2020-10-18 17:25:24,538 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2018.0.1 Product Build 20171007 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -O2 -fPIC -Wno-narrowing -Wall -Wextra -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 -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.1.0 MMCV: 1.1.4 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.7.0+2500945 ------------------------------------------------------------ 2020-10-18 17:25:24,539 - mmaction - INFO - Distributed training: True 2020-10-18 17:25:24,539 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/omnisource/iv/tsn_8seg_iv.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNet', pretrained='modelzoo/resnet50-19c8e357.pth', depth=50, norm_eval=False), cls_head=dict( type='TSNHead', num_classes=200, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) omnisource = True # dataset settings dataset_type = 'RawframeDataset' data_root = '/mnt/lustre/DATAshare2/kinetics_400_train_320_frames' data_root_val = '/mnt/lustre/DATAshare2/kinetics_400_val_320_frames' iv_root = 'omnisource/insvideo/' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_iv = 'data/omnisource/iv_top1_wodup.txt' ann_file_val = 'data/k200/k200_val_list.txt' ann_file_test = 'data/k200/k200_val_list.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_kinetics_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] train_iv_pipeline = [ dict(type='DecordInit', io_backend='memcached', **mc_cfg), dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=12, omni_videos_per_gpu=[12, 12], workers_per_gpu=2, train=[dict(type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_kinetics_pipeline), dict(type='VideoDataset', ann_file=ann_file_iv, data_prefix=iv_root, pipeline=train_iv_pipeline, num_classes=200, sample_by_class=True, power=0.5)], val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.0075, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=1) evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/omnisource/tsn_8seg_iv' load_from = None resume_from = None workflow = [('train', 5)] 2020-10-18 17:25:26,746 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-10-18 17:25:48,387 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-203, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/tsn_8seg_iv 2020-10-18 17:25:48,387 - mmaction - INFO - workflow: [('train', 5)], max: 100 epochs 2020-10-18 17:29:08,440 - mmaction - INFO - Epoch [1][20/792] lr: 7.500e-03, eta: 1 day, 2:04:35, time: 1.186, data_time: 0.000, memory: 8335, top1_acc: 0.0141, top5_acc: 0.0510, loss_cls: 5.2828, loss: 5.2828, grad_norm: 3.5474, top1_acc/aux0: 0.0285, top5_acc/aux0: 0.0806, loss_cls/aux0: 5.1617, loss/aux0: 5.1617 2020-10-18 17:29:09,065 - mmaction - INFO - Epoch [1][20/792] lr: 7.500e-03, eta: 2 days, 3:50:35, time: 1.172, data_time: 0.005, memory: 8335, top1_acc: 0.0141, top5_acc: 0.0510, loss_cls: 5.2828, loss: 5.2828, grad_norm: 3.5499, top1_acc/aux0: 0.0302, top5_acc/aux0: 0.0823, loss_cls/aux0: 5.1548, loss/aux0: 5.1548 2020-10-18 17:29:55,209 - mmaction - INFO - Epoch [1][40/792] lr: 7.500e-03, eta: 1 day, 14:10:21, time: 1.115, data_time: 0.000, memory: 8335, top1_acc: 0.0734, top5_acc: 0.2104, loss_cls: 4.6823, loss: 4.6823, grad_norm: 3.9362, top1_acc/aux0: 0.1104, top5_acc/aux0: 0.2917, loss_cls/aux0: 4.5088, loss/aux0: 4.5088 2020-10-18 17:29:57,223 - mmaction - INFO - Epoch [1][40/792] lr: 7.500e-03, eta: 2 days, 3:12:54, time: 1.186, data_time: 0.003, memory: 8335, top1_acc: 0.0734, top5_acc: 0.2104, loss_cls: 4.6823, loss: 4.6823, grad_norm: 3.9409, top1_acc/aux0: 0.1146, top5_acc/aux0: 0.3031, loss_cls/aux0: 4.4655, loss/aux0: 4.4655 2020-10-18 17:30:42,939 - mmaction - INFO - Epoch [1][60/792] lr: 7.500e-03, eta: 1 day, 18:42:47, time: 1.171, data_time: 0.000, memory: 8335, top1_acc: 0.1161, top5_acc: 0.3276, loss_cls: 4.1186, loss: 4.1186, grad_norm: 4.1762, top1_acc/aux0: 0.1818, top5_acc/aux0: 0.4276, loss_cls/aux0: 3.8334, loss/aux0: 3.8334 2020-10-18 17:30:47,095 - mmaction - INFO - Epoch [1][60/792] lr: 7.500e-03, eta: 2 days, 3:50:23, time: 1.245, data_time: 0.004, memory: 8335, top1_acc: 0.1161, top5_acc: 0.3276, loss_cls: 4.1186, loss: 4.1186, grad_norm: 4.2052, top1_acc/aux0: 0.1828, top5_acc/aux0: 0.4339, loss_cls/aux0: 3.8055, loss/aux0: 3.8055 2020-10-18 17:31:30,095 - mmaction - INFO - Epoch [1][80/792] lr: 7.500e-03, eta: 1 day, 21:07:03, time: 1.137, data_time: 0.296, memory: 8335, top1_acc: 0.1724, top5_acc: 0.4375, loss_cls: 3.6762, loss: 3.6762, grad_norm: 4.3608, top1_acc/aux0: 0.2229, top5_acc/aux0: 0.5057, loss_cls/aux0: 3.4518, loss/aux0: 3.4518 2020-10-18 17:31:31,713 - mmaction - INFO - Epoch [1][80/792] lr: 7.500e-03, eta: 2 days, 3:38:23, time: 1.187, data_time: 0.298, memory: 8335, top1_acc: 0.1724, top5_acc: 0.4375, loss_cls: 3.6762, loss: 3.6762, grad_norm: 4.3731, top1_acc/aux0: 0.2271, top5_acc/aux0: 0.5073, loss_cls/aux0: 3.4462, loss/aux0: 3.4462 2020-10-18 17:32:15,380 - mmaction - INFO - Epoch [1][100/792] lr: 7.500e-03, eta: 1 day, 22:25:40, time: 1.167, data_time: 0.000, memory: 8335, top1_acc: 0.2021, top5_acc: 0.4818, loss_cls: 3.4645, loss: 3.4645, grad_norm: 4.5218, top1_acc/aux0: 0.2839, top5_acc/aux0: 0.5891, loss_cls/aux0: 3.1335, loss/aux0: 3.1335 2020-10-18 17:32:17,926 - mmaction - INFO - Epoch [1][100/792] lr: 7.500e-03, eta: 2 days, 3:29:44, time: 1.153, data_time: 0.004, memory: 8335, top1_acc: 0.2021, top5_acc: 0.4818, loss_cls: 3.4645, loss: 3.4645, grad_norm: 4.5138, top1_acc/aux0: 0.2865, top5_acc/aux0: 0.5937, loss_cls/aux0: 3.1040, loss/aux0: 3.1040 2020-10-18 17:33:00,771 - mmaction - INFO - Epoch [1][120/792] lr: 7.500e-03, eta: 1 day, 22:43:10, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.2453, top5_acc: 0.5307, loss_cls: 3.2517, loss: 3.2517, grad_norm: 4.5719, top1_acc/aux0: 0.3260, top5_acc/aux0: 0.6432, loss_cls/aux0: 2.9055, loss/aux0: 2.9055 2020-10-18 17:33:02,541 - mmaction - INFO - Epoch [1][120/792] lr: 7.500e-03, eta: 2 days, 2:18:55, time: 0.982, data_time: 0.003, memory: 8335, top1_acc: 0.2453, top5_acc: 0.5307, loss_cls: 3.2517, loss: 3.2517, grad_norm: 4.5720, top1_acc/aux0: 0.3250, top5_acc/aux0: 0.6453, loss_cls/aux0: 2.8987, loss/aux0: 2.8987 2020-10-18 17:33:47,239 - mmaction - INFO - Epoch [1][140/792] lr: 7.500e-03, eta: 1 day, 22:49:00, time: 1.179, data_time: 0.000, memory: 8335, top1_acc: 0.2490, top5_acc: 0.5458, loss_cls: 3.2046, loss: 3.2046, grad_norm: 4.6811, top1_acc/aux0: 0.3380, top5_acc/aux0: 0.6417, loss_cls/aux0: 2.7960, loss/aux0: 2.7960 2020-10-18 17:33:47,838 - mmaction - INFO - Epoch [1][140/792] lr: 7.500e-03, eta: 2 days, 2:31:07, time: 1.180, data_time: 0.003, memory: 8335, top1_acc: 0.2490, top5_acc: 0.5458, loss_cls: 3.2046, loss: 3.2046, grad_norm: 4.6883, top1_acc/aux0: 0.3469, top5_acc/aux0: 0.6500, loss_cls/aux0: 2.7764, loss/aux0: 2.7764 2020-10-18 17:34:32,588 - mmaction - INFO - Epoch [1][160/792] lr: 7.500e-03, eta: 1 day, 23:27:25, time: 1.189, data_time: 0.000, memory: 8335, top1_acc: 0.2797, top5_acc: 0.5693, loss_cls: 3.0419, loss: 3.0419, grad_norm: 4.7902, top1_acc/aux0: 0.3755, top5_acc/aux0: 0.6797, loss_cls/aux0: 2.6466, loss/aux0: 2.6466 2020-10-18 17:34:35,304 - mmaction - INFO - Epoch [1][160/792] lr: 7.500e-03, eta: 2 days, 2:49:17, time: 1.226, data_time: 0.002, memory: 8335, top1_acc: 0.2797, top5_acc: 0.5693, loss_cls: 3.0419, loss: 3.0419, grad_norm: 4.7992, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.6740, loss_cls/aux0: 2.6646, loss/aux0: 2.6646 2020-10-18 17:35:16,879 - mmaction - INFO - Epoch [1][180/792] lr: 7.500e-03, eta: 1 day, 23:53:55, time: 1.122, data_time: 0.283, memory: 8335, top1_acc: 0.2922, top5_acc: 0.5948, loss_cls: 2.9489, loss: 2.9489, grad_norm: 4.8323, top1_acc/aux0: 0.3677, top5_acc/aux0: 0.7089, loss_cls/aux0: 2.5944, loss/aux0: 2.5944 2020-10-18 17:35:19,313 - mmaction - INFO - Epoch [1][180/792] lr: 7.500e-03, eta: 2 days, 2:43:21, time: 1.158, data_time: 0.258, memory: 8335, top1_acc: 0.2922, top5_acc: 0.5948, loss_cls: 2.9489, loss: 2.9489, grad_norm: 4.8372, top1_acc/aux0: 0.3719, top5_acc/aux0: 0.7083, loss_cls/aux0: 2.5946, loss/aux0: 2.5946 2020-10-18 17:36:05,469 - mmaction - INFO - Epoch [1][200/792] lr: 7.500e-03, eta: 2 days, 0:18:52, time: 1.219, data_time: 0.000, memory: 8335, top1_acc: 0.2974, top5_acc: 0.6016, loss_cls: 2.9102, loss: 2.9102, grad_norm: 4.9597, top1_acc/aux0: 0.4099, top5_acc/aux0: 0.7141, loss_cls/aux0: 2.4778, loss/aux0: 2.4778 2020-10-18 17:36:06,053 - mmaction - INFO - Epoch [1][200/792] lr: 7.500e-03, eta: 2 days, 2:59:22, time: 1.219, data_time: 0.002, memory: 8335, top1_acc: 0.2974, top5_acc: 0.6016, loss_cls: 2.9102, loss: 2.9102, grad_norm: 4.9622, top1_acc/aux0: 0.4089, top5_acc/aux0: 0.7120, loss_cls/aux0: 2.4774, loss/aux0: 2.4774 2020-10-18 17:36:50,365 - mmaction - INFO - Epoch [1][220/792] lr: 7.500e-03, eta: 2 days, 0:34:01, time: 1.115, data_time: 0.000, memory: 8335, top1_acc: 0.3365, top5_acc: 0.6359, loss_cls: 2.7880, loss: 2.7880, grad_norm: 4.9815, top1_acc/aux0: 0.4073, top5_acc/aux0: 0.7177, loss_cls/aux0: 2.4285, loss/aux0: 2.4285 2020-10-18 17:36:50,948 - mmaction - INFO - Epoch [1][220/792] lr: 7.500e-03, eta: 2 days, 2:47:45, time: 1.118, data_time: 0.002, memory: 8335, top1_acc: 0.3365, top5_acc: 0.6359, loss_cls: 2.7880, loss: 2.7880, grad_norm: 5.0057, top1_acc/aux0: 0.4109, top5_acc/aux0: 0.7240, loss_cls/aux0: 2.4107, loss/aux0: 2.4107 2020-10-18 17:37:36,880 - mmaction - INFO - Epoch [1][240/792] lr: 7.500e-03, eta: 2 days, 0:36:50, time: 1.129, data_time: 0.013, memory: 8335, top1_acc: 0.3349, top5_acc: 0.6229, loss_cls: 2.7976, loss: 2.7976, grad_norm: 5.0693, top1_acc/aux0: 0.4302, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.3384, loss/aux0: 2.3384 2020-10-18 17:37:37,467 - mmaction - INFO - Epoch [1][240/792] lr: 7.500e-03, eta: 2 days, 2:40:37, time: 1.129, data_time: 0.015, memory: 8335, top1_acc: 0.3349, top5_acc: 0.6229, loss_cls: 2.7976, loss: 2.7976, grad_norm: 5.0598, top1_acc/aux0: 0.4307, top5_acc/aux0: 0.7281, loss_cls/aux0: 2.3259, loss/aux0: 2.3259 2020-10-18 17:38:23,472 - mmaction - INFO - Epoch [1][260/792] lr: 7.500e-03, eta: 2 days, 0:46:16, time: 1.188, data_time: 0.000, memory: 8335, top1_acc: 0.3391, top5_acc: 0.6323, loss_cls: 2.7093, loss: 2.7093, grad_norm: 5.0729, top1_acc/aux0: 0.4286, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.2859, loss/aux0: 2.2859 2020-10-18 17:38:24,104 - mmaction - INFO - Epoch [1][260/792] lr: 7.500e-03, eta: 2 days, 2:46:51, time: 1.191, data_time: 0.003, memory: 8335, top1_acc: 0.3391, top5_acc: 0.6323, loss_cls: 2.7093, loss: 2.7093, grad_norm: 5.0780, top1_acc/aux0: 0.4255, top5_acc/aux0: 0.7516, loss_cls/aux0: 2.2991, loss/aux0: 2.2991 2020-10-18 17:39:11,229 - mmaction - INFO - Epoch [1][280/792] lr: 7.500e-03, eta: 2 days, 0:56:36, time: 1.151, data_time: 0.000, memory: 8335, top1_acc: 0.3536, top5_acc: 0.6474, loss_cls: 2.6860, loss: 2.6860, grad_norm: 5.1947, top1_acc/aux0: 0.4208, top5_acc/aux0: 0.7464, loss_cls/aux0: 2.3125, loss/aux0: 2.3125 2020-10-18 17:39:11,847 - mmaction - INFO - Epoch [1][280/792] lr: 7.500e-03, eta: 2 days, 2:45:00, time: 1.154, data_time: 0.003, memory: 8335, top1_acc: 0.3536, top5_acc: 0.6474, loss_cls: 2.6860, loss: 2.6860, grad_norm: 5.1909, top1_acc/aux0: 0.4182, top5_acc/aux0: 0.7438, loss_cls/aux0: 2.3141, loss/aux0: 2.3141 2020-10-18 17:39:56,060 - mmaction - INFO - Epoch [1][300/792] lr: 7.500e-03, eta: 2 days, 0:54:46, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.3526, top5_acc: 