085, loss: 0.9085, grad_norm: 10.3502 2021-08-17 17:27:36,698 - mmaction - INFO - Epoch [44][2220/2640] lr: 1.000e-04, eta: 2:36:14, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9125, loss_cls: 0.9486, loss: 0.9486, grad_norm: 10.8030 2021-08-17 17:27:47,673 - mmaction - INFO - Epoch [44][2240/2640] lr: 1.000e-04, eta: 2:36:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7273, top5_acc: 0.9031, loss_cls: 1.0667, loss: 1.0667, grad_norm: 11.5616 2021-08-17 17:27:58,662 - mmaction - INFO - Epoch [44][2260/2640] lr: 1.000e-04, eta: 2:35:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.9036, loss: 0.9036, grad_norm: 10.5173 2021-08-17 17:28:09,634 - mmaction - INFO - Epoch [44][2280/2640] lr: 1.000e-04, eta: 2:35:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7250, top5_acc: 0.9156, loss_cls: 1.0081, loss: 1.0081, grad_norm: 11.1435 2021-08-17 17:28:20,646 - mmaction - INFO - Epoch [44][2300/2640] lr: 1.000e-04, eta: 2:35:28, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7242, top5_acc: 0.9094, loss_cls: 1.0216, loss: 1.0216, grad_norm: 10.8414 2021-08-17 17:28:31,613 - mmaction - INFO - Epoch [44][2320/2640] lr: 1.000e-04, eta: 2:35:16, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9195, loss_cls: 0.9713, loss: 0.9713, grad_norm: 11.0333 2021-08-17 17:28:42,590 - mmaction - INFO - Epoch [44][2340/2640] lr: 1.000e-04, eta: 2:35:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7172, top5_acc: 0.8984, loss_cls: 1.0715, loss: 1.0715, grad_norm: 11.2753 2021-08-17 17:28:53,556 - mmaction - INFO - Epoch [44][2360/2640] lr: 1.000e-04, eta: 2:34:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9086, loss_cls: 0.9888, loss: 0.9888, grad_norm: 10.7220 2021-08-17 17:29:04,526 - mmaction - INFO - Epoch [44][2380/2640] lr: 1.000e-04, eta: 2:34:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9086, loss_cls: 1.0341, loss: 1.0341, grad_norm: 11.1890 2021-08-17 17:29:15,490 - mmaction - INFO - Epoch [44][2400/2640] lr: 1.000e-04, eta: 2:34:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9653, loss: 0.9653, grad_norm: 10.6034 2021-08-17 17:29:26,468 - mmaction - INFO - Epoch [44][2420/2640] lr: 1.000e-04, eta: 2:34:18, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9086, loss_cls: 0.9616, loss: 0.9616, grad_norm: 10.8301 2021-08-17 17:29:37,391 - mmaction - INFO - Epoch [44][2440/2640] lr: 1.000e-04, eta: 2:34:06, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9094, loss_cls: 0.9399, loss: 0.9399, grad_norm: 10.6481 2021-08-17 17:29:48,351 - mmaction - INFO - Epoch [44][2460/2640] lr: 1.000e-04, eta: 2:33:55, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9047, loss_cls: 1.0129, loss: 1.0129, grad_norm: 10.9292 2021-08-17 17:29:59,324 - mmaction - INFO - Epoch [44][2480/2640] lr: 1.000e-04, eta: 2:33:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9234, loss_cls: 0.9369, loss: 0.9369, grad_norm: 10.6547 2021-08-17 17:30:10,300 - mmaction - INFO - Epoch [44][2500/2640] lr: 1.000e-04, eta: 2:33:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9164, loss_cls: 0.9918, loss: 0.9918, grad_norm: 10.8054 2021-08-17 17:30:21,271 - mmaction - INFO - Epoch [44][2520/2640] lr: 1.000e-04, eta: 2:33:20, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9156, loss_cls: 0.9570, loss: 0.9570, grad_norm: 10.8093 2021-08-17 17:30:32,251 - mmaction - INFO - Epoch [44][2540/2640] lr: 1.000e-04, eta: 2:33:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9187, loss_cls: 0.9353, loss: 0.9353, grad_norm: 10.5504 2021-08-17 17:30:43,201 - mmaction - INFO - Epoch [44][2560/2640] lr: 1.000e-04, eta: 2:32:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9102, loss_cls: 0.9844, loss: 0.9844, grad_norm: 10.9106 2021-08-17 17:30:54,159 - mmaction - INFO - Epoch [44][2580/2640] lr: 1.000e-04, eta: 2:32:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9070, loss_cls: 1.0225, loss: 1.0225, grad_norm: 11.1917 2021-08-17 17:31:05,136 - mmaction - INFO - Epoch [44][2600/2640] lr: 1.000e-04, eta: 2:32:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9187, loss_cls: 0.9131, loss: 0.9131, grad_norm: 10.2976 2021-08-17 17:31:16,106 - mmaction - INFO - Epoch [44][2620/2640] lr: 1.000e-04, eta: 2:32:22, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9102, loss_cls: 0.9775, loss: 0.9775, grad_norm: 10.5877 2021-08-17 17:31:26,750 - mmaction - INFO - Epoch [44][2640/2640] lr: 1.000e-04, eta: 2:32:10, time: 0.533, data_time: 0.002, memory: 7069, top1_acc: 0.7597, top5_acc: 0.9169, loss_cls: 0.9401, loss: 0.9401, grad_norm: 10.6704 2021-08-17 17:34:30,795 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 17:34:31,320 - mmaction - INFO - top1_acc 0.5882 top5_acc 0.8532 2021-08-17 17:34:31,321 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 17:34:31,388 - mmaction - INFO - mean_acc 0.5272 2021-08-17 17:34:31,395 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-08-17 17:34:31,915 - mmaction - INFO - Epoch(val) [44][194] top1_acc: 0.5882, top5_acc: 0.8532, mean_class_accuracy: 0.5272 2021-08-17 17:35:53,207 - mmaction - INFO - Epoch [45][20/2640] lr: 1.000e-04, eta: 2:32:08, time: 4.060, data_time: 3.448, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9180, loss_cls: 0.9585, loss: 0.9585, grad_norm: 10.8448 2021-08-17 17:36:04,202 - mmaction - INFO - Epoch [45][40/2640] lr: 1.000e-04, eta: 2:31:57, time: 0.551, data_time: 0.007, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9148, loss_cls: 0.9614, loss: 0.9614, grad_norm: 10.7914 2021-08-17 17:36:15,129 - mmaction - INFO - Epoch [45][60/2640] lr: 1.000e-04, eta: 2:31:45, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9016, loss_cls: 1.0082, loss: 1.0082, grad_norm: 10.7773 2021-08-17 17:36:26,079 - mmaction - INFO - Epoch [45][80/2640] lr: 1.000e-04, eta: 2:31:33, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.7742, top5_acc: 0.9133, loss_cls: 0.8917, loss: 0.8917, grad_norm: 10.0475 2021-08-17 17:36:37,029 - mmaction - INFO - Epoch [45][100/2640] lr: 1.000e-04, eta: 2:31:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9289, loss_cls: 0.9036, loss: 0.9036, grad_norm: 10.3425 2021-08-17 17:36:47,996 - mmaction - INFO - Epoch [45][120/2640] lr: 1.000e-04, eta: 2:31:10, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9164, loss_cls: 0.9933, loss: 0.9933, grad_norm: 10.7208 2021-08-17 17:36:58,968 - mmaction - INFO - Epoch [45][140/2640] lr: 1.000e-04, eta: 2:30:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9055, loss_cls: 1.0090, loss: 1.0090, grad_norm: 10.9088 2021-08-17 17:37:09,915 - mmaction - INFO - Epoch [45][160/2640] lr: 1.000e-04, eta: 2:30:47, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9102, loss_cls: 0.9738, loss: 0.9738, grad_norm: 11.1441 2021-08-17 17:37:20,863 - mmaction - INFO - Epoch [45][180/2640] lr: 1.000e-04, eta: 2:30:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9078, loss_cls: 1.0186, loss: 1.0186, grad_norm: 11.2009 2021-08-17 17:37:31,824 - mmaction - INFO - Epoch [45][200/2640] lr: 1.000e-04, eta: 2:30:24, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9211, loss_cls: 0.9617, loss: 0.9617, grad_norm: 10.7633 2021-08-17 17:37:42,777 - mmaction - INFO - Epoch [45][220/2640] lr: 1.000e-04, eta: 2:30:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9234, loss_cls: 0.9349, loss: 0.9349, grad_norm: 10.7254 2021-08-17 17:37:53,749 - mmaction - INFO - Epoch [45][240/2640] lr: 1.000e-04, eta: 2:30:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9117, loss_cls: 1.0210, loss: 1.0210, grad_norm: 11.0295 2021-08-17 17:38:04,703 - mmaction - INFO - Epoch [45][260/2640] lr: 1.000e-04, eta: 2:29:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9109, loss_cls: 1.0091, loss: 1.0091, grad_norm: 11.0585 2021-08-17 17:38:15,677 - mmaction - INFO - Epoch [45][280/2640] lr: 1.000e-04, eta: 2:29:37, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9180, loss_cls: 0.9659, loss: 0.9659, grad_norm: 10.8926 2021-08-17 17:38:26,636 - mmaction - INFO - Epoch [45][300/2640] lr: 1.000e-04, eta: 2:29:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9180, loss_cls: 0.9283, loss: 0.9283, grad_norm: 10.9252 2021-08-17 17:38:37,631 - mmaction - INFO - Epoch [45][320/2640] lr: 1.000e-04, eta: 2:29:14, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9156, loss_cls: 0.9670, loss: 0.9670, grad_norm: 10.6564 2021-08-17 17:38:48,608 - mmaction - INFO - Epoch [45][340/2640] lr: 1.000e-04, eta: 2:29:02, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9227, loss_cls: 0.9448, loss: 0.9448, grad_norm: 10.8683 2021-08-17 17:38:59,575 - mmaction - INFO - Epoch [45][360/2640] lr: 1.000e-04, eta: 2:28:51, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9219, loss_cls: 0.9534, loss: 0.9534, grad_norm: 10.8281 2021-08-17 17:39:10,551 - mmaction - INFO - Epoch [45][380/2640] lr: 1.000e-04, eta: 2:28:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9117, loss_cls: 0.9809, loss: 0.9809, grad_norm: 10.7512 2021-08-17 17:39:21,546 - mmaction - INFO - Epoch [45][400/2640] lr: 1.000e-04, eta: 2:28:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9148, loss_cls: 0.9448, loss: 0.9448, grad_norm: 10.9223 2021-08-17 17:39:32,527 - mmaction - INFO - Epoch [45][420/2640] lr: 1.000e-04, eta: 2:28:16, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9117, loss_cls: 0.9894, loss: 0.9894, grad_norm: 11.5788 2021-08-17 17:39:43,500 - mmaction - INFO - Epoch [45][440/2640] lr: 1.000e-04, eta: 2:28:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9219, loss_cls: 0.9125, loss: 0.9125, grad_norm: 10.8321 2021-08-17 17:39:54,457 - mmaction - INFO - Epoch [45][460/2640] lr: 1.000e-04, eta: 2:27:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9320, loss_cls: 0.8992, loss: 0.8992, grad_norm: 10.8393 2021-08-17 17:40:05,456 - mmaction - INFO - Epoch [45][480/2640] lr: 1.000e-04, eta: 2:27:41, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9094, loss_cls: 0.9731, loss: 0.9731, grad_norm: 10.8014 2021-08-17 17:40:16,472 - mmaction - INFO - Epoch [45][500/2640] lr: 1.000e-04, eta: 2:27:30, time: 0.551, data_time: 0.001, memory: 7069, top1_acc: 0.7211, top5_acc: 0.8992, loss_cls: 1.0452, loss: 1.0452, grad_norm: 11.1165 2021-08-17 17:40:27,398 - mmaction - INFO - Epoch [45][520/2640] lr: 1.000e-04, eta: 2:27:18, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9273, loss_cls: 0.8878, loss: 0.8878, grad_norm: 10.4448 2021-08-17 17:40:38,362 - mmaction - INFO - Epoch [45][540/2640] lr: 1.000e-04, eta: 2:27:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9250, loss_cls: 0.9230, loss: 0.9230, grad_norm: 10.6590 2021-08-17 17:40:49,323 - mmaction - INFO - Epoch [45][560/2640] lr: 1.000e-04, eta: 2:26:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9203, loss_cls: 0.9699, loss: 0.9699, grad_norm: 10.8794 2021-08-17 17:41:00,313 - mmaction - INFO - Epoch [45][580/2640] lr: 1.000e-04, eta: 2:26:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9125, loss_cls: 1.0161, loss: 1.0161, grad_norm: 11.2084 2021-08-17 17:41:11,265 - mmaction - INFO - Epoch [45][600/2640] lr: 1.000e-04, eta: 2:26:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9133, loss_cls: 0.9728, loss: 0.9728, grad_norm: 10.7787 2021-08-17 17:41:22,240 - mmaction - INFO - Epoch [45][620/2640] lr: 1.000e-04, eta: 2:26:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9102, loss_cls: 1.0115, loss: 1.0115, grad_norm: 11.0489 2021-08-17 17:41:33,205 - mmaction - INFO - Epoch [45][640/2640] lr: 1.000e-04, eta: 2:26:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9078, loss_cls: 1.0374, loss: 1.0374, grad_norm: 11.2620 2021-08-17 17:41:44,167 - mmaction - INFO - Epoch [45][660/2640] lr: 1.000e-04, eta: 2:25:57, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7727, top5_acc: 0.9266, loss_cls: 0.8638, loss: 0.8638, grad_norm: 10.0922 2021-08-17 17:41:55,132 - mmaction - INFO - Epoch [45][680/2640] lr: 1.000e-04, eta: 2:25:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9141, loss_cls: 0.9668, loss: 0.9668, grad_norm: 10.6409 2021-08-17 17:42:06,114 - mmaction - INFO - Epoch [45][700/2640] lr: 1.000e-04, eta: 2:25:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9172, loss_cls: 0.9940, loss: 0.9940, grad_norm: 10.8415 2021-08-17 17:42:17,086 - mmaction - INFO - Epoch [45][720/2640] lr: 1.000e-04, eta: 2:25:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9266, loss_cls: 0.9130, loss: 0.9130, grad_norm: 10.5109 2021-08-17 17:42:28,055 - mmaction - INFO - Epoch [45][740/2640] lr: 1.000e-04, eta: 2:25:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9133, loss_cls: 0.9400, loss: 0.9400, grad_norm: 10.4536 2021-08-17 17:42:39,022 - mmaction - INFO - Epoch [45][760/2640] lr: 1.000e-04, eta: 2:24:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9055, loss_cls: 1.0072, loss: 1.0072, grad_norm: 11.1654 2021-08-17 17:42:49,998 - mmaction - INFO - Epoch [45][780/2640] lr: 1.000e-04, eta: 2:24:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9227, loss_cls: 0.9927, loss: 0.9927, grad_norm: 11.2680 2021-08-17 17:43:00,967 - mmaction - INFO - Epoch [45][800/2640] lr: 1.000e-04, eta: 2:24:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9203, loss_cls: 0.8988, loss: 0.8988, grad_norm: 10.4980 2021-08-17 17:43:11,945 - mmaction - INFO - Epoch [45][820/2640] lr: 1.000e-04, eta: 2:24:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9070, loss_cls: 0.9916, loss: 0.9916, grad_norm: 11.0236 2021-08-17 17:43:22,917 - mmaction - INFO - Epoch [45][840/2640] lr: 1.000e-04, eta: 2:24:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9172, loss_cls: 0.9565, loss: 0.9565, grad_norm: 10.8556 2021-08-17 17:43:33,890 - mmaction - INFO - Epoch [45][860/2640] lr: 1.000e-04, eta: 2:24:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9109, loss_cls: 0.9706, loss: 0.9706, grad_norm: 11.1571 2021-08-17 17:43:44,855 - mmaction - INFO - Epoch [45][880/2640] lr: 1.000e-04, eta: 2:23:49, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 0.9411, loss: 0.9411, grad_norm: 10.8197 2021-08-17 17:43:55,826 - mmaction - INFO - Epoch [45][900/2640] lr: 1.000e-04, eta: 2:23:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9102, loss_cls: 0.9655, loss: 0.9655, grad_norm: 10.6874 2021-08-17 17:44:06,812 - mmaction - INFO - Epoch [45][920/2640] lr: 1.000e-04, eta: 2:23:26, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9211, loss_cls: 0.9538, loss: 0.9538, grad_norm: 10.8949 2021-08-17 17:44:17,792 - mmaction - INFO - Epoch [45][940/2640] lr: 1.000e-04, eta: 2:23:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7367, top5_acc: 0.8969, loss_cls: 1.0138, loss: 1.0138, grad_norm: 11.0753 2021-08-17 17:44:28,785 - mmaction - INFO - Epoch [45][960/2640] lr: 1.000e-04, eta: 2:23:02, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9141, loss_cls: 1.0044, loss: 1.0044, grad_norm: 11.1223 2021-08-17 17:44:39,753 - mmaction - INFO - Epoch [45][980/2640] lr: 1.000e-04, eta: 2:22:51, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9008, loss_cls: 0.9930, loss: 0.9930, grad_norm: 10.9079 2021-08-17 17:44:50,710 - mmaction - INFO - Epoch [45][1000/2640] lr: 1.000e-04, eta: 2:22:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9023, loss_cls: 1.0192, loss: 1.0192, grad_norm: 10.7335 2021-08-17 17:45:01,682 - mmaction - INFO - Epoch [45][1020/2640] lr: 1.000e-04, eta: 2:22:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9172, loss_cls: 0.9668, loss: 0.9668, grad_norm: 11.0013 2021-08-17 17:45:12,637 - mmaction - INFO - Epoch [45][1040/2640] lr: 1.000e-04, eta: 2:22:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 1.0263, loss: 1.0263, grad_norm: 11.3073 2021-08-17 17:45:23,634 - mmaction - INFO - Epoch [45][1060/2640] lr: 1.000e-04, eta: 2:22:04, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9195, loss_cls: 0.9504, loss: 0.9504, grad_norm: 11.0799 2021-08-17 17:45:34,606 - mmaction - INFO - Epoch [45][1080/2640] lr: 1.000e-04, eta: 2:21:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9266, loss_cls: 0.9044, loss: 0.9044, grad_norm: 10.5979 2021-08-17 17:45:45,575 - mmaction - INFO - Epoch [45][1100/2640] lr: 1.000e-04, eta: 2:21:41, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9133, loss_cls: 0.9826, loss: 0.9826, grad_norm: 10.9037 2021-08-17 17:45:56,528 - mmaction - INFO - Epoch [45][1120/2640] lr: 1.000e-04, eta: 2:21:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9211, loss_cls: 0.9787, loss: 0.9787, grad_norm: 11.0060 2021-08-17 17:46:07,512 - mmaction - INFO - Epoch [45][1140/2640] lr: 1.000e-04, eta: 2:21:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9125, loss_cls: 0.9930, loss: 0.9930, grad_norm: 11.0232 2021-08-17 17:46:18,481 - mmaction - INFO - Epoch [45][1160/2640] lr: 1.000e-04, eta: 2:21:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9187, loss_cls: 0.9165, loss: 0.9165, grad_norm: 10.3830 2021-08-17 17:46:29,467 - mmaction - INFO - Epoch [45][1180/2640] lr: 1.000e-04, eta: 2:20:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9133, loss_cls: 0.9292, loss: 0.9292, grad_norm: 10.7541 2021-08-17 17:46:40,445 - mmaction - INFO - Epoch [45][1200/2640] lr: 1.000e-04, eta: 2:20:43, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.8984, loss_cls: 1.0242, loss: 1.0242, grad_norm: 10.6597 2021-08-17 17:46:51,432 - mmaction - INFO - Epoch [45][1220/2640] lr: 1.000e-04, eta: 2:20:32, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9094, loss_cls: 1.0056, loss: 1.0056, grad_norm: 10.8755 2021-08-17 17:47:02,382 - mmaction - INFO - Epoch [45][1240/2640] lr: 1.000e-04, eta: 2:20:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9211, loss_cls: 0.9473, loss: 0.9473, grad_norm: 10.5000 2021-08-17 17:47:13,357 - mmaction - INFO - Epoch [45][1260/2640] lr: 1.000e-04, eta: 2:20:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.8992, loss_cls: 0.9893, loss: 0.9893, grad_norm: 10.7788 2021-08-17 17:47:24,333 - mmaction - INFO - Epoch [45][1280/2640] lr: 1.000e-04, eta: 2:19:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7664, top5_acc: 0.9289, loss_cls: 0.9046, loss: 0.9046, grad_norm: 10.5657 2021-08-17 17:47:35,319 - mmaction - INFO - Epoch [45][1300/2640] lr: 1.000e-04, eta: 2:19:45, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9055, loss_cls: 1.0146, loss: 1.0146, grad_norm: 10.7797 2021-08-17 17:47:46,288 - mmaction - INFO - Epoch [45][1320/2640] lr: 1.000e-04, eta: 2:19:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9172, loss_cls: 0.9562, loss: 0.9562, grad_norm: 10.8441 2021-08-17 17:47:57,253 - mmaction - INFO - Epoch [45][1340/2640] lr: 1.000e-04, eta: 2:19:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9078, loss_cls: 0.9545, loss: 0.9545, grad_norm: 10.4040 2021-08-17 17:48:08,213 - mmaction - INFO - Epoch [45][1360/2640] lr: 1.000e-04, eta: 2:19:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9234, loss_cls: 0.9498, loss: 0.9498, grad_norm: 11.1832 2021-08-17 17:48:19,218 - mmaction - INFO - Epoch [45][1380/2640] lr: 1.000e-04, eta: 2:18:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9219, loss_cls: 0.9666, loss: 0.9666, grad_norm: 10.9758 2021-08-17 17:48:30,203 - mmaction - INFO - Epoch [45][1400/2640] lr: 1.000e-04, eta: 2:18:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9117, loss_cls: 1.0032, loss: 1.0032, grad_norm: 11.2091 2021-08-17 17:48:41,169 - mmaction - INFO - Epoch [45][1420/2640] lr: 1.000e-04, eta: 2:18:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9000, loss_cls: 1.0377, loss: 1.0377, grad_norm: 10.6506 2021-08-17 17:48:52,132 - mmaction - INFO - Epoch [45][1440/2640] lr: 1.000e-04, eta: 2:18:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9102, loss_cls: 0.9692, loss: 0.9692, grad_norm: 10.7912 2021-08-17 17:49:03,106 - mmaction - INFO - Epoch [45][1460/2640] lr: 1.000e-04, eta: 2:18:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9078, loss_cls: 0.9343, loss: 0.9343, grad_norm: 10.4258 2021-08-17 17:49:14,074 - mmaction - INFO - Epoch [45][1480/2640] lr: 1.000e-04, eta: 2:18:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9133, loss_cls: 0.9382, loss: 0.9382, grad_norm: 10.4174 2021-08-17 17:49:25,058 - mmaction - INFO - Epoch [45][1500/2640] lr: 1.000e-04, eta: 2:17:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9109, loss_cls: 0.9815, loss: 0.9815, grad_norm: 10.8745 2021-08-17 17:49:36,034 - mmaction - INFO - Epoch [45][1520/2640] lr: 1.000e-04, eta: 2:17:38, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9234, loss_cls: 0.9001, loss: 0.9001, grad_norm: 10.2105 2021-08-17 17:49:47,009 - mmaction - INFO - Epoch [45][1540/2640] lr: 1.000e-04, eta: 2:17:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9211, loss_cls: 0.9250, loss: 0.9250, grad_norm: 10.8015 2021-08-17 17:49:57,999 - mmaction - INFO - Epoch [45][1560/2640] lr: 1.000e-04, eta: 2:17:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9141, loss_cls: 0.9418, loss: 0.9418, grad_norm: 10.3537 2021-08-17 17:50:08,968 - mmaction - INFO - Epoch [45][1580/2640] lr: 1.000e-04, eta: 2:17:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9086, loss_cls: 0.9961, loss: 0.9961, grad_norm: 10.7775 2021-08-17 17:50:19,919 - mmaction - INFO - Epoch [45][1600/2640] lr: 1.000e-04, eta: 2:16:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9164, loss_cls: 0.9909, loss: 0.9909, grad_norm: 11.0080 2021-08-17 17:50:30,893 - mmaction - INFO - Epoch [45][1620/2640] lr: 1.000e-04, eta: 