0.6542, loss_cls: 2.6731, loss: 2.6731, grad_norm: 5.2254, top1_acc/aux0: 0.4526, top5_acc/aux0: 0.7521, loss_cls/aux0: 2.2426, loss/aux0: 2.2426 2020-10-18 17:39:58,123 - mmaction - INFO - Epoch [1][300/792] lr: 7.500e-03, eta: 2 days, 2:34:48, time: 1.141, data_time: 0.002, memory: 8335, top1_acc: 0.3526, top5_acc: 0.6542, loss_cls: 2.6731, loss: 2.6731, grad_norm: 5.2138, top1_acc/aux0: 0.4589, top5_acc/aux0: 0.7552, loss_cls/aux0: 2.2347, loss/aux0: 2.2347 2020-10-18 17:40:40,466 - mmaction - INFO - Epoch [1][320/792] lr: 7.500e-03, eta: 2 days, 0:48:56, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.3583, top5_acc: 0.6490, loss_cls: 2.6604, loss: 2.6604, grad_norm: 5.2761, top1_acc/aux0: 0.4521, top5_acc/aux0: 0.7495, loss_cls/aux0: 2.2224, loss/aux0: 2.2224 2020-10-18 17:40:41,293 - mmaction - INFO - Epoch [1][320/792] lr: 7.500e-03, eta: 2 days, 2:10:56, time: 0.998, data_time: 0.002, memory: 8335, top1_acc: 0.3583, top5_acc: 0.6490, loss_cls: 2.6604, loss: 2.6604, grad_norm: 5.2985, top1_acc/aux0: 0.4516, top5_acc/aux0: 0.7479, loss_cls/aux0: 2.2232, loss/aux0: 2.2232 2020-10-18 17:41:24,609 - mmaction - INFO - Epoch [1][340/792] lr: 7.500e-03, eta: 2 days, 0:33:59, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.3448, top5_acc: 0.6609, loss_cls: 2.5996, loss: 2.5996, grad_norm: 5.2957, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7557, loss_cls/aux0: 2.1692, loss/aux0: 2.1692 2020-10-18 17:41:28,148 - mmaction - INFO - Epoch [1][340/792] lr: 7.500e-03, eta: 2 days, 1:58:19, time: 1.091, data_time: 0.003, memory: 8335, top1_acc: 0.3448, top5_acc: 0.6609, loss_cls: 2.5996, loss: 2.5996, grad_norm: 5.2938, top1_acc/aux0: 0.4578, top5_acc/aux0: 0.7573, loss_cls/aux0: 2.1700, loss/aux0: 2.1700 2020-10-18 17:42:09,695 - mmaction - INFO - Epoch [1][360/792] lr: 7.500e-03, eta: 2 days, 0:31:19, time: 1.100, data_time: 0.000, memory: 8335, top1_acc: 0.3854, top5_acc: 0.6687, loss_cls: 2.5697, loss: 2.5697, grad_norm: 5.2808, top1_acc/aux0: 0.4708, top5_acc/aux0: 0.7708, loss_cls/aux0: 2.1358, loss/aux0: 2.1358 2020-10-18 17:42:12,980 - mmaction - INFO - Epoch [1][360/792] lr: 7.500e-03, eta: 2 days, 1:51:55, time: 1.104, data_time: 0.002, memory: 8335, top1_acc: 0.3854, top5_acc: 0.6687, loss_cls: 2.5697, loss: 2.5697, grad_norm: 5.2768, top1_acc/aux0: 0.4740, top5_acc/aux0: 0.7729, loss_cls/aux0: 2.1214, loss/aux0: 2.1214 2020-10-18 17:42:54,280 - mmaction - INFO - Epoch [1][380/792] lr: 7.500e-03, eta: 2 days, 0:31:58, time: 1.132, data_time: 0.111, memory: 8335, top1_acc: 0.3703, top5_acc: 0.6667, loss_cls: 2.5632, loss: 2.5632, grad_norm: 5.4624, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7604, loss_cls/aux0: 2.1198, loss/aux0: 2.1198 2020-10-18 17:42:56,773 - mmaction - INFO - Epoch [1][380/792] lr: 7.500e-03, eta: 2 days, 1:55:35, time: 1.209, data_time: 0.193, memory: 8335, top1_acc: 0.3703, top5_acc: 0.6667, loss_cls: 2.5632, loss: 2.5632, grad_norm: 5.4540, top1_acc/aux0: 0.4833, top5_acc/aux0: 0.7599, loss_cls/aux0: 2.1182, loss/aux0: 2.1182 2020-10-18 17:43:42,789 - mmaction - INFO - Epoch [1][400/792] lr: 7.500e-03, eta: 2 days, 0:48:33, time: 1.271, data_time: 0.000, memory: 8335, top1_acc: 0.4026, top5_acc: 0.7010, loss_cls: 2.4256, loss: 2.4256, grad_norm: 5.2804, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7859, loss_cls/aux0: 2.0113, loss/aux0: 2.0113 2020-10-18 17:43:44,804 - mmaction - INFO - Epoch [1][400/792] lr: 7.500e-03, eta: 2 days, 2:09:25, time: 1.231, data_time: 0.004, memory: 8335, top1_acc: 0.4026, top5_acc: 0.7010, loss_cls: 2.4256, loss: 2.4256, grad_norm: 5.2700, top1_acc/aux0: 0.4911, top5_acc/aux0: 0.7891, loss_cls/aux0: 2.0024, loss/aux0: 2.0024 2020-10-18 17:44:25,907 - mmaction - INFO - Epoch [1][420/792] lr: 7.500e-03, eta: 2 days, 0:54:06, time: 1.099, data_time: 0.009, memory: 8335, top1_acc: 0.4104, top5_acc: 0.6948, loss_cls: 2.4613, loss: 2.4613, grad_norm: 5.5504, top1_acc/aux0: 0.4922, top5_acc/aux0: 0.7854, loss_cls/aux0: 2.0422, loss/aux0: 2.0422 2020-10-18 17:44:27,863 - mmaction - INFO - Epoch [1][420/792] lr: 7.500e-03, eta: 2 days, 2:01:16, time: 1.074, data_time: 0.026, memory: 8335, top1_acc: 0.4104, top5_acc: 0.6948, loss_cls: 2.4613, loss: 2.4613, grad_norm: 5.5755, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7818, loss_cls/aux0: 2.0580, loss/aux0: 2.0580 2020-10-18 17:45:11,777 - mmaction - INFO - Epoch [1][440/792] lr: 7.500e-03, eta: 2 days, 0:47:15, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.4089, top5_acc: 0.6849, loss_cls: 2.4174, loss: 2.4174, grad_norm: 5.2936, top1_acc/aux0: 0.4885, top5_acc/aux0: 0.7755, loss_cls/aux0: 2.0674, loss/aux0: 2.0674 2020-10-18 17:45:13,902 - mmaction - INFO - Epoch [1][440/792] lr: 7.500e-03, eta: 2 days, 1:54:56, time: 1.134, data_time: 0.002, memory: 8335, top1_acc: 0.4089, top5_acc: 0.6849, loss_cls: 2.4174, loss: 2.4174, grad_norm: 5.2912, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7771, loss_cls/aux0: 2.0560, loss/aux0: 2.0560 2020-10-18 17:45:58,882 - mmaction - INFO - Epoch [1][460/792] lr: 7.500e-03, eta: 2 days, 0:52:02, time: 1.193, data_time: 0.000, memory: 8335, top1_acc: 0.3880, top5_acc: 0.6896, loss_cls: 2.4989, loss: 2.4989, grad_norm: 5.3954, top1_acc/aux0: 0.5073, top5_acc/aux0: 0.7865, loss_cls/aux0: 1.9746, loss/aux0: 1.9746 2020-10-18 17:45:59,495 - mmaction - INFO - Epoch [1][460/792] lr: 7.500e-03, eta: 2 days, 1:57:10, time: 1.142, data_time: 0.003, memory: 8335, top1_acc: 0.3880, top5_acc: 0.6896, loss_cls: 2.4989, loss: 2.4989, grad_norm: 5.4405, top1_acc/aux0: 0.5031, top5_acc/aux0: 0.7849, loss_cls/aux0: 1.9844, loss/aux0: 1.9844 2020-10-18 17:46:42,742 - mmaction - INFO - Epoch [1][480/792] lr: 7.500e-03, eta: 2 days, 0:54:14, time: 1.146, data_time: 0.008, memory: 8335, top1_acc: 0.3990, top5_acc: 0.6922, loss_cls: 2.4659, loss: 2.4659, grad_norm: 5.5250, top1_acc/aux0: 0.4969, top5_acc/aux0: 0.7943, loss_cls/aux0: 1.9938, loss/aux0: 1.9938 2020-10-18 17:46:43,345 - mmaction - INFO - Epoch [1][480/792] lr: 7.500e-03, eta: 2 days, 1:54:59, time: 1.111, data_time: 0.011, memory: 8335, top1_acc: 0.3990, top5_acc: 0.6922, loss_cls: 2.4659, loss: 2.4659, grad_norm: 5.5434, top1_acc/aux0: 0.4979, top5_acc/aux0: 0.7984, loss_cls/aux0: 1.9784, loss/aux0: 1.9784 2020-10-18 17:47:27,602 - mmaction - INFO - Epoch [1][500/792] lr: 7.500e-03, eta: 2 days, 0:51:33, time: 1.088, data_time: 0.000, memory: 8335, top1_acc: 0.4016, top5_acc: 0.6943, loss_cls: 2.4287, loss: 2.4287, grad_norm: 5.5533, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.8016, loss_cls/aux0: 1.9422, loss/aux0: 1.9422 2020-10-18 17:47:28,180 - mmaction - INFO - Epoch [1][500/792] lr: 7.500e-03, eta: 2 days, 1:48:42, time: 1.089, data_time: 0.002, memory: 8335, top1_acc: 0.4016, top5_acc: 0.6943, loss_cls: 2.4287, loss: 2.4287, grad_norm: 5.5863, top1_acc/aux0: 0.5172, top5_acc/aux0: 0.7990, loss_cls/aux0: 1.9524, loss/aux0: 1.9524 2020-10-18 17:48:12,985 - mmaction - INFO - Epoch [1][520/792] lr: 7.500e-03, eta: 2 days, 0:54:12, time: 1.213, data_time: 0.089, memory: 8335, top1_acc: 0.3932, top5_acc: 0.6693, loss_cls: 2.4994, loss: 2.4994, grad_norm: 5.6269, top1_acc/aux0: 0.5010, top5_acc/aux0: 0.8036, loss_cls/aux0: 1.9392, loss/aux0: 1.9392 2020-10-18 17:48:13,593 - mmaction - INFO - Epoch [1][520/792] lr: 7.500e-03, eta: 2 days, 1:53:22, time: 1.173, data_time: 0.066, memory: 8335, top1_acc: 0.3932, top5_acc: 0.6693, loss_cls: 2.4994, loss: 2.4994, grad_norm: 5.6106, top1_acc/aux0: 0.5036, top5_acc/aux0: 0.8021, loss_cls/aux0: 1.9367, loss/aux0: 1.9367 2020-10-18 17:48:55,956 - mmaction - INFO - Epoch [1][540/792] lr: 7.500e-03, eta: 2 days, 0:54:43, time: 1.091, data_time: 0.093, memory: 8335, top1_acc: 0.3901, top5_acc: 0.6771, loss_cls: 2.4670, loss: 2.4670, grad_norm: 5.6095, top1_acc/aux0: 0.5151, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.9356, loss/aux0: 1.9356 2020-10-18 17:48:58,735 - mmaction - INFO - Epoch [1][540/792] lr: 7.500e-03, eta: 2 days, 1:52:21, time: 1.187, data_time: 0.203, memory: 8335, top1_acc: 0.3901, top5_acc: 0.6771, loss_cls: 2.4670, loss: 2.4670, grad_norm: 5.6288, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7995, loss_cls/aux0: 1.9574, loss/aux0: 1.9574 2020-10-18 17:49:40,195 - mmaction - INFO - Epoch [1][560/792] lr: 7.500e-03, eta: 2 days, 0:52:44, time: 1.025, data_time: 0.293, memory: 8335, top1_acc: 0.4172, top5_acc: 0.7026, loss_cls: 2.4086, loss: 2.4086, grad_norm: 5.6109, top1_acc/aux0: 0.4917, top5_acc/aux0: 0.7896, loss_cls/aux0: 1.9952, loss/aux0: 1.9952 2020-10-18 17:49:42,784 - mmaction - INFO - Epoch [1][560/792] lr: 7.500e-03, eta: 2 days, 1:42:31, time: 1.064, data_time: 0.369, memory: 8335, top1_acc: 0.4172, top5_acc: 0.7026, loss_cls: 2.4086, loss: 2.4086, grad_norm: 5.6243, top1_acc/aux0: 0.4974, top5_acc/aux0: 0.7937, loss_cls/aux0: 1.9835, loss/aux0: 1.9835 2020-10-18 17:50:26,376 - mmaction - INFO - Epoch [1][580/792] lr: 7.500e-03, eta: 2 days, 0:51:53, time: 1.172, data_time: 0.000, memory: 8335, top1_acc: 0.4198, top5_acc: 0.7151, loss_cls: 2.3293, loss: 2.3293, grad_norm: 5.7723, top1_acc/aux0: 0.4870, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.9992, loss/aux0: 1.9992 2020-10-18 17:50:29,942 - mmaction - INFO - Epoch [1][580/792] lr: 7.500e-03, eta: 2 days, 1:49:08, time: 1.267, data_time: 0.002, memory: 8335, top1_acc: 0.4198, top5_acc: 0.7151, loss_cls: 2.3293, loss: 2.3293, grad_norm: 5.7740, top1_acc/aux0: 0.4859, top5_acc/aux0: 0.7875, loss_cls/aux0: 1.9933, loss/aux0: 1.9933 2020-10-18 17:51:10,557 - mmaction - INFO - Epoch [1][600/792] lr: 7.500e-03, eta: 2 days, 0:55:21, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.4193, top5_acc: 0.7120, loss_cls: 2.3932, loss: 2.3932, grad_norm: 5.6298, top1_acc/aux0: 0.5115, top5_acc/aux0: 0.7885, loss_cls/aux0: 1.9414, loss/aux0: 1.9414 2020-10-18 17:51:11,139 - mmaction - INFO - Epoch [1][600/792] lr: 7.500e-03, eta: 2 days, 1:41:57, time: 1.067, data_time: 0.001, memory: 8335, top1_acc: 0.4193, top5_acc: 0.7120, loss_cls: 2.3932, loss: 2.3932, grad_norm: 5.6313, top1_acc/aux0: 0.5078, top5_acc/aux0: 0.7922, loss_cls/aux0: 1.9385, loss/aux0: 1.9385 2020-10-18 17:51:59,191 - mmaction - INFO - Epoch [1][620/792] lr: 7.500e-03, eta: 2 days, 0:57:18, time: 1.238, data_time: 0.000, memory: 8335, top1_acc: 0.4542, top5_acc: 0.7167, loss_cls: 2.2738, loss: 2.2738, grad_norm: 5.6479, top1_acc/aux0: 0.5318, top5_acc/aux0: 0.8109, loss_cls/aux0: 1.9021, loss/aux0: 1.9021 2020-10-18 17:51:59,842 - mmaction - INFO - Epoch [1][620/792] lr: 7.500e-03, eta: 2 days, 1:49:46, time: 1.242, data_time: 0.006, memory: 8335, top1_acc: 0.4542, top5_acc: 0.7167, loss_cls: 2.2738, loss: 2.2738, grad_norm: 5.6525, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.8089, loss_cls/aux0: 1.8919, loss/aux0: 1.8919 2020-10-18 17:52:41,856 - mmaction - INFO - Epoch [1][640/792] lr: 7.500e-03, eta: 2 days, 1:00:11, time: 1.090, data_time: 0.136, memory: 8335, top1_acc: 0.4125, top5_acc: 0.6922, loss_cls: 2.3766, loss: 2.3766, grad_norm: 5.7451, top1_acc/aux0: 0.5339, top5_acc/aux0: 0.8115, loss_cls/aux0: 1.8452, loss/aux0: 1.8452 2020-10-18 17:52:43,601 - mmaction - INFO - Epoch [1][640/792] lr: 7.500e-03, eta: 2 days, 1:47:10, time: 1.148, data_time: 0.155, memory: 8335, top1_acc: 0.4125, top5_acc: 0.6922, loss_cls: 2.3766, loss: 2.3766, grad_norm: 5.7911, top1_acc/aux0: 0.5313, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.8582, loss/aux0: 1.8582 2020-10-18 17:53:27,316 - mmaction - INFO - Epoch [1][660/792] lr: 7.500e-03, eta: 2 days, 