2:16:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9172, loss_cls: 0.9251, loss: 0.9251, grad_norm: 10.6167 2021-08-17 17:50:41,855 - mmaction - INFO - Epoch [45][1640/2640] lr: 1.000e-04, eta: 2:16:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9172, loss_cls: 0.9970, loss: 0.9970, grad_norm: 10.9104 2021-08-17 17:50:52,824 - mmaction - INFO - Epoch [45][1660/2640] lr: 1.000e-04, eta: 2:16:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9148, loss_cls: 1.0379, loss: 1.0379, grad_norm: 11.3126 2021-08-17 17:51:03,782 - mmaction - INFO - Epoch [45][1680/2640] lr: 1.000e-04, eta: 2:16:05, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9297, loss_cls: 0.9110, loss: 0.9110, grad_norm: 10.6205 2021-08-17 17:51:14,765 - mmaction - INFO - Epoch [45][1700/2640] lr: 1.000e-04, eta: 2:15:53, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9062, loss_cls: 1.0079, loss: 1.0079, grad_norm: 10.6538 2021-08-17 17:51:25,730 - mmaction - INFO - Epoch [45][1720/2640] lr: 1.000e-04, eta: 2:15:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9141, loss_cls: 0.9528, loss: 0.9528, grad_norm: 10.6781 2021-08-17 17:51:36,709 - mmaction - INFO - Epoch [45][1740/2640] lr: 1.000e-04, eta: 2:15:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9109, loss_cls: 0.9873, loss: 0.9873, grad_norm: 10.6649 2021-08-17 17:51:47,685 - mmaction - INFO - Epoch [45][1760/2640] lr: 1.000e-04, eta: 2:15:18, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9180, loss_cls: 0.9372, loss: 0.9372, grad_norm: 10.7103 2021-08-17 17:51:58,666 - mmaction - INFO - Epoch [45][1780/2640] lr: 1.000e-04, eta: 2:15:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9133, loss_cls: 1.0140, loss: 1.0140, grad_norm: 11.7043 2021-08-17 17:52:09,642 - mmaction - INFO - Epoch [45][1800/2640] lr: 1.000e-04, eta: 2:14:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9102, loss_cls: 0.9905, loss: 0.9905, grad_norm: 11.0016 2021-08-17 17:52:20,625 - mmaction - INFO - Epoch [45][1820/2640] lr: 1.000e-04, eta: 2:14:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9273, loss_cls: 0.8898, loss: 0.8898, grad_norm: 10.6249 2021-08-17 17:52:31,579 - mmaction - INFO - Epoch [45][1840/2640] lr: 1.000e-04, eta: 2:14:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7375, top5_acc: 0.8961, loss_cls: 1.0199, loss: 1.0199, grad_norm: 10.8047 2021-08-17 17:52:42,552 - mmaction - INFO - Epoch [45][1860/2640] lr: 1.000e-04, eta: 2:14:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9117, loss_cls: 1.0004, loss: 1.0004, grad_norm: 10.8269 2021-08-17 17:52:53,530 - mmaction - INFO - Epoch [45][1880/2640] lr: 1.000e-04, eta: 2:14:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9187, loss_cls: 0.9659, loss: 0.9659, grad_norm: 10.8852 2021-08-17 17:53:04,518 - mmaction - INFO - Epoch [45][1900/2640] lr: 1.000e-04, eta: 2:13:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9047, loss_cls: 1.0202, loss: 1.0202, grad_norm: 10.9897 2021-08-17 17:53:15,489 - mmaction - INFO - Epoch [45][1920/2640] lr: 1.000e-04, eta: 2:13:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9148, loss_cls: 0.9568, loss: 0.9568, grad_norm: 10.4497 2021-08-17 17:53:26,445 - mmaction - INFO - Epoch [45][1940/2640] lr: 1.000e-04, eta: 2:13:34, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9117, loss_cls: 0.9674, loss: 0.9674, grad_norm: 10.3956 2021-08-17 17:53:37,413 - mmaction - INFO - Epoch [45][1960/2640] lr: 1.000e-04, eta: 2:13:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9156, loss_cls: 0.9704, loss: 0.9704, grad_norm: 10.9171 2021-08-17 17:53:48,405 - mmaction - INFO - Epoch [45][1980/2640] lr: 1.000e-04, eta: 2:13:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0009, loss: 1.0009, grad_norm: 10.9399 2021-08-17 17:53:59,384 - mmaction - INFO - Epoch [45][2000/2640] lr: 1.000e-04, eta: 2:12:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9070, loss_cls: 1.0332, loss: 1.0332, grad_norm: 11.2802 2021-08-17 17:54:10,359 - mmaction - INFO - Epoch [45][2020/2640] lr: 1.000e-04, eta: 2:12:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7102, top5_acc: 0.9086, loss_cls: 1.0757, loss: 1.0757, grad_norm: 11.5513 2021-08-17 17:54:21,322 - mmaction - INFO - Epoch [45][2040/2640] lr: 1.000e-04, eta: 2:12:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9289, loss_cls: 0.9073, loss: 0.9073, grad_norm: 10.7358 2021-08-17 17:54:32,289 - mmaction - INFO - Epoch [45][2060/2640] lr: 1.000e-04, eta: 2:12:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9187, loss_cls: 0.9392, loss: 0.9392, grad_norm: 10.7236 2021-08-17 17:54:43,264 - mmaction - INFO - Epoch [45][2080/2640] lr: 1.000e-04, eta: 2:12:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9062, loss_cls: 1.0322, loss: 1.0322, grad_norm: 11.1206 2021-08-17 17:54:54,255 - mmaction - INFO - Epoch [45][2100/2640] lr: 1.000e-04, eta: 2:12:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9211, loss_cls: 0.9599, loss: 0.9599, grad_norm: 10.8507 2021-08-17 17:55:05,230 - mmaction - INFO - Epoch [45][2120/2640] lr: 1.000e-04, eta: 2:11:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9070, loss_cls: 0.9820, loss: 0.9820, grad_norm: 10.6950 2021-08-17 17:55:16,214 - mmaction - INFO - Epoch [45][2140/2640] lr: 1.000e-04, eta: 2:11:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7250, top5_acc: 0.8945, loss_cls: 1.0314, loss: 1.0314, grad_norm: 10.9005 2021-08-17 17:55:27,187 - mmaction - INFO - Epoch [45][2160/2640] lr: 1.000e-04, eta: 2:11:26, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9148, loss_cls: 0.9437, loss: 0.9437, grad_norm: 10.9389 2021-08-17 17:55:38,186 - mmaction - INFO - Epoch [45][2180/2640] lr: 1.000e-04, eta: 2:11:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7773, top5_acc: 0.9195, loss_cls: 0.9059, loss: 0.9059, grad_norm: 10.5794 2021-08-17 17:55:49,216 - mmaction - INFO - Epoch [45][2200/2640] lr: 1.000e-04, eta: 2:11:03, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9250, loss_cls: 0.9484, loss: 0.9484, grad_norm: 10.9981 2021-08-17 17:56:00,145 - mmaction - INFO - Epoch [45][2220/2640] lr: 1.000e-04, eta: 2:10:52, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9125, loss_cls: 0.9799, loss: 0.9799, grad_norm: 11.1849 2021-08-17 17:56:11,127 - mmaction - INFO - Epoch [45][2240/2640] lr: 1.000e-04, eta: 2:10:40, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9086, loss_cls: 0.9820, loss: 0.9820, grad_norm: 10.7298 2021-08-17 17:56:22,094 - mmaction - INFO - Epoch [45][2260/2640] lr: 1.000e-04, eta: 2:10:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9094, loss_cls: 1.0062, loss: 1.0062, grad_norm: 11.0889 2021-08-17 17:56:33,077 - mmaction - INFO - Epoch [45][2280/2640] lr: 1.000e-04, eta: 2:10:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9102, loss_cls: 0.9805, loss: 0.9805, grad_norm: 11.0292 2021-08-17 17:56:44,049 - mmaction - INFO - Epoch [45][2300/2640] lr: 1.000e-04, eta: 2:10:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0650, loss: 1.0650, grad_norm: 11.3568 2021-08-17 17:56:55,030 - mmaction - INFO - Epoch [45][2320/2640] lr: 1.000e-04, eta: 2:09:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9164, loss_cls: 0.9795, loss: 0.9795, grad_norm: 10.7759 2021-08-17 17:57:06,006 - mmaction - INFO - Epoch [45][2340/2640] lr: 1.000e-04, eta: 2:09:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9219, loss_cls: 0.9267, loss: 0.9267, grad_norm: 10.4916 2021-08-17 17:57:16,984 - mmaction - INFO - Epoch [45][2360/2640] lr: 1.000e-04, eta: 2:09:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9187, loss_cls: 0.9723, loss: 0.9723, grad_norm: 10.7937 2021-08-17 17:57:27,965 - mmaction - INFO - Epoch [45][2380/2640] lr: 1.000e-04, eta: 2:09:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9156, loss_cls: 0.9402, loss: 0.9402, grad_norm: 10.5248 2021-08-17 17:57:38,957 - mmaction - INFO - Epoch [45][2400/2640] lr: 1.000e-04, eta: 2:09:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7133, top5_acc: 0.9047, loss_cls: 1.0385, loss: 1.0385, grad_norm: 11.3875 2021-08-17 17:57:49,916 - mmaction - INFO - Epoch [45][2420/2640] lr: 1.000e-04, eta: 2:08:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9109, loss_cls: 0.9775, loss: 0.9775, grad_norm: 10.8604 2021-08-17 17:58:00,919 - mmaction - INFO - Epoch [45][2440/2640] lr: 1.000e-04, eta: 2:08:44, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9133, loss_cls: 0.9491, loss: 0.9491, grad_norm: 11.1871 2021-08-17 17:58:11,854 - mmaction - INFO - Epoch [45][2460/2640] lr: 1.000e-04, eta: 2:08:33, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9086, loss_cls: 0.9586, loss: 0.9586, grad_norm: 10.6945 2021-08-17 17:58:22,849 - mmaction - INFO - Epoch [45][2480/2640] lr: 1.000e-04, eta: 2:08:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9117, loss_cls: 0.9939, loss: 0.9939, grad_norm: 10.7636 2021-08-17 17:58:33,843 - mmaction - INFO - Epoch [45][2500/2640] lr: 1.000e-04, eta: 2:08:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9172, loss_cls: 0.9846, loss: 0.9846, grad_norm: 10.7028 2021-08-17 17:58:44,838 - mmaction - INFO - Epoch [45][2520/2640] lr: 1.000e-04, eta: 2:07:58, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9070, loss_cls: 1.0060, loss: 1.0060, grad_norm: 11.1157 2021-08-17 17:58:55,818 - mmaction - INFO - Epoch [45][2540/2640] lr: 1.000e-04, eta: 2:07:46, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9023, loss_cls: 1.0174, loss: 1.0174, grad_norm: 11.3716 2021-08-17 17:59:06,819 - mmaction - INFO - Epoch [45][2560/2640] lr: 1.000e-04, eta: 2:07:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9764, loss: 0.9764, grad_norm: 10.2610 2021-08-17 17:59:17,808 - mmaction - INFO - Epoch [45][2580/2640] lr: 1.000e-04, eta: 2:07:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9125, loss_cls: 0.9961, loss: 0.9961, grad_norm: 10.9947 2021-08-17 17:59:28,795 - mmaction - INFO - Epoch [45][2600/2640] lr: 1.000e-04, eta: 2:07:11, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9242, loss_cls: 0.9229, loss: 0.9229, grad_norm: 10.5608 2021-08-17 17:59:39,752 - mmaction - INFO - Epoch [45][2620/2640] lr: 1.000e-04, eta: 2:07:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9062, loss_cls: 0.9695, loss: 0.9695, grad_norm: 10.5163 2021-08-17 17:59:50,405 - mmaction - INFO - Epoch [45][2640/2640] lr: 1.000e-04, eta: 2:06:48, time: 0.532, data_time: 0.002, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9137, loss_cls: 0.9369, loss: 0.9369, grad_norm: 12.3919 2021-08-17 18:03:35,659 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 18:03:36,108 - mmaction - INFO - top1_acc 0.5880 top5_acc 0.8537 2021-08-17 18:03:36,108 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 18:03:36,137 - mmaction - INFO - mean_acc 0.5292 2021-08-17 18:03:36,144 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-08-17 18:03:36,919 - mmaction - INFO - Epoch(val) [45][194] top1_acc: 0.5880, top5_acc: 0.8537, mean_class_accuracy: 0.5292 2021-08-17 18:04:52,875 - mmaction - INFO - Epoch [46][20/2640] lr: 1.000e-04, eta: 2:06:44, time: 3.797, data_time: 3.236, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9250, loss_cls: 0.9262, loss: 0.9262, grad_norm: 10.7600 2021-08-17 18:05:03,855 - mmaction - INFO - Epoch [46][40/2640] lr: 1.000e-04, eta: 2:06:32, time: 0.548, data_time: 0.004, memory: 7069, top1_acc: 0.7664, top5_acc: 0.9156, loss_cls: 0.9203, loss: 0.9203, grad_norm: 10.4684 2021-08-17 18:05:14,772 - mmaction - INFO - Epoch [46][60/2640] lr: 1.000e-04, eta: 2:06:21, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9031, loss_cls: 1.0226, loss: 1.0226, grad_norm: 10.7337 2021-08-17 18:05:25,714 - mmaction - INFO - Epoch [46][80/2640] lr: 1.000e-04, eta: 2:06:09, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9078, loss_cls: 0.9985, loss: 0.9985, grad_norm: 10.9725 2021-08-17 18:05:36,675 - mmaction - INFO - Epoch [46][100/2640] lr: 1.000e-04, eta: 2:05:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9086, loss_cls: 0.9849, loss: 0.9849, grad_norm: 10.8348 2021-08-17 18:05:47,627 - mmaction - INFO - Epoch [46][120/2640] lr: 1.000e-04, eta: 2:05:46, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9180, loss_cls: 0.9473, loss: 0.9473, grad_norm: 10.7036 2021-08-17 18:05:58,567 - mmaction - INFO - Epoch [46][140/2640] lr: 1.000e-04, eta: 2:05:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7672, top5_acc: 0.9313, loss_cls: 0.8806, loss: 0.8806, grad_norm: 10.5381 2021-08-17 18:06:09,543 - mmaction - INFO - Epoch [46][160/2640] lr: 1.000e-04, eta: 2:05:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9180, loss_cls: 0.9838, loss: 0.9838, grad_norm: 11.1696 2021-08-17 18:06:20,518 - mmaction - INFO - Epoch [46][180/2640] lr: 1.000e-04, eta: 2:05:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9211, loss_cls: 0.9630, loss: 0.9630, grad_norm: 10.9017 2021-08-17 18:06:31,477 - mmaction - INFO - Epoch [46][200/2640] lr: 1.000e-04, eta: 2:04:59, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9133, loss_cls: 0.9560, loss: 0.9560, grad_norm: 10.7302 2021-08-17 18:06:42,449 - mmaction - INFO - Epoch [46][220/2640] lr: 1.000e-04, eta: 2:04:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9227, loss_cls: 0.9845, loss: 0.9845, grad_norm: 10.7599 2021-08-17 18:06:53,405 - mmaction - INFO - Epoch [46][240/2640] lr: 1.000e-04, eta: 2:04:36, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9125, loss_cls: 0.9895, loss: 0.9895, grad_norm: 10.9687 2021-08-17 18:07:04,362 - mmaction - INFO - Epoch [46][260/2640] lr: 1.000e-04, eta: 2:04:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9242, loss_cls: 0.9516, loss: 0.9516, grad_norm: 10.4647 2021-08-17 18:07:15,337 - mmaction - INFO - Epoch [46][280/2640] lr: 1.000e-04, eta: 2:04:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9203, loss_cls: 0.9218, loss: 0.9218, grad_norm: 10.8403 2021-08-17 18:07:26,308 - mmaction - INFO - Epoch [46][300/2640] lr: 1.000e-04, eta: 2:04:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9203, loss_cls: 0.8840, loss: 0.8840, grad_norm: 10.2296 2021-08-17 18:07:37,267 - mmaction - INFO - Epoch [46][320/2640] lr: 1.000e-04, eta: 2:03:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9031, loss_cls: 0.9952, loss: 0.9952, grad_norm: 11.0924 2021-08-17 18:07:48,234 - mmaction - INFO - Epoch [46][340/2640] lr: 1.000e-04, eta: 2:03:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9211, loss_cls: 0.9521, loss: 0.9521, grad_norm: 11.0314 2021-08-17 18:07:59,217 - mmaction - INFO - Epoch [46][360/2640] lr: 1.000e-04, eta: 2:03:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7672, top5_acc: 0.9320, loss_cls: 0.8652, loss: 0.8652, grad_norm: 10.6935 2021-08-17 18:08:10,176 - mmaction - INFO - Epoch [46][380/2640] lr: 1.000e-04, eta: 2:03:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9156, loss_cls: 0.9535, loss: 0.9535, grad_norm: 10.9659 2021-08-17 18:08:21,136 - mmaction - INFO - Epoch [46][400/2640] lr: 1.000e-04, eta: 2:03:03, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9180, loss_cls: 0.9374, loss: 0.9374, grad_norm: 10.6289 2021-08-17 18:08:32,096 - mmaction - INFO - Epoch [46][420/2640] lr: 1.000e-04, eta: 2:02:52, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9062, loss_cls: 0.9750, loss: 0.9750, grad_norm: 10.9076 2021-08-17 18:08:43,072 - mmaction - INFO - Epoch [46][440/2640] lr: 1.000e-04, eta: 2:02:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9125, loss_cls: 0.9974, loss: 0.9974, grad_norm: 10.8166 2021-08-17 18:08:54,051 - mmaction - INFO - Epoch [46][460/2640] lr: 1.000e-04, eta: 2:02:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9164, loss_cls: 0.9966, loss: 0.9966, grad_norm: 11.4745 2021-08-17 18:09:05,042 - mmaction - INFO - Epoch [46][480/2640] lr: 1.000e-04, eta: 2:02:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7734, top5_acc: 0.9289, loss_cls: 0.8843, loss: 0.8843, grad_norm: 10.2392 2021-08-17 18:09:16,010 - mmaction - INFO - Epoch [46][500/2640] lr: 1.000e-04, eta: 2:02:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7195, top5_acc: 0.8984, loss_cls: 1.0296, loss: 1.0296, grad_norm: 11.4542 2021-08-17 18:09:27,001 - mmaction - INFO - Epoch [46][520/2640] lr: 1.000e-04, eta: 2:01:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9180, loss_cls: 0.9789, loss: 0.9789, grad_norm: 11.0635 2021-08-17 18:09:37,985 - mmaction - INFO - Epoch [46][540/2640] lr: 1.000e-04, eta: 2:01:42, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7719, top5_acc: 0.9211, loss_cls: 0.9029, loss: 0.9029, grad_norm: 10.6221 2021-08-17 18:09:48,968 - mmaction - INFO - Epoch [46][560/2640] lr: 1.000e-04, eta: 2:01:31, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9195, loss_cls: 0.9410, loss: 0.9410, grad_norm: 11.1778 2021-08-17 18:09:59,951 - mmaction - INFO - Epoch [46][580/2640] lr: 1.000e-04, eta: 2:01:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9187, loss_cls: 0.9449, loss: 0.9449, grad_norm: 10.9909 2021-08-17 18:10:10,933 - mmaction - INFO - Epoch [46][600/2640] lr: 1.000e-04, eta: 2:01:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9062, loss_cls: 1.0024, loss: 1.0024, grad_norm: 11.0414 2021-08-17 18:10:21,910 - mmaction - INFO - Epoch [46][620/2640] lr: 1.000e-04, eta: 2:00:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9195, loss_cls: 0.9093, loss: 0.9093, grad_norm: 10.8228 2021-08-17 18:10:32,878 - mmaction - INFO - Epoch [46][640/2640] lr: 1.000e-04, eta: 2:00:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9133, loss_cls: 0.9935, loss: 0.9935, grad_norm: 11.4907 2021-08-17 18:10:43,847 - mmaction - INFO - Epoch [46][660/2640] lr: 1.000e-04, eta: 2:00:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7242, top5_acc: 0.9180, loss_cls: 1.0186, loss: 1.0186, grad_norm: 11.4064 2021-08-17 18:10:54,823 - mmaction - INFO - Epoch [46][680/2640] lr: 1.000e-04, eta: 2:00:21, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9109, loss_cls: 0.9823, loss: 0.9823, grad_norm: 10.8837 2021-08-17 18:11:05,796 - mmaction - INFO - Epoch [46][700/2640] lr: 1.000e-04, eta: 2:00:09, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9133, loss_cls: 0.9436, loss: 0.9436, grad_norm: 11.0450 2021-08-17 18:11:16,778 - mmaction - INFO - Epoch [46][720/2640] lr: 1.000e-04, eta: 1:59:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9086, loss_cls: 1.0084, loss: 1.0084, grad_norm: 11.4098 2021-08-17 18:11:27,754 - mmaction - INFO - Epoch [46][740/2640] lr: 1.000e-04, eta: 1:59:46, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9195, loss_cls: 0.9767, loss: 0.9767, grad_norm: 10.9556 2021-08-17 18:11:38,736 - mmaction - INFO - Epoch [46][760/2640] lr: 1.000e-04, eta: 1:59:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7680, top5_acc: 0.9234, loss_cls: 0.8946, loss: 0.8946, grad_norm: 10.5669 2021-08-17 18:11:49,709 - mmaction - INFO - Epoch [46][780/2640] lr: 1.000e-04, eta: 1:59:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9250, loss_cls: 0.9342, loss: 0.9342, grad_norm: 10.8017 2021-08-17 18:12:00,665 - mmaction - INFO - Epoch [46][800/2640] lr: 1.000e-04, eta: 1:59:11, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9156, loss_cls: 0.9719, loss: 0.9719, grad_norm: 11.0639 2021-08-17 18:12:11,643 - mmaction - INFO - Epoch [46][820/2640] lr: 1.000e-04, eta: 1:59:00, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9016, loss_cls: 1.0292, loss: 1.0292, grad_norm: 11.4082 2021-08-17 18:12:22,632 - mmaction - INFO - Epoch [46][840/2640] lr: 1.000e-04, eta: 1:58:48, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9234, loss_cls: 0.9250, loss: 0.9250, grad_norm: 10.5694 2021-08-17 18:12:33,618 - mmaction - INFO - Epoch [46][860/2640] lr: 1.000e-04, eta: 1:58:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9320, loss_cls: 0.8795, loss: 0.8795, grad_norm: 10.7964 2021-08-17 18:12:44,600 - mmaction - INFO - Epoch [46][880/2640] lr: 1.000e-04, eta: 1:58:25, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9156, loss_cls: 0.9622, loss: 0.9622, grad_norm: 10.8994 2021-08-17 18:12:55,586 - mmaction - INFO - Epoch [46][900/2640] lr: 1.000e-04, eta: 1:58:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9266, loss_cls: 0.8849, loss: 0.8849, grad_norm: 10.5021 2021-08-17 18:13:06,558 - mmaction - INFO - Epoch [46][920/2640] lr: 1.000e-04, eta: 1:58:02, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9242, loss_cls: 0.9109, loss: 0.9109, grad_norm: 10.9816 2021-08-17 18:13:17,538 - mmaction - INFO - Epoch [46][940/2640] lr: 1.000e-04, eta: 1:57:50, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9180, loss_cls: 0.9679, loss: 0.9679, grad_norm: 10.9153 2021-08-17 18:13:28,536 - mmaction - INFO - Epoch [46][960/2640] lr: 1.000e-04, eta: 1:57:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9203, loss_cls: 0.9216, loss: 0.9216, grad_norm: 10.3969 2021-08-17 18:13:39,517 - mmaction - INFO - Epoch [46][980/2640] lr: 1.000e-04, eta: 1:57:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9172, loss_cls: 0.9789, loss: 0.9789, grad_norm: 10.9856 2021-08-17 18:13:50,496 - mmaction - INFO - Epoch [46][1000/2640] lr: 1.000e-04, eta: 1:57:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9133, loss_cls: 0.9306, loss: 0.9306, grad_norm: 11.0644 2021-08-17 18:14:01,462 - mmaction - INFO - Epoch [46][1020/2640] lr: 1.000e-04, eta: 1:57:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9125, loss_cls: 1.0005, loss: 1.0005, grad_norm: 11.0961 2021-08-17 18:14:12,436 - mmaction - INFO - Epoch [46][1040/2640] lr: 1.000e-04, eta: 1:56:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9281, loss_cls: 0.9166, loss: 0.9166, grad_norm: 10.8123 2021-08-17 18:14:23,420 - mmaction - INFO - Epoch [46][1060/2640] lr: 1.000e-04, eta: 1:56:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7195, top5_acc: 0.9109, loss_cls: 0.9814, loss: 0.9814, grad_norm: 11.1079 2021-08-17 18:14:34,401 - mmaction - INFO - Epoch [46][1080/2640] lr: 1.000e-04, eta: 1:56:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7273, top5_acc: 0.8961, loss_cls: 1.0353, loss: 1.0353, grad_norm: 11.1945 2021-08-17 18:14:45,388 - mmaction - INFO - Epoch [46][1100/2640] lr: 1.000e-04, eta: 1:56:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9070, loss_cls: 0.9840, loss: 0.9840, grad_norm: 10.8273 2021-08-17 18:14:56,374 - mmaction - INFO - Epoch [46][1120/2640] lr: 1.000e-04, eta: 1:56:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9086, loss_cls: 1.0333, loss: 1.0333, grad_norm: 11.0806 2021-08-17 18:15:07,345 - mmaction - INFO - Epoch [46][1140/2640] lr: 1.000e-04, eta: 1:55:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9094, loss_cls: 1.0116, loss: 1.0116, grad_norm: 11.2795 2021-08-17 18:15:18,324 - mmaction - INFO - Epoch [46][1160/2640] lr: 1.000e-04, eta: 1:55:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9164, loss_cls: 0.9572, loss: 0.9572, grad_norm: 11.1581 2021-08-17 18:15:29,300 - mmaction - INFO - Epoch [46][1180/2640] lr: 1.000e-04, eta: 1:55:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9125, loss_cls: 1.0035, loss: 1.0035, grad_norm: 10.8993 2021-08-17 18:15:40,268 - mmaction - INFO - Epoch [46][1200/2640] lr: 1.000e-04, eta: 1:55:20, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9172, loss_cls: 0.9823, loss: 0.9823, grad_norm: 11.5831 2021-08-17 18:15:51,232 - mmaction - INFO - Epoch [46][1220/2640] lr: 1.000e-04, eta: 1:55:08, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9180, loss_cls: 0.9670, loss: 0.9670, grad_norm: 10.6102 2021-08-17 18:16:02,203 - mmaction - INFO - Epoch [46][1240/2640] lr: 1.000e-04, eta: 1:54:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9070, loss_cls: 0.9833, loss: 0.9833, grad_norm: 11.1277 2021-08-17 18:16:13,175 - mmaction - INFO - Epoch [46][1260/2640] lr: 1.000e-04, eta: 1:54:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9211, loss_cls: 0.9426, loss: 0.9426, grad_norm: 10.8220 2021-08-17 18:16:24,138 - mmaction - INFO - Epoch [46][1280/2640] lr: 1.000e-04, eta: 1:54:33, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9203, loss_cls: 0.9558, loss: 0.9558, grad_norm: 10.8218 2021-08-17 18:16:35,130 - mmaction - INFO - Epoch [46][1300/2640] lr: 1.000e-04, eta: 1:54:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9133, loss_cls: 0.9550, loss: 0.9550, grad_norm: 10.7399 2021-08-17 18:16:46,119 - mmaction - INFO - Epoch [46][1320/2640] lr: 1.000e-04, eta: 1:54:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7727, top5_acc: 0.9195, loss_cls: 0.9303, loss: 0.9303, grad_norm: 10.7810 2021-08-17 18:16:57,093 - mmaction - INFO - Epoch [46][1340/2640] lr: 1.000e-04, eta: 1:53:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9148, loss_cls: 0.9540, loss: 0.9540, grad_norm: 11.2329 2021-08-17 18:17:08,062 - mmaction - INFO - Epoch [46][1360/2640] lr: 1.000e-04, eta: 1:53:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9187, loss_cls: 0.9195, loss: 0.9195, grad_norm: 10.7839 2021-08-17 18:17:19,029 - mmaction - INFO - Epoch [46][1380/2640] lr: 1.000e-04, eta: 1:53:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9094, loss_cls: 0.9661, loss: 0.9661, grad_norm: 10.8488 2021-08-17 18:17:30,007 - mmaction - INFO - Epoch [46][1400/2640] lr: 1.000e-04, eta: 1:53:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9187, loss_cls: 0.9938, loss: 0.9938, grad_norm: 11.3237 2021-08-17 18:17:40,974 - mmaction - INFO - Epoch [46][1420/2640] lr: 1.000e-04, eta: 1:53:12, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9078, loss_cls: 1.0398, loss: 1.0398, grad_norm: 11.5379 2021-08-17 18:17:51,955 - mmaction - INFO - Epoch [46][1440/2640] lr: 1.000e-04, eta: 1:53:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9164, loss_cls: 0.9645, loss: 0.9645, grad_norm: 11.0038 2021-08-17 18:18:02,935 - mmaction - INFO - Epoch [46][1460/2640] lr: 1.000e-04, eta: 1:52:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9148, loss_cls: 0.9484, loss: 0.9484, grad_norm: 10.8442 2021-08-17 18:18:13,923 - mmaction - INFO - Epoch [46][1480/2640] lr: 1.000e-04, eta: 1:52:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9203, loss_cls: 0.9694, loss: 0.9694, grad_norm: 11.2636 2021-08-17 18:18:24,874 - mmaction - INFO - Epoch [46][1500/2640] lr: 1.000e-04, eta: 1:52:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9016, loss_cls: 1.0018, loss: 1.0018, grad_norm: 11.2620 2021-08-17 18:18:35,848 - mmaction - INFO - Epoch [46][1520/2640] lr: 1.000e-04, eta: 1:52:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9250, loss_cls: 0.9275, loss: 0.9275, grad_norm: 10.9605 2021-08-17 18:18:46,810 - mmaction - INFO - Epoch [46][1540/2640] lr: 1.000e-04, eta: 1:52:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7234, top5_acc: 0.9055, loss_cls: 1.0325, loss: 1.0325, grad_norm: 11.4325 2021-08-17 18:18:57,802 - mmaction - INFO - Epoch [46][1560/2640] lr: 1.000e-04, eta: 1:51:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9219, loss_cls: 0.9234, loss: 0.9234, grad_norm: 10.8445 2021-08-17 18:19:08,771 - mmaction - INFO - Epoch [46][1580/2640] lr: 1.000e-04, eta: 1:51:39, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9273, loss_cls: 0.8946, loss: 0.8946, grad_norm: 10.4815 2021-08-17 18:19:19,752 - mmaction - INFO - Epoch [46][1600/2640] lr: 1.000e-04, eta: 1:51:28, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7242, top5_acc: 0.9070, loss_cls: 1.0742, loss: 1.0742, grad_norm: 11.6060 2021-08-17 18:19:30,716 - mmaction - INFO - Epoch [46][1620/2640] lr: 1.000e-04, eta: 1:51:16, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9078, loss_cls: 0.9696, loss: 0.9696, grad_norm: 10.8297 2021-08-17 18:19:41,689 - mmaction - INFO - Epoch [46][1640/2640] lr: 1.000e-04, eta: 1:51:05, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9117, loss_cls: 0.9951, loss: 0.9951, grad_norm: 11.3041 2021-08-17 18:19:52,669 - mmaction - INFO - Epoch [46][1660/2640] lr: 1.000e-04, eta: 1:50:53, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9907, loss: 0.9907, grad_norm: 11.2310 2021-08-17 18:20:03,652 - mmaction - INFO - Epoch [46][1680/2640] lr: 1.000e-04, eta: 1:50:42, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9164, loss_cls: 0.9284, loss: 0.9284, grad_norm: 10.8772 2021-08-17 18:20:14,615 - mmaction - INFO - Epoch [46][1700/2640] lr: 1.000e-04, eta: 1:50:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7109, top5_acc: 0.9016, loss_cls: 1.1065, loss: 1.1065, grad_norm: 11.6637 2021-08-17 18:20:25,571 - mmaction - INFO - Epoch [46][1720/2640] lr: 1.000e-04, eta: 1:50:18, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9289, loss_cls: 0.8838, loss: 0.8838, grad_norm: 10.6517 2021-08-17 18:20:36,520 - mmaction - INFO - Epoch [46][1740/2640] lr: 1.000e-04, eta: 1:50:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9055, loss_cls: 1.0230, loss: 1.0230, grad_norm: 11.1406 2021-08-17 18:20:47,492 - mmaction - INFO - Epoch [46][1760/2640] lr: 1.000e-04, eta: 1:49:55, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9070, loss_cls: 0.9824, loss: 0.9824, grad_norm: 10.8674 2021-08-17 18:20:58,466 - mmaction - INFO - Epoch [46][1780/2640] lr: 1.000e-04, eta: 1:49:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9094, loss_cls: 0.9592, loss: 0.9592, grad_norm: 11.0205 2021-08-17 18:21:09,434 - mmaction - INFO - Epoch [46][1800/2640] lr: 1.000e-04, eta: 1:49:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.9531, loss: 0.9531, grad_norm: 10.8261 2021-08-17 18:21:20,384 - mmaction - INFO - Epoch [46][1820/2640] lr: 1.000e-04, eta: 1:49:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9164, loss_cls: 0.9618, loss: 0.9618, grad_norm: 11.0384 2021-08-17 18:21:31,361 - mmaction - INFO - Epoch [46][1840/2640] lr: 1.000e-04, eta: 1:49:09, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9133, loss_cls: 0.9834, loss: 0.9834, grad_norm: 11.0102 2021-08-17 18:21:42,331 - mmaction - INFO - Epoch [46][1860/2640] lr: 1.000e-04, eta: 1:48:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9086, loss_cls: 0.9749, loss: 0.9749, grad_norm: 10.9775 2021-08-17 18:21:53,300 - mmaction - INFO - Epoch [46][1880/2640] lr: 1.000e-04, eta: 1:48:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9250, loss_cls: 0.9384, loss: 0.9384, grad_norm: 10.8011 2021-08-17 18:22:04,273 - mmaction - INFO - Epoch [46][1900/2640] lr: 1.000e-04, eta: 1:48:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7680, top5_acc: 0.9195, loss_cls: 0.8897, loss: 0.8897, grad_norm: 10.5544 2021-08-17 18:22:15,250 - mmaction - INFO - Epoch [46][1920/2640] lr: 1.000e-04, eta: 1:48:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9203, loss_cls: 0.9076, loss: 0.9076, grad_norm: 10.6987 2021-08-17 18:22:26,235 - mmaction - INFO - Epoch [46][1940/2640] lr: 1.000e-04, eta: 1:48:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.8992, loss_cls: 1.0161, loss: 1.0161, grad_norm: 11.3320 2021-08-17 18:22:37,201 - mmaction - INFO - Epoch [46][1960/2640] lr: 1.000e-04, eta: 1:47:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9273, loss_cls: 0.9057, loss: 0.9057, grad_norm: 10.7207 2021-08-17 18:22:48,156 - mmaction - INFO - Epoch [46][1980/2640] lr: 1.000e-04, eta: 1:47:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9187, loss_cls: 0.9645, loss: 0.9645, grad_norm: 10.9990 2021-08-17 18:22:59,127 - mmaction - INFO - Epoch [46][2000/2640] lr: 1.000e-04, eta: 1:47:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9242, loss_cls: 0.8698, loss: 0.8698, grad_norm: 10.3229 2021-08-17 18:23:10,116 - mmaction - INFO - Epoch [46][2020/2640] lr: 1.000e-04, eta: 1:47:25, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9211, loss_cls: 0.9625, loss: 0.9625, grad_norm: 10.9160 2021-08-17 18:23:21,094 - mmaction - INFO - Epoch [46][2040/2640] lr: 1.000e-04, eta: 1:47:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7219, top5_acc: 0.8961, loss_cls: 1.0719, loss: 1.0719, grad_norm: 11.1547 2021-08-17 18:23:32,044 - mmaction - INFO - Epoch [46][2060/2640] lr: 1.000e-04, eta: 1:47:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9078, loss_cls: 1.0232, loss: 1.0232, grad_norm: 11.4340 2021-08-17 18:23:43,011 - mmaction - INFO - Epoch [46][2080/2640] lr: 1.000e-04, eta: 1:46:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9133, loss_cls: 0.9713, loss: 0.9713, grad_norm: 10.9409 2021-08-17 18:23:53,973 - mmaction - INFO - Epoch [46][2100/2640] lr: 1.000e-04, eta: 1:46:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9187, loss_cls: 0.9497, loss: 0.9497, grad_norm: 11.1973 2021-08-17 18:24:04,949 - mmaction - INFO - Epoch [46][2120/2640] lr: 1.000e-04, eta: 1:46:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7656, top5_acc: 0.9055, loss_cls: 0.9796, loss: 0.9796, grad_norm: 10.7377 2021-08-17 18:24:15,923 - mmaction - INFO - Epoch [46][2140/2640] lr: 1.000e-04, eta: 1:46:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9125, loss_cls: 0.9964, loss: 0.9964, grad_norm: 10.9895 2021-08-17 18:24:26,889 - mmaction - INFO - Epoch [46][2160/2640] lr: 1.000e-04, eta: 1:46:04, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9187, loss_cls: 0.9203, loss: 0.9203, grad_norm: 10.6263 2021-08-17 18:24:37,858 - mmaction - INFO - Epoch [46][2180/2640] lr: 1.000e-04, eta: 1:45:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 1.0412, loss: 1.0412, grad_norm: 11.2666 2021-08-17 18:24:48,849 - mmaction - INFO - Epoch [46][2200/2640] lr: 1.000e-04, eta: 1:45:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9125, loss_cls: 0.9756, loss: 0.9756, grad_norm: 11.0546 2021-08-17 18:24:59,817 - mmaction - INFO - Epoch [46][2220/2640] lr: 1.000e-04, eta: 1:45:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7234, top5_acc: 0.9117, loss_cls: 1.0278, loss: 1.0278, grad_norm: 11.4633 2021-08-17 18:25:10,797 - mmaction - INFO - Epoch [46][2240/2640] lr: 1.000e-04, eta: 1:45:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9289, loss_cls: 0.9241, loss: 0.9241, grad_norm: 10.8976 2021-08-17 18:25:21,764 - mmaction - INFO - Epoch [46][2260/2640] lr: 1.000e-04, eta: 1:45:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9094, loss_cls: 0.9862, loss: 0.9862, grad_norm: 10.8952 2021-08-17 18:25:32,745 - mmaction - INFO - Epoch [46][2280/2640] lr: 1.000e-04, eta: 1:44:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9156, loss_cls: 0.9258, loss: 0.9258, grad_norm: 10.4974 2021-08-17 18:25:43,705 - mmaction - INFO - Epoch [46][2300/2640] lr: 1.000e-04, eta: 1:44:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9102, loss_cls: 0.9885, loss: 0.9885, grad_norm: 10.9538 2021-08-17 18:25:54,676 - mmaction - INFO - Epoch [46][2320/2640] lr: 1.000e-04, eta: 1:44:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7250, top5_acc: 0.9039, loss_cls: 1.0504, loss: 1.0504, grad_norm: 11.5675 2021-08-17 18:26:05,628 - mmaction - INFO - Epoch [46][2340/2640] lr: 1.000e-04, eta: 1:44:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9117, loss_cls: 0.9835, loss: 0.9835, grad_norm: 10.8019 2021-08-17 18:26:16,593 - mmaction - INFO - Epoch [46][2360/2640] lr: 1.000e-04, eta: 1:44:08, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9055, loss_cls: 0.9951, loss: 0.9951, grad_norm: 10.9595 2021-08-17 18:26:27,581 - mmaction - INFO - Epoch [46][2380/2640] lr: 1.000e-04, eta: 1:43:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9164, loss_cls: 0.9409, loss: 0.9409, grad_norm: 11.1109 2021-08-17 18:26:38,558 - mmaction - INFO - Epoch [46][2400/2640] lr: 1.000e-04, eta: 1:43:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9141, loss_cls: 0.9504, loss: 0.9504, grad_norm: 10.9303 2021-08-17 18:26:49,528 - mmaction - INFO - Epoch [46][2420/2640] lr: 1.000e-04, eta: 1:43:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9148, loss_cls: 0.9570, loss: 0.9570, grad_norm: 10.8162 2021-08-17 18:27:00,529 - mmaction - INFO - Epoch [46][2440/2640] lr: 1.000e-04, eta: 1:43:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.9240, loss: 0.9240, grad_norm: 10.9343 2021-08-17 18:27:11,498 - mmaction - INFO - Epoch [46][2460/2640] lr: 1.000e-04, eta: 1:43:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9195, loss_cls: 0.9150, loss: 0.9150, grad_norm: 10.9473 2021-08-17 18:27:22,476 - mmaction - INFO - Epoch [46][2480/2640] lr: 1.000e-04, eta: 1:42:58, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9211, loss_cls: 0.9608, loss: 0.9608, grad_norm: 10.8272 2021-08-17 18:27:33,426 - mmaction - INFO - Epoch [46][2500/2640] lr: 1.000e-04, eta: 1:42:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9148, loss_cls: 0.9793, loss: 0.9793, grad_norm: 10.7474 2021-08-17 18:27:44,410 - mmaction - INFO - Epoch [46][2520/2640] lr: 1.000e-04, eta: 1:42:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9234, loss_cls: 0.9009, loss: 0.9009, grad_norm: 10.8108 2021-08-17 18:27:55,400 - mmaction - INFO - Epoch [46][2540/2640] lr: 1.000e-04, eta: 1:42:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9164, loss_cls: 0.9514, loss: 0.9514, grad_norm: 10.9210 2021-08-17 18:28:06,384 - mmaction - INFO - Epoch [46][2560/2640] lr: 1.000e-04, eta: 1:42:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9281, loss_cls: 0.9165, loss: 0.9165, grad_norm: 10.8925 2021-08-17 18:28:17,363 - mmaction - INFO - Epoch [46][2580/2640] lr: 1.000e-04, eta: 1:42:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9156, loss_cls: 0.9347, loss: 0.9347, grad_norm: 10.6869 2021-08-17 18:28:28,338 - mmaction - INFO - Epoch [46][2600/2640] lr: 1.000e-04, eta: 1:41:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9109, loss_cls: 0.9985, loss: 0.9985, grad_norm: 10.8398 2021-08-17 18:28:39,323 - mmaction - INFO - Epoch [46][2620/2640] lr: 1.000e-04, eta: 1:41:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9156, loss_cls: 0.9601, loss: 0.9601, grad_norm: 10.9525 2021-08-17 18:28:49,985 - mmaction - INFO - Epoch [46][2640/2640] lr: 1.000e-04, eta: 1:41:26, time: 0.533, data_time: 0.002, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9016, loss_cls: 1.0452, loss: 1.0452, grad_norm: 11.2456 2021-08-17 18:31:47,504 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 18:31:47,978 - mmaction - INFO - top1_acc 0.5893 top5_acc 0.8545 2021-08-17 18:31:47,978 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 18:31:48,033 - mmaction - INFO - mean_acc 0.5289 2021-08-17 18:31:48,040 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-08-17 18:31:48,595 - mmaction - INFO - Epoch(val) [46][194] top1_acc: 0.5893, top5_acc: 0.8545, mean_class_accuracy: 0.5289 2021-08-17 18:33:13,787 - mmaction - INFO - Epoch [47][20/2640] lr: 1.000e-04, eta: 1:41:21, time: 4.253, data_time: 3.585, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9156, loss_cls: 0.9406, loss: 0.9406, grad_norm: 10.9289 2021-08-17 18:33:24,762 - mmaction - INFO - Epoch [47][40/2640] lr: 1.000e-04, eta: 1:41:09, time: 0.553, data_time: 0.009, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9250, loss_cls: 0.9370, loss: 0.9370, grad_norm: 10.7195 2021-08-17 18:33:35,684 - mmaction - INFO - Epoch [47][60/2640] lr: 1.000e-04, eta: 1:40:57, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9148, loss_cls: 0.9902, loss: 0.9902, grad_norm: 11.3324 2021-08-17 18:33:46,612 - mmaction - INFO - Epoch [47][80/2640] lr: 1.000e-04, eta: 1:40:46, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9203, loss_cls: 0.9237, loss: 0.9237, grad_norm: 10.7129 2021-08-17 18:33:57,549 - mmaction - INFO - Epoch [47][100/2640] lr: 1.000e-04, eta: 1:40:34, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9164, loss_cls: 0.9424, loss: 0.9424, grad_norm: 11.1469 2021-08-17 18:34:08,521 - mmaction - INFO - Epoch [47][120/2640] lr: 1.000e-04, eta: 1:40:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9289, loss_cls: 0.9017, loss: 0.9017, grad_norm: 10.9155 2021-08-17 18:34:19,476 - mmaction - INFO - Epoch [47][140/2640] lr: 1.000e-04, eta: 1:40:11, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9109, loss_cls: 1.0234, loss: 1.0234, grad_norm: 11.5161 2021-08-17 18:34:30,434 - mmaction - INFO - Epoch [47][160/2640] lr: 1.000e-04, eta: 1:39:59, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9258, loss_cls: 0.9552, loss: 0.9552, grad_norm: 11.0018 2021-08-17 18:34:41,375 - mmaction - INFO - Epoch [47][180/2640] lr: 1.000e-04, eta: 1:39:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9062, loss_cls: 0.9623, loss: 0.9623, grad_norm: 11.1037 2021-08-17 18:34:52,343 - mmaction - INFO - Epoch [47][200/2640] lr: 1.000e-04, eta: 1:39:36, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9133, loss_cls: 0.9572, loss: 0.9572, grad_norm: 10.4831 2021-08-17 18:35:03,297 - mmaction - INFO - Epoch [47][220/2640] lr: 1.000e-04, eta: 1:39:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9133, loss_cls: 0.9557, loss: 0.9557, grad_norm: 10.7066 2021-08-17 18:35:14,276 - mmaction - INFO - Epoch [47][240/2640] lr: 1.000e-04, eta: 1:39:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7664, top5_acc: 0.9234, loss_cls: 0.8981, loss: 0.8981, grad_norm: 10.7902 2021-08-17 18:35:25,261 - mmaction - INFO - Epoch [47][260/2640] lr: 1.000e-04, eta: 1:39:01, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9102, loss_cls: 0.9583, loss: 0.9583, grad_norm: 10.8461 2021-08-17 18:35:36,223 - mmaction - INFO - Epoch [47][280/2640] lr: 1.000e-04, eta: 1:38:50, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7250, top5_acc: 0.8992, loss_cls: 1.0663, loss: 1.0663, grad_norm: 11.6356 2021-08-17 18:35:47,191 - mmaction - INFO - Epoch [47][300/2640] lr: 1.000e-04, eta: 1:38:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9203, loss_cls: 0.9337, loss: 0.9337, grad_norm: 10.7430 2021-08-17 18:35:58,154 - mmaction - INFO - Epoch [47][320/2640] lr: 1.000e-04, eta: 1:38:27, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7211, top5_acc: 0.9031, loss_cls: 1.0427, loss: 1.0427, grad_norm: 11.4257 2021-08-17 18:36:09,109 - mmaction - INFO - Epoch [47][340/2640] lr: 1.000e-04, eta: 1:38:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9109, loss_cls: 1.0093, loss: 1.0093, grad_norm: 11.0468 2021-08-17 18:36:20,080 - mmaction - INFO - Epoch [47][360/2640] lr: 1.000e-04, eta: 1:38:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9180, loss_cls: 0.9432, loss: 0.9432, grad_norm: 10.8010 2021-08-17 18:36:31,050 - mmaction - INFO - Epoch [47][380/2640] lr: 1.000e-04, eta: 1:37:52, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9273, loss_cls: 0.9166, loss: 0.9166, grad_norm: 10.9804 2021-08-17 18:36:42,044 - mmaction - INFO - Epoch [47][400/2640] lr: 1.000e-04, eta: 1:37:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9031, loss_cls: 1.0273, loss: 1.0273, grad_norm: 11.2447 2021-08-17 18:36:53,013 - mmaction - INFO - Epoch [47][420/2640] lr: 1.000e-04, eta: 1:37:29, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9180, loss_cls: 0.9554, loss: 0.9554, grad_norm: 10.7335 2021-08-17 18:37:03,996 - mmaction - INFO - Epoch [47][440/2640] lr: 1.000e-04, eta: 