0:59:26, time: 1.097, data_time: 0.063, memory: 8335, top1_acc: 0.4391, top5_acc: 0.7016, loss_cls: 2.3835, loss: 2.3835, grad_norm: 5.7506, top1_acc/aux0: 0.5177, top5_acc/aux0: 0.7948, loss_cls/aux0: 1.9164, loss/aux0: 1.9164 2020-10-18 17:53:29,253 - mmaction - INFO - Epoch [1][660/792] lr: 7.500e-03, eta: 2 days, 1:45:13, time: 1.154, data_time: 0.113, memory: 8335, top1_acc: 0.4391, top5_acc: 0.7016, loss_cls: 2.3835, loss: 2.3835, grad_norm: 5.7741, top1_acc/aux0: 0.5203, top5_acc/aux0: 0.7953, loss_cls/aux0: 1.9066, loss/aux0: 1.9066 2020-10-18 17:54:11,170 - mmaction - INFO - Epoch [1][680/792] lr: 7.500e-03, eta: 2 days, 0:56:03, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.4286, top5_acc: 0.7062, loss_cls: 2.3582, loss: 2.3582, grad_norm: 5.6356, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.8219, loss_cls/aux0: 1.8436, loss/aux0: 1.8436 2020-10-18 17:54:13,597 - mmaction - INFO - Epoch [1][680/792] lr: 7.500e-03, eta: 2 days, 1:39:00, time: 1.116, data_time: 0.003, memory: 8335, top1_acc: 0.4286, top5_acc: 0.7062, loss_cls: 2.3582, loss: 2.3582, grad_norm: 5.6491, top1_acc/aux0: 0.5411, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.8432, loss/aux0: 1.8432 2020-10-18 17:54:57,172 - mmaction - INFO - Epoch [1][700/792] lr: 7.500e-03, eta: 2 days, 0:54:13, time: 1.098, data_time: 0.241, memory: 8335, top1_acc: 0.4151, top5_acc: 0.6990, loss_cls: 2.4016, loss: 2.4016, grad_norm: 5.7533, top1_acc/aux0: 0.5281, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.8470, loss/aux0: 1.8470 2020-10-18 17:55:00,949 - mmaction - INFO - Epoch [1][700/792] lr: 7.500e-03, eta: 2 days, 1:38:20, time: 1.180, data_time: 0.399, memory: 8335, top1_acc: 0.4151, top5_acc: 0.6990, loss_cls: 2.4016, loss: 2.4016, grad_norm: 5.7777, top1_acc/aux0: 0.5260, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.8654, loss/aux0: 1.8654 2020-10-18 17:55:44,448 - mmaction - INFO - Epoch [1][720/792] lr: 7.500e-03, eta: 2 days, 0:56:52, time: 1.156, data_time: 0.578, memory: 8335, top1_acc: 0.4510, top5_acc: 0.7286, loss_cls: 2.2185, loss: 2.2185, grad_norm: 5.6179, top1_acc/aux0: 0.5323, top5_acc/aux0: 0.8026, loss_cls/aux0: 1.8515, loss/aux0: 1.8515 2020-10-18 17:55:46,520 - mmaction - INFO - Epoch [1][720/792] lr: 7.500e-03, eta: 2 days, 1:37:07, time: 1.108, data_time: 0.532, memory: 8335, top1_acc: 0.4510, top5_acc: 0.7286, loss_cls: 2.2185, loss: 2.2185, grad_norm: 5.6234, top1_acc/aux0: 0.5349, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.8285, loss/aux0: 1.8285 2020-10-18 17:56:30,617 - mmaction - INFO - Epoch [1][740/792] lr: 7.500e-03, eta: 2 days, 0:58:24, time: 1.202, data_time: 0.621, memory: 8335, top1_acc: 0.4292, top5_acc: 0.7370, loss_cls: 2.2693, loss: 2.2693, grad_norm: 5.7293, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.8024, loss/aux0: 1.8024 2020-10-18 17:56:33,373 - mmaction - INFO - Epoch [1][740/792] lr: 7.500e-03, eta: 2 days, 1:38:02, time: 1.121, data_time: 0.547, memory: 8335, top1_acc: 0.4292, top5_acc: 0.7370, loss_cls: 2.2693, loss: 2.2693, grad_norm: 5.7298, top1_acc/aux0: 0.5422, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.8009, loss/aux0: 1.8009 2020-10-18 17:57:13,967 - mmaction - INFO - Epoch [1][760/792] lr: 7.500e-03, eta: 2 days, 0:57:54, time: 1.133, data_time: 0.461, memory: 8335, top1_acc: 0.4318, top5_acc: 0.7365, loss_cls: 2.2698, loss: 2.2698, grad_norm: 5.6406, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.8260, loss_cls/aux0: 1.7496, loss/aux0: 1.7496 2020-10-18 17:57:16,215 - mmaction - INFO - Epoch [1][760/792] lr: 7.500e-03, eta: 2 days, 1:38:35, time: 1.183, data_time: 0.484, memory: 8335, top1_acc: 0.4318, top5_acc: 0.7365, loss_cls: 2.2698, loss: 2.2698, grad_norm: 5.6553, top1_acc/aux0: 0.5453, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.7496, loss/aux0: 1.7496 2020-10-18 17:57:58,064 - mmaction - INFO - Epoch [1][780/792] lr: 7.500e-03, eta: 2 days, 0:58:21, time: 1.100, data_time: 0.014, memory: 8335, top1_acc: 0.4219, top5_acc: 0.7167, loss_cls: 2.3124, loss: 2.3124, grad_norm: 5.9503, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7953, loss/aux0: 1.7953 2020-10-18 17:58:00,887 - mmaction - INFO - Epoch [1][780/792] lr: 7.500e-03, eta: 2 days, 1:34:09, time: 1.068, data_time: 0.005, memory: 8335, top1_acc: 0.4219, top5_acc: 0.7167, loss_cls: 2.3124, loss: 2.3124, grad_norm: 6.0106, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.8182, loss/aux0: 1.8182 2020-10-18 17:58:28,330 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-10-18 18:02:07,275 - mmaction - INFO - Epoch [2][20/792] lr: 7.500e-03, eta: 2 days, 0:13:38, time: 1.177, data_time: 0.000, memory: 8335, top1_acc: 0.4557, top5_acc: 0.7292, loss_cls: 2.1815, loss: 2.1815, grad_norm: 5.7290, top1_acc/aux0: 0.5312, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.8365, loss/aux0: 1.8365 2020-10-18 18:02:08,943 - mmaction - INFO - Epoch [2][20/792] lr: 7.500e-03, eta: 2 days, 0:52:04, time: 1.194, data_time: 0.003, memory: 8335, top1_acc: 0.4557, top5_acc: 0.7292, loss_cls: 2.1815, loss: 2.1815, grad_norm: 5.7464, top1_acc/aux0: 0.5266, top5_acc/aux0: 0.8130, loss_cls/aux0: 1.8430, loss/aux0: 1.8430 2020-10-18 18:02:52,730 - mmaction - INFO - Epoch [2][40/792] lr: 7.500e-03, eta: 2 days, 0:14:23, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.4609, top5_acc: 0.7370, loss_cls: 2.1535, loss: 2.1535, grad_norm: 5.7097, top1_acc/aux0: 0.5526, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7905, loss/aux0: 1.7905 2020-10-18 18:02:54,927 - mmaction - INFO - Epoch [2][40/792] lr: 7.500e-03, eta: 2 days, 0:47:20, time: 1.049, data_time: 0.004, memory: 8335, top1_acc: 0.4609, top5_acc: 0.7370, loss_cls: 2.1535, loss: 2.1535, grad_norm: 5.7539, top1_acc/aux0: 0.5594, top5_acc/aux0: 0.8141, loss_cls/aux0: 1.7855, loss/aux0: 1.7855 2020-10-18 18:03:36,892 - mmaction - INFO - Epoch [2][60/792] lr: 7.500e-03, eta: 2 days, 0:13:16, time: 1.154, data_time: 0.000, memory: 8335, top1_acc: 0.4615, top5_acc: 0.7411, loss_cls: 2.2131, loss: 2.2131, grad_norm: 5.9086, top1_acc/aux0: 0.5286, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.8010, loss/aux0: 1.8010 2020-10-18 18:03:38,080 - mmaction - INFO - Epoch [2][60/792] lr: 7.500e-03, eta: 2 days, 0:47:36, time: 1.120, data_time: 0.002, memory: 8335, top1_acc: 0.4615, top5_acc: 0.7411, loss_cls: 2.2131, loss: 2.2131, grad_norm: 5.9241, top1_acc/aux0: 0.5240, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.8017, loss/aux0: 1.8017 2020-10-18 18:04:20,467 - mmaction - INFO - Epoch [2][80/792] lr: 7.500e-03, eta: 2 days, 0:11:26, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.4563, top5_acc: 0.7302, loss_cls: 2.1941, loss: 2.1941, grad_norm: 5.8236, top1_acc/aux0: 0.5474, top5_acc/aux0: 0.8151, loss_cls/aux0: 1.8104, loss/aux0: 1.8104 2020-10-18 18:04:22,019 - mmaction - INFO - Epoch [2][80/792] lr: 7.500e-03, eta: 2 days, 0:42:09, time: 1.026, data_time: 0.004, memory: 8335, top1_acc: 0.4563, top5_acc: 0.7302, loss_cls: 2.1941, loss: 2.1941, grad_norm: 5.8085, top1_acc/aux0: 0.5516, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7997, loss/aux0: 1.7997 2020-10-18 18:05:04,803 - mmaction - INFO - Epoch [2][100/792] lr: 7.500e-03, eta: 2 days, 0:05:43, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.4500, top5_acc: 0.7302, loss_cls: 2.2416, loss: 2.2416, grad_norm: 5.7630, top1_acc/aux0: 0.5495, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.7174, loss/aux0: 1.7174 2020-10-18 18:05:08,305 - mmaction - INFO - Epoch [2][100/792] lr: 7.500e-03, eta: 2 days, 0:37:21, time: 1.081, data_time: 0.002, memory: 8335, top1_acc: 0.4500, top5_acc: 0.7302, loss_cls: 2.2416, loss: 2.2416, grad_norm: 5.7667, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.8333, loss_cls/aux0: 1.7168, loss/aux0: 1.7168 2020-10-18 18:05:50,915 - mmaction - INFO - Epoch [2][120/792] lr: 7.500e-03, eta: 2 days, 0:07:07, time: 1.205, data_time: 0.000, memory: 8335, top1_acc: 0.4578, top5_acc: 0.7318, loss_cls: 2.2088, loss: 2.2088, grad_norm: 5.7293, top1_acc/aux0: 0.5354, top5_acc/aux0: 0.8099, loss_cls/aux0: 1.8222, loss/aux0: 1.8222 2020-10-18 18:05:51,531 - mmaction - INFO - Epoch [2][120/792] lr: 7.500e-03, eta: 2 days, 0:40:22, time: 1.162, data_time: 0.003, memory: 8335, top1_acc: 0.4578, top5_acc: 0.7318, loss_cls: 2.2088, loss: 2.2088, grad_norm: 5.7061, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.8068, loss_cls/aux0: 1.8341, loss/aux0: 1.8341 2020-10-18 18:06:38,482 - mmaction - INFO - Epoch [2][140/792] lr: 7.500e-03, eta: 2 days, 0:13:03, time: 1.289, data_time: 0.000, memory: 8335, top1_acc: 0.4557, top5_acc: 0.7349, loss_cls: 2.2230, loss: 2.2230, grad_norm: 5.8097, top1_acc/aux0: 0.5620, top5_acc/aux0: 0.8250, loss_cls/aux0: 1.7132, loss/aux0: 1.7132 2020-10-18 18:06:39,133 - mmaction - INFO - Epoch [2][140/792] lr: 7.500e-03, eta: 2 days, 0:49:16, time: 1.294, data_time: 0.005, memory: 8335, top1_acc: 0.4557, top5_acc: 0.7349, loss_cls: 2.2230, loss: 2.2230, grad_norm: 5.8518, top1_acc/aux0: 0.5568, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.7243, loss/aux0: 1.7243 2020-10-18 18:07:20,025 - mmaction - INFO - Epoch [2][160/792] lr: 7.500e-03, eta: 2 days, 0:16:51, time: 1.090, data_time: 0.042, memory: 8335, top1_acc: 0.4672, top5_acc: 0.7411, loss_cls: 2.1406, loss: 2.1406, grad_norm: 5.8537, top1_acc/aux0: 0.5625, top5_acc/aux0: 0.8146, loss_cls/aux0: 1.7619, loss/aux0: 1.7619 2020-10-18 18:07:21,282 - mmaction - INFO - Epoch [2][160/792] lr: 7.500e-03, eta: 2 days, 0:46:56, time: 1.099, data_time: 0.033, memory: 8335, top1_acc: 0.4672, top5_acc: 0.7411, loss_cls: 2.1406, loss: 2.1406, grad_norm: 5.8213, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.7362, loss/aux0: 1.7362 2020-10-18 18:08:04,679 - mmaction - INFO - Epoch [2][180/792] lr: 7.500e-03, eta: 2 days, 0:15:16, time: 1.092, data_time: 0.009, memory: 8335, top1_acc: 0.4490, top5_acc: 0.7250, loss_cls: 2.2750, loss: 2.2750, grad_norm: 5.9916, top1_acc/aux0: 0.5677, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.6947, loss/aux0: 1.6947 2020-10-18 18:08:05,261 - mmaction - INFO - Epoch [2][180/792] lr: 7.500e-03, eta: 2 days, 0:44:34, time: 1.092, data_time: 0.011, memory: 8335, top1_acc: 0.4490, top5_acc: 0.7250, loss_cls: 2.2750, loss: 2.2750, grad_norm: 5.9460, top1_acc/aux0: 0.5672, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.6877, loss/aux0: 1.6877 2020-10-18 18:08:49,685 - mmaction - INFO - Epoch [2][200/792] lr: 7.500e-03, eta: 2 days, 0:16:14, time: 1.194, data_time: 0.200, memory: 8335, top1_acc: 0.4625, top5_acc: 0.7469, loss_cls: 2.1705, loss: 2.1705, grad_norm: 5.7479, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.7239, loss/aux0: 1.7239 2020-10-18 18:08:50,290 - mmaction - INFO - Epoch [2][200/792] lr: 7.500e-03, eta: 2 days, 0:47:21, time: 1.184, data_time: 0.202, memory: 8335, top1_acc: 0.4625, top5_acc: 0.7469, loss_cls: 2.1705, loss: 2.1705, grad_norm: 5.6900, top1_acc/aux0: 0.5542, top5_acc/aux0: 0.8281, loss_cls/aux0: 1.7410, loss/aux0: 1.7410 2020-10-18 18:09:33,294 - mmaction - INFO - Epoch [2][220/792] lr: 7.500e-03, eta: 2 days, 0:16:35, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.4656, top5_acc: 0.7359, loss_cls: 2.2104, loss: 2.2104, grad_norm: 5.8200, top1_acc/aux0: 0.5557, top5_acc/aux0: 0.8120, loss_cls/aux0: 1.7995, loss/aux0: 1.7995 2020-10-18 18:09:33,899 - mmaction - INFO - Epoch [2][220/792] lr: 7.500e-03, eta: 2 days, 0:44:24, time: 1.081, data_time: 0.002, memory: 8335, top1_acc: 0.4656, top5_acc: 0.7359, loss_cls: 2.2104, loss: 