1:37:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9086, loss_cls: 0.9767, loss: 0.9767, grad_norm: 10.9037 2021-08-17 18:37:14,976 - mmaction - INFO - Epoch [47][460/2640] lr: 1.000e-04, eta: 1:37:06, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9242, loss_cls: 0.9239, loss: 0.9239, grad_norm: 11.1491 2021-08-17 18:37:25,941 - mmaction - INFO - Epoch [47][480/2640] lr: 1.000e-04, eta: 1:36:54, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 0.9904, loss: 0.9904, grad_norm: 11.1061 2021-08-17 18:37:36,911 - mmaction - INFO - Epoch [47][500/2640] lr: 1.000e-04, eta: 1:36:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9313, loss_cls: 0.9306, loss: 0.9306, grad_norm: 11.1426 2021-08-17 18:37:47,906 - mmaction - INFO - Epoch [47][520/2640] lr: 1.000e-04, eta: 1:36:31, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9070, loss_cls: 1.0011, loss: 1.0011, grad_norm: 10.8771 2021-08-17 18:37:58,881 - mmaction - INFO - Epoch [47][540/2640] lr: 1.000e-04, eta: 1:36:19, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9016, loss_cls: 1.0035, loss: 1.0035, grad_norm: 11.1989 2021-08-17 18:38:09,855 - mmaction - INFO - Epoch [47][560/2640] lr: 1.000e-04, eta: 1:36:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9211, loss_cls: 0.9718, loss: 0.9718, grad_norm: 11.2501 2021-08-17 18:38:20,833 - mmaction - INFO - Epoch [47][580/2640] lr: 1.000e-04, eta: 1:35:56, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9109, loss_cls: 0.9822, loss: 0.9822, grad_norm: 11.1436 2021-08-17 18:38:31,812 - mmaction - INFO - Epoch [47][600/2640] lr: 1.000e-04, eta: 1:35:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9141, loss_cls: 0.9257, loss: 0.9257, grad_norm: 10.7846 2021-08-17 18:38:42,800 - mmaction - INFO - Epoch [47][620/2640] lr: 1.000e-04, eta: 1:35:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9078, loss_cls: 0.9695, loss: 0.9695, grad_norm: 11.1604 2021-08-17 18:38:53,777 - mmaction - INFO - Epoch [47][640/2640] lr: 1.000e-04, eta: 1:35:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9180, loss_cls: 0.9389, loss: 0.9389, grad_norm: 10.9372 2021-08-17 18:39:04,743 - mmaction - INFO - Epoch [47][660/2640] lr: 1.000e-04, eta: 1:35:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7281, top5_acc: 0.9211, loss_cls: 0.9516, loss: 0.9516, grad_norm: 11.0233 2021-08-17 18:39:15,719 - mmaction - INFO - Epoch [47][680/2640] lr: 1.000e-04, eta: 1:34:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9195, loss_cls: 0.9626, loss: 0.9626, grad_norm: 11.3792 2021-08-17 18:39:26,687 - mmaction - INFO - Epoch [47][700/2640] lr: 1.000e-04, eta: 1:34:47, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9164, loss_cls: 0.9888, loss: 0.9888, grad_norm: 11.3734 2021-08-17 18:39:37,667 - mmaction - INFO - Epoch [47][720/2640] lr: 1.000e-04, eta: 1:34:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9078, loss_cls: 0.9774, loss: 0.9774, grad_norm: 11.1689 2021-08-17 18:39:48,656 - mmaction - INFO - Epoch [47][740/2640] lr: 1.000e-04, eta: 1:34:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9250, loss_cls: 0.9013, loss: 0.9013, grad_norm: 10.7807 2021-08-17 18:39:59,653 - mmaction - INFO - Epoch [47][760/2640] lr: 1.000e-04, eta: 1:34:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9234, loss_cls: 0.9341, loss: 0.9341, grad_norm: 10.9449 2021-08-17 18:40:10,620 - mmaction - INFO - Epoch [47][780/2640] lr: 1.000e-04, eta: 1:34:00, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9203, loss_cls: 0.8829, loss: 0.8829, grad_norm: 10.4737 2021-08-17 18:40:21,596 - mmaction - INFO - Epoch [47][800/2640] lr: 1.000e-04, eta: 1:33:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 0.9998, loss: 0.9998, grad_norm: 11.5496 2021-08-17 18:40:32,597 - mmaction - INFO - Epoch [47][820/2640] lr: 1.000e-04, eta: 1:33:37, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9180, loss_cls: 0.9383, loss: 0.9383, grad_norm: 10.7288 2021-08-17 18:40:43,574 - mmaction - INFO - Epoch [47][840/2640] lr: 1.000e-04, eta: 1:33:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9156, loss_cls: 0.9665, loss: 0.9665, grad_norm: 11.4415 2021-08-17 18:40:54,553 - mmaction - INFO - Epoch [47][860/2640] lr: 1.000e-04, eta: 1:33:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9195, loss_cls: 0.9423, loss: 0.9423, grad_norm: 11.0285 2021-08-17 18:41:05,528 - mmaction - INFO - Epoch [47][880/2640] lr: 1.000e-04, eta: 1:33:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9219, loss_cls: 0.9401, loss: 0.9401, grad_norm: 10.9265 2021-08-17 18:41:16,493 - mmaction - INFO - Epoch [47][900/2640] lr: 1.000e-04, eta: 1:32:51, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9141, loss_cls: 0.9488, loss: 0.9488, grad_norm: 11.1626 2021-08-17 18:41:27,472 - mmaction - INFO - Epoch [47][920/2640] lr: 1.000e-04, eta: 1:32:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 0.9637, loss: 0.9637, grad_norm: 10.8790 2021-08-17 18:41:38,459 - mmaction - INFO - Epoch [47][940/2640] lr: 1.000e-04, eta: 1:32:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9211, loss_cls: 0.9032, loss: 0.9032, grad_norm: 10.3115 2021-08-17 18:41:49,439 - mmaction - INFO - Epoch [47][960/2640] lr: 1.000e-04, eta: 1:32:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9164, loss_cls: 0.9539, loss: 0.9539, grad_norm: 10.7806 2021-08-17 18:42:00,398 - mmaction - INFO - Epoch [47][980/2640] lr: 1.000e-04, eta: 1:32:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9117, loss_cls: 0.9794, loss: 0.9794, grad_norm: 10.9430 2021-08-17 18:42:11,383 - mmaction - INFO - Epoch [47][1000/2640] lr: 1.000e-04, eta: 1:31:53, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9086, loss_cls: 1.0030, loss: 1.0030, grad_norm: 11.3130 2021-08-17 18:42:22,369 - mmaction - INFO - Epoch [47][1020/2640] lr: 1.000e-04, eta: 1:31:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9250, loss_cls: 0.8926, loss: 0.8926, grad_norm: 10.6585 2021-08-17 18:42:33,348 - mmaction - INFO - Epoch [47][1040/2640] lr: 1.000e-04, eta: 1:31:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9117, loss_cls: 0.9717, loss: 0.9717, grad_norm: 10.8672 2021-08-17 18:42:44,334 - mmaction - INFO - Epoch [47][1060/2640] lr: 1.000e-04, eta: 1:31:18, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9172, loss_cls: 0.9409, loss: 0.9409, grad_norm: 10.8181 2021-08-17 18:42:55,305 - mmaction - INFO - Epoch [47][1080/2640] lr: 1.000e-04, eta: 1:31:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9164, loss_cls: 0.9271, loss: 0.9271, grad_norm: 11.1057 2021-08-17 18:43:06,242 - mmaction - INFO - Epoch [47][1100/2640] lr: 1.000e-04, eta: 1:30:55, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9148, loss_cls: 0.9968, loss: 0.9968, grad_norm: 11.1060 2021-08-17 18:43:17,215 - mmaction - INFO - Epoch [47][1120/2640] lr: 1.000e-04, eta: 1:30:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9148, loss_cls: 0.9340, loss: 0.9340, grad_norm: 10.4162 2021-08-17 18:43:28,176 - mmaction - INFO - Epoch [47][1140/2640] lr: 1.000e-04, eta: 1:30:32, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9055, loss_cls: 0.9585, loss: 0.9585, grad_norm: 10.8613 2021-08-17 18:43:39,162 - mmaction - INFO - Epoch [47][1160/2640] lr: 1.000e-04, eta: 1:30:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9141, loss_cls: 0.9580, loss: 0.9580, grad_norm: 11.0623 2021-08-17 18:43:50,127 - mmaction - INFO - Epoch [47][1180/2640] lr: 1.000e-04, eta: 1:30:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9125, loss_cls: 0.9654, loss: 0.9654, grad_norm: 11.0381 2021-08-17 18:44:01,098 - mmaction - INFO - Epoch [47][1200/2640] lr: 1.000e-04, eta: 1:29:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9203, loss_cls: 0.9321, loss: 0.9321, grad_norm: 10.6209 2021-08-17 18:44:12,060 - mmaction - INFO - Epoch [47][1220/2640] lr: 1.000e-04, eta: 1:29:46, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9109, loss_cls: 1.0329, loss: 1.0329, grad_norm: 11.5212 2021-08-17 18:44:23,040 - mmaction - INFO - Epoch [47][1240/2640] lr: 1.000e-04, eta: 1:29:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9086, loss_cls: 0.9425, loss: 0.9425, grad_norm: 10.7901 2021-08-17 18:44:34,004 - mmaction - INFO - Epoch [47][1260/2640] lr: 1.000e-04, eta: 1:29:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9180, loss_cls: 0.9309, loss: 0.9309, grad_norm: 10.7003 2021-08-17 18:44:44,981 - mmaction - INFO - Epoch [47][1280/2640] lr: 1.000e-04, eta: 1:29:11, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9219, loss_cls: 0.9198, loss: 0.9198, grad_norm: 10.9092 2021-08-17 18:44:55,952 - mmaction - INFO - Epoch [47][1300/2640] lr: 1.000e-04, eta: 1:28:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9203, loss_cls: 0.9269, loss: 0.9269, grad_norm: 11.0233 2021-08-17 18:45:06,936 - mmaction - INFO - Epoch [47][1320/2640] lr: 1.000e-04, eta: 1:28:48, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9172, loss_cls: 0.9342, loss: 0.9342, grad_norm: 10.8619 2021-08-17 18:45:17,910 - mmaction - INFO - Epoch [47][1340/2640] lr: 1.000e-04, eta: 1:28:36, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9117, loss_cls: 1.0195, loss: 1.0195, grad_norm: 11.0547 2021-08-17 18:45:28,884 - mmaction - INFO - Epoch [47][1360/2640] lr: 1.000e-04, eta: 1:28:25, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9203, loss_cls: 0.9497, loss: 0.9497, grad_norm: 11.1140 2021-08-17 18:45:39,876 - mmaction - INFO - Epoch [47][1380/2640] lr: 1.000e-04, eta: 1:28:13, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9102, loss_cls: 0.9623, loss: 0.9623, grad_norm: 10.6203 2021-08-17 18:45:50,852 - mmaction - INFO - Epoch [47][1400/2640] lr: 1.000e-04, eta: 1:28:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9164, loss_cls: 0.9699, loss: 0.9699, grad_norm: 11.0641 2021-08-17 18:46:01,825 - mmaction - INFO - Epoch [47][1420/2640] lr: 1.000e-04, eta: 1:27:50, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9141, loss_cls: 0.9750, loss: 0.9750, grad_norm: 11.5280 2021-08-17 18:46:12,811 - mmaction - INFO - Epoch [47][1440/2640] lr: 1.000e-04, eta: 1:27:38, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9148, loss_cls: 0.9946, loss: 0.9946, grad_norm: 11.5075 2021-08-17 18:46:23,779 - mmaction - INFO - Epoch [47][1460/2640] lr: 1.000e-04, eta: 1:27:27, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7664, top5_acc: 0.9242, loss_cls: 0.9001, loss: 0.9001, grad_norm: 10.6940 2021-08-17 18:46:34,737 - mmaction - INFO - Epoch [47][1480/2640] lr: 1.000e-04, eta: 1:27:15, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9055, loss_cls: 0.9803, loss: 0.9803, grad_norm: 11.1460 2021-08-17 18:46:45,704 - mmaction - INFO - Epoch [47][1500/2640] lr: 1.000e-04, eta: 1:27:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9117, loss_cls: 0.9505, loss: 0.9505, grad_norm: 11.2023 2021-08-17 18:46:56,699 - mmaction - INFO - Epoch [47][1520/2640] lr: 1.000e-04, eta: 1:26:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7695, top5_acc: 0.9117, loss_cls: 0.9539, loss: 0.9539, grad_norm: 10.5207 2021-08-17 18:47:07,713 - mmaction - INFO - Epoch [47][1540/2640] lr: 1.000e-04, eta: 1:26:40, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9055, loss_cls: 1.0053, loss: 1.0053, grad_norm: 11.4010 2021-08-17 18:47:18,650 - mmaction - INFO - Epoch [47][1560/2640] lr: 1.000e-04, eta: 1:26:29, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.7594, top5_acc: 0.9281, loss_cls: 0.8955, loss: 0.8955, grad_norm: 10.8616 2021-08-17 18:47:29,623 - mmaction - INFO - Epoch [47][1580/2640] lr: 1.000e-04, eta: 1:26:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9125, loss_cls: 0.9813, loss: 0.9813, grad_norm: 10.8620 2021-08-17 18:47:40,586 - mmaction - INFO - Epoch [47][1600/2640] lr: 1.000e-04, eta: 1:26:06, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9156, loss_cls: 0.9773, loss: 0.9773, grad_norm: 11.1971 2021-08-17 18:47:51,573 - mmaction - INFO - Epoch [47][1620/2640] lr: 1.000e-04, eta: 1:25:54, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9180, loss_cls: 1.0281, loss: 1.0281, grad_norm: 11.6649 2021-08-17 18:48:02,555 - mmaction - INFO - Epoch [47][1640/2640] lr: 1.000e-04, eta: 1:25:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9242, loss_cls: 0.9307, loss: 0.9307, grad_norm: 10.8311 2021-08-17 18:48:13,530 - mmaction - INFO - Epoch [47][1660/2640] lr: 1.000e-04, eta: 1:25:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9086, loss_cls: 0.9740, loss: 0.9740, grad_norm: 11.2735 2021-08-17 18:48:24,495 - mmaction - INFO - Epoch [47][1680/2640] lr: 1.000e-04, eta: 1:25:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9156, loss_cls: 1.0103, loss: 1.0103, grad_norm: 11.5028 2021-08-17 18:48:35,476 - mmaction - INFO - Epoch [47][1700/2640] lr: 1.000e-04, eta: 1:25:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9242, loss_cls: 0.9194, loss: 0.9194, grad_norm: 11.0135 2021-08-17 18:48:46,432 - mmaction - INFO - Epoch [47][1720/2640] lr: 1.000e-04, eta: 1:24:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9187, loss_cls: 0.9555, loss: 0.9555, grad_norm: 10.7646 2021-08-17 18:48:57,383 - mmaction - INFO - Epoch [47][1740/2640] lr: 1.000e-04, eta: 1:24:45, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 0.9564, loss: 0.9564, grad_norm: 10.9374 2021-08-17 18:49:08,345 - mmaction - INFO - Epoch [47][1760/2640] lr: 1.000e-04, eta: 1:24:33, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9219, loss_cls: 0.9425, loss: 0.9425, grad_norm: 11.3208 2021-08-17 18:49:19,319 - mmaction - INFO - Epoch [47][1780/2640] lr: 1.000e-04, eta: 1:24:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9203, loss_cls: 0.9367, loss: 0.9367, grad_norm: 10.7974 2021-08-17 18:49:30,295 - mmaction - INFO - Epoch [47][1800/2640] lr: 1.000e-04, eta: 1:24:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9117, loss_cls: 1.0123, loss: 1.0123, grad_norm: 11.2414 2021-08-17 18:49:41,251 - mmaction - INFO - Epoch [47][1820/2640] lr: 1.000e-04, eta: 1:23:58, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7758, top5_acc: 0.9258, loss_cls: 0.8607, loss: 0.8607, grad_norm: 10.5283 2021-08-17 18:49:52,213 - mmaction - INFO - Epoch [47][1840/2640] lr: 1.000e-04, eta: 1:23:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9211, loss_cls: 0.9267, loss: 0.9267, grad_norm: 10.8060 2021-08-17 18:50:03,186 - mmaction - INFO - Epoch [47][1860/2640] lr: 1.000e-04, eta: 1:23:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9086, loss_cls: 0.9868, loss: 0.9868, grad_norm: 10.9047 2021-08-17 18:50:14,150 - mmaction - INFO - Epoch [47][1880/2640] lr: 1.000e-04, eta: 1:23:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9000, loss_cls: 1.0172, loss: 1.0172, grad_norm: 11.1169 2021-08-17 18:50:25,128 - mmaction - INFO - Epoch [47][1900/2640] lr: 1.000e-04, eta: 1:23:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9102, loss_cls: 0.9671, loss: 0.9671, grad_norm: 10.9587 2021-08-17 18:50:36,104 - mmaction - INFO - Epoch [47][1920/2640] lr: 1.000e-04, eta: 1:23:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9070, loss_cls: 1.0110, loss: 1.0110, grad_norm: 11.5999 2021-08-17 18:50:47,101 - mmaction - INFO - Epoch [47][1940/2640] lr: 1.000e-04, eta: 1:22:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9078, loss_cls: 0.9999, loss: 0.9999, grad_norm: 11.2046 2021-08-17 18:50:58,061 - mmaction - INFO - Epoch [47][1960/2640] lr: 1.000e-04, eta: 1:22:37, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7227, top5_acc: 0.9094, loss_cls: 1.0022, loss: 1.0022, grad_norm: 11.1653 2021-08-17 18:51:09,053 - mmaction - INFO - Epoch [47][1980/2640] lr: 1.000e-04, eta: 1:22:26, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9227, loss_cls: 0.8973, loss: 0.8973, grad_norm: 10.4844 2021-08-17 18:51:20,032 - mmaction - INFO - Epoch [47][2000/2640] lr: 1.000e-04, eta: 1:22:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9102, loss_cls: 0.9795, loss: 0.9795, grad_norm: 10.9667 2021-08-17 18:51:31,012 - mmaction - INFO - Epoch [47][2020/2640] lr: 1.000e-04, eta: 1:22:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9203, loss_cls: 0.9555, loss: 0.9555, grad_norm: 10.8605 2021-08-17 18:51:42,001 - mmaction - INFO - Epoch [47][2040/2640] lr: 1.000e-04, eta: 1:21:51, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7273, top5_acc: 0.9125, loss_cls: 0.9952, loss: 0.9952, grad_norm: 11.5617 2021-08-17 18:51:52,982 - mmaction - INFO - Epoch [47][2060/2640] lr: 1.000e-04, eta: 1:21:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9266, loss_cls: 0.9119, loss: 0.9119, grad_norm: 11.0097 2021-08-17 18:52:03,936 - mmaction - INFO - Epoch [47][2080/2640] lr: 1.000e-04, eta: 1:21:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9172, loss_cls: 0.9524, loss: 0.9524, grad_norm: 10.9302 2021-08-17 18:52:14,927 - mmaction - INFO - Epoch [47][2100/2640] lr: 1.000e-04, eta: 1:21:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9078, loss_cls: 0.9782, loss: 0.9782, grad_norm: 11.1439 2021-08-17 18:52:25,887 - mmaction - INFO - Epoch [47][2120/2640] lr: 1.000e-04, eta: 1:21:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7734, top5_acc: 0.9266, loss_cls: 0.9049, loss: 0.9049, grad_norm: 10.8387 2021-08-17 18:52:36,861 - mmaction - INFO - Epoch [47][2140/2640] lr: 1.000e-04, eta: 1:20:53, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9195, loss_cls: 0.9456, loss: 0.9456, grad_norm: 11.1888 2021-08-17 18:52:47,819 - mmaction - INFO - Epoch [47][2160/2640] lr: 1.000e-04, eta: 1:20:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7594, top5_acc: 0.9133, loss_cls: 0.9516, loss: 0.9516, grad_norm: 11.0522 2021-08-17 18:52:58,806 - mmaction - INFO - Epoch [47][2180/2640] lr: 1.000e-04, eta: 1:20:30, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9156, loss_cls: 0.9069, loss: 0.9069, grad_norm: 10.6843 2021-08-17 18:53:09,760 - mmaction - INFO - Epoch [47][2200/2640] lr: 1.000e-04, eta: 1:20:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9102, loss_cls: 1.0153, loss: 1.0153, grad_norm: 11.5914 2021-08-17 18:53:20,743 - mmaction - INFO - Epoch [47][2220/2640] lr: 1.000e-04, eta: 1:20:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9141, loss_cls: 0.9589, loss: 0.9589, grad_norm: 10.9592 2021-08-17 18:53:31,723 - mmaction - INFO - Epoch [47][2240/2640] lr: 1.000e-04, eta: 1:19:55, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9211, loss_cls: 0.9535, loss: 0.9535, grad_norm: 11.2714 2021-08-17 18:53:42,693 - mmaction - INFO - Epoch [47][2260/2640] lr: 1.000e-04, eta: 1:19:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9148, loss_cls: 1.0079, loss: 1.0079, grad_norm: 11.4059 2021-08-17 18:53:53,680 - mmaction - INFO - Epoch [47][2280/2640] lr: 1.000e-04, eta: 1:19:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9125, loss_cls: 0.9634, loss: 0.9634, grad_norm: 11.0239 2021-08-17 18:54:04,655 - mmaction - INFO - Epoch [47][2300/2640] lr: 1.000e-04, eta: 1:19:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9250, loss_cls: 0.9215, loss: 0.9215, grad_norm: 10.8698 2021-08-17 18:54:15,615 - mmaction - INFO - Epoch [47][2320/2640] lr: 1.000e-04, eta: 1:19:09, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9078, loss_cls: 1.0221, loss: 1.0221, grad_norm: 11.0129 2021-08-17 18:54:26,609 - mmaction - INFO - Epoch [47][2340/2640] lr: 1.000e-04, eta: 1:18:58, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9258, loss_cls: 0.9233, loss: 0.9233, grad_norm: 10.8467 2021-08-17 18:54:37,573 - mmaction - INFO - Epoch [47][2360/2640] lr: 1.000e-04, eta: 1:18:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9164, loss_cls: 0.9831, loss: 0.9831, grad_norm: 11.3310 2021-08-17 18:54:48,545 - mmaction - INFO - Epoch [47][2380/2640] lr: 1.000e-04, eta: 1:18:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9172, loss_cls: 0.9719, loss: 0.9719, grad_norm: 11.4505 2021-08-17 18:54:59,520 - mmaction - INFO - Epoch [47][2400/2640] lr: 1.000e-04, eta: 1:18:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9109, loss_cls: 0.9972, loss: 0.9972, grad_norm: 11.4729 2021-08-17 18:55:10,488 - mmaction - INFO - Epoch [47][2420/2640] lr: 1.000e-04, eta: 1:18:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9062, loss_cls: 0.9714, loss: 0.9714, grad_norm: 10.8679 2021-08-17 18:55:21,448 - mmaction - INFO - Epoch [47][2440/2640] lr: 1.000e-04, eta: 1:18:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9180, loss_cls: 0.9506, loss: 0.9506, grad_norm: 11.5521 2021-08-17 18:55:32,420 - mmaction - INFO - Epoch [47][2460/2640] lr: 1.000e-04, eta: 1:17:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9008, loss_cls: 1.0760, loss: 1.0760, grad_norm: 11.5805 2021-08-17 18:55:43,388 - mmaction - INFO - Epoch [47][2480/2640] lr: 1.000e-04, eta: 1:17:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.8984, loss_cls: 1.0330, loss: 1.0330, grad_norm: 11.6917 2021-08-17 18:55:54,346 - mmaction - INFO - Epoch [47][2500/2640] lr: 1.000e-04, eta: 1:17:25, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9156, loss_cls: 0.9717, loss: 0.9717, grad_norm: 11.1236 2021-08-17 18:56:05,299 - mmaction - INFO - Epoch [47][2520/2640] lr: 1.000e-04, eta: 1:17:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7086, top5_acc: 0.9094, loss_cls: 1.0238, loss: 1.0238, grad_norm: 11.2841 2021-08-17 18:56:16,270 - mmaction - INFO - Epoch [47][2540/2640] lr: 1.000e-04, eta: 1:17:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9148, loss_cls: 