2.2104, grad_norm: 5.8317, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8156, loss_cls/aux0: 1.7899, loss/aux0: 1.7899 2020-10-18 18:10:19,901 - mmaction - INFO - Epoch [2][240/792] lr: 7.500e-03, eta: 2 days, 0:17:57, time: 1.226, data_time: 0.000, memory: 8335, top1_acc: 0.4786, top5_acc: 0.7542, loss_cls: 2.1503, loss: 2.1503, grad_norm: 5.7017, top1_acc/aux0: 0.5443, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.7290, loss/aux0: 1.7290 2020-10-18 18:10:22,016 - mmaction - INFO - Epoch [2][240/792] lr: 7.500e-03, eta: 2 days, 0:48:11, time: 1.198, data_time: 0.002, memory: 8335, top1_acc: 0.4786, top5_acc: 0.7542, loss_cls: 2.1503, loss: 2.1503, grad_norm: 5.6564, top1_acc/aux0: 0.5406, top5_acc/aux0: 0.8214, loss_cls/aux0: 1.7360, loss/aux0: 1.7360 2020-10-18 18:11:02,977 - mmaction - INFO - Epoch [2][260/792] lr: 7.500e-03, eta: 2 days, 0:18:16, time: 1.070, data_time: 0.000, memory: 8335, top1_acc: 0.4698, top5_acc: 0.7437, loss_cls: 2.1810, loss: 2.1810, grad_norm: 5.9504, top1_acc/aux0: 0.5521, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.7404, loss/aux0: 1.7404 2020-10-18 18:11:06,657 - mmaction - INFO - Epoch [2][260/792] lr: 7.500e-03, eta: 2 days, 0:45:32, time: 1.101, data_time: 0.003, memory: 8335, top1_acc: 0.4698, top5_acc: 0.7437, loss_cls: 2.1810, loss: 2.1810, grad_norm: 5.9605, top1_acc/aux0: 0.5510, top5_acc/aux0: 0.8177, loss_cls/aux0: 1.7483, loss/aux0: 1.7483 2020-10-18 18:11:48,979 - mmaction - INFO - Epoch [2][280/792] lr: 7.500e-03, eta: 2 days, 0:17:17, time: 1.114, data_time: 0.000, memory: 8335, top1_acc: 0.4552, top5_acc: 0.7229, loss_cls: 2.2660, loss: 2.2660, grad_norm: 5.9040, top1_acc/aux0: 0.5688, top5_acc/aux0: 0.8266, loss_cls/aux0: 1.7357, loss/aux0: 1.7357 2020-10-18 18:11:52,516 - mmaction - INFO - Epoch [2][280/792] lr: 7.500e-03, eta: 2 days, 0:46:23, time: 1.198, data_time: 0.005, memory: 8335, top1_acc: 0.4552, top5_acc: 0.7229, loss_cls: 2.2660, loss: 2.2660, grad_norm: 5.8789, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.7174, loss/aux0: 1.7174 2020-10-18 18:12:31,980 - mmaction - INFO - Epoch [2][300/792] lr: 7.500e-03, eta: 2 days, 0:18:16, time: 1.099, data_time: 0.526, memory: 8335, top1_acc: 0.4750, top5_acc: 0.7479, loss_cls: 2.1482, loss: 2.1482, grad_norm: 5.7141, top1_acc/aux0: 0.5714, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6509, loss/aux0: 1.6509 2020-10-18 18:12:33,798 - mmaction - INFO - Epoch [2][300/792] lr: 7.500e-03, eta: 2 days, 0:45:59, time: 1.163, data_time: 0.528, memory: 8335, top1_acc: 0.4750, top5_acc: 0.7479, loss_cls: 2.1482, loss: 2.1482, grad_norm: 5.7032, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6503, loss/aux0: 1.6503 2020-10-18 18:13:18,223 - mmaction - INFO - Epoch [2][320/792] lr: 7.500e-03, eta: 2 days, 0:20:59, time: 1.211, data_time: 0.000, memory: 8335, top1_acc: 0.4776, top5_acc: 0.7380, loss_cls: 2.2109, loss: 2.2109, grad_norm: 5.9249, top1_acc/aux0: 0.5589, top5_acc/aux0: 0.8313, loss_cls/aux0: 1.6955, loss/aux0: 1.6955 2020-10-18 18:13:22,878 - mmaction - INFO - Epoch [2][320/792] lr: 7.500e-03, eta: 2 days, 0:52:00, time: 1.326, data_time: 0.002, memory: 8335, top1_acc: 0.4776, top5_acc: 0.7380, loss_cls: 2.2109, loss: 2.2109, grad_norm: 5.9235, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8302, loss_cls/aux0: 1.6971, loss/aux0: 1.6971 2020-10-18 18:14:03,265 - mmaction - INFO - Epoch [2][340/792] lr: 7.500e-03, eta: 2 days, 0:23:17, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.4776, top5_acc: 0.7437, loss_cls: 2.1389, loss: 2.1389, grad_norm: 5.6680, top1_acc/aux0: 0.5609, top5_acc/aux0: 0.8234, loss_cls/aux0: 1.7281, loss/aux0: 1.7281 2020-10-18 18:14:05,129 - mmaction - INFO - Epoch [2][340/792] lr: 7.500e-03, eta: 2 days, 0:46:41, time: 1.018, data_time: 0.010, memory: 8335, top1_acc: 0.4776, top5_acc: 0.7437, loss_cls: 2.1389, loss: 2.1389, grad_norm: 5.6700, top1_acc/aux0: 0.5583, top5_acc/aux0: 0.8240, loss_cls/aux0: 1.7317, loss/aux0: 1.7317 2020-10-18 18:14:50,388 - mmaction - INFO - Epoch [2][360/792] lr: 7.500e-03, eta: 2 days, 0:22:50, time: 1.226, data_time: 0.021, memory: 8335, top1_acc: 0.4708, top5_acc: 0.7401, loss_cls: 2.1748, loss: 2.1748, grad_norm: 5.7937, top1_acc/aux0: 0.5776, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.6905, loss/aux0: 1.6905 2020-10-18 18:14:53,866 - mmaction - INFO - Epoch [2][360/792] lr: 7.500e-03, eta: 2 days, 0:51:12, time: 1.256, data_time: 0.024, memory: 8335, top1_acc: 0.4708, top5_acc: 0.7401, loss_cls: 2.1748, loss: 2.1748, grad_norm: 5.7819, top1_acc/aux0: 0.5740, top5_acc/aux0: 0.8229, loss_cls/aux0: 1.6933, loss/aux0: 1.6933 2020-10-18 18:15:36,356 - mmaction - INFO - Epoch [2][380/792] lr: 7.500e-03, eta: 2 days, 0:25:12, time: 1.116, data_time: 0.000, memory: 8335, top1_acc: 0.4344, top5_acc: 0.7161, loss_cls: 2.2734, loss: 2.2734, grad_norm: 6.0672, top1_acc/aux0: 0.5385, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.7604, loss/aux0: 1.7604 2020-10-18 18:15:39,097 - mmaction - INFO - Epoch [2][380/792] lr: 7.500e-03, eta: 2 days, 0:49:41, time: 1.103, data_time: 0.004, memory: 8335, top1_acc: 0.4344, top5_acc: 0.7161, loss_cls: 2.2734, loss: 2.2734, grad_norm: 6.0267, top1_acc/aux0: 0.5458, top5_acc/aux0: 0.8245, loss_cls/aux0: 1.7505, loss/aux0: 1.7505 2020-10-18 18:16:24,373 - mmaction - INFO - Epoch [2][400/792] lr: 7.500e-03, eta: 2 days, 0:25:43, time: 1.188, data_time: 0.000, memory: 8335, top1_acc: 0.4729, top5_acc: 0.7500, loss_cls: 2.1104, loss: 2.1104, grad_norm: 5.7790, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.6572, loss/aux0: 1.6572 2020-10-18 18:16:27,151 - mmaction - INFO - Epoch [2][400/792] lr: 7.500e-03, eta: 2 days, 0:51:31, time: 1.183, data_time: 0.004, memory: 8335, top1_acc: 0.4729, top5_acc: 0.7500, loss_cls: 2.1104, loss: 2.1104, grad_norm: 5.7940, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.6778, loss/aux0: 1.6778 2020-10-18 18:17:10,250 - mmaction - INFO - Epoch [2][420/792] lr: 7.500e-03, eta: 2 days, 0:27:22, time: 1.164, data_time: 0.000, memory: 8335, top1_acc: 0.4771, top5_acc: 0.7479, loss_cls: 2.1333, loss: 2.1333, grad_norm: 5.8908, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.6603, loss/aux0: 1.6603 2020-10-18 18:17:11,818 - mmaction - INFO - Epoch [2][420/792] lr: 7.500e-03, eta: 2 days, 0:51:01, time: 1.102, data_time: 0.002, memory: 8335, top1_acc: 0.4771, top5_acc: 0.7479, loss_cls: 2.1333, loss: 2.1333, grad_norm: 5.9122, top1_acc/aux0: 0.5724, top5_acc/aux0: 0.8391, loss_cls/aux0: 1.6574, loss/aux0: 1.6574 2020-10-18 18:17:53,960 - mmaction - INFO - Epoch [2][440/792] lr: 7.500e-03, eta: 2 days, 0:25:13, time: 1.068, data_time: 0.006, memory: 8335, top1_acc: 0.4771, top5_acc: 0.7458, loss_cls: 2.1472, loss: 2.1472, grad_norm: 5.8377, top1_acc/aux0: 0.5766, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6772, loss/aux0: 1.6772 2020-10-18 18:17:55,566 - mmaction - INFO - Epoch [2][440/792] lr: 7.500e-03, eta: 2 days, 0:48:45, time: 1.116, data_time: 0.009, memory: 8335, top1_acc: 0.4771, top5_acc: 0.7458, loss_cls: 2.1472, loss: 2.1472, grad_norm: 5.9019, top1_acc/aux0: 0.5755, top5_acc/aux0: 0.8224, loss_cls/aux0: 1.6747, loss/aux0: 1.6747 2020-10-18 18:18:40,261 - mmaction - INFO - Epoch [2][460/792] lr: 7.500e-03, eta: 2 days, 0:25:26, time: 1.166, data_time: 0.000, memory: 8335, top1_acc: 0.4677, top5_acc: 0.7448, loss_cls: 2.1670, loss: 2.1670, grad_norm: 5.9187, top1_acc/aux0: 0.5688, top5_acc/aux0: 0.8188, loss_cls/aux0: 1.7328, loss/aux0: 1.7328 2020-10-18 18:18:43,331 - mmaction - INFO - Epoch [2][460/792] lr: 7.500e-03, eta: 2 days, 0:50:47, time: 1.222, data_time: 0.004, memory: 8335, top1_acc: 0.4677, top5_acc: 0.7448, loss_cls: 2.1670, loss: 2.1670, grad_norm: 5.9321, top1_acc/aux0: 0.5693, top5_acc/aux0: 0.8182, loss_cls/aux0: 1.7262, loss/aux0: 1.7262 2020-10-18 18:19:25,841 - mmaction - INFO - Epoch [2][480/792] lr: 7.500e-03, eta: 2 days, 0:26:58, time: 1.127, data_time: 0.000, memory: 8335, top1_acc: 0.4651, top5_acc: 0.7250, loss_cls: 2.2204, loss: 2.2204, grad_norm: 6.0073, top1_acc/aux0: 0.5750, top5_acc/aux0: 0.8417, loss_cls/aux0: 1.6592, loss/aux0: 1.6592 2020-10-18 18:19:27,317 - mmaction - INFO - Epoch [2][480/792] lr: 7.500e-03, eta: 2 days, 0:48:34, time: 1.057, data_time: 0.003, memory: 8335, top1_acc: 0.4651, top5_acc: 0.7250, loss_cls: 2.2204, loss: 2.2204, grad_norm: 5.9754, top1_acc/aux0: 0.5786, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.6488, loss/aux0: 1.6488 2020-10-18 18:20:09,583 - mmaction - INFO - Epoch [2][500/792] lr: 7.500e-03, eta: 2 days, 0:23:47, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.4786, top5_acc: 0.7667, loss_cls: 2.0906, loss: 2.0906, grad_norm: 5.6975, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.5609, loss/aux0: 1.5609 2020-10-18 18:20:12,673 - mmaction - INFO - Epoch [2][500/792] lr: 7.500e-03, eta: 2 days, 0:46:03, time: 1.108, data_time: 0.003, memory: 8335, top1_acc: 0.4786, top5_acc: 0.7667, loss_cls: 2.0906, loss: 2.0906, grad_norm: 5.7208, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.5620, loss/aux0: 1.5620 2020-10-18 18:20:54,140 - mmaction - INFO - Epoch [2][520/792] lr: 7.500e-03, eta: 2 days, 0:24:42, time: 1.213, data_time: 0.072, memory: 8335, top1_acc: 0.4953, top5_acc: 0.7562, loss_cls: 2.0732, loss: 2.0732, grad_norm: 5.8084, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6076, loss/aux0: 1.6076 2020-10-18 18:20:54,739 - mmaction - INFO - Epoch [2][520/792] lr: 7.500e-03, eta: 2 days, 0:47:08, time: 1.133, data_time: 0.072, memory: 8335, top1_acc: 0.4953, top5_acc: 0.7562, loss_cls: 2.0732, loss: 2.0732, grad_norm: 5.8482, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6146, loss/aux0: 1.6146 2020-10-18 18:21:37,660 - mmaction - INFO - Epoch [2][540/792] lr: 7.500e-03, eta: 2 days, 0:23:55, time: 1.102, data_time: 0.103, memory: 8335, top1_acc: 0.4745, top5_acc: 0.7411, loss_cls: 2.1307, loss: 2.1307, grad_norm: 5.8662, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5826, loss/aux0: 1.5826 2020-10-18 18:21:38,912 - mmaction - INFO - Epoch [2][540/792] lr: 7.500e-03, eta: 2 days, 0:45:03, time: 1.085, data_time: 0.106, memory: 8335, top1_acc: 0.4745, top5_acc: 0.7411, loss_cls: 2.1307, loss: 2.1307, grad_norm: 5.8598, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5776, loss/aux0: 1.5776 2020-10-18 18:22:26,810 - mmaction - INFO - Epoch [2][560/792] lr: 7.500e-03, eta: 2 days, 0:25:08, time: 1.255, data_time: 0.409, memory: 8335, top1_acc: 0.4901, top5_acc: 0.7510, loss_cls: 2.0972, loss: 2.0972, grad_norm: 5.9350, top1_acc/aux0: 0.5698, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6679, loss/aux0: 1.6679 2020-10-18 18:22:27,409 - mmaction - INFO - Epoch [2][560/792] lr: 7.500e-03, eta: 2 days, 0:47:49, time: 1.183, data_time: 0.412, memory: 8335, top1_acc: 0.4901, top5_acc: 0.7510, loss_cls: 2.0972, loss: 2.0972, grad_norm: 5.9238, top1_acc/aux0: 0.5682, top5_acc/aux0: 0.8307, loss_cls/aux0: 1.6710, loss/aux0: 1.6710 2020-10-18 18:23:07,834 - mmaction - INFO - Epoch [2][580/792] lr: 7.500e-03, eta: 2 days, 0:24:18, time: 1.052, data_time: 0.083, memory: 8335, top1_acc: 0.4729, top5_acc: 0.7406, loss_cls: 2.1602, loss: 2.1602, grad_norm: 5.9154, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8297, loss_cls/aux0: 1.6360, loss/aux0: 1.6360 2020-10-18 18:23:09,524 - mmaction - INFO - Epoch [2][580/792] lr: 7.500e-03, eta: 2 days, 0:45:16, time: 1.109, data_time: 0.140, memory: 8335, top1_acc: 0.4729, top5_acc: 0.7406, loss_cls: 2.1602, loss: 2.1602, grad_norm: 5.9131, top1_acc/aux0: 0.5807, top5_acc/aux0: 0.8271, loss_cls/aux0: 1.6389, loss/aux0: 1.6389 2020-10-18 18:23:52,166 - mmaction - INFO - Epoch [2][600/792] lr: 7.500e-03, eta: 2 days, 0:22:09, time: 1.055, data_time: 0.105, memory: 8335, top1_acc: 0.4917, top5_acc: 0.7443, loss_cls: 2.0699, loss: 2.0699, grad_norm: 5.7296, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.5962, loss/aux0: 1.5962 2020-10-18 18:23:53,756 - mmaction - INFO - Epoch [2][600/792] lr: 7.500e-03, eta: 2 days, 0:42:36, time: 1.097, data_time: 0.133, memory: 8335, top1_acc: 0.4917, top5_acc: 0.7443, loss_cls: 2.0699, loss: 2.0699, grad_norm: 5.6985, top1_acc/aux0: 0.5896, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5933, loss/aux0: 1.5933 2020-10-18 18:24:36,294 - mmaction - INFO - Epoch [2][620/792] lr: 7.500e-03, eta: 2 days, 0:20:10, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.4766, top5_acc: 0.7396, loss_cls: 2.1463, loss: 2.1463, grad_norm: 5.8676, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.5559, loss/aux0: 1.5559 2020-10-18 18:24:36,899 - mmaction - INFO - Epoch [2][620/792] lr: 7.500e-03, eta: 2 days, 0:39:54, time: 1.074, data_time: 0.003, memory: 8335, top1_acc: 0.4766, top5_acc: 0.7396, loss_cls: 2.1463, loss: 2.1463, grad_norm: 5.8422, top1_acc/aux0: 0.5964, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.5609, loss/aux0: 1.5609 2020-10-18 18:25:19,671 - mmaction - INFO - Epoch [2][640/792] lr: 7.500e-03, eta: 2 days, 0:17:38, time: 1.064, data_time: 0.002, memory: 8335, top1_acc: 0.4885, top5_acc: 0.7521, loss_cls: 2.0686, loss: 2.0686, grad_norm: 5.9424, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.6480, loss/aux0: 1.6480 2020-10-18 18:25:20,253 - mmaction - INFO - Epoch [2][640/792] lr: 7.500e-03, eta: 2 days, 0:36:55, time: 1.065, data_time: 0.005, memory: 8335, top1_acc: 0.4885, top5_acc: 0.7521, loss_cls: 2.0686, loss: 2.0686, grad_norm: 5.9261, top1_acc/aux0: 0.5823, top5_acc/aux0: 0.8318, loss_cls/aux0: 1.6591, loss/aux0: 1.6591 2020-10-18 18:26:05,174 - mmaction - INFO - Epoch [2][660/792] lr: 7.500e-03, eta: 2 days, 0:17:28, time: 1.203, data_time: 0.628, memory: 8335, top1_acc: 0.4724, top5_acc: 0.7401, loss_cls: 2.1136, loss: 2.1136, grad_norm: 5.7016, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5906, loss/aux0: 1.5906 2020-10-18 18:26:05,768 - mmaction - INFO - Epoch [2][660/792] lr: 7.500e-03, eta: 2 days, 0:38:29, time: 1.177, data_time: 0.602, memory: 8335, top1_acc: 0.4724, top5_acc: 0.7401, loss_cls: 2.1136, loss: 2.1136, grad_norm: 5.7235, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.5754, loss/aux0: 1.5754 2020-10-18 18:26:49,626 - mmaction - INFO - Epoch [2][680/792] lr: 7.500e-03, eta: 2 days, 0:18:46, time: 1.174, data_time: 0.233, memory: 8335, top1_acc: 0.4625, top5_acc: 0.7516, loss_cls: 2.1028, loss: 2.1028, grad_norm: 5.8908, top1_acc/aux0: 0.5885, top5_acc/aux0: 0.8422, loss_cls/aux0: 1.6162, loss/aux0: 1.6162 2020-10-18 18:26:50,219 - mmaction - INFO - Epoch [2][680/792] lr: 7.500e-03, eta: 2 days, 0:39:23, time: 1.172, data_time: 0.234, memory: 8335, top1_acc: 0.4625, top5_acc: 0.7516, loss_cls: 2.1028, loss: 2.1028, grad_norm: 5.8998, top1_acc/aux0: 0.5833, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.6199, loss/aux0: 1.6199 2020-10-18 18:27:33,055 - mmaction - INFO - Epoch [2][700/792] lr: 7.500e-03, eta: 2 days, 0:20:14, time: 1.194, data_time: 0.000, memory: 8335, top1_acc: 0.4823, top5_acc: 0.7667, loss_cls: 2.0845, loss: 2.0845, grad_norm: 5.8056, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.5834, loss/aux0: 1.5834 2020-10-18 18:27:35,272 - mmaction - INFO - Epoch [2][700/792] lr: 7.500e-03, eta: 2 days, 0:40:48, time: 1.185, data_time: 0.003, memory: 8335, top1_acc: 0.4823, top5_acc: 0.7667, loss_cls: 2.0845, loss: 2.0845, grad_norm: 5.7835, top1_acc/aux0: 0.5953, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.5726, loss/aux0: 1.5726 2020-10-18 18:28:15,957 - mmaction - INFO - Epoch [2][720/792] lr: 7.500e-03, eta: 2 days, 0:18:28, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.4661, top5_acc: 0.7573, loss_cls: 2.1297, loss: 2.1297, grad_norm: 6.0170, top1_acc/aux0: 0.5719, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.6113, loss/aux0: 1.6113 2020-10-18 18:28:16,546 - mmaction - INFO - Epoch [2][720/792] lr: 7.500e-03, eta: 2 days, 0:35:33, time: 0.997, data_time: 0.002, memory: 8335, top1_acc: 0.4661, top5_acc: 0.7573, loss_cls: 2.1297, loss: 2.1297, grad_norm: 5.9987, top1_acc/aux0: 0.5729, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.6090, loss/aux0: 1.6090 2020-10-18 18:28:58,567 - mmaction - INFO - Epoch [2][740/792] lr: 7.500e-03, eta: 2 days, 0:15:04, time: 1.085, data_time: 0.094, memory: 8335, top1_acc: 0.4807, top5_acc: 0.7417, loss_cls: 2.1619, loss: 2.1619, grad_norm: 5.8628, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5930, loss/aux0: 1.5930 2020-10-18 18:29:01,153 - mmaction - INFO - Epoch [2][740/792] lr: 7.500e-03, eta: 2 days, 0:34:46, time: 1.165, data_time: 0.096, memory: 8335, top1_acc: 0.4807, top5_acc: 0.7417, loss_cls: 2.1619, loss: 2.1619, grad_norm: 5.8121, top1_acc/aux0: 0.5891, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.6123, loss/aux0: 1.6123 2020-10-18 18:29:42,430 - mmaction - INFO - Epoch [2][760/792] lr: 7.500e-03, eta: 2 days, 0:14:41, time: 1.093, data_time: 0.027, memory: 8335, top1_acc: 0.4760, top5_acc: 0.7599, loss_cls: 2.0939, loss: 2.0939, grad_norm: 5.9879, top1_acc/aux0: 0.5901, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.5797, loss/aux0: 1.5797 2020-10-18 18:29:43,038 - mmaction - INFO - Epoch [2][760/792] lr: 7.500e-03, eta: 2 days, 0:32:21, time: 1.059, data_time: 0.029, memory: 8335, top1_acc: 0.4760, top5_acc: 0.7599, loss_cls: 2.0939, loss: 2.0939, grad_norm: 5.9680, top1_acc/aux0: 0.5943, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5676, loss/aux0: 1.5676 2020-10-18 18:30:27,869 - mmaction - INFO - Epoch [2][780/792] lr: 7.500e-03, eta: 2 days, 0:13:31, time: 1.152, data_time: 0.000, memory: 8335, top1_acc: 0.4740, top5_acc: 0.7391, loss_cls: 2.1074, loss: 2.1074, grad_norm: 5.8891, top1_acc/aux0: 0.5880, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.6223, loss/aux0: 1.6223 2020-10-18 18:30:28,504 - mmaction - INFO - Epoch [2][780/792] lr: 7.500e-03, eta: 2 days, 0:32:30, time: 1.153, data_time: 0.001, memory: 8335, top1_acc: 0.4740, top5_acc: 0.7391, loss_cls: 2.1074, loss: 2.1074, grad_norm: 5.9392, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8349, loss_cls/aux0: 1.6259, loss/aux0: 1.6259 2020-10-18 18:30:56,360 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-10-18 18:34:14,981 - mmaction - INFO - Epoch [3][20/792] lr: 7.500e-03, eta: 1 day, 23:51:16, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.5057, top5_acc: 0.7687, loss_cls: 2.0460, loss: 2.0460, grad_norm: 5.8242, top1_acc/aux0: 0.6014, top5_acc/aux0: 0.8498, loss_cls/aux0: 1.5641, loss/aux0: 1.5641 2020-10-18 18:34:15,573 - mmaction - INFO - Epoch [3][20/792] lr: 7.500e-03, eta: 2 days, 0:09:17, time: 1.118, data_time: 0.002, memory: 8335, top1_acc: 0.5057, top5_acc: 0.7687, loss_cls: 2.0460, loss: 2.0460, grad_norm: 5.8720, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.5820, loss/aux0: 1.5820 2020-10-18 18:34:55,998 - mmaction - INFO - Epoch [3][40/792] lr: 7.500e-03, eta: 1 day, 23:49:18, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.4943, top5_acc: 0.7646, loss_cls: 1.9958, loss: 1.9958, grad_norm: 5.7446, top1_acc/aux0: 0.5771, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.5922, loss/aux0: 1.5922 2020-10-18 18:34:56,578 - mmaction - INFO - Epoch [3][40/792] lr: 7.500e-03, eta: 2 days, 0:05:39, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.4943, top5_acc: 0.7646, loss_cls: 1.9958, loss: 1.9958, grad_norm: 5.7289, top1_acc/aux0: 0.5812, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.5750, loss/aux0: 1.5750 2020-10-18 18:35:39,227 - mmaction - INFO - Epoch [3][60/792] lr: 7.500e-03, eta: 1 day, 23:45:17, time: 0.984, data_time: 0.000, memory: 8335, top1_acc: 0.5214, top5_acc: 0.7703, loss_cls: 1.9405, loss: 1.9405, grad_norm: 5.8843, top1_acc/aux0: 0.6094, top5_acc/aux0: 0.8531, loss_cls/aux0: 1.5246, loss/aux0: 1.5246 2020-10-18 18:35:41,771 - mmaction - INFO - Epoch [3][60/792] lr: 7.500e-03, eta: 2 days, 0:02:16, time: 1.081, data_time: 0.002, memory: 8335, top1_acc: 0.5214, top5_acc: 0.7703, loss_cls: 1.9405, loss: 1.9405, grad_norm: 5.9008, top1_acc/aux0: 0.6063, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.5389, loss/aux0: 1.5389 2020-10-18 18:36:21,891 - mmaction - INFO - Epoch [3][80/792] lr: 7.500e-03, eta: 1 day, 23:42:12, time: 0.986, data_time: 0.000, memory: 8335, top1_acc: 0.5141, top5_acc: 0.7667, loss_cls: 1.9996, loss: 1.9996, grad_norm: 5.9031, top1_acc/aux0: 0.5865, top5_acc/aux0: 0.8370, loss_cls/aux0: 1.5925, loss/aux0: 1.5925 2020-10-18 18:36:24,871 - mmaction - INFO - Epoch [3][80/792] lr: 7.500e-03, eta: 1 day, 23:59:22, time: 1.105, data_time: 0.002, memory: 8335, top1_acc: 0.5141, top5_acc: 0.7667, loss_cls: 1.9996, loss: 1.9996, grad_norm: 5.8608, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5682, loss/aux0: 1.5682 2020-10-18 18:37:05,703 - mmaction - INFO - Epoch [3][100/792] lr: 7.500e-03, eta: 1 day, 23:40:39, time: 1.057, data_time: 0.059, memory: 8335, top1_acc: 0.5026, top5_acc: 0.7552, loss_cls: 2.0415, loss: 2.0415, grad_norm: 5.8707, top1_acc/aux0: 0.6031, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.5633, loss/aux0: 1.5633 2020-10-18 18:37:09,232 - mmaction - INFO - Epoch [3][100/792] lr: 7.500e-03, eta: 1 day, 23:58:26, time: 1.159, data_time: 0.061, memory: 8335, top1_acc: 0.5026, top5_acc: 0.7552, loss_cls: 2.0415, loss: 2.0415, grad_norm: 5.9053, top1_acc/aux0: 0.5979, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.5739, loss/aux0: 1.5739 2020-10-18 18:37:53,546 - mmaction - INFO - Epoch [3][120/792] lr: 7.500e-03, eta: 1 day, 23:41:29, time: 1.158, data_time: 0.099, memory: 8335, top1_acc: 0.5042, top5_acc: 0.7557, loss_cls: 2.0156, loss: 2.0156, grad_norm: 5.8013, top1_acc/aux0: 0.5932, top5_acc/aux0: 0.8375, loss_cls/aux0: 1.5578, loss/aux0: 1.5578 2020-10-18 18:37:54,144 - mmaction - INFO - Epoch [3][120/792] lr: 7.500e-03, eta: 1 day, 23:59:04, time: 1.160, data_time: 0.101, memory: 8335, top1_acc: 0.5042, top5_acc: 0.7557, loss_cls: 2.0156, loss: 2.0156, grad_norm: 5.8169, top1_acc/aux0: 0.5917, top5_acc/aux0: 0.8380, loss_cls/aux0: 1.5600, loss/aux0: 1.5600 2020-10-18 18:38:38,005 - mmaction - INFO - Epoch [3][140/792] lr: 7.500e-03, eta: 1 day, 23:42:16, time: 1.158, data_time: 0.001, memory: 8335, top1_acc: 0.4937, top5_acc: 0.7625, loss_cls: 2.1054, loss: 2.1054, grad_norm: 5.9266, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8464, loss_cls/aux0: 1.5649, loss/aux0: 1.5649 2020-10-18 18:38:40,306 - mmaction - INFO - Epoch [3][140/792] lr: 7.500e-03, eta: 1 day, 23:59:39, time: 1.160, data_time: 0.006, memory: 8335, top1_acc: 0.4937, top5_acc: 0.7625, loss_cls: 2.1054, loss: 2.1054, grad_norm: 5.9022, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.5613, loss/aux0: 1.5613 2020-10-18 18:39:20,570 - mmaction - INFO - Epoch [3][160/792] lr: 7.500e-03, eta: 1 day, 23:41:12, time: 1.035, data_time: 0.038, memory: 8335, top1_acc: 0.5130, top5_acc: 0.7672, loss_cls: 1.9767, loss: 1.9767, grad_norm: 5.6303, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.5398, loss/aux0: 1.5398 2020-10-18 18:39:21,819 - mmaction - INFO - Epoch [3][160/792] lr: 7.500e-03, eta: 1 day, 23:55:44, time: 0.981, data_time: 