0.9751, loss: 0.9751, grad_norm: 10.8594 2021-08-17 18:56:27,242 - mmaction - INFO - Epoch [47][2560/2640] lr: 1.000e-04, eta: 1:16:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7719, top5_acc: 0.9211, loss_cls: 0.8994, loss: 0.8994, grad_norm: 10.6006 2021-08-17 18:56:38,220 - mmaction - INFO - Epoch [47][2580/2640] lr: 1.000e-04, eta: 1:16:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9266, loss_cls: 0.9374, loss: 0.9374, grad_norm: 11.3986 2021-08-17 18:56:49,216 - mmaction - INFO - Epoch [47][2600/2640] lr: 1.000e-04, eta: 1:16:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9133, loss_cls: 0.9563, loss: 0.9563, grad_norm: 11.2356 2021-08-17 18:57:00,145 - mmaction - INFO - Epoch [47][2620/2640] lr: 1.000e-04, eta: 1:16:16, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9141, loss_cls: 0.9628, loss: 0.9628, grad_norm: 10.9045 2021-08-17 18:57:10,795 - mmaction - INFO - Epoch [47][2640/2640] lr: 1.000e-04, eta: 1:16:04, time: 0.532, data_time: 0.002, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9153, loss_cls: 0.9684, loss: 0.9684, grad_norm: 11.0068 2021-08-17 18:59:16,317 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 18:59:16,759 - mmaction - INFO - top1_acc 0.5873 top5_acc 0.8530 2021-08-17 18:59:16,760 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 18:59:16,788 - mmaction - INFO - mean_acc 0.5279 2021-08-17 18:59:16,795 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-08-17 18:59:17,557 - mmaction - INFO - Epoch(val) [47][194] top1_acc: 0.5873, top5_acc: 0.8530, mean_class_accuracy: 0.5279 2021-08-17 19:00:34,156 - mmaction - INFO - Epoch [48][20/2640] lr: 1.000e-04, eta: 1:15:57, time: 3.828, data_time: 3.220, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9234, loss_cls: 0.8698, loss: 0.8698, grad_norm: 10.2185 2021-08-17 19:00:45,137 - mmaction - INFO - Epoch [48][40/2640] lr: 1.000e-04, eta: 1:15:45, time: 0.549, data_time: 0.005, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9336, loss_cls: 0.9460, loss: 0.9460, grad_norm: 11.2047 2021-08-17 19:00:56,061 - mmaction - INFO - Epoch [48][60/2640] lr: 1.000e-04, eta: 1:15:34, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9195, loss_cls: 0.9638, loss: 0.9638, grad_norm: 11.0583 2021-08-17 19:01:07,028 - mmaction - INFO - Epoch [48][80/2640] lr: 1.000e-04, eta: 1:15:22, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7766, top5_acc: 0.9406, loss_cls: 0.8327, loss: 0.8327, grad_norm: 10.5388 2021-08-17 19:01:17,980 - mmaction - INFO - Epoch [48][100/2640] lr: 1.000e-04, eta: 1:15:10, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9219, loss_cls: 0.9343, loss: 0.9343, grad_norm: 10.9313 2021-08-17 19:01:28,961 - mmaction - INFO - Epoch [48][120/2640] lr: 1.000e-04, eta: 1:14:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9078, loss_cls: 0.9800, loss: 0.9800, grad_norm: 10.9514 2021-08-17 19:01:39,903 - mmaction - INFO - Epoch [48][140/2640] lr: 1.000e-04, eta: 1:14:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9289, loss_cls: 0.9421, loss: 0.9421, grad_norm: 11.3000 2021-08-17 19:01:50,868 - mmaction - INFO - Epoch [48][160/2640] lr: 1.000e-04, eta: 1:14:36, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7664, top5_acc: 0.9250, loss_cls: 0.8861, loss: 0.8861, grad_norm: 10.7734 2021-08-17 19:02:01,831 - mmaction - INFO - Epoch [48][180/2640] lr: 1.000e-04, eta: 1:14:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9156, loss_cls: 0.9289, loss: 0.9289, grad_norm: 10.5625 2021-08-17 19:02:12,790 - mmaction - INFO - Epoch [48][200/2640] lr: 1.000e-04, eta: 1:14:13, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9164, loss_cls: 0.9321, loss: 0.9321, grad_norm: 10.9562 2021-08-17 19:02:23,760 - mmaction - INFO - Epoch [48][220/2640] lr: 1.000e-04, eta: 1:14:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9164, loss_cls: 0.9660, loss: 0.9660, grad_norm: 10.9447 2021-08-17 19:02:34,738 - mmaction - INFO - Epoch [48][240/2640] lr: 1.000e-04, eta: 1:13:49, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7695, top5_acc: 0.9266, loss_cls: 0.8991, loss: 0.8991, grad_norm: 10.9391 2021-08-17 19:02:45,702 - mmaction - INFO - Epoch [48][260/2640] lr: 1.000e-04, eta: 1:13:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9094, loss_cls: 0.9940, loss: 0.9940, grad_norm: 11.2153 2021-08-17 19:02:56,673 - mmaction - INFO - Epoch [48][280/2640] lr: 1.000e-04, eta: 1:13:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9266, loss_cls: 0.8803, loss: 0.8803, grad_norm: 10.4042 2021-08-17 19:03:07,645 - mmaction - INFO - Epoch [48][300/2640] lr: 1.000e-04, eta: 1:13:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9141, loss_cls: 0.9403, loss: 0.9403, grad_norm: 11.1240 2021-08-17 19:03:18,619 - mmaction - INFO - Epoch [48][320/2640] lr: 1.000e-04, eta: 1:13:03, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7234, top5_acc: 0.9039, loss_cls: 1.0201, loss: 1.0201, grad_norm: 11.2470 2021-08-17 19:03:29,601 - mmaction - INFO - Epoch [48][340/2640] lr: 1.000e-04, eta: 1:12:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9219, loss_cls: 0.9797, loss: 0.9797, grad_norm: 11.4326 2021-08-17 19:03:40,566 - mmaction - INFO - Epoch [48][360/2640] lr: 1.000e-04, eta: 1:12:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9023, loss_cls: 0.9827, loss: 0.9827, grad_norm: 11.1601 2021-08-17 19:03:51,538 - mmaction - INFO - Epoch [48][380/2640] lr: 1.000e-04, eta: 1:12:28, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9141, loss_cls: 0.9992, loss: 0.9992, grad_norm: 11.7542 2021-08-17 19:04:02,508 - mmaction - INFO - Epoch [48][400/2640] lr: 1.000e-04, eta: 1:12:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9156, loss_cls: 0.9636, loss: 0.9636, grad_norm: 10.9105 2021-08-17 19:04:13,517 - mmaction - INFO - Epoch [48][420/2640] lr: 1.000e-04, eta: 1:12:05, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9156, loss_cls: 0.9680, loss: 0.9680, grad_norm: 11.2078 2021-08-17 19:04:24,436 - mmaction - INFO - Epoch [48][440/2640] lr: 1.000e-04, eta: 1:11:54, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7695, top5_acc: 0.9109, loss_cls: 0.9363, loss: 0.9363, grad_norm: 10.7959 2021-08-17 19:04:35,402 - mmaction - INFO - Epoch [48][460/2640] lr: 1.000e-04, eta: 1:11:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9156, loss_cls: 0.9305, loss: 0.9305, grad_norm: 10.8652 2021-08-17 19:04:46,401 - mmaction - INFO - Epoch [48][480/2640] lr: 1.000e-04, eta: 1:11:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7688, top5_acc: 0.9234, loss_cls: 0.8822, loss: 0.8822, grad_norm: 10.5346 2021-08-17 19:04:57,343 - mmaction - INFO - Epoch [48][500/2640] lr: 1.000e-04, eta: 1:11:19, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9078, loss_cls: 1.0315, loss: 1.0315, grad_norm: 11.8523 2021-08-17 19:05:08,310 - mmaction - INFO - Epoch [48][520/2640] lr: 1.000e-04, eta: 1:11:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9172, loss_cls: 0.9814, loss: 0.9814, grad_norm: 11.1264 2021-08-17 19:05:19,273 - mmaction - INFO - Epoch [48][540/2640] lr: 1.000e-04, eta: 1:10:56, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7656, top5_acc: 0.9258, loss_cls: 0.8988, loss: 0.8988, grad_norm: 10.7612 2021-08-17 19:05:30,240 - mmaction - INFO - Epoch [48][560/2640] lr: 1.000e-04, eta: 1:10:44, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9148, loss_cls: 0.9709, loss: 0.9709, grad_norm: 11.3655 2021-08-17 19:05:41,218 - mmaction - INFO - Epoch [48][580/2640] lr: 1.000e-04, eta: 1:10:33, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9180, loss_cls: 0.9679, loss: 0.9679, grad_norm: 11.1014 2021-08-17 19:05:52,192 - mmaction - INFO - Epoch [48][600/2640] lr: 1.000e-04, eta: 1:10:21, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9211, loss_cls: 0.9314, loss: 0.9314, grad_norm: 11.4172 2021-08-17 19:06:03,166 - mmaction - INFO - Epoch [48][620/2640] lr: 1.000e-04, eta: 1:10:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9187, loss_cls: 0.9088, loss: 0.9088, grad_norm: 10.8302 2021-08-17 19:06:14,142 - mmaction - INFO - Epoch [48][640/2640] lr: 1.000e-04, eta: 1:09:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9195, loss_cls: 0.9449, loss: 0.9449, grad_norm: 11.0664 2021-08-17 19:06:25,113 - mmaction - INFO - Epoch [48][660/2640] lr: 1.000e-04, eta: 1:09:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9211, loss_cls: 0.9615, loss: 0.9615, grad_norm: 11.5078 2021-08-17 19:06:36,093 - mmaction - INFO - Epoch [48][680/2640] lr: 1.000e-04, eta: 1:09:35, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9148, loss_cls: 0.9580, loss: 0.9580, grad_norm: 11.0621 2021-08-17 19:06:47,068 - mmaction - INFO - Epoch [48][700/2640] lr: 1.000e-04, eta: 1:09:23, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9266, loss_cls: 0.9840, loss: 0.9840, grad_norm: 11.3631 2021-08-17 19:06:58,044 - mmaction - INFO - Epoch [48][720/2640] lr: 1.000e-04, eta: 1:09:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7273, top5_acc: 0.9242, loss_cls: 0.9695, loss: 0.9695, grad_norm: 11.4066 2021-08-17 19:07:09,006 - mmaction - INFO - Epoch [48][740/2640] lr: 1.000e-04, eta: 1:09:00, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9187, loss_cls: 0.9493, loss: 0.9493, grad_norm: 11.1910 2021-08-17 19:07:19,978 - mmaction - INFO - Epoch [48][760/2640] lr: 1.000e-04, eta: 1:08:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9008, loss_cls: 1.0219, loss: 1.0219, grad_norm: 11.5090 2021-08-17 19:07:30,959 - mmaction - INFO - Epoch [48][780/2640] lr: 1.000e-04, eta: 1:08:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9117, loss_cls: 0.9448, loss: 0.9448, grad_norm: 11.0946 2021-08-17 19:07:41,925 - mmaction - INFO - Epoch [48][800/2640] lr: 1.000e-04, eta: 1:08:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9211, loss_cls: 0.9252, loss: 0.9252, grad_norm: 11.2750 2021-08-17 19:07:52,896 - mmaction - INFO - Epoch [48][820/2640] lr: 1.000e-04, eta: 1:08:14, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7742, top5_acc: 0.9203, loss_cls: 0.9126, loss: 0.9126, grad_norm: 10.6384 2021-08-17 19:08:03,872 - mmaction - INFO - Epoch [48][840/2640] lr: 1.000e-04, eta: 1:08:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9172, loss_cls: 0.9576, loss: 0.9576, grad_norm: 10.9350 2021-08-17 19:08:14,827 - mmaction - INFO - Epoch [48][860/2640] lr: 1.000e-04, eta: 1:07:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9219, loss_cls: 0.9116, loss: 0.9116, grad_norm: 11.0866 2021-08-17 19:08:25,807 - mmaction - INFO - Epoch [48][880/2640] lr: 1.000e-04, eta: 1:07:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9211, loss_cls: 0.9544, loss: 0.9544, grad_norm: 11.4240 2021-08-17 19:08:36,774 - mmaction - INFO - Epoch [48][900/2640] lr: 1.000e-04, eta: 1:07:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9102, loss_cls: 0.9887, loss: 0.9887, grad_norm: 11.4802 2021-08-17 19:08:47,743 - mmaction - INFO - Epoch [48][920/2640] lr: 1.000e-04, eta: 1:07:16, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9203, loss_cls: 0.9354, loss: 0.9354, grad_norm: 10.9273 2021-08-17 19:08:58,713 - mmaction - INFO - Epoch [48][940/2640] lr: 1.000e-04, eta: 1:07:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9102, loss_cls: 0.9782, loss: 0.9782, grad_norm: 11.1067 2021-08-17 19:09:09,683 - mmaction - INFO - Epoch [48][960/2640] lr: 1.000e-04, eta: 1:06:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9211, loss_cls: 0.9433, loss: 0.9433, grad_norm: 11.2178 2021-08-17 19:09:20,651 - mmaction - INFO - Epoch [48][980/2640] lr: 1.000e-04, eta: 1:06:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9203, loss_cls: 0.9206, loss: 0.9206, grad_norm: 10.8000 2021-08-17 19:09:31,631 - mmaction - INFO - Epoch [48][1000/2640] lr: 1.000e-04, eta: 1:06:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9187, loss_cls: 0.9693, loss: 0.9693, grad_norm: 11.1560 2021-08-17 19:09:42,622 - mmaction - INFO - Epoch [48][1020/2640] lr: 1.000e-04, eta: 1:06:18, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9148, loss_cls: 0.9549, loss: 0.9549, grad_norm: 11.7022 2021-08-17 19:09:53,601 - mmaction - INFO - Epoch [48][1040/2640] lr: 1.000e-04, eta: 1:06:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9109, loss_cls: 0.9895, loss: 0.9895, grad_norm: 11.1485 2021-08-17 19:10:04,569 - mmaction - INFO - Epoch [48][1060/2640] lr: 1.000e-04, eta: 1:05:55, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9086, loss_cls: 0.9738, loss: 0.9738, grad_norm: 11.1335 2021-08-17 19:10:15,541 - mmaction - INFO - Epoch [48][1080/2640] lr: 1.000e-04, eta: 1:05:44, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9094, loss_cls: 1.0172, loss: 1.0172, grad_norm: 11.2976 2021-08-17 19:10:26,495 - mmaction - INFO - Epoch [48][1100/2640] lr: 1.000e-04, eta: 1:05:32, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7219, top5_acc: 0.9047, loss_cls: 1.0502, loss: 1.0502, grad_norm: 11.8722 2021-08-17 19:10:37,475 - mmaction - INFO - Epoch [48][1120/2640] lr: 1.000e-04, eta: 1:05:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9125, loss_cls: 0.9302, loss: 0.9302, grad_norm: 10.7824 2021-08-17 19:10:48,431 - mmaction - INFO - Epoch [48][1140/2640] lr: 1.000e-04, eta: 1:05:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9078, loss_cls: 0.9558, loss: 0.9558, grad_norm: 10.8196 2021-08-17 19:10:59,391 - mmaction - INFO - Epoch [48][1160/2640] lr: 1.000e-04, eta: 1:04:57, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9195, loss_cls: 0.9282, loss: 0.9282, grad_norm: 11.0015 2021-08-17 19:11:10,364 - mmaction - INFO - Epoch [48][1180/2640] lr: 1.000e-04, eta: 1:04:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7594, top5_acc: 0.9172, loss_cls: 0.9105, loss: 0.9105, grad_norm: 10.8193 2021-08-17 19:11:21,345 - mmaction - INFO - Epoch [48][1200/2640] lr: 1.000e-04, eta: 1:04:34, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9242, loss_cls: 0.9138, loss: 0.9138, grad_norm: 10.6060 2021-08-17 19:11:32,299 - mmaction - INFO - Epoch [48][1220/2640] lr: 1.000e-04, eta: 1:04:23, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9039, loss_cls: 1.0188, loss: 1.0188, grad_norm: 11.1936 2021-08-17 19:11:43,249 - mmaction - INFO - Epoch [48][1240/2640] lr: 1.000e-04, eta: 1:04:11, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9156, loss_cls: 0.9688, loss: 0.9688, grad_norm: 10.8066 2021-08-17 19:11:54,216 - mmaction - INFO - Epoch [48][1260/2640] lr: 1.000e-04, eta: 1:04:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9195, loss_cls: 0.9477, loss: 0.9477, grad_norm: 11.2005 2021-08-17 19:12:05,177 - mmaction - INFO - Epoch [48][1280/2640] lr: 1.000e-04, eta: 1:03:48, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9281, loss_cls: 0.9483, loss: 0.9483, grad_norm: 11.4558 2021-08-17 19:12:16,142 - mmaction - INFO - Epoch [48][1300/2640] lr: 1.000e-04, eta: 1:03:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 1.0106, loss: 1.0106, grad_norm: 11.2921 2021-08-17 19:12:27,143 - mmaction - INFO - Epoch [48][1320/2640] lr: 1.000e-04, eta: 1:03:25, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9313, loss_cls: 0.9339, loss: 0.9339, grad_norm: 11.0926 2021-08-17 19:12:38,107 - mmaction - INFO - Epoch [48][1340/2640] lr: 1.000e-04, eta: 1:03:13, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9227, loss_cls: 0.9194, loss: 0.9194, grad_norm: 11.0189 2021-08-17 19:12:49,090 - mmaction - INFO - Epoch [48][1360/2640] lr: 1.000e-04, eta: 1:03:02, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9219, loss_cls: 0.9389, loss: 0.9389, grad_norm: 11.1230 2021-08-17 19:13:00,062 - mmaction - INFO - Epoch [48][1380/2640] lr: 1.000e-04, eta: 1:02:50, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.9682, loss: 0.9682, grad_norm: 11.3299 2021-08-17 19:13:11,042 - mmaction - INFO - Epoch [48][1400/2640] lr: 1.000e-04, eta: 1:02:39, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7672, top5_acc: 0.9172, loss_cls: 0.9224, loss: 0.9224, grad_norm: 11.0224 2021-08-17 19:13:22,029 - mmaction - INFO - Epoch [48][1420/2640] lr: 1.000e-04, eta: 1:02:27, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9297, loss_cls: 0.9271, loss: 0.9271, grad_norm: 11.1781 2021-08-17 19:13:32,996 - mmaction - INFO - Epoch [48][1440/2640] lr: 1.000e-04, eta: 1:02:16, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9172, loss_cls: 0.9609, loss: 0.9609, grad_norm: 11.3687 2021-08-17 19:13:43,965 - mmaction - INFO - Epoch [48][1460/2640] lr: 1.000e-04, eta: 1:02:04, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9305, loss_cls: 0.9396, loss: 0.9396, grad_norm: 11.2300 2021-08-17 19:13:54,939 - mmaction - INFO - Epoch [48][1480/2640] lr: 1.000e-04, eta: 1:01:52, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9102, loss_cls: 0.9872, loss: 0.9872, grad_norm: 11.6493 2021-08-17 19:14:05,918 - mmaction - INFO - Epoch [48][1500/2640] lr: 1.000e-04, eta: 1:01:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9281, loss_cls: 0.9114, loss: 0.9114, grad_norm: 10.9619 2021-08-17 19:14:16,892 - mmaction - INFO - Epoch [48][1520/2640] lr: 1.000e-04, eta: 1:01:29, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9172, loss_cls: 0.9334, loss: 0.9334, grad_norm: 11.0601 2021-08-17 19:14:27,845 - mmaction - INFO - Epoch [48][1540/2640] lr: 1.000e-04, eta: 1:01:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9141, loss_cls: 0.9505, loss: 0.9505, grad_norm: 11.0093 2021-08-17 19:14:38,827 - mmaction - INFO - Epoch [48][1560/2640] lr: 1.000e-04, eta: 1:01:06, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9258, loss_cls: 0.9048, loss: 0.9048, grad_norm: 11.2369 2021-08-17 19:14:49,794 - mmaction - INFO - Epoch [48][1580/2640] lr: 1.000e-04, eta: 1:00:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9102, loss_cls: 0.9744, loss: 0.9744, grad_norm: 11.4643 2021-08-17 19:15:00,772 - mmaction - INFO - Epoch [48][1600/2640] lr: 1.000e-04, eta: 1:00:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9086, loss_cls: 0.9722, loss: 0.9722, grad_norm: 11.5864 2021-08-17 19:15:11,747 - mmaction - INFO - Epoch [48][1620/2640] lr: 1.000e-04, eta: 1:00:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9227, loss_cls: 0.9085, loss: 0.9085, grad_norm: 10.8352 2021-08-17 19:15:22,709 - mmaction - INFO - Epoch [48][1640/2640] lr: 1.000e-04, eta: 1:00:20, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9102, loss_cls: 0.9346, loss: 0.9346, grad_norm: 11.1574 2021-08-17 19:15:33,687 - mmaction - INFO - Epoch [48][1660/2640] lr: 1.000e-04, eta: 1:00:08, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9211, loss_cls: 0.9294, loss: 0.9294, grad_norm: 11.0226 2021-08-17 19:15:44,658 - mmaction - INFO - Epoch [48][1680/2640] lr: 1.000e-04, eta: 0:59:57, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9047, loss_cls: 0.9954, loss: 0.9954, grad_norm: 11.0547 2021-08-17 19:15:55,678 - mmaction - INFO - Epoch [48][1700/2640] lr: 1.000e-04, eta: 0:59:45, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9047, loss_cls: 1.0265, loss: 1.0265, grad_norm: 11.5135 2021-08-17 19:16:06,612 - mmaction - INFO - Epoch [48][1720/2640] lr: 1.000e-04, eta: 0:59:34, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.7688, top5_acc: 0.9219, loss_cls: 0.9115, loss: 0.9115, grad_norm: 11.1502 2021-08-17 19:16:17,591 - mmaction - INFO - Epoch [48][1740/2640] lr: 1.000e-04, eta: 0:59:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9141, loss_cls: 0.9888, loss: 0.9888, grad_norm: 11.5021 2021-08-17 19:16:28,567 - mmaction - INFO - Epoch [48][1760/2640] lr: 1.000e-04, eta: 0:59:11, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9117, loss_cls: 0.9461, loss: 0.9461, grad_norm: 11.2165 2021-08-17 19:16:39,547 - mmaction - INFO - Epoch [48][1780/2640] lr: 1.000e-04, eta: 0:58:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9117, loss_cls: 0.9814, loss: 0.9814, grad_norm: 11.2466 2021-08-17 19:16:50,548 - mmaction - INFO - Epoch [48][1800/2640] lr: 1.000e-04, eta: 0:58:48, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9289, loss_cls: 0.9166, loss: 0.9166, grad_norm: 11.0487 2021-08-17 19:17:01,532 - mmaction - INFO - Epoch [48][1820/2640] lr: 1.000e-04, eta: 0:58:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9203, loss_cls: 0.9337, loss: 0.9337, grad_norm: 11.1817 2021-08-17 19:17:12,497 - mmaction - INFO - Epoch [48][1840/2640] lr: 1.000e-04, eta: 0:58:24, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9211, loss_cls: 0.9648, loss: 0.9648, grad_norm: 11.1720 2021-08-17 19:17:23,476 - mmaction - INFO - Epoch [48][1860/2640] lr: 1.000e-04, eta: 0:58:13, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9195, loss_cls: 0.9292, loss: 0.9292, grad_norm: 10.9348 2021-08-17 19:17:34,436 - mmaction - INFO - Epoch [48][1880/2640] lr: 1.000e-04, eta: 0:58:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9078, loss_cls: 0.9664, loss: 0.9664, grad_norm: 11.3225 2021-08-17 19:17:45,422 - mmaction - INFO - Epoch [48][1900/2640] lr: 1.000e-04, eta: 0:57:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9148, loss_cls: 0.9855, loss: 0.9855, grad_norm: 11.3907 2021-08-17 19:17:56,397 - mmaction - INFO - Epoch [48][1920/2640] lr: 1.000e-04, eta: 0:57:38, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9180, loss_cls: 0.9122, loss: 0.9122, grad_norm: 10.7499 2021-08-17 19:18:07,368 - mmaction - INFO - Epoch [48][1940/2640] lr: 1.000e-04, eta: 