0.073, memory: 8335, top1_acc: 0.5130, top5_acc: 0.7672, loss_cls: 1.9767, loss: 1.9767, grad_norm: 5.6153, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.5423, loss/aux0: 1.5423 2020-10-18 18:40:07,655 - mmaction - INFO - Epoch [3][180/792] lr: 7.500e-03, eta: 1 day, 23:39:34, time: 1.173, data_time: 0.589, memory: 8335, top1_acc: 0.5062, top5_acc: 0.7849, loss_cls: 1.9567, loss: 1.9567, grad_norm: 5.9778, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.5507, loss/aux0: 1.5507 2020-10-18 18:40:11,246 - mmaction - INFO - Epoch [3][180/792] lr: 7.500e-03, eta: 1 day, 23:56:56, time: 1.187, data_time: 0.605, memory: 8335, top1_acc: 0.5062, top5_acc: 0.7849, loss_cls: 1.9567, loss: 1.9567, grad_norm: 5.9958, top1_acc/aux0: 0.6005, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.5516, loss/aux0: 1.5516 2020-10-18 18:40:54,529 - mmaction - INFO - Epoch [3][200/792] lr: 7.500e-03, eta: 1 day, 23:41:02, time: 1.182, data_time: 0.610, memory: 8335, top1_acc: 0.5135, top5_acc: 0.7682, loss_cls: 2.0016, loss: 2.0016, grad_norm: 5.8679, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.5144, loss/aux0: 1.5144 2020-10-18 18:40:57,595 - mmaction - INFO - Epoch [3][200/792] lr: 7.500e-03, eta: 1 day, 23:57:46, time: 1.156, data_time: 0.584, memory: 8335, top1_acc: 0.5135, top5_acc: 0.7682, loss_cls: 2.0016, loss: 2.0016, grad_norm: 5.8951, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.5058, loss/aux0: 1.5058 2020-10-18 18:41:37,339 - mmaction - INFO - Epoch [3][220/792] lr: 7.500e-03, eta: 1 day, 23:40:30, time: 1.075, data_time: 0.172, memory: 8335, top1_acc: 0.5031, top5_acc: 0.7698, loss_cls: 1.9781, loss: 1.9781, grad_norm: 5.7566, top1_acc/aux0: 0.6109, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.5493, loss/aux0: 1.5493 2020-10-18 18:41:37,939 - mmaction - INFO - Epoch [3][220/792] lr: 7.500e-03, eta: 1 day, 23:54:42, time: 0.993, data_time: 0.090, memory: 8335, top1_acc: 0.5031, top5_acc: 0.7698, loss_cls: 1.9781, loss: 1.9781, grad_norm: 5.7984, top1_acc/aux0: 0.6099, top5_acc/aux0: 0.8448, loss_cls/aux0: 1.5604, loss/aux0: 1.5604 2020-10-18 18:42:22,250 - mmaction - INFO - Epoch [3][240/792] lr: 7.500e-03, eta: 1 day, 23:39:05, time: 1.177, data_time: 0.000, memory: 8335, top1_acc: 0.5047, top5_acc: 0.7693, loss_cls: 1.9762, loss: 1.9762, grad_norm: 5.7188, top1_acc/aux0: 0.6052, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.5345, loss/aux0: 1.5345 2020-10-18 18:42:22,827 - mmaction - INFO - Epoch [3][240/792] lr: 7.500e-03, eta: 1 day, 23:54:05, time: 1.061, data_time: 0.003, memory: 8335, top1_acc: 0.5047, top5_acc: 0.7693, loss_cls: 1.9762, loss: 1.9762, grad_norm: 5.6835, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.5113, loss/aux0: 1.5113 2020-10-18 18:43:08,640 - mmaction - INFO - Epoch [3][260/792] lr: 7.500e-03, eta: 1 day, 23:38:08, time: 1.141, data_time: 0.000, memory: 8335, top1_acc: 0.4906, top5_acc: 0.7557, loss_cls: 2.0402, loss: 2.0402, grad_norm: 6.0160, top1_acc/aux0: 0.6125, top5_acc/aux0: 0.8469, loss_cls/aux0: 1.5165, loss/aux0: 1.5165 2020-10-18 18:43:09,241 - mmaction - INFO - Epoch [3][260/792] lr: 7.500e-03, eta: 1 day, 23:54:07, time: 1.144, data_time: 0.004, memory: 8335, top1_acc: 0.4906, top5_acc: 0.7557, loss_cls: 2.0402, loss: 2.0402, grad_norm: 6.0964, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8443, loss_cls/aux0: 1.5440, loss/aux0: 1.5440 2020-10-18 18:43:50,296 - mmaction - INFO - Epoch [3][280/792] lr: 7.500e-03, eta: 1 day, 23:37:20, time: 1.069, data_time: 0.007, memory: 8335, top1_acc: 0.4802, top5_acc: 0.7557, loss_cls: 2.0717, loss: 2.0717, grad_norm: 5.9447, top1_acc/aux0: 0.5969, top5_acc/aux0: 0.8458, loss_cls/aux0: 1.5641, loss/aux0: 1.5641 2020-10-18 18:43:53,225 - mmaction - INFO - Epoch [3][280/792] lr: 7.500e-03, eta: 1 day, 23:53:44, time: 1.187, data_time: 0.010, memory: 8335, top1_acc: 0.4802, top5_acc: 0.7557, loss_cls: 2.0717, loss: 2.0717, grad_norm: 5.9229, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8438, loss_cls/aux0: 1.5574, loss/aux0: 1.5574 2020-10-18 18:44:37,370 - mmaction - INFO - Epoch [3][300/792] lr: 7.500e-03, eta: 1 day, 23:38:39, time: 1.181, data_time: 0.000, memory: 8335, top1_acc: 0.4854, top5_acc: 0.7526, loss_cls: 2.1184, loss: 2.1184, grad_norm: 6.0172, top1_acc/aux0: 0.5990, top5_acc/aux0: 0.8323, loss_cls/aux0: 1.6137, loss/aux0: 1.6137 2020-10-18 18:44:38,061 - mmaction - INFO - Epoch [3][300/792] lr: 7.500e-03, eta: 1 day, 23:54:55, time: 1.188, data_time: 0.005, memory: 8335, top1_acc: 0.4854, top5_acc: 0.7526, loss_cls: 2.1184, loss: 2.1184, grad_norm: 6.0210, top1_acc/aux0: 0.5974, top5_acc/aux0: 0.8339, loss_cls/aux0: 1.6117, loss/aux0: 1.6117 2020-10-18 18:45:18,231 - mmaction - INFO - Epoch [3][320/792] lr: 7.500e-03, eta: 1 day, 23:38:09, time: 1.048, data_time: 0.011, memory: 8335, top1_acc: 0.5109, top5_acc: 0.7677, loss_cls: 2.0251, loss: 2.0251, grad_norm: 5.8810, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.5037, loss/aux0: 1.5037 2020-10-18 18:45:18,856 - mmaction - INFO - Epoch [3][320/792] lr: 7.500e-03, eta: 1 day, 23:52:21, time: 1.050, data_time: 0.015, memory: 8335, top1_acc: 0.5109, top5_acc: 0.7677, loss_cls: 2.0251, loss: 2.0251, grad_norm: 5.9027, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.4989, loss/aux0: 1.4989 2020-10-18 18:46:03,314 - mmaction - INFO - Epoch [3][340/792] lr: 7.500e-03, eta: 1 day, 23:36:30, time: 1.101, data_time: 0.048, memory: 8335, top1_acc: 0.5151, top5_acc: 0.7672, loss_cls: 1.9962, loss: 1.9962, grad_norm: 5.9513, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8359, loss_cls/aux0: 1.5923, loss/aux0: 1.5923 2020-10-18 18:46:03,924 - mmaction - INFO - Epoch [3][340/792] lr: 7.500e-03, eta: 1 day, 23:51:15, time: 1.102, data_time: 0.050, memory: 8335, top1_acc: 0.5151, top5_acc: 0.7672, loss_cls: 1.9962, loss: 1.9962, grad_norm: 5.8850, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8354, loss_cls/aux0: 1.5972, loss/aux0: 1.5972 2020-10-18 18:46:47,826 - mmaction - INFO - Epoch [3][360/792] lr: 7.500e-03, eta: 1 day, 23:37:00, time: 1.210, data_time: 0.169, memory: 8335, top1_acc: 0.4990, top5_acc: 0.7573, loss_cls: 2.0341, loss: 2.0341, grad_norm: 5.7953, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4870, loss/aux0: 1.4870 2020-10-18 18:46:48,414 - mmaction - INFO - Epoch [3][360/792] lr: 7.500e-03, eta: 1 day, 23:51:49, time: 1.118, data_time: 0.076, memory: 8335, top1_acc: 0.4990, top5_acc: 0.7573, loss_cls: 2.0341, loss: 2.0341, grad_norm: 5.8553, top1_acc/aux0: 0.6234, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4954, loss/aux0: 1.4954 2020-10-18 18:47:30,174 - mmaction - INFO - Epoch [3][380/792] lr: 7.500e-03, eta: 1 day, 23:35:57, time: 1.077, data_time: 0.470, memory: 8335, top1_acc: 0.4969, top5_acc: 0.7651, loss_cls: 2.0270, loss: 2.0270, grad_norm: 5.8741, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.4725, loss/aux0: 1.4725 2020-10-18 18:47:32,607 - mmaction - INFO - Epoch [3][380/792] lr: 7.500e-03, eta: 1 day, 23:50:05, time: 1.078, data_time: 0.473, memory: 8335, top1_acc: 0.4969, top5_acc: 0.7651, loss_cls: 2.0270, loss: 2.0270, grad_norm: 5.9121, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.4683, loss/aux0: 1.4683 2020-10-18 18:48:14,276 - mmaction - INFO - Epoch [3][400/792] lr: 7.500e-03, eta: 1 day, 23:35:11, time: 1.138, data_time: 0.382, memory: 8335, top1_acc: 0.4979, top5_acc: 0.7646, loss_cls: 2.0350, loss: 2.0350, grad_norm: 5.9507, top1_acc/aux0: 0.6026, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.5543, loss/aux0: 1.5543 2020-10-18 18:48:15,255 - mmaction - INFO - Epoch [3][400/792] lr: 7.500e-03, eta: 1 day, 23:48:47, time: 1.048, data_time: 0.274, memory: 8335, top1_acc: 0.4979, top5_acc: 0.7646, loss_cls: 2.0350, loss: 2.0350, grad_norm: 5.9086, top1_acc/aux0: 0.6089, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.5376, loss/aux0: 1.5376 2020-10-18 18:48:59,154 - mmaction - INFO - Epoch [3][420/792] lr: 7.500e-03, eta: 1 day, 23:33:26, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.5151, top5_acc: 0.7792, loss_cls: 1.9574, loss: 1.9574, grad_norm: 5.8811, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.5065, loss/aux0: 1.5065 2020-10-18 18:48:59,779 - mmaction - INFO - Epoch [3][420/792] lr: 7.500e-03, eta: 1 day, 23:47:30, time: 1.095, data_time: 0.003, memory: 8335, top1_acc: 0.5151, top5_acc: 0.7792, loss_cls: 1.9574, loss: 1.9574, grad_norm: 5.8965, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.5061, loss/aux0: 1.5061 2020-10-18 18:49:42,472 - mmaction - INFO - Epoch [3][440/792] lr: 7.500e-03, eta: 1 day, 23:33:02, time: 1.149, data_time: 0.376, memory: 8335, top1_acc: 0.5177, top5_acc: 0.7708, loss_cls: 1.9866, loss: 1.9866, grad_norm: 5.8291, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.5090, loss/aux0: 1.5090 2020-10-18 18:49:43,979 - mmaction - INFO - Epoch [3][440/792] lr: 7.500e-03, eta: 1 day, 23:47:04, time: 1.104, data_time: 0.336, memory: 8335, top1_acc: 0.5177, top5_acc: 0.7708, loss_cls: 1.9866, loss: 1.9866, grad_norm: 5.7992, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.5183, loss/aux0: 1.5183 2020-10-18 18:50:25,757 - mmaction - INFO - Epoch [3][460/792] lr: 7.500e-03, eta: 1 day, 23:31:39, time: 1.064, data_time: 0.140, memory: 8335, top1_acc: 0.4948, top5_acc: 0.7740, loss_cls: 1.9869, loss: 1.9869, grad_norm: 5.7985, top1_acc/aux0: 0.6036, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.5159, loss/aux0: 1.5159 2020-10-18 18:50:28,626 - mmaction - INFO - Epoch [3][460/792] lr: 7.500e-03, eta: 1 day, 23:46:29, time: 1.179, data_time: 0.142, memory: 8335, top1_acc: 0.4948, top5_acc: 0.7740, loss_cls: 1.9869, loss: 1.9869, grad_norm: 5.8194, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.5295, loss/aux0: 1.5295 2020-10-18 18:51:09,279 - mmaction - INFO - Epoch [3][480/792] lr: 7.500e-03, eta: 1 day, 23:31:29, time: 1.084, data_time: 0.016, memory: 8335, top1_acc: 0.5052, top5_acc: 0.7635, loss_cls: 2.0259, loss: 2.0259, grad_norm: 6.0064, top1_acc/aux0: 0.6000, top5_acc/aux0: 0.8432, loss_cls/aux0: 1.5638, loss/aux0: 1.5638 2020-10-18 18:51:11,690 - mmaction - INFO - Epoch [3][480/792] lr: 7.500e-03, eta: 1 day, 23:45:16, time: 1.106, data_time: 0.018, memory: 8335, top1_acc: 0.5052, top5_acc: 0.7635, loss_cls: 2.0259, loss: 2.0259, grad_norm: 5.9288, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.5334, loss/aux0: 1.5334 2020-10-18 18:51:52,116 - mmaction - INFO - Epoch [3][500/792] lr: 7.500e-03, eta: 1 day, 23:29:28, time: 1.008, data_time: 0.014, memory: 8335, top1_acc: 0.5161, top5_acc: 0.7599, loss_cls: 1.9912, loss: 1.9912, grad_norm: 5.6668, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4551, loss/aux0: 1.4551 2020-10-18 18:51:54,585 - mmaction - INFO - Epoch [3][500/792] lr: 7.500e-03, eta: 1 day, 23:42:31, time: 1.059, data_time: 0.016, memory: 8335, top1_acc: 0.5161, top5_acc: 0.7599, loss_cls: 1.9912, loss: 1.9912, grad_norm: 5.6806, top1_acc/aux0: 0.6182, top5_acc/aux0: 0.8500, loss_cls/aux0: 1.4664, loss/aux0: 1.4664 2020-10-18 18:52:38,976 - mmaction - INFO - Epoch [3][520/792] lr: 7.500e-03, eta: 1 day, 23:28:43, time: 1.157, data_time: 0.000, memory: 8335, top1_acc: 0.5146, top5_acc: 0.7656, loss_cls: 1.9314, loss: 1.9314, grad_norm: 5.6574, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.4087, loss/aux0: 1.4087 2020-10-18 18:52:41,446 - mmaction - INFO - Epoch [3][520/792] lr: 7.500e-03, eta: 1 day, 23:42:29, time: 1.128, data_time: 0.003, memory: 8335, top1_acc: 0.5146, top5_acc: 0.7656, loss_cls: 1.9314, loss: 1.9314, grad_norm: 5.6565, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.4211, loss/aux0: 1.4211 2020-10-18 18:53:24,889 - mmaction - INFO - Epoch [3][540/792] lr: 7.500e-03, eta: 1 day, 23:28:09, time: 1.104, data_time: 0.000, memory: 8335, top1_acc: 0.4995, top5_acc: 0.7526, loss_cls: 2.0453, loss: 2.0453, grad_norm: 5.7449, top1_acc/aux0: 0.6156, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4582, loss/aux0: 1.4582 2020-10-18 18:53:27,267 - mmaction - INFO - Epoch [3][540/792] lr: 7.500e-03, eta: 1 day, 23:41:03, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.4995, top5_acc: 0.7526, loss_cls: 2.0453, loss: 2.0453, grad_norm: 5.7522, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4392, loss/aux0: 1.4392 2020-10-18 18:54:09,418 - mmaction - INFO - Epoch [3][560/792] lr: 7.500e-03, eta: 1 day, 23:27:13, time: 1.135, data_time: 0.000, memory: 8335, top1_acc: 0.4922, top5_acc: 0.7594, loss_cls: 2.0510, loss: 2.0510, grad_norm: 5.7903, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4818, loss/aux0: 1.4818 2020-10-18 18:54:12,090 - mmaction - INFO - Epoch [3][560/792] lr: 7.500e-03, eta: 1 day, 23:41:26, time: 1.187, data_time: 0.008, memory: 8335, top1_acc: 0.4922, top5_acc: 0.7594, loss_cls: 2.0510, loss: 2.0510, grad_norm: 5.8295, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.5004, loss/aux0: 1.5004 2020-10-18 18:54:52,836 - mmaction - INFO - Epoch [3][580/792] lr: 7.500e-03, eta: 1 day, 23:25:46, time: 0.970, data_time: 0.000, memory: 8335, top1_acc: 0.5089, top5_acc: 0.7641, loss_cls: 2.0036, loss: 2.0036, grad_norm: 5.9566, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4818, loss/aux0: 1.4818 2020-10-18 18:54:55,190 - mmaction - INFO - Epoch [3][580/792] lr: 7.500e-03, eta: 1 day, 23:37:23, time: 0.979, data_time: 0.001, memory: 8335, top1_acc: 0.5089, top5_acc: 0.7641, loss_cls: 2.0036, loss: 2.0036, grad_norm: 5.9604, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.4772, loss/aux0: 1.4772 2020-10-18 18:55:36,432 - mmaction - INFO - Epoch [3][600/792] lr: 7.500e-03, eta: 1 day, 23:23:46, time: 1.130, data_time: 0.000, memory: 8335, top1_acc: 0.4849, top5_acc: 0.7505, loss_cls: 2.0954, loss: 2.0954, grad_norm: 5.9121, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.4697, loss/aux0: 1.4697 2020-10-18 18:55:38,897 - mmaction - INFO - Epoch [3][600/792] lr: 7.500e-03, eta: 1 day, 23:36:59, time: 1.124, data_time: 0.003, memory: 8335, top1_acc: 0.4849, top5_acc: 0.7505, loss_cls: 2.0954, loss: 2.0954, grad_norm: 5.9171, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.4597, loss/aux0: 1.4597 2020-10-18 18:56:21,620 - mmaction - INFO - Epoch [3][620/792] lr: 7.500e-03, eta: 1 day, 23:23:19, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.5031, top5_acc: 0.7604, loss_cls: 2.0307, loss: 2.0307, grad_norm: 5.9283, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.4786, loss/aux0: 1.4786 2020-10-18 18:56:22,218 - mmaction - INFO - Epoch [3][620/792] lr: 7.500e-03, eta: 1 day, 23:34:57, time: 0.999, data_time: 0.004, memory: 8335, top1_acc: 0.5031, top5_acc: 0.7604, loss_cls: 2.0307, loss: 2.0307, grad_norm: 5.9270, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.4680, loss/aux0: 1.4680 2020-10-18 18:57:06,168 - mmaction - INFO - Epoch [3][640/792] lr: 7.500e-03, eta: 1 day, 23:21:26, time: 1.117, data_time: 0.342, memory: 8335, top1_acc: 0.4953, top5_acc: 0.7688, loss_cls: 1.9958, loss: 1.9958, grad_norm: 5.8536, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4749, loss/aux0: 1.4749 2020-10-18 18:57:06,764 - mmaction - INFO - Epoch [3][640/792] lr: 7.500e-03, eta: 1 day, 23:34:19, time: 1.117, data_time: 0.344, memory: 8335, top1_acc: 0.4953, top5_acc: 0.7688, loss_cls: 1.9958, loss: 1.9958, grad_norm: 5.8440, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8490, loss_cls/aux0: 1.4841, loss/aux0: 1.4841 2020-10-18 18:57:47,158 - mmaction - INFO - Epoch [3][660/792] lr: 7.500e-03, eta: 1 day, 23:19:47, time: 1.018, data_time: 0.174, memory: 8335, top1_acc: 0.5052, top5_acc: 0.7547, loss_cls: 2.0448, loss: 2.0448, grad_norm: 5.8673, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8578, loss_cls/aux0: 1.4659, loss/aux0: 1.4659 2020-10-18 18:57:49,827 - mmaction - INFO - Epoch [3][660/792] lr: 7.500e-03, eta: 1 day, 23:32:37, time: 1.124, data_time: 0.279, memory: 8335, top1_acc: 0.5052, top5_acc: 0.7547, loss_cls: 2.0448, loss: 2.0448, grad_norm: 5.8525, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.4533, loss/aux0: 1.4533 2020-10-18 18:58:31,895 - mmaction - INFO - Epoch [3][680/792] lr: 7.500e-03, eta: 1 day, 23:19:45, time: 1.153, data_time: 0.106, memory: 8335, top1_acc: 0.4917, top5_acc: 0.7693, loss_cls: 1.9838, loss: 1.9838, grad_norm: 6.0487, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8620, loss_cls/aux0: 1.4958, loss/aux0: 1.4958 2020-10-18 18:58:33,243 - mmaction - INFO - Epoch [3][680/792] lr: 7.500e-03, eta: 1 day, 23:31:59, time: 1.080, data_time: 0.039, memory: 8335, top1_acc: 0.4917, top5_acc: 0.7693, loss_cls: 1.9838, loss: 1.9838, grad_norm: 6.0476, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.5090, loss/aux0: 1.5090 2020-10-18 18:59:14,283 - mmaction - INFO - Epoch [3][700/792] lr: 7.500e-03, eta: 1 day, 23:18:27, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.5083, top5_acc: 0.7635, loss_cls: 2.0534, loss: 2.0534, grad_norm: 6.0121, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.4596, loss/aux0: 1.4596 2020-10-18 18:59:14,894 - mmaction - INFO - Epoch [3][700/792] lr: 7.500e-03, eta: 1 day, 23:30:30, time: 1.074, data_time: 0.003, memory: 8335, top1_acc: 0.5083, top5_acc: 0.7635, loss_cls: 2.0534, loss: 2.0534, grad_norm: 6.0257, top1_acc/aux0: 0.6135, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4702, loss/aux0: 1.4702 2020-10-18 18:59:58,694 - mmaction - INFO - Epoch [3][720/792] lr: 7.500e-03, eta: 1 day, 23:18:10, time: 1.181, data_time: 0.000, memory: 8335, top1_acc: 0.5219, top5_acc: 0.7786, loss_cls: 2.0019, loss: 2.0019, grad_norm: 6.1134, top1_acc/aux0: 0.6068, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.5021, loss/aux0: 1.5021 2020-10-18 18:59:59,293 - mmaction - INFO - Epoch [3][720/792] lr: 7.500e-03, eta: 1 day, 23:30:39, time: 1.122, data_time: 0.003, memory: 8335, top1_acc: 0.5219, top5_acc: 0.7786, loss_cls: 2.0019, loss: 2.0019, grad_norm: 6.0719, top1_acc/aux0: 0.6062, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.4969, loss/aux0: 1.4969 2020-10-18 19:00:44,056 - mmaction - INFO - Epoch [3][740/792] lr: 7.500e-03, eta: 1 day, 23:17:34, time: 1.105, data_time: 0.000, memory: 8335, top1_acc: 0.5172, top5_acc: 0.7771, loss_cls: 1.9777, loss: 1.9777, grad_norm: 5.7566, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8562, loss_cls/aux0: 1.4971, loss/aux0: 1.4971 2020-10-18 19:00:44,673 - mmaction - INFO - Epoch [3][740/792] lr: 7.500e-03, eta: 1 day, 23:29:47, time: 1.107, data_time: 0.002, memory: 8335, top1_acc: 0.5172, top5_acc: 0.7771, loss_cls: 1.9777, loss: 1.9777, grad_norm: 5.7629, top1_acc/aux0: 0.6344, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.4958, loss/aux0: 1.4958 2020-10-18 19:01:26,774 - mmaction - INFO - Epoch [3][760/792] lr: 7.500e-03, eta: 1 day, 23:16:47, time: 1.103, data_time: 0.000, memory: 8335, top1_acc: 0.5042, top5_acc: 0.7714, loss_cls: 1.9545, loss: 1.9545, grad_norm: 5.9970, top1_acc/aux0: 0.6083, top5_acc/aux0: 0.8495, loss_cls/aux0: 1.5334, loss/aux0: 1.5334 2020-10-18 19:01:27,383 - mmaction - INFO - Epoch [3][760/792] lr: 7.500e-03, eta: 1 day, 23:28:51, time: 1.105, data_time: 0.004, memory: 8335, top1_acc: 0.5042, top5_acc: 0.7714, loss_cls: 1.9545, loss: 1.9545, grad_norm: 5.9656, top1_acc/aux0: 0.6016, top5_acc/aux0: 0.8453, loss_cls/aux0: 1.5543, loss/aux0: 1.5543 2020-10-18 19:02:08,780 - mmaction - INFO - Epoch [3][780/792] lr: 7.500e-03, eta: 1 day, 23:15:38, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.5161, top5_acc: 0.7599, loss_cls: 2.0057, loss: 2.0057, grad_norm: 5.8532, top1_acc/aux0: 0.6146, top5_acc/aux0: 0.8505, loss_cls/aux0: 1.4666, loss/aux0: 1.4666 2020-10-18 19:02:09,379 - mmaction - INFO - Epoch [3][780/792] lr: 7.500e-03, eta: 1 day, 23:27:16, time: 1.075, data_time: 0.003, memory: 8335, top1_acc: 0.5161, top5_acc: 0.7599, loss_cls: 2.0057, loss: 2.0057, grad_norm: 5.8558, top1_acc/aux0: 0.6188, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4497, loss/aux0: 1.4497 2020-10-18 19:02:36,403 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-10-18 19:05:33,486 - mmaction - INFO - Epoch [4][20/792] lr: 7.500e-03, eta: 1 day, 22:59:01, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.5187, top5_acc: 0.7865, loss_cls: 1.9054, loss: 1.9054, grad_norm: 5.6192, top1_acc/aux0: 0.6190, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4795, loss/aux0: 1.4795 2020-10-18 19:05:34,097 - mmaction - INFO - Epoch [4][20/792] lr: 7.500e-03, eta: 1 day, 23:09:59, time: 1.026, data_time: 0.002, memory: 8335, top1_acc: 0.5187, top5_acc: 0.7865, loss_cls: 1.9054, loss: 1.9054, grad_norm: 5.5597, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8552, loss_cls/aux0: 1.4740, loss/aux0: 1.4740 2020-10-18 19:06:17,404 - mmaction - INFO - Epoch [4][40/792] lr: 7.500e-03, eta: 1 day, 22:57:37, time: 1.114, data_time: 0.000, memory: 8335, top1_acc: 0.5250, top5_acc: 0.7734, loss_cls: 1.9218, loss: 1.9218, grad_norm: 5.8455, top1_acc/aux0: 0.6177, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4698, loss/aux0: 1.4698 2020-10-18 19:06:18,025 - mmaction - INFO - Epoch [4][40/792] lr: 7.500e-03, eta: 1 day, 23:09:27, time: 1.116, data_time: 0.003, memory: 8335, top1_acc: 0.5250, top5_acc: 0.7734, loss_cls: 1.9218, loss: 1.9218, grad_norm: 5.8575, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4780, loss/aux0: 1.4780 2020-10-18 19:07:01,221 - mmaction - INFO - Epoch [4][60/792] lr: 7.500e-03, eta: 1 day, 22:57:20, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.5130, top5_acc: 0.7844, loss_cls: 1.9342, loss: 1.9342, grad_norm: 5.8471, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.3928, loss/aux0: 1.3928 2020-10-18 19:07:01,835 - mmaction - INFO - Epoch [4][60/792] lr: 7.500e-03, eta: 1 day, 23:08:57, time: 1.106, data_time: 0.003, memory: 8335, top1_acc: 0.5130, top5_acc: 0.7844, loss_cls: 1.9342, loss: 1.9342, grad_norm: 5.8662, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.3827, loss/aux0: 1.3827 2020-10-18 19:07:44,159 - mmaction - INFO - Epoch [4][80/792] lr: 7.500e-03, eta: 1 day, 22:55:46, time: 1.016, data_time: 0.000, memory: 8335, top1_acc: 0.5281, top5_acc: 0.7745, loss_cls: 1.9775, loss: 1.9775, grad_norm: 5.8580, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.4187, loss/aux0: 1.4187 2020-10-18 19:07:44,779 - mmaction - INFO - Epoch [4][80/792] lr: 7.500e-03, eta: 1 day, 23:06:22, time: 1.019, data_time: 0.003, memory: 8335, top1_acc: 0.5281, top5_acc: 0.7745, loss_cls: 1.9775, loss: 1.9775, grad_norm: 5.8722, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.4280, loss/aux0: 1.4280 2020-10-18 19:08:29,751 - mmaction - INFO - Epoch [4][100/792] lr: 7.500e-03, eta: 1 day, 22:53:48, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.5490, top5_acc: 0.7885, loss_cls: 1.8520, loss: 1.8520, grad_norm: 5.8170, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8583, loss_cls/aux0: 1.4183, loss/aux0: 1.4183 2020-10-18 19:08:30,380 - mmaction - INFO - Epoch [4][100/792] lr: 7.500e-03, eta: 1 day, 23:04:49, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.5490, top5_acc: 0.7885, loss_cls: 1.8520, loss: 1.8520, grad_norm: 5.7573, top1_acc/aux0: 