0:57:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9156, loss_cls: 0.9875, loss: 0.9875, grad_norm: 11.5232 2021-08-17 19:18:18,338 - mmaction - INFO - Epoch [48][1960/2640] lr: 1.000e-04, eta: 0:57:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9227, loss_cls: 0.9205, loss: 0.9205, grad_norm: 10.7672 2021-08-17 19:18:29,324 - mmaction - INFO - Epoch [48][1980/2640] lr: 1.000e-04, eta: 0:57:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9125, loss_cls: 0.9720, loss: 0.9720, grad_norm: 11.2816 2021-08-17 19:18:40,304 - mmaction - INFO - Epoch [48][2000/2640] lr: 1.000e-04, eta: 0:56:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9102, loss_cls: 0.9857, loss: 0.9857, grad_norm: 11.6821 2021-08-17 19:18:51,280 - mmaction - INFO - Epoch [48][2020/2640] lr: 1.000e-04, eta: 0:56:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9102, loss_cls: 0.9804, loss: 0.9804, grad_norm: 11.1590 2021-08-17 19:19:02,237 - mmaction - INFO - Epoch [48][2040/2640] lr: 1.000e-04, eta: 0:56:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9078, loss_cls: 0.9583, loss: 0.9583, grad_norm: 11.2067 2021-08-17 19:19:13,197 - mmaction - INFO - Epoch [48][2060/2640] lr: 1.000e-04, eta: 0:56:17, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9203, loss_cls: 0.9201, loss: 0.9201, grad_norm: 10.6238 2021-08-17 19:19:24,162 - mmaction - INFO - Epoch [48][2080/2640] lr: 1.000e-04, eta: 0:56:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9195, loss_cls: 0.9301, loss: 0.9301, grad_norm: 10.5921 2021-08-17 19:19:35,127 - mmaction - INFO - Epoch [48][2100/2640] lr: 1.000e-04, eta: 0:55:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9219, loss_cls: 0.9694, loss: 0.9694, grad_norm: 11.2678 2021-08-17 19:19:46,088 - mmaction - INFO - Epoch [48][2120/2640] lr: 1.000e-04, eta: 0:55:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9102, loss_cls: 0.9690, loss: 0.9690, grad_norm: 10.9443 2021-08-17 19:19:57,098 - mmaction - INFO - Epoch [48][2140/2640] lr: 1.000e-04, eta: 0:55:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9203, loss_cls: 0.9186, loss: 0.9186, grad_norm: 11.0672 2021-08-17 19:20:08,023 - mmaction - INFO - Epoch [48][2160/2640] lr: 1.000e-04, eta: 0:55:20, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9234, loss_cls: 0.9046, loss: 0.9046, grad_norm: 10.8634 2021-08-17 19:20:18,998 - mmaction - INFO - Epoch [48][2180/2640] lr: 1.000e-04, eta: 0:55:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9133, loss_cls: 0.9187, loss: 0.9187, grad_norm: 11.0971 2021-08-17 19:20:29,994 - mmaction - INFO - Epoch [48][2200/2640] lr: 1.000e-04, eta: 0:54:56, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9109, loss_cls: 0.9591, loss: 0.9591, grad_norm: 10.8823 2021-08-17 19:20:40,972 - mmaction - INFO - Epoch [48][2220/2640] lr: 1.000e-04, eta: 0:54:45, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9242, loss_cls: 0.9300, loss: 0.9300, grad_norm: 11.0548 2021-08-17 19:20:51,942 - mmaction - INFO - Epoch [48][2240/2640] lr: 1.000e-04, eta: 0:54:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.8992, loss_cls: 1.0156, loss: 1.0156, grad_norm: 11.4865 2021-08-17 19:21:02,914 - mmaction - INFO - Epoch [48][2260/2640] lr: 1.000e-04, eta: 0:54:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9219, loss_cls: 0.9405, loss: 0.9405, grad_norm: 11.2535 2021-08-17 19:21:13,889 - mmaction - INFO - Epoch [48][2280/2640] lr: 1.000e-04, eta: 0:54:10, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9211, loss_cls: 0.9341, loss: 0.9341, grad_norm: 11.6454 2021-08-17 19:21:24,874 - mmaction - INFO - Epoch [48][2300/2640] lr: 1.000e-04, eta: 0:53:59, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9047, loss_cls: 1.0228, loss: 1.0228, grad_norm: 11.1750 2021-08-17 19:21:35,842 - mmaction - INFO - Epoch [48][2320/2640] lr: 1.000e-04, eta: 0:53:47, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7156, top5_acc: 0.9031, loss_cls: 1.0386, loss: 1.0386, grad_norm: 11.5822 2021-08-17 19:21:46,843 - mmaction - INFO - Epoch [48][2340/2640] lr: 1.000e-04, eta: 0:53:36, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9086, loss_cls: 0.9664, loss: 0.9664, grad_norm: 10.9914 2021-08-17 19:21:57,830 - mmaction - INFO - Epoch [48][2360/2640] lr: 1.000e-04, eta: 0:53:24, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9180, loss_cls: 0.9965, loss: 0.9965, grad_norm: 11.6286 2021-08-17 19:22:08,808 - mmaction - INFO - Epoch [48][2380/2640] lr: 1.000e-04, eta: 0:53:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9203, loss_cls: 0.8816, loss: 0.8816, grad_norm: 10.7428 2021-08-17 19:22:19,749 - mmaction - INFO - Epoch [48][2400/2640] lr: 1.000e-04, eta: 0:53:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9234, loss_cls: 0.9208, loss: 0.9208, grad_norm: 11.2934 2021-08-17 19:22:30,710 - mmaction - INFO - Epoch [48][2420/2640] lr: 1.000e-04, eta: 0:52:49, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9211, loss_cls: 0.9325, loss: 0.9325, grad_norm: 10.6451 2021-08-17 19:22:41,667 - mmaction - INFO - Epoch [48][2440/2640] lr: 1.000e-04, eta: 0:52:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9172, loss_cls: 0.9623, loss: 0.9623, grad_norm: 11.2255 2021-08-17 19:22:52,646 - mmaction - INFO - Epoch [48][2460/2640] lr: 1.000e-04, eta: 0:52:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9258, loss_cls: 0.9351, loss: 0.9351, grad_norm: 11.6427 2021-08-17 19:23:03,626 - mmaction - INFO - Epoch [48][2480/2640] lr: 1.000e-04, eta: 0:52:15, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9156, loss_cls: 0.9631, loss: 0.9631, grad_norm: 11.1987 2021-08-17 19:23:14,593 - mmaction - INFO - Epoch [48][2500/2640] lr: 1.000e-04, eta: 0:52:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9180, loss_cls: 0.9762, loss: 0.9762, grad_norm: 11.7472 2021-08-17 19:23:25,553 - mmaction - INFO - Epoch [48][2520/2640] lr: 1.000e-04, eta: 0:51:52, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9258, loss_cls: 0.9356, loss: 0.9356, grad_norm: 10.9154 2021-08-17 19:23:36,529 - mmaction - INFO - Epoch [48][2540/2640] lr: 1.000e-04, eta: 0:51:40, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9117, loss_cls: 0.9378, loss: 0.9378, grad_norm: 11.1383 2021-08-17 19:23:47,506 - mmaction - INFO - Epoch [48][2560/2640] lr: 1.000e-04, eta: 0:51:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7688, top5_acc: 0.9266, loss_cls: 0.9005, loss: 0.9005, grad_norm: 10.9307 2021-08-17 19:23:58,507 - mmaction - INFO - Epoch [48][2580/2640] lr: 1.000e-04, eta: 0:51:17, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9141, loss_cls: 0.9614, loss: 0.9614, grad_norm: 11.0072 2021-08-17 19:24:09,468 - mmaction - INFO - Epoch [48][2600/2640] lr: 1.000e-04, eta: 0:51:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9117, loss_cls: 0.9398, loss: 0.9398, grad_norm: 10.9663 2021-08-17 19:24:20,432 - mmaction - INFO - Epoch [48][2620/2640] lr: 1.000e-04, eta: 0:50:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7656, top5_acc: 0.9242, loss_cls: 0.8992, loss: 0.8992, grad_norm: 10.9457 2021-08-17 19:24:31,074 - mmaction - INFO - Epoch [48][2640/2640] lr: 1.000e-04, eta: 0:50:42, time: 0.533, data_time: 0.001, memory: 7069, top1_acc: 0.7452, top5_acc: 0.9081, loss_cls: 0.9863, loss: 0.9863, grad_norm: 11.5913 2021-08-17 19:27:25,204 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 19:27:25,712 - mmaction - INFO - top1_acc 0.5895 top5_acc 0.8545 2021-08-17 19:27:25,712 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 19:27:25,782 - mmaction - INFO - mean_acc 0.5301 2021-08-17 19:27:25,790 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-08-17 19:27:26,381 - mmaction - INFO - Epoch(val) [48][194] top1_acc: 0.5895, top5_acc: 0.8545, mean_class_accuracy: 0.5301 2021-08-17 19:28:50,158 - mmaction - INFO - Epoch [49][20/2640] lr: 1.000e-04, eta: 0:50:34, time: 4.184, data_time: 3.565, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9148, loss_cls: 0.9643, loss: 0.9643, grad_norm: 11.1320 2021-08-17 19:29:01,123 - mmaction - INFO - Epoch [49][40/2640] lr: 1.000e-04, eta: 0:50:22, time: 0.549, data_time: 0.006, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9078, loss_cls: 0.9534, loss: 0.9534, grad_norm: 11.2387 2021-08-17 19:29:12,054 - mmaction - INFO - Epoch [49][60/2640] lr: 1.000e-04, eta: 0:50:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9094, loss_cls: 0.9414, loss: 0.9414, grad_norm: 11.1807 2021-08-17 19:29:22,997 - mmaction - INFO - Epoch [49][80/2640] lr: 1.000e-04, eta: 0:49:59, time: 0.546, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9273, loss_cls: 0.9189, loss: 0.9189, grad_norm: 11.0879 2021-08-17 19:29:33,953 - mmaction - INFO - Epoch [49][100/2640] lr: 1.000e-04, eta: 0:49:48, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9133, loss_cls: 0.9442, loss: 0.9442, grad_norm: 10.8160 2021-08-17 19:29:44,891 - mmaction - INFO - Epoch [49][120/2640] lr: 1.000e-04, eta: 0:49:36, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.9577, loss: 0.9577, grad_norm: 11.2793 2021-08-17 19:29:55,837 - mmaction - INFO - Epoch [49][140/2640] lr: 1.000e-04, eta: 0:49:24, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9219, loss_cls: 0.9553, loss: 0.9553, grad_norm: 11.3501 2021-08-17 19:30:06,781 - mmaction - INFO - Epoch [49][160/2640] lr: 1.000e-04, eta: 0:49:13, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7742, top5_acc: 0.9281, loss_cls: 0.8984, loss: 0.8984, grad_norm: 11.0118 2021-08-17 19:30:17,751 - mmaction - INFO - Epoch [49][180/2640] lr: 1.000e-04, eta: 0:49:01, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.8904, loss: 0.8904, grad_norm: 10.6069 2021-08-17 19:30:28,718 - mmaction - INFO - Epoch [49][200/2640] lr: 1.000e-04, eta: 0:48:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9164, loss_cls: 0.9605, loss: 0.9605, grad_norm: 11.1846 2021-08-17 19:30:39,674 - mmaction - INFO - Epoch [49][220/2640] lr: 1.000e-04, eta: 0:48:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9148, loss_cls: 0.9852, loss: 0.9852, grad_norm: 11.1728 2021-08-17 19:30:50,643 - mmaction - INFO - Epoch [49][240/2640] lr: 1.000e-04, eta: 0:48:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9367, loss_cls: 0.8509, loss: 0.8509, grad_norm: 10.7904 2021-08-17 19:31:01,601 - mmaction - INFO - Epoch [49][260/2640] lr: 1.000e-04, eta: 0:48:15, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9195, loss_cls: 0.9199, loss: 0.9199, grad_norm: 10.6677 2021-08-17 19:31:12,566 - mmaction - INFO - Epoch [49][280/2640] lr: 1.000e-04, eta: 0:48:03, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9070, loss_cls: 0.9688, loss: 0.9688, grad_norm: 11.2344 2021-08-17 19:31:23,528 - mmaction - INFO - Epoch [49][300/2640] lr: 1.000e-04, eta: 0:47:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9109, loss_cls: 0.9764, loss: 0.9764, grad_norm: 11.7364 2021-08-17 19:31:34,494 - mmaction - INFO - Epoch [49][320/2640] lr: 1.000e-04, eta: 0:47:40, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9156, loss_cls: 0.9517, loss: 0.9517, grad_norm: 10.8251 2021-08-17 19:31:45,468 - mmaction - INFO - Epoch [49][340/2640] lr: 1.000e-04, eta: 0:47:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9125, loss_cls: 0.9733, loss: 0.9733, grad_norm: 11.2987 2021-08-17 19:31:56,450 - mmaction - INFO - Epoch [49][360/2640] lr: 1.000e-04, eta: 0:47:17, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7766, top5_acc: 0.9336, loss_cls: 0.8488, loss: 0.8488, grad_norm: 10.4743 2021-08-17 19:32:07,398 - mmaction - INFO - Epoch [49][380/2640] lr: 1.000e-04, eta: 0:47:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9109, loss_cls: 0.9488, loss: 0.9488, grad_norm: 11.1766 2021-08-17 19:32:18,362 - mmaction - INFO - Epoch [49][400/2640] lr: 1.000e-04, eta: 0:46:54, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9164, loss_cls: 0.9618, loss: 0.9618, grad_norm: 11.3254 2021-08-17 19:32:29,314 - mmaction - INFO - Epoch [49][420/2640] lr: 1.000e-04, eta: 0:46:43, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9187, loss_cls: 0.9298, loss: 0.9298, grad_norm: 11.1265 2021-08-17 19:32:40,273 - mmaction - INFO - Epoch [49][440/2640] lr: 1.000e-04, eta: 0:46:31, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9070, loss_cls: 0.9660, loss: 0.9660, grad_norm: 11.0897 2021-08-17 19:32:51,241 - mmaction - INFO - Epoch [49][460/2640] lr: 1.000e-04, eta: 0:46:19, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9094, loss_cls: 0.9748, loss: 0.9748, grad_norm: 11.5336 2021-08-17 19:33:02,205 - mmaction - INFO - Epoch [49][480/2640] lr: 1.000e-04, eta: 0:46:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9109, loss_cls: 0.9221, loss: 0.9221, grad_norm: 11.0046 2021-08-17 19:33:13,168 - mmaction - INFO - Epoch [49][500/2640] lr: 1.000e-04, eta: 0:45:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7672, top5_acc: 0.9195, loss_cls: 0.9463, loss: 0.9463, grad_norm: 11.1888 2021-08-17 19:33:24,148 - mmaction - INFO - Epoch [49][520/2640] lr: 1.000e-04, eta: 0:45:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9164, loss_cls: 0.9315, loss: 0.9315, grad_norm: 11.0437 2021-08-17 19:33:35,117 - mmaction - INFO - Epoch [49][540/2640] lr: 1.000e-04, eta: 0:45:33, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9203, loss_cls: 0.9350, loss: 0.9350, grad_norm: 11.3807 2021-08-17 19:33:46,095 - mmaction - INFO - Epoch [49][560/2640] lr: 1.000e-04, eta: 0:45:22, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7711, top5_acc: 0.9250, loss_cls: 0.8967, loss: 0.8967, grad_norm: 10.7469 2021-08-17 19:33:57,126 - mmaction - INFO - Epoch [49][580/2640] lr: 1.000e-04, eta: 0:45:10, time: 0.552, data_time: 0.002, memory: 7069, top1_acc: 0.7656, top5_acc: 0.9195, loss_cls: 0.8940, loss: 0.8940, grad_norm: 10.6966 2021-08-17 19:34:08,049 - mmaction - INFO - Epoch [49][600/2640] lr: 1.000e-04, eta: 0:44:59, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9172, loss_cls: 0.9182, loss: 0.9182, grad_norm: 11.0614 2021-08-17 19:34:19,010 - mmaction - INFO - Epoch [49][620/2640] lr: 1.000e-04, eta: 0:44:47, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9078, loss_cls: 1.0026, loss: 1.0026, grad_norm: 11.6706 2021-08-17 19:34:29,976 - mmaction - INFO - Epoch [49][640/2640] lr: 1.000e-04, eta: 0:44:35, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7719, top5_acc: 0.9297, loss_cls: 0.8592, loss: 0.8592, grad_norm: 10.6901 2021-08-17 19:34:40,961 - mmaction - INFO - Epoch [49][660/2640] lr: 1.000e-04, eta: 0:44:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7789, top5_acc: 0.9336, loss_cls: 0.8520, loss: 0.8520, grad_norm: 10.8643 2021-08-17 19:34:51,929 - mmaction - INFO - Epoch [49][680/2640] lr: 1.000e-04, eta: 0:44:12, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9039, loss_cls: 1.0189, loss: 1.0189, grad_norm: 11.2959 2021-08-17 19:35:02,918 - mmaction - INFO - Epoch [49][700/2640] lr: 1.000e-04, eta: 0:44:01, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9242, loss_cls: 0.9239, loss: 0.9239, grad_norm: 11.1804 2021-08-17 19:35:13,894 - mmaction - INFO - Epoch [49][720/2640] lr: 1.000e-04, eta: 0:43:49, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9031, loss_cls: 1.0038, loss: 1.0038, grad_norm: 11.1845 2021-08-17 19:35:24,867 - mmaction - INFO - Epoch [49][740/2640] lr: 1.000e-04, eta: 0:43:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9109, loss_cls: 0.9610, loss: 0.9610, grad_norm: 10.8887 2021-08-17 19:35:35,848 - mmaction - INFO - Epoch [49][760/2640] lr: 1.000e-04, eta: 0:43:26, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9211, loss_cls: 0.9616, loss: 0.9616, grad_norm: 11.5339 2021-08-17 19:35:46,820 - mmaction - INFO - Epoch [49][780/2640] lr: 1.000e-04, eta: 0:43:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9211, loss_cls: 0.9340, loss: 0.9340, grad_norm: 11.1534 2021-08-17 19:35:57,779 - mmaction - INFO - Epoch [49][800/2640] lr: 1.000e-04, eta: 0:43:03, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9086, loss_cls: 0.9852, loss: 0.9852, grad_norm: 11.3353 2021-08-17 19:36:08,766 - mmaction - INFO - Epoch [49][820/2640] lr: 1.000e-04, eta: 0:42:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9047, loss_cls: 1.0087, loss: 1.0087, grad_norm: 11.5585 2021-08-17 19:36:19,744 - mmaction - INFO - Epoch [49][840/2640] lr: 1.000e-04, eta: 0:42:40, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9156, loss_cls: 0.9595, loss: 0.9595, grad_norm: 11.3903 2021-08-17 19:36:30,724 - mmaction - INFO - Epoch [49][860/2640] lr: 1.000e-04, eta: 0:42:28, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9141, loss_cls: 0.9781, loss: 0.9781, grad_norm: 11.3858 2021-08-17 19:36:41,713 - mmaction - INFO - Epoch [49][880/2640] lr: 1.000e-04, eta: 0:42:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7180, top5_acc: 0.8961, loss_cls: 1.0736, loss: 1.0736, grad_norm: 11.7550 2021-08-17 19:36:52,705 - mmaction - INFO - Epoch [49][900/2640] lr: 1.000e-04, eta: 0:42:05, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7719, top5_acc: 0.9242, loss_cls: 0.8815, loss: 0.8815, grad_norm: 11.0546 2021-08-17 19:37:03,690 - mmaction - INFO - Epoch [49][920/2640] lr: 1.000e-04, eta: 0:41:54, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7594, top5_acc: 0.9227, loss_cls: 0.8922, loss: 0.8922, grad_norm: 10.8811 2021-08-17 19:37:14,666 - mmaction - INFO - Epoch [49][940/2640] lr: 1.000e-04, eta: 0:41:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8917, loss: 0.8917, grad_norm: 10.9220 2021-08-17 19:37:25,650 - mmaction - INFO - Epoch [49][960/2640] lr: 1.000e-04, eta: 0:41:31, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9187, loss_cls: 0.9424, loss: 0.9424, grad_norm: 10.9730 2021-08-17 19:37:36,605 - mmaction - INFO - Epoch [49][980/2640] lr: 1.000e-04, eta: 0:41:19, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9023, loss_cls: 0.9898, loss: 0.9898, grad_norm: 11.4545 2021-08-17 19:37:48,005 - mmaction - INFO - Epoch [49][1000/2640] lr: 1.000e-04, eta: 0:41:08, time: 0.570, data_time: 0.001, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9055, loss_cls: 0.9578, loss: 0.9578, grad_norm: 11.0868 2021-08-17 19:37:58,987 - mmaction - INFO - Epoch [49][1020/2640] lr: 1.000e-04, eta: 0:40:56, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9187, loss_cls: 0.8993, loss: 0.8993, grad_norm: 10.8245 2021-08-17 19:38:09,952 - mmaction - INFO - Epoch [49][1040/2640] lr: 1.000e-04, eta: 0:40:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9078, loss_cls: 0.9991, loss: 0.9991, grad_norm: 11.4942 2021-08-17 19:38:20,924 - mmaction - INFO - Epoch [49][1060/2640] lr: 1.000e-04, eta: 0:40:33, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7406, top5_acc: 0.9211, loss_cls: 0.9354, loss: 0.9354, grad_norm: 11.1965 2021-08-17 19:38:31,902 - mmaction - INFO - Epoch [49][1080/2640] lr: 1.000e-04, eta: 0:40:21, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9187, loss_cls: 0.9162, loss: 0.9162, grad_norm: 11.0530 2021-08-17 19:38:42,864 - mmaction - INFO - Epoch [49][1100/2640] lr: 1.000e-04, eta: 0:40:10, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9187, loss_cls: 0.9628, loss: 0.9628, grad_norm: 11.6244 2021-08-17 19:38:53,858 - mmaction - INFO - Epoch [49][1120/2640] lr: 1.000e-04, eta: 0:39:58, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9102, loss_cls: 0.9350, loss: 0.9350, grad_norm: 11.1586 2021-08-17 19:39:04,831 - mmaction - INFO - Epoch [49][1140/2640] lr: 1.000e-04, eta: 0:39:47, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.9513, loss: 0.9513, grad_norm: 11.1663 2021-08-17 19:39:15,817 - mmaction - INFO - Epoch [49][1160/2640] lr: 1.000e-04, eta: 0:39:35, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9164, loss_cls: 0.9510, loss: 0.9510, grad_norm: 11.1904 2021-08-17 19:39:26,795 - mmaction - INFO - Epoch [49][1180/2640] lr: 1.000e-04, eta: 0:39:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9211, loss_cls: 0.8995, loss: 0.8995, grad_norm: 11.0381 2021-08-17 19:39:37,752 - mmaction - INFO - Epoch [49][1200/2640] lr: 1.000e-04, eta: 0:39:12, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9141, loss_cls: 0.9623, loss: 0.9623, grad_norm: 11.4601 2021-08-17 19:39:48,724 - mmaction - INFO - Epoch [49][1220/2640] lr: 1.000e-04, eta: 0:39:00, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9313, loss_cls: 0.8853, loss: 0.8853, grad_norm: 11.2437 2021-08-17 19:39:59,680 - mmaction - INFO - Epoch [49][1240/2640] lr: 1.000e-04, eta: 0:38:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9219, loss_cls: 0.9283, loss: 0.9283, grad_norm: 11.0859 2021-08-17 19:40:10,672 - mmaction - INFO - Epoch [49][1260/2640] lr: 1.000e-04, eta: 0:38:37, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9180, loss_cls: 0.9421, loss: 0.9421, grad_norm: 11.1110 2021-08-17 19:40:21,667 - mmaction - INFO - Epoch [49][1280/2640] lr: 1.000e-04, eta: 0:38:26, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7211, top5_acc: 0.9000, loss_cls: 1.0701, loss: 1.0701, grad_norm: 11.7519 2021-08-17 19:40:32,629 - mmaction - INFO - Epoch [49][1300/2640] lr: 1.000e-04, eta: 0:38:14, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9203, loss_cls: 0.9597, loss: 0.9597, grad_norm: 11.5207 2021-08-17 19:40:43,551 - mmaction - INFO - Epoch [49][1320/2640] lr: 1.000e-04, eta: 0:38:03, time: 0.546, data_time: 0.001, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9211, loss_cls: 0.9493, loss: 0.9493, grad_norm: 11.0835 2021-08-17 19:40:54,529 - mmaction - INFO - Epoch [49][1340/2640] lr: 1.000e-04, eta: 0:37:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9148, loss_cls: 0.9463, loss: 0.9463, grad_norm: 10.9693 2021-08-17 19:41:05,521 - mmaction - INFO - Epoch [49][1360/2640] lr: 1.000e-04, eta: 0:37:40, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9281, loss_cls: 0.9247, loss: 0.9247, grad_norm: 11.3621 2021-08-17 19:41:16,512 - mmaction - INFO - Epoch [49][1380/2640] lr: 1.000e-04, eta: 0:37:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9187, loss_cls: 0.9571, loss: 0.9571, grad_norm: 11.3374 2021-08-17 19:41:27,496 - mmaction - INFO - Epoch [49][1400/2640] lr: 1.000e-04, eta: 0:37:17, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9187, loss_cls: 0.9324, loss: 0.9324, grad_norm: 11.3079 2021-08-17 19:41:38,426 - mmaction - INFO - Epoch [49][1420/2640] lr: 1.000e-04, eta: 0:37:05, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9164, loss_cls: 0.9262, loss: 0.9262, grad_norm: 11.3423 2021-08-17 19:41:49,389 - mmaction - INFO - Epoch [49][1440/2640] lr: 1.000e-04, eta: 0:36:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7320, top5_acc: 0.9172, loss_cls: 0.9920, loss: 0.9920, grad_norm: 11.4848 2021-08-17 19:42:00,363 - mmaction - INFO - Epoch [49][1460/2640] lr: 1.000e-04, eta: 0:36:42, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9164, loss_cls: 0.9541, loss: 0.9541, grad_norm: 11.5658 2021-08-17 19:42:11,341 - mmaction - INFO - Epoch [49][1480/2640] lr: 1.000e-04, eta: 0:36:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9266, loss_cls: 0.9269, loss: 0.9269, grad_norm: 10.9734 2021-08-17 19:42:22,327 - mmaction - INFO - Epoch [49][1500/2640] lr: 1.000e-04, eta: 0:36:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 0.9425, loss: 0.9425, grad_norm: 11.1776 2021-08-17 19:42:33,306 - mmaction - INFO - Epoch [49][1520/2640] lr: 1.000e-04, eta: 0:36:07, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9219, loss_cls: 0.9026, loss: 0.9026, grad_norm: 11.3048 2021-08-17 19:42:44,253 - mmaction - INFO - Epoch [49][1540/2640] lr: 1.000e-04, eta: 0:35:56, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9234, loss_cls: 0.9163, loss: 0.9163, grad_norm: 11.3672 2021-08-17 19:42:55,239 - mmaction - INFO - Epoch [49][1560/2640] lr: 1.000e-04, eta: 0:35:44, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9102, loss_cls: 0.9830, loss: 0.9830, grad_norm: 11.4094 2021-08-17 19:43:06,206 - mmaction - INFO - Epoch [49][1580/2640] lr: 1.000e-04, eta: 0:35:33, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9234, loss_cls: 0.9612, loss: 0.9612, grad_norm: 11.5127 2021-08-17 19:43:17,201 - mmaction - INFO - Epoch [49][1600/2640] lr: 1.000e-04, eta: 0:35:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9203, loss_cls: 0.9383, loss: 0.9383, grad_norm: 11.5902 2021-08-17 19:43:28,185 - mmaction - INFO - Epoch [49][1620/2640] lr: 1.000e-04, eta: 0:35:10, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7719, top5_acc: 0.9242, loss_cls: 0.9036, loss: 0.9036, grad_norm: 10.3768 2021-08-17 19:43:39,175 - mmaction - INFO - Epoch [49][1640/2640] lr: 1.000e-04, eta: 0:34:58, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9141, loss_cls: 0.9743, loss: 0.9743, grad_norm: 11.3675 2021-08-17 19:43:50,163 - mmaction - INFO - Epoch [49][1660/2640] lr: 1.000e-04, eta: 0:34:46, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9055, loss_cls: 0.9889, loss: 0.9889, grad_norm: 11.4369 2021-08-17 19:44:01,144 - mmaction - INFO - Epoch [49][1680/2640] lr: 1.000e-04, eta: 0:34:35, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9133, loss_cls: 0.9960, loss: 0.9960, grad_norm: 11.5971 2021-08-17 19:44:12,112 - mmaction - INFO - Epoch [49][1700/2640] lr: 1.000e-04, eta: 0:34:23, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9172, loss_cls: 0.9392, loss: 0.9392, grad_norm: 11.4340 2021-08-17 19:44:23,097 - mmaction - INFO - Epoch [49][1720/2640] lr: 1.000e-04, eta: 0:34:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9109, loss_cls: 0.9759, loss: 0.9759, grad_norm: 11.0548 2021-08-17 19:44:34,104 - mmaction - INFO - Epoch [49][1740/2640] lr: 1.000e-04, eta: 0:34:00, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9086, loss_cls: 0.9452, loss: 0.9452, grad_norm: 11.2461 2021-08-17 19:44:45,071 - mmaction - INFO - Epoch [49][1760/2640] lr: 1.000e-04, eta: 0:33:49, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9281, loss_cls: 0.9059, loss: 0.9059, grad_norm: 11.0007 2021-08-17 19:44:56,036 - mmaction - INFO - Epoch [49][1780/2640] lr: 1.000e-04, eta: 0:33:37, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7672, top5_acc: 0.9227, loss_cls: 0.8887, loss: 0.8887, grad_norm: 11.0099 2021-08-17 19:45:07,023 - mmaction - INFO - Epoch [49][1800/2640] lr: 1.000e-04, eta: 0:33:26, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7664, top5_acc: 0.9234, loss_cls: 0.8867, loss: 0.8867, grad_norm: 10.8940 2021-08-17 19:45:18,013 - mmaction - INFO - Epoch [49][1820/2640] lr: 1.000e-04, eta: 0:33:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9148, loss_cls: 0.9560, loss: 0.9560, grad_norm: 11.4007 2021-08-17 19:45:29,003 - mmaction - INFO - Epoch [49][1840/2640] lr: 1.000e-04, eta: 0:33:03, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9195, loss_cls: 0.9602, loss: 0.9602, grad_norm: 11.9751 2021-08-17 19:45:39,956 - mmaction - INFO - Epoch [49][1860/2640] lr: 1.000e-04, eta: 0:32:51, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9148, loss_cls: 0.9211, loss: 0.9211, grad_norm: 11.2053 2021-08-17 19:45:50,925 - mmaction - INFO - Epoch [49][1880/2640] lr: 1.000e-04, eta: 0:32:39, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9164, loss_cls: 0.9248, loss: 0.9248, grad_norm: 11.6261 2021-08-17 19:46:01,888 - mmaction - INFO - Epoch [49][1900/2640] lr: 1.000e-04, eta: 0:32:28, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9164, loss_cls: 0.9762, loss: 0.9762, grad_norm: 11.4716 2021-08-17 19:46:12,854 - mmaction - INFO - Epoch [49][1920/2640] lr: 1.000e-04, eta: 0:32:16, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9117, loss_cls: 1.0088, loss: 1.0088, grad_norm: 11.4877 2021-08-17 19:46:23,836 - mmaction - INFO - Epoch [49][1940/2640] lr: 1.000e-04, eta: 0:32:05, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9164, loss_cls: 0.9412, loss: 0.9412, grad_norm: 11.3271 2021-08-17 19:46:34,794 - mmaction - INFO - Epoch [49][1960/2640] lr: 1.000e-04, eta: 0:31:53, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7680, top5_acc: 0.9219, loss_cls: 0.8782, loss: 0.8782, grad_norm: 10.9364 2021-08-17 19:46:45,747 - mmaction - INFO - Epoch [49][1980/2640] lr: 1.000e-04, eta: 0:31:42, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9109, loss_cls: 1.0045, loss: 1.0045, grad_norm: 11.5261 2021-08-17 19:46:56,732 - mmaction - INFO - Epoch [49][2000/2640] lr: 1.000e-04, eta: 0:31:30, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9102, loss_cls: 1.0079, loss: 1.0079, grad_norm: 11.4487 2021-08-17 19:47:07,720 - mmaction - INFO - Epoch [49][2020/2640] lr: 1.000e-04, eta: 0:31:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9086, loss_cls: 0.9827, loss: 0.9827, grad_norm: 10.9434 2021-08-17 19:47:18,689 - mmaction - INFO - Epoch [49][2040/2640] lr: 1.000e-04, eta: 0:31:07, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7664, top5_acc: 0.9125, loss_cls: 0.9300, loss: 0.9300, grad_norm: 11.1408 2021-08-17 19:47:29,651 - mmaction - INFO - Epoch [49][2060/2640] lr: 1.000e-04, eta: 0:30:56, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9234, loss_cls: 0.9205, loss: 0.9205, grad_norm: 11.2764 2021-08-17 19:47:40,627 - mmaction - INFO - Epoch [49][2080/2640] lr: 1.000e-04, eta: 0:30:44, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9219, loss_cls: 0.9509, loss: 0.9509, grad_norm: 11.7411 2021-08-17 19:47:51,614 - mmaction - INFO - Epoch [49][2100/2640] lr: 1.000e-04, eta: 0:30:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7336, top5_acc: 0.9047, loss_cls: 1.0176, loss: 1.0176, grad_norm: 11.6115 2021-08-17 19:48:02,607 - mmaction - INFO - Epoch [49][2120/2640] lr: 1.000e-04, eta: 0:30:21, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9195, loss_cls: 0.9693, loss: 0.9693, grad_norm: 11.1202 2021-08-17 19:48:13,569 - mmaction - INFO - Epoch [49][2140/2640] lr: 1.000e-04, eta: 0:30:09, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9180, loss_cls: 0.9298, loss: 0.9298, grad_norm: 11.1116 2021-08-17 19:48:24,535 - mmaction - INFO - Epoch [49][2160/2640] lr: 1.000e-04, eta: 0:29:58, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9187, loss_cls: 0.9303, loss: 0.9303, grad_norm: 11.2066 2021-08-17 19:48:35,517 - mmaction - INFO - Epoch [49][2180/2640] lr: 1.000e-04, eta: 0:29:46, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9227, loss_cls: 0.9265, loss: 0.9265, grad_norm: 11.5267 2021-08-17 19:48:46,515 - mmaction - INFO - Epoch [49][2200/2640] lr: 1.000e-04, eta: 0:29:35, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9117, loss_cls: 0.9947, loss: 0.9947, grad_norm: 11.4620 2021-08-17 19:48:57,509 - mmaction - INFO - Epoch [49][2220/2640] lr: 1.000e-04, eta: 0:29:23, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 0.9602, loss: 0.9602, grad_norm: 11.6392 2021-08-17 19:49:08,487 - mmaction - INFO - Epoch [49][2240/2640] lr: 1.000e-04, eta: 0:29:12, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9164, loss_cls: 0.9583, loss: 0.9583, grad_norm: 11.0915 2021-08-17 19:49:19,458 - mmaction - INFO - Epoch [49][2260/2640] lr: 1.000e-04, eta: 0:29:00, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9109, loss_cls: 0.9531, loss: 0.9531, grad_norm: 11.4804 2021-08-17 19:49:30,421 - mmaction - INFO - Epoch [49][2280/2640] lr: 1.000e-04, eta: 0:28:49, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7359, top5_acc: 0.9172, loss_cls: 0.9765, loss: 0.9765, grad_norm: 11.8315 2021-08-17 19:49:41,411 - mmaction - INFO - Epoch [49][2300/2640] lr: 1.000e-04, eta: 0:28:37, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9211, loss_cls: 0.9646, loss: 0.9646, grad_norm: 11.6526 2021-08-17 19:49:52,396 - mmaction - INFO - Epoch [49][2320/2640] lr: 1.000e-04, eta: 0:28:26, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9062, loss_cls: 0.9990, loss: 0.9990, grad_norm: 11.5357 2021-08-17 19:50:03,378 - mmaction - INFO - Epoch [49][2340/2640] lr: 1.000e-04, eta: 0:28:14, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9086, loss_cls: 1.0235, loss: 1.0235, grad_norm: 11.9138 2021-08-17 19:50:14,360 - mmaction - INFO - Epoch [49][2360/2640] lr: 1.000e-04, eta: 0:28:02, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9180, loss_cls: 0.9674, loss: 0.9674, grad_norm: 11.5722 2021-08-17 19:50:25,335 - mmaction - INFO - Epoch [49][2380/2640] lr: 1.000e-04, eta: 0:27:51, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9086, loss_cls: 0.9761, loss: 0.9761, grad_norm: 11.0215 2021-08-17 19:50:36,312 - mmaction - INFO - Epoch [49][2400/2640] lr: 1.000e-04, eta: 0:27:39, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9203, loss_cls: 0.9692, loss: 0.9692, grad_norm: 11.4591 2021-08-17 19:50:47,302 - mmaction - INFO - Epoch [49][2420/2640] lr: 1.000e-04, eta: 0:27:28, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9234, loss_cls: 0.9151, loss: 0.9151, grad_norm: 11.2811 2021-08-17 19:50:58,296 - mmaction - INFO - Epoch [49][2440/2640] lr: 1.000e-04, eta: 0:27:16, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9117, loss_cls: 0.9714, loss: 0.9714, grad_norm: 11.4167 2021-08-17 19:51:09,262 - mmaction - INFO - Epoch [49][2460/2640] lr: 1.000e-04, eta: 0:27:05, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9203, loss_cls: 0.9255, loss: 0.9255, grad_norm: 11.0845 2021-08-17 19:51:20,237 - mmaction - INFO - Epoch [49][2480/2640] lr: 1.000e-04, eta: 0:26:53, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9078, loss_cls: 0.9689, loss: 0.9689, grad_norm: 11.2986 2021-08-17 19:51:31,206 - mmaction - INFO - Epoch [49][2500/2640] lr: 1.000e-04, eta: 0:26:42, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7266, top5_acc: 0.9102, loss_cls: 1.0295, loss: 1.0295, grad_norm: 11.5884 2021-08-17 19:51:42,185 - mmaction - INFO - Epoch [49][2520/2640] lr: 1.000e-04, eta: 0:26:30, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7711, top5_acc: 0.9234, loss_cls: 0.8763, loss: 0.8763, grad_norm: 10.9013 2021-08-17 19:51:53,168 - mmaction - INFO - Epoch [49][2540/2640] lr: 1.000e-04, eta: 0:26:19, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7742, top5_acc: 0.9305, loss_cls: 0.8515, loss: 0.8515, grad_norm: 11.0366 2021-08-17 19:52:04,149 - mmaction - INFO - Epoch [49][2560/2640] lr: 1.000e-04, eta: 0:26:07, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7438, top5_acc: 0.9219, loss_cls: 0.9547, loss: 0.9547, grad_norm: 11.3337 2021-08-17 19:52:15,134 - mmaction - INFO - Epoch [49][2580/2640] lr: 1.000e-04, eta: 0:25:56, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9047, loss_cls: 0.9663, loss: 0.9663, grad_norm: 11.5332 2021-08-17 19:52:26,127 - mmaction - INFO - Epoch [49][2600/2640] lr: 1.000e-04, eta: 0:25:44, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9195, loss_cls: 0.9874, loss: 0.9874, grad_norm: 11.6406 2021-08-17 19:52:37,110 - mmaction - INFO - Epoch [49][2620/2640] lr: 1.000e-04, eta: 0:25:32, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9148, loss_cls: 0.9560, loss: 0.9560, grad_norm: 11.3932 2021-08-17 19:52:47,765 - mmaction - INFO - Epoch [49][2640/2640] lr: 1.000e-04, eta: 0:25:21, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.7411, top5_acc: 0.9129, loss_cls: 0.9788, loss: 0.9788, grad_norm: 11.6556 2021-08-17 19:55:43,651 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 19:55:44,140 - mmaction - INFO - top1_acc 0.5910 top5_acc 0.8530 2021-08-17 19:55:44,141 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 19:55:44,201 - mmaction - INFO - mean_acc 0.5316 2021-08-17 19:55:44,207 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-08-17 19:55:45,707 - mmaction - INFO - Epoch(val) [49][194] top1_acc: 0.5910, top5_acc: 0.8530, mean_class_accuracy: 0.5316 2021-08-17 19:57:03,508 - mmaction - INFO - Epoch [50][20/2640] lr: 1.000e-04, eta: 0:25:11, time: 3.887, data_time: 3.288, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9078, loss_cls: 0.9582, loss: 0.9582, grad_norm: 11.3387 2021-08-17 19:57:14,484 - mmaction - INFO - Epoch [50][40/2640] lr: 1.000e-04, eta: 0:24:59, time: 0.549, data_time: 0.006, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9164, loss_cls: 0.9860, loss: 0.9860, grad_norm: 11.4214 2021-08-17 19:57:25,411 - mmaction - INFO - Epoch [50][60/2640] lr: 1.000e-04, eta: 0:24:48, time: 0.548, data_time: 0.003, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9094, loss_cls: 0.9659, loss: 0.9659, grad_norm: 11.1869 2021-08-17 19:57:36,349 - mmaction - INFO - Epoch [50][80/2640] lr: 1.000e-04, eta: 0:24:36, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9102, loss_cls: 0.9841, loss: 0.9841, grad_norm: 11.3479 2021-08-17 19:57:47,283 - mmaction - INFO - Epoch [50][100/2640] lr: 1.000e-04, eta: 0:24:25, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9148, loss_cls: 0.9575, loss: 0.9575, grad_norm: 11.3708 2021-08-17 19:57:58,227 - mmaction - INFO - Epoch [50][120/2640] lr: 1.000e-04, eta: 0:24:13, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9070, loss_cls: 0.9321, loss: 0.9321, grad_norm: 10.9463 2021-08-17 19:58:09,166 - mmaction - INFO - Epoch [50][140/2640] lr: 1.000e-04, eta: 0:24:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9273, loss_cls: 0.9148, loss: 0.9148, grad_norm: 11.5119 2021-08-17 19:58:20,110 - mmaction - INFO - Epoch [50][160/2640] lr: 1.000e-04, eta: 0:23:50, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9156, loss_cls: 0.9346, loss: 0.9346, grad_norm: 11.0575 2021-08-17 19:58:31,059 - mmaction - INFO - Epoch [50][180/2640] lr: 1.000e-04, eta: 0:23:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9305, loss_cls: 0.8904, loss: 0.8904, grad_norm: 11.0500 2021-08-17 19:58:42,024 - mmaction - INFO - Epoch [50][200/2640] lr: 1.000e-04, eta: 0:23:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9258, loss_cls: 0.9107, loss: 0.9107, grad_norm: 10.8252 2021-08-17 19:58:52,981 - mmaction - INFO - Epoch [50][220/2640] lr: 1.000e-04, eta: 0:23:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.9375, loss: 0.9375, grad_norm: 11.2371 2021-08-17 19:59:03,943 - mmaction - INFO - Epoch [50][240/2640] lr: 1.000e-04, eta: 0:23:04, time: 0.547, data_time: 0.002, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9164, loss_cls: 0.9044, loss: 0.9044, grad_norm: 10.9773 2021-08-17 19:59:14,902 - mmaction - INFO - Epoch [50][260/2640] lr: 1.000e-04, eta: 0:22:52, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9117, loss_cls: 1.0282, loss: 1.0282, grad_norm: 11.9485 2021-08-17 19:59:25,852 - mmaction - INFO - Epoch [50][280/2640] lr: 1.000e-04, eta: 0:22:41, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7203, top5_acc: 0.9055, loss_cls: 1.0343, loss: 1.0343, grad_norm: 11.8921 2021-08-17 19:59:36,799 - mmaction - INFO - Epoch [50][300/2640] lr: 1.000e-04, eta: 0:22:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9086, loss_cls: 0.9774, loss: 0.9774, grad_norm: 11.2227 2021-08-17 19:59:47,782 - mmaction - INFO - Epoch [50][320/2640] lr: 1.000e-04, eta: 0:22:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9313, loss_cls: 0.9050, loss: 0.9050, grad_norm: 11.0514 2021-08-17 19:59:58,755 - mmaction - INFO - Epoch [50][340/2640] lr: 1.000e-04, eta: 0:22:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9148, loss_cls: 0.9835, loss: 0.9835, grad_norm: 11.4654 2021-08-17 20:00:09,732 - mmaction - INFO - Epoch [50][360/2640] lr: 1.000e-04, eta: 0:21:54, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9227, loss_cls: 0.9104, loss: 0.9104, grad_norm: 10.8497 2021-08-17 20:00:20,706 - mmaction - INFO - Epoch [50][380/2640] lr: 1.000e-04, eta: 0:21:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7492, top5_acc: 0.9195, loss_cls: 0.9475, loss: 0.9475, grad_norm: 11.3357 2021-08-17 20:00:31,677 - mmaction - INFO - Epoch [50][400/2640] lr: 1.000e-04, eta: 0:21:31, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9070, loss_cls: 1.0048, loss: 1.0048, grad_norm: 11.8558 2021-08-17 20:00:42,660 - mmaction - INFO - Epoch [50][420/2640] lr: 1.000e-04, eta: 0:21:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9219, loss_cls: 0.9174, loss: 0.9174, grad_norm: 10.9310 2021-08-17 20:00:53,637 - mmaction - INFO - Epoch [50][440/2640] lr: 1.000e-04, eta: 0:21:08, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9172, loss_cls: 0.9264, loss: 0.9264, grad_norm: 11.4601 2021-08-17 20:01:04,625 - mmaction - INFO - Epoch [50][460/2640] lr: 1.000e-04, eta: 0:20:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7711, top5_acc: 0.9234, loss_cls: 0.8877, loss: 0.8877, grad_norm: 10.9632 2021-08-17 20:01:15,603 - mmaction - INFO - Epoch [50][480/2640] lr: 1.000e-04, eta: 0:20:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7445, top5_acc: 0.9141, loss_cls: 0.9277, loss: 0.9277, grad_norm: 11.3621 2021-08-17 20:01:26,574 - mmaction - INFO - Epoch [50][500/2640] lr: 1.000e-04, eta: 0:20:34, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9094, loss_cls: 0.9322, loss: 0.9322, grad_norm: 11.4175 2021-08-17 20:01:37,572 - mmaction - INFO - Epoch [50][520/2640] lr: 1.000e-04, eta: 0:20:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9180, loss_cls: 0.9085, loss: 0.9085, grad_norm: 10.9758 2021-08-17 20:01:48,567 - mmaction - INFO - Epoch [50][540/2640] lr: 1.000e-04, eta: 0:20:11, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9078, loss_cls: 0.9717, loss: 0.9717, grad_norm: 11.1374 2021-08-17 20:01:59,552 - mmaction - INFO - Epoch [50][560/2640] lr: 1.000e-04, eta: 0:19:59, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9148, loss_cls: 0.9245, loss: 0.9245, grad_norm: 11.1599 2021-08-17 20:02:10,544 - mmaction - INFO - Epoch [50][580/2640] lr: 1.000e-04, eta: 0:19:47, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7312, top5_acc: 0.9094, loss_cls: 1.0103, loss: 1.0103, grad_norm: 11.7116 2021-08-17 20:02:21,520 - mmaction - INFO - Epoch [50][600/2640] lr: 1.000e-04, eta: 0:19:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7656, top5_acc: 0.9289, loss_cls: 0.9131, loss: 0.9131, grad_norm: 11.3817 2021-08-17 20:02:32,491 - mmaction - INFO - Epoch [50][620/2640] lr: 1.000e-04, eta: 0:19:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9117, loss_cls: 0.9817, loss: 0.9817, grad_norm: 11.4608 2021-08-17 20:02:43,487 - mmaction - INFO - Epoch [50][640/2640] lr: 1.000e-04, eta: 0:19:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9117, loss_cls: 0.9511, loss: 0.9511, grad_norm: 11.1667 2021-08-17 20:02:54,450 - mmaction - INFO - Epoch [50][660/2640] lr: 1.000e-04, eta: 0:19:01, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9172, loss_cls: 0.9408, loss: 0.9408, grad_norm: 11.0070 2021-08-17 20:03:05,441 - mmaction - INFO - Epoch [50][680/2640] lr: 1.000e-04, eta: 0:18:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7367, top5_acc: 0.9187, loss_cls: 0.9582, loss: 0.9582, grad_norm: 11.0712 2021-08-17 20:03:16,383 - mmaction - INFO - Epoch [50][700/2640] lr: 1.000e-04, eta: 0:18:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9070, loss_cls: 1.0051, loss: 1.0051, grad_norm: 11.4380 