0.6354, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4139, loss/aux0: 1.4139 2020-10-18 19:09:11,382 - mmaction - INFO - Epoch [4][120/792] lr: 7.500e-03, eta: 1 day, 22:52:20, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.5203, top5_acc: 0.7724, loss_cls: 1.9337, loss: 1.9337, grad_norm: 5.9393, top1_acc/aux0: 0.6073, top5_acc/aux0: 0.8406, loss_cls/aux0: 1.5470, loss/aux0: 1.5470 2020-10-18 19:09:14,502 - mmaction - INFO - Epoch [4][120/792] lr: 7.500e-03, eta: 1 day, 23:03:46, time: 1.115, data_time: 0.001, memory: 8335, top1_acc: 0.5203, top5_acc: 0.7724, loss_cls: 1.9337, loss: 1.9337, grad_norm: 5.9326, top1_acc/aux0: 0.6057, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.5449, loss/aux0: 1.5449 2020-10-18 19:09:55,911 - mmaction - INFO - Epoch [4][140/792] lr: 7.500e-03, eta: 1 day, 22:51:16, time: 1.051, data_time: 0.015, memory: 8335, top1_acc: 0.5234, top5_acc: 0.7708, loss_cls: 1.9479, loss: 1.9479, grad_norm: 5.9357, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8547, loss_cls/aux0: 1.4903, loss/aux0: 1.4903 2020-10-18 19:09:57,068 - mmaction - INFO - Epoch [4][140/792] lr: 7.500e-03, eta: 1 day, 23:01:28, time: 1.004, data_time: 0.018, memory: 8335, top1_acc: 0.5234, top5_acc: 0.7708, loss_cls: 1.9479, loss: 1.9479, grad_norm: 5.9401, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4943, loss/aux0: 1.4943 2020-10-18 19:10:38,838 - mmaction - INFO - Epoch [4][160/792] lr: 7.500e-03, eta: 1 day, 22:49:18, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.5151, top5_acc: 0.7812, loss_cls: 1.9590, loss: 1.9590, grad_norm: 5.9597, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.4073, loss/aux0: 1.4073 2020-10-18 19:10:39,441 - mmaction - INFO - Epoch [4][160/792] lr: 7.500e-03, eta: 1 day, 22:59:57, time: 1.057, data_time: 0.003, memory: 8335, top1_acc: 0.5151, top5_acc: 0.7812, loss_cls: 1.9590, loss: 1.9590, grad_norm: 5.9684, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.4072, loss/aux0: 1.4072 2020-10-18 19:11:21,027 - mmaction - INFO - Epoch [4][180/792] lr: 7.500e-03, eta: 1 day, 22:48:03, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.5156, top5_acc: 0.7766, loss_cls: 2.0129, loss: 2.0129, grad_norm: 5.8664, top1_acc/aux0: 0.6167, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4946, loss/aux0: 1.4946 2020-10-18 19:11:21,656 - mmaction - INFO - Epoch [4][180/792] lr: 7.500e-03, eta: 1 day, 22:58:19, time: 1.027, data_time: 0.004, memory: 8335, top1_acc: 0.5156, top5_acc: 0.7766, loss_cls: 2.0129, loss: 2.0129, grad_norm: 5.9108, top1_acc/aux0: 0.6188, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.4915, loss/aux0: 1.4915 2020-10-18 19:12:02,899 - mmaction - INFO - Epoch [4][200/792] lr: 7.500e-03, eta: 1 day, 22:46:14, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.5339, top5_acc: 0.7891, loss_cls: 1.8615, loss: 1.8615, grad_norm: 5.9492, top1_acc/aux0: 0.6365, top5_acc/aux0: 0.8474, loss_cls/aux0: 1.4623, loss/aux0: 1.4623 2020-10-18 19:12:03,494 - mmaction - INFO - Epoch [4][200/792] lr: 7.500e-03, eta: 1 day, 22:56:24, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.5339, top5_acc: 0.7891, loss_cls: 1.8615, loss: 1.8615, grad_norm: 5.9069, top1_acc/aux0: 0.6406, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4584, loss/aux0: 1.4584 2020-10-18 19:12:46,722 - mmaction - INFO - Epoch [4][220/792] lr: 7.500e-03, eta: 1 day, 22:45:07, time: 1.134, data_time: 0.114, memory: 8335, top1_acc: 0.5156, top5_acc: 0.7703, loss_cls: 1.9283, loss: 1.9283, grad_norm: 6.0727, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.4230, loss/aux0: 1.4230 2020-10-18 19:12:47,326 - mmaction - INFO - Epoch [4][220/792] lr: 7.500e-03, eta: 1 day, 22:56:19, time: 1.139, data_time: 0.118, memory: 8335, top1_acc: 0.5156, top5_acc: 0.7703, loss_cls: 1.9283, loss: 1.9283, grad_norm: 6.0429, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.4187, loss/aux0: 1.4187 2020-10-18 19:13:26,439 - mmaction - INFO - Epoch [4][240/792] lr: 7.500e-03, eta: 1 day, 22:43:36, time: 0.977, data_time: 0.009, memory: 8335, top1_acc: 0.5292, top5_acc: 0.7781, loss_cls: 1.9109, loss: 1.9109, grad_norm: 5.8059, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.4083, loss/aux0: 1.4083 2020-10-18 19:13:28,178 - mmaction - INFO - Epoch [4][240/792] lr: 7.500e-03, eta: 1 day, 22:53:01, time: 0.966, data_time: 0.012, memory: 8335, top1_acc: 0.5292, top5_acc: 0.7781, loss_cls: 1.9109, loss: 1.9109, grad_norm: 5.7504, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.4110, loss/aux0: 1.4110 2020-10-18 19:14:08,804 - mmaction - INFO - Epoch [4][260/792] lr: 7.500e-03, eta: 1 day, 22:41:15, time: 1.063, data_time: 0.135, memory: 8335, top1_acc: 0.5354, top5_acc: 0.7776, loss_cls: 1.8972, loss: 1.8972, grad_norm: 5.8424, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.4078, loss/aux0: 1.4078 2020-10-18 19:14:12,107 - mmaction - INFO - Epoch [4][260/792] lr: 7.500e-03, eta: 1 day, 22:52:01, time: 1.113, data_time: 0.272, memory: 8335, top1_acc: 0.5354, top5_acc: 0.7776, loss_cls: 1.8972, loss: 1.8972, grad_norm: 5.8205, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.4199, loss/aux0: 1.4199 2020-10-18 19:14:50,502 - mmaction - INFO - Epoch [4][280/792] lr: 7.500e-03, eta: 1 day, 22:39:37, time: 0.989, data_time: 0.411, memory: 8335, top1_acc: 0.5255, top5_acc: 0.7828, loss_cls: 1.8998, loss: 1.8998, grad_norm: 5.9133, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3765, loss/aux0: 1.3765 2020-10-18 19:14:53,041 - mmaction - INFO - Epoch [4][280/792] lr: 7.500e-03, eta: 1 day, 22:49:33, time: 1.034, data_time: 0.454, memory: 8335, top1_acc: 0.5255, top5_acc: 0.7828, loss_cls: 1.8998, loss: 1.8998, grad_norm: 5.9153, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3683, loss/aux0: 1.3683 2020-10-18 19:15:34,759 - mmaction - INFO - Epoch [4][300/792] lr: 7.500e-03, eta: 1 day, 22:38:02, time: 1.071, data_time: 0.463, memory: 8335, top1_acc: 0.5177, top5_acc: 0.7745, loss_cls: 1.9390, loss: 1.9390, grad_norm: 6.0135, top1_acc/aux0: 0.6214, top5_acc/aux0: 0.8526, loss_cls/aux0: 1.4731, loss/aux0: 1.4731 2020-10-18 19:15:35,361 - mmaction - INFO - Epoch [4][300/792] lr: 7.500e-03, eta: 1 day, 22:47:24, time: 0.983, data_time: 0.411, memory: 8335, top1_acc: 0.5177, top5_acc: 0.7745, loss_cls: 1.9390, loss: 1.9390, grad_norm: 6.0555, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8510, loss_cls/aux0: 1.4911, loss/aux0: 1.4911 2020-10-18 19:16:19,101 - mmaction - INFO - Epoch [4][320/792] lr: 7.500e-03, eta: 1 day, 22:36:22, time: 1.112, data_time: 0.522, memory: 8335, top1_acc: 0.5302, top5_acc: 0.7906, loss_cls: 1.8880, loss: 1.8880, grad_norm: 5.7396, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8411, loss_cls/aux0: 1.4933, loss/aux0: 1.4933 2020-10-18 19:16:19,700 - mmaction - INFO - Epoch [4][320/792] lr: 7.500e-03, eta: 1 day, 22:46:45, time: 1.098, data_time: 0.508, memory: 8335, top1_acc: 0.5302, top5_acc: 0.7906, loss_cls: 1.8880, loss: 1.8880, grad_norm: 5.7393, top1_acc/aux0: 0.6208, top5_acc/aux0: 0.8427, loss_cls/aux0: 1.4764, loss/aux0: 1.4764 2020-10-18 19:17:01,954 - mmaction - INFO - Epoch [4][340/792] lr: 7.500e-03, eta: 1 day, 22:35:59, time: 1.133, data_time: 0.522, memory: 8335, top1_acc: 0.5208, top5_acc: 0.7688, loss_cls: 1.9336, loss: 1.9336, grad_norm: 5.8133, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.4367, loss/aux0: 1.4367 2020-10-18 19:17:02,565 - mmaction - INFO - Epoch [4][340/792] lr: 7.500e-03, eta: 1 day, 22:46:19, time: 1.101, data_time: 0.525, memory: 8335, top1_acc: 0.5208, top5_acc: 0.7688, loss_cls: 1.9336, loss: 1.9336, grad_norm: 5.7925, top1_acc/aux0: 0.6219, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.4265, loss/aux0: 1.4265 2020-10-18 19:17:45,519 - mmaction - INFO - Epoch [4][360/792] lr: 7.500e-03, eta: 1 day, 22:35:46, time: 1.147, data_time: 0.565, memory: 8335, top1_acc: 0.5198, top5_acc: 0.7703, loss_cls: 1.9743, loss: 1.9743, grad_norm: 5.9529, top1_acc/aux0: 0.6281, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.4275, loss/aux0: 1.4275 2020-10-18 19:17:48,221 - mmaction - INFO - Epoch [4][360/792] lr: 7.500e-03, eta: 1 day, 22:46:12, time: 1.120, data_time: 0.544, memory: 8335, top1_acc: 0.5198, top5_acc: 0.7703, loss_cls: 1.9743, loss: 1.9743, grad_norm: 5.9297, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.4407, loss/aux0: 1.4407 2020-10-18 19:18:26,580 - mmaction - INFO - Epoch [4][380/792] lr: 7.500e-03, eta: 1 day, 22:35:13, time: 1.094, data_time: 0.473, memory: 8335, top1_acc: 0.5318, top5_acc: 0.7849, loss_cls: 1.8964, loss: 1.8964, grad_norm: 5.6506, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.4406, loss/aux0: 1.4406 2020-10-18 19:18:27,168 - mmaction - INFO - Epoch [4][380/792] lr: 7.500e-03, eta: 1 day, 22:45:21, time: 1.095, data_time: 0.475, memory: 8335, top1_acc: 0.5318, top5_acc: 0.7849, loss_cls: 1.8964, loss: 1.8964, grad_norm: 5.6693, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.4352, loss/aux0: 1.4352 2020-10-18 19:19:07,928 - mmaction - INFO - Epoch [4][400/792] lr: 7.500e-03, eta: 1 day, 22:34:12, time: 1.067, data_time: 0.008, memory: 8335, top1_acc: 0.5380, top5_acc: 0.7802, loss_cls: 1.9244, loss: 1.9244, grad_norm: 5.8594, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.3902, loss/aux0: 1.3902 2020-10-18 19:19:10,955 - mmaction - INFO - Epoch [4][400/792] lr: 7.500e-03, eta: 1 day, 22:44:20, time: 1.104, data_time: 0.009, memory: 8335, top1_acc: 0.5380, top5_acc: 0.7802, loss_cls: 1.9244, loss: 1.9244, grad_norm: 5.9069, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.3987, loss/aux0: 1.3987 2020-10-18 19:19:50,463 - mmaction - INFO - Epoch [4][420/792] lr: 7.500e-03, eta: 1 day, 22:32:50, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.5276, top5_acc: 0.7818, loss_cls: 1.9314, loss: 1.9314, grad_norm: 5.8428, top1_acc/aux0: 0.6359, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.4412, loss/aux0: 1.4412 2020-10-18 19:19:52,502 - mmaction - INFO - Epoch [4][420/792] lr: 7.500e-03, eta: 1 day, 22:42:24, time: 1.052, data_time: 0.003, memory: 8335, top1_acc: 0.5276, top5_acc: 0.7818, loss_cls: 1.9314, loss: 1.9314, grad_norm: 5.8494, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.4370, loss/aux0: 1.4370 2020-10-18 19:20:31,936 - mmaction - INFO - Epoch [4][440/792] lr: 7.500e-03, eta: 1 day, 22:31:46, time: 1.105, data_time: 0.000, memory: 8335, top1_acc: 0.5271, top5_acc: 0.7703, loss_cls: 1.9328, loss: 1.9328, grad_norm: 5.8702, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.4690, loss/aux0: 1.4690 2020-10-18 19:20:33,303 - mmaction - INFO - Epoch [4][440/792] lr: 7.500e-03, eta: 1 day, 22:41:14, time: 1.048, data_time: 0.002, memory: 8335, top1_acc: 0.5271, top5_acc: 0.7703, loss_cls: 1.9328, loss: 1.9328, grad_norm: 5.9188, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8563, loss_cls/aux0: 1.4810, loss/aux0: 1.4810 2020-10-18 19:21:16,595 - mmaction - INFO - Epoch [4][460/792] lr: 7.500e-03, eta: 1 day, 22:30:57, time: 1.136, data_time: 0.000, memory: 8335, top1_acc: 0.5391, top5_acc: 0.7776, loss_cls: 1.8950, loss: 1.8950, grad_norm: 5.8943, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.4058, loss/aux0: 1.4058 2020-10-18 19:21:18,156 - mmaction - INFO - Epoch [4][460/792] lr: 7.500e-03, eta: 1 day, 22:40:20, time: 1.045, data_time: 0.002, memory: 8335, top1_acc: 0.5391, top5_acc: 0.7776, loss_cls: 1.8950, loss: 1.8950, grad_norm: 5.8911, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.3963, loss/aux0: 1.3963 2020-10-18 19:21:58,515 - mmaction - INFO - Epoch [4