2021-08-17 20:03:27,352 - mmaction - INFO - Epoch [50][720/2640] lr: 1.000e-04, eta: 0:18:27, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7297, top5_acc: 0.9102, loss_cls: 1.0202, loss: 1.0202, grad_norm: 11.5863 2021-08-17 20:03:38,313 - mmaction - INFO - Epoch [50][740/2640] lr: 1.000e-04, eta: 0:18:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7289, top5_acc: 0.9031, loss_cls: 1.0252, loss: 1.0252, grad_norm: 11.6211 2021-08-17 20:03:49,312 - mmaction - INFO - Epoch [50][760/2640] lr: 1.000e-04, eta: 0:18:04, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9258, loss_cls: 0.8962, loss: 0.8962, grad_norm: 11.0822 2021-08-17 20:04:00,303 - mmaction - INFO - Epoch [50][780/2640] lr: 1.000e-04, eta: 0:17:52, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9195, loss_cls: 0.9336, loss: 0.9336, grad_norm: 11.3310 2021-08-17 20:04:11,306 - mmaction - INFO - Epoch [50][800/2640] lr: 1.000e-04, eta: 0:17:40, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9211, loss_cls: 0.9260, loss: 0.9260, grad_norm: 11.4435 2021-08-17 20:04:22,318 - mmaction - INFO - Epoch [50][820/2640] lr: 1.000e-04, eta: 0:17:29, time: 0.551, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9008, loss_cls: 0.9837, loss: 0.9837, grad_norm: 11.1808 2021-08-17 20:04:33,248 - mmaction - INFO - Epoch [50][840/2640] lr: 1.000e-04, eta: 0:17:17, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9086, loss_cls: 0.9849, loss: 0.9849, grad_norm: 11.6766 2021-08-17 20:04:44,221 - mmaction - INFO - Epoch [50][860/2640] lr: 1.000e-04, eta: 0:17:06, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9195, loss_cls: 0.9330, loss: 0.9330, grad_norm: 11.0126 2021-08-17 20:04:55,187 - mmaction - INFO - Epoch [50][880/2640] lr: 1.000e-04, eta: 0:16:54, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7711, top5_acc: 0.9258, loss_cls: 0.8842, loss: 0.8842, grad_norm: 10.7622 2021-08-17 20:05:06,158 - mmaction - INFO - Epoch [50][900/2640] lr: 1.000e-04, eta: 0:16:43, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9211, loss_cls: 0.9440, loss: 0.9440, grad_norm: 11.0635 2021-08-17 20:05:17,135 - mmaction - INFO - Epoch [50][920/2640] lr: 1.000e-04, eta: 0:16:31, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9156, loss_cls: 0.9215, loss: 0.9215, grad_norm: 11.0408 2021-08-17 20:05:28,121 - mmaction - INFO - Epoch [50][940/2640] lr: 1.000e-04, eta: 0:16:20, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9227, loss_cls: 0.8831, loss: 0.8831, grad_norm: 10.7729 2021-08-17 20:05:39,080 - mmaction - INFO - Epoch [50][960/2640] lr: 1.000e-04, eta: 0:16:08, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9250, loss_cls: 0.8793, loss: 0.8793, grad_norm: 10.7884 2021-08-17 20:05:50,056 - mmaction - INFO - Epoch [50][980/2640] lr: 1.000e-04, eta: 0:15:57, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7352, top5_acc: 0.9109, loss_cls: 1.0040, loss: 1.0040, grad_norm: 11.6299 2021-08-17 20:06:01,042 - mmaction - INFO - Epoch [50][1000/2640] lr: 1.000e-04, eta: 0:15:45, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9234, loss_cls: 0.8894, loss: 0.8894, grad_norm: 11.0715 2021-08-17 20:06:12,021 - mmaction - INFO - Epoch [50][1020/2640] lr: 1.000e-04, eta: 0:15:34, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9156, loss_cls: 0.9827, loss: 0.9827, grad_norm: 11.4870 2021-08-17 20:06:23,012 - mmaction - INFO - Epoch [50][1040/2640] lr: 1.000e-04, eta: 0:15:22, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9281, loss_cls: 0.9237, loss: 0.9237, grad_norm: 11.3584 2021-08-17 20:06:33,988 - mmaction - INFO - Epoch [50][1060/2640] lr: 1.000e-04, eta: 0:15:10, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7258, top5_acc: 0.9195, loss_cls: 0.9706, loss: 0.9706, grad_norm: 11.9235 2021-08-17 20:06:44,953 - mmaction - INFO - Epoch [50][1080/2640] lr: 1.000e-04, eta: 0:14:59, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9141, loss_cls: 0.9563, loss: 0.9563, grad_norm: 11.2851 2021-08-17 20:06:55,919 - mmaction - INFO - Epoch [50][1100/2640] lr: 1.000e-04, eta: 0:14:47, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9070, loss_cls: 0.9295, loss: 0.9295, grad_norm: 11.1172 2021-08-17 20:07:06,870 - mmaction - INFO - Epoch [50][1120/2640] lr: 1.000e-04, eta: 0:14:36, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9141, loss_cls: 0.9728, loss: 0.9728, grad_norm: 11.6627 2021-08-17 20:07:17,839 - mmaction - INFO - Epoch [50][1140/2640] lr: 1.000e-04, eta: 0:14:24, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9281, loss_cls: 0.8981, loss: 0.8981, grad_norm: 10.8423 2021-08-17 20:07:28,818 - mmaction - INFO - Epoch [50][1160/2640] lr: 1.000e-04, eta: 0:14:13, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9102, loss_cls: 0.9955, loss: 0.9955, grad_norm: 11.5962 2021-08-17 20:07:39,801 - mmaction - INFO - Epoch [50][1180/2640] lr: 1.000e-04, eta: 0:14:01, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7562, top5_acc: 0.9258, loss_cls: 0.9030, loss: 0.9030, grad_norm: 11.0299 2021-08-17 20:07:50,758 - mmaction - INFO - Epoch [50][1200/2640] lr: 1.000e-04, eta: 0:13:50, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9172, loss_cls: 0.9315, loss: 0.9315, grad_norm: 11.3806 2021-08-17 20:08:01,734 - mmaction - INFO - Epoch [50][1220/2640] lr: 1.000e-04, eta: 0:13:38, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9219, loss_cls: 0.9432, loss: 0.9432, grad_norm: 11.3361 2021-08-17 20:08:12,717 - mmaction - INFO - Epoch [50][1240/2640] lr: 1.000e-04, eta: 0:13:27, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9086, loss_cls: 1.0075, loss: 1.0075, grad_norm: 11.6579 2021-08-17 20:08:23,701 - mmaction - INFO - Epoch [50][1260/2640] lr: 1.000e-04, eta: 0:13:15, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9094, loss_cls: 0.9860, loss: 0.9860, grad_norm: 11.8006 2021-08-17 20:08:34,687 - mmaction - INFO - Epoch [50][1280/2640] lr: 1.000e-04, eta: 0:13:04, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9078, loss_cls: 0.9845, loss: 0.9845, grad_norm: 11.6263 2021-08-17 20:08:45,665 - mmaction - INFO - Epoch [50][1300/2640] lr: 1.000e-04, eta: 0:12:52, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9219, loss_cls: 0.8953, loss: 0.8953, grad_norm: 10.9182 2021-08-17 20:08:56,623 - mmaction - INFO - Epoch [50][1320/2640] lr: 1.000e-04, eta: 0:12:40, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9172, loss_cls: 0.9340, loss: 0.9340, grad_norm: 11.4746 2021-08-17 20:09:07,599 - mmaction - INFO - Epoch [50][1340/2640] lr: 1.000e-04, eta: 0:12:29, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7648, top5_acc: 0.9180, loss_cls: 0.9207, loss: 0.9207, grad_norm: 11.1234 2021-08-17 20:09:18,569 - mmaction - INFO - Epoch [50][1360/2640] lr: 1.000e-04, eta: 0:12:17, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7711, top5_acc: 0.9250, loss_cls: 0.8838, loss: 0.8838, grad_norm: 11.3679 2021-08-17 20:09:29,559 - mmaction - INFO - Epoch [50][1380/2640] lr: 1.000e-04, eta: 0:12:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9141, loss_cls: 0.9592, loss: 0.9592, grad_norm: 11.2979 2021-08-17 20:09:40,557 - mmaction - INFO - Epoch [50][1400/2640] lr: 1.000e-04, eta: 0:11:54, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7680, top5_acc: 0.9250, loss_cls: 0.9325, loss: 0.9325, grad_norm: 11.5680 2021-08-17 20:09:51,559 - mmaction - INFO - Epoch [50][1420/2640] lr: 1.000e-04, eta: 0:11:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7578, top5_acc: 0.9289, loss_cls: 0.8947, loss: 0.8947, grad_norm: 10.8754 2021-08-17 20:10:02,540 - mmaction - INFO - Epoch [50][1440/2640] lr: 1.000e-04, eta: 0:11:31, time: 0.550, data_time: 0.001, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9211, loss_cls: 0.9257, loss: 0.9257, grad_norm: 10.7851 2021-08-17 20:10:13,507 - mmaction - INFO - Epoch [50][1460/2640] lr: 1.000e-04, eta: 0:11:20, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7383, top5_acc: 0.9016, loss_cls: 1.0322, loss: 1.0322, grad_norm: 11.6135 2021-08-17 20:10:24,483 - mmaction - INFO - Epoch [50][1480/2640] lr: 1.000e-04, eta: 0:11:08, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9211, loss_cls: 0.9504, loss: 0.9504, grad_norm: 11.8033 2021-08-17 20:10:35,473 - mmaction - INFO - Epoch [50][1500/2640] lr: 1.000e-04, eta: 0:10:57, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7570, top5_acc: 0.9102, loss_cls: 0.9799, loss: 0.9799, grad_norm: 11.8693 2021-08-17 20:10:46,432 - mmaction - INFO - Epoch [50][1520/2640] lr: 1.000e-04, eta: 0:10:45, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7375, top5_acc: 0.9187, loss_cls: 0.9676, loss: 0.9676, grad_norm: 11.1820 2021-08-17 20:10:57,414 - mmaction - INFO - Epoch [50][1540/2640] lr: 1.000e-04, eta: 0:10:34, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7664, top5_acc: 0.9273, loss_cls: 0.8604, loss: 0.8604, grad_norm: 10.8845 2021-08-17 20:11:08,377 - mmaction - INFO - Epoch [50][1560/2640] lr: 1.000e-04, eta: 0:10:22, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7516, top5_acc: 0.9055, loss_cls: 0.9695, loss: 0.9695, grad_norm: 11.3756 2021-08-17 20:11:19,354 - mmaction - INFO - Epoch [50][1580/2640] lr: 1.000e-04, eta: 0:10:11, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9305, loss_cls: 0.8789, loss: 0.8789, grad_norm: 10.9950 2021-08-17 20:11:30,336 - mmaction - INFO - Epoch [50][1600/2640] lr: 1.000e-04, eta: 0:09:59, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7523, top5_acc: 0.9172, loss_cls: 0.9485, loss: 0.9485, grad_norm: 11.4771 2021-08-17 20:11:41,260 - mmaction - INFO - Epoch [50][1620/2640] lr: 1.000e-04, eta: 0:09:47, time: 0.546, data_time: 0.000, memory: 7069, top1_acc: 0.7500, top5_acc: 0.9078, loss_cls: 0.9989, loss: 0.9989, grad_norm: 11.3522 2021-08-17 20:11:52,241 - mmaction - INFO - Epoch [50][1640/2640] lr: 1.000e-04, eta: 0:09:36, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9258, loss_cls: 0.9122, loss: 0.9122, grad_norm: 11.2356 2021-08-17 20:12:03,214 - mmaction - INFO - Epoch [50][1660/2640] lr: 1.000e-04, eta: 0:09:24, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7672, top5_acc: 0.9227, loss_cls: 0.8913, loss: 0.8913, grad_norm: 11.3029 2021-08-17 20:12:14,191 - mmaction - INFO - Epoch [50][1680/2640] lr: 1.000e-04, eta: 0:09:13, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9211, loss_cls: 0.9588, loss: 0.9588, grad_norm: 11.2424 2021-08-17 20:12:25,187 - mmaction - INFO - Epoch [50][1700/2640] lr: 1.000e-04, eta: 0:09:01, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7680, top5_acc: 0.9227, loss_cls: 0.8841, loss: 0.8841, grad_norm: 10.9989 2021-08-17 20:12:36,169 - mmaction - INFO - Epoch [50][1720/2640] lr: 1.000e-04, eta: 0:08:50, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7391, top5_acc: 0.9086, loss_cls: 0.9978, loss: 0.9978, grad_norm: 11.2678 2021-08-17 20:12:47,143 - mmaction - INFO - Epoch [50][1740/2640] lr: 1.000e-04, eta: 0:08:38, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9195, loss_cls: 0.9941, loss: 0.9941, grad_norm: 11.4913 2021-08-17 20:12:58,104 - mmaction - INFO - Epoch [50][1760/2640] lr: 1.000e-04, eta: 0:08:27, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7695, top5_acc: 0.9250, loss_cls: 0.9053, loss: 0.9053, grad_norm: 10.9704 2021-08-17 20:13:09,066 - mmaction - INFO - Epoch [50][1780/2640] lr: 1.000e-04, eta: 0:08:15, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9117, loss_cls: 0.9379, loss: 0.9379, grad_norm: 11.5074 2021-08-17 20:13:20,035 - mmaction - INFO - Epoch [50][1800/2640] lr: 1.000e-04, eta: 0:08:04, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9148, loss_cls: 0.9588, loss: 0.9588, grad_norm: 11.2569 2021-08-17 20:13:31,024 - mmaction - INFO - Epoch [50][1820/2640] lr: 1.000e-04, eta: 0:07:52, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7617, top5_acc: 0.9328, loss_cls: 0.9185, loss: 0.9185, grad_norm: 11.0591 2021-08-17 20:13:42,014 - mmaction - INFO - Epoch [50][1840/2640] lr: 1.000e-04, eta: 0:07:41, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7305, top5_acc: 0.9148, loss_cls: 0.9788, loss: 0.9788, grad_norm: 11.5882 2021-08-17 20:13:52,999 - mmaction - INFO - Epoch [50][1860/2640] lr: 1.000e-04, eta: 0:07:29, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7547, top5_acc: 0.9195, loss_cls: 0.9426, loss: 0.9426, grad_norm: 11.3450 2021-08-17 20:14:03,976 - mmaction - INFO - Epoch [50][1880/2640] lr: 1.000e-04, eta: 0:07:18, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7852, top5_acc: 0.9273, loss_cls: 0.8625, loss: 0.8625, grad_norm: 10.9268 2021-08-17 20:14:14,942 - mmaction - INFO - Epoch [50][1900/2640] lr: 1.000e-04, eta: 0:07:06, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7656, top5_acc: 0.9148, loss_cls: 0.9249, loss: 0.9249, grad_norm: 11.0435 2021-08-17 20:14:25,899 - mmaction - INFO - Epoch [50][1920/2640] lr: 1.000e-04, eta: 0:06:54, time: 0.547, data_time: 0.001, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9266, loss_cls: 0.9545, loss: 0.9545, grad_norm: 11.8108 2021-08-17 20:14:36,867 - mmaction - INFO - Epoch [50][1940/2640] lr: 1.000e-04, eta: 0:06:43, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7344, top5_acc: 0.9148, loss_cls: 1.0069, loss: 1.0069, grad_norm: 11.6445 2021-08-17 20:14:47,849 - mmaction - INFO - Epoch [50][1960/2640] lr: 1.000e-04, eta: 0:06:31, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7656, top5_acc: 0.9281, loss_cls: 0.8870, loss: 0.8870, grad_norm: 10.8652 2021-08-17 20:14:58,834 - mmaction - INFO - Epoch [50][1980/2640] lr: 1.000e-04, eta: 0:06:20, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9250, loss_cls: 0.9063, loss: 0.9063, grad_norm: 11.0033 2021-08-17 20:15:09,829 - mmaction - INFO - Epoch [50][2000/2640] lr: 1.000e-04, eta: 0:06:08, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7594, top5_acc: 0.9227, loss_cls: 0.9076, loss: 0.9076, grad_norm: 10.9452 2021-08-17 20:15:20,804 - mmaction - INFO - Epoch [50][2020/2640] lr: 1.000e-04, eta: 0:05:57, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7328, top5_acc: 0.9094, loss_cls: 0.9953, loss: 0.9953, grad_norm: 11.8360 2021-08-17 20:15:31,784 - mmaction - INFO - Epoch [50][2040/2640] lr: 1.000e-04, eta: 0:05:45, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7609, top5_acc: 0.9227, loss_cls: 0.8897, loss: 0.8897, grad_norm: 10.8567 2021-08-17 20:15:42,777 - mmaction - INFO - Epoch [50][2060/2640] lr: 1.000e-04, eta: 0:05:34, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7773, top5_acc: 0.9227, loss_cls: 0.8849, loss: 0.8849, grad_norm: 10.7979 2021-08-17 20:15:53,774 - mmaction - INFO - Epoch [50][2080/2640] lr: 1.000e-04, eta: 0:05:22, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.9096, loss: 0.9096, grad_norm: 10.8640 2021-08-17 20:16:04,776 - mmaction - INFO - Epoch [50][2100/2640] lr: 1.000e-04, eta: 0:05:11, time: 0.551, data_time: 0.002, memory: 7069, top1_acc: 0.7469, top5_acc: 0.9148, loss_cls: 0.9370, loss: 0.9370, grad_norm: 11.3880 2021-08-17 20:16:15,746 - mmaction - INFO - Epoch [50][2120/2640] lr: 1.000e-04, eta: 0:04:59, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7398, top5_acc: 0.9141, loss_cls: 1.0025, loss: 1.0025, grad_norm: 11.8278 2021-08-17 20:16:26,703 - mmaction - INFO - Epoch [50][2140/2640] lr: 1.000e-04, eta: 0:04:48, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9203, loss_cls: 0.9275, loss: 0.9275, grad_norm: 11.2571 2021-08-17 20:16:37,684 - mmaction - INFO - Epoch [50][2160/2640] lr: 1.000e-04, eta: 0:04:36, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7477, top5_acc: 0.9227, loss_cls: 0.9282, loss: 0.9282, grad_norm: 11.4898 2021-08-17 20:16:48,649 - mmaction - INFO - Epoch [50][2180/2640] lr: 1.000e-04, eta: 0:04:25, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7602, top5_acc: 0.9289, loss_cls: 0.8617, loss: 0.8617, grad_norm: 10.7894 2021-08-17 20:16:59,645 - mmaction - INFO - Epoch [50][2200/2640] lr: 1.000e-04, eta: 0:04:13, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9234, loss_cls: 0.9285, loss: 0.9285, grad_norm: 11.4311 2021-08-17 20:17:10,629 - mmaction - INFO - Epoch [50][2220/2640] lr: 1.000e-04, eta: 0:04:02, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7281, top5_acc: 0.8953, loss_cls: 1.0252, loss: 1.0252, grad_norm: 11.7535 2021-08-17 20:17:21,625 - mmaction - INFO - Epoch [50][2240/2640] lr: 1.000e-04, eta: 0:03:50, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7625, top5_acc: 0.9313, loss_cls: 0.8669, loss: 0.8669, grad_norm: 11.1771 2021-08-17 20:17:32,596 - mmaction - INFO - Epoch [50][2260/2640] lr: 1.000e-04, eta: 0:03:39, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7531, top5_acc: 0.9219, loss_cls: 0.9493, loss: 0.9493, grad_norm: 11.3337 2021-08-17 20:17:43,578 - mmaction - INFO - Epoch [50][2280/2640] lr: 1.000e-04, eta: 0:03:27, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7422, top5_acc: 0.9062, loss_cls: 0.9960, loss: 0.9960, grad_norm: 11.4219 2021-08-17 20:17:54,549 - mmaction - INFO - Epoch [50][2300/2640] lr: 1.000e-04, eta: 0:03:15, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7188, top5_acc: 0.9031, loss_cls: 1.0626, loss: 1.0626, grad_norm: 11.4690 2021-08-17 20:18:05,530 - mmaction - INFO - Epoch [50][2320/2640] lr: 1.000e-04, eta: 0:03:04, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7414, top5_acc: 0.9086, loss_cls: 0.9804, loss: 0.9804, grad_norm: 11.2253 2021-08-17 20:18:16,493 - mmaction - INFO - Epoch [50][2340/2640] lr: 1.000e-04, eta: 0:02:52, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7594, top5_acc: 0.9148, loss_cls: 0.9085, loss: 0.9085, grad_norm: 11.0639 2021-08-17 20:18:27,491 - mmaction - INFO - Epoch [50][2360/2640] lr: 1.000e-04, eta: 0:02:41, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7508, top5_acc: 0.9258, loss_cls: 0.9356, loss: 0.9356, grad_norm: 11.7638 2021-08-17 20:18:38,421 - mmaction - INFO - Epoch [50][2380/2640] lr: 1.000e-04, eta: 0:02:29, time: 0.547, data_time: 0.000, memory: 7069, top1_acc: 0.7633, top5_acc: 0.9250, loss_cls: 0.9272, loss: 0.9272, grad_norm: 11.4901 2021-08-17 20:18:49,405 - mmaction - INFO - Epoch [50][2400/2640] lr: 1.000e-04, eta: 0:02:18, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7555, top5_acc: 0.9195, loss_cls: 0.9035, loss: 0.9035, grad_norm: 11.1957 2021-08-17 20:19:00,386 - mmaction - INFO - Epoch [50][2420/2640] lr: 1.000e-04, eta: 0:02:06, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7430, top5_acc: 0.9164, loss_cls: 0.9406, loss: 0.9406, grad_norm: 11.3437 2021-08-17 20:19:11,382 - mmaction - INFO - Epoch [50][2440/2640] lr: 1.000e-04, eta: 0:01:55, time: 0.549, data_time: 0.002, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9094, loss_cls: 0.9578, loss: 0.9578, grad_norm: 11.3790 2021-08-17 20:19:22,369 - mmaction - INFO - Epoch [50][2460/2640] lr: 1.000e-04, eta: 0:01:43, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7727, top5_acc: 0.9203, loss_cls: 0.9300, loss: 0.9300, grad_norm: 11.3738 2021-08-17 20:19:33,348 - mmaction - INFO - Epoch [50][2480/2640] lr: 1.000e-04, eta: 0:01:32, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9305, loss_cls: 0.9402, loss: 0.9402, grad_norm: 11.1915 2021-08-17 20:19:44,320 - mmaction - INFO - Epoch [50][2500/2640] lr: 1.000e-04, eta: 0:01:20, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7453, top5_acc: 0.9117, loss_cls: 0.9821, loss: 0.9821, grad_norm: 11.4907 2021-08-17 20:19:55,285 - mmaction - INFO - Epoch [50][2520/2640] lr: 1.000e-04, eta: 0:01:09, time: 0.548, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9141, loss_cls: 0.9467, loss: 0.9467, grad_norm: 11.2470 2021-08-17 20:20:06,251 - mmaction - INFO - Epoch [50][2540/2640] lr: 1.000e-04, eta: 0:00:57, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7758, top5_acc: 0.9219, loss_cls: 0.9044, loss: 0.9044, grad_norm: 10.9951 2021-08-17 20:20:17,236 - mmaction - INFO - Epoch [50][2560/2640] lr: 1.000e-04, eta: 0:00:46, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7484, top5_acc: 0.9195, loss_cls: 0.9527, loss: 0.9527, grad_norm: 11.6105 2021-08-17 20:20:28,223 - mmaction - INFO - Epoch [50][2580/2640] lr: 1.000e-04, eta: 0:00:34, time: 0.550, data_time: 0.002, memory: 7069, top1_acc: 0.7539, top5_acc: 0.9070, loss_cls: 0.9583, loss: 0.9583, grad_norm: 11.7159 2021-08-17 20:20:39,199 - mmaction - INFO - Epoch [50][2600/2640] lr: 1.000e-04, eta: 0:00:23, time: 0.548, data_time: 0.002, memory: 7069, top1_acc: 0.7586, top5_acc: 0.9195, loss_cls: 0.9393, loss: 0.9393, grad_norm: 11.1188 2021-08-17 20:20:50,157 - mmaction - INFO - Epoch [50][2620/2640] lr: 1.000e-04, eta: 0:00:11, time: 0.549, data_time: 0.001, memory: 7069, top1_acc: 0.7461, top5_acc: 0.9187, loss_cls: 0.9457, loss: 0.9457, grad_norm: 11.3065 2021-08-17 20:21:00,811 - mmaction - INFO - Epoch [50][2640/2640] lr: 1.000e-04, eta: 0:00:00, time: 0.532, data_time: 0.001, memory: 7069, top1_acc: 0.7290, top5_acc: 0.9081, loss_cls: 1.0094, loss: 1.0094, grad_norm: 11.5265 2021-08-17 20:23:57,498 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-08-17 20:23:57,970 - mmaction - INFO - top1_acc 0.5895 top5_acc 0.8541 2021-08-17 20:23:57,970 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-08-17 20:23:58,010 - mmaction - INFO - mean_acc 0.5291 2021-08-17 20:23:58,017 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-08-17 20:23:58,430 - mmaction - INFO - Epoch(val) [50][194] top1_acc: 0.5895, top5_acc: 0.8541, mean_class_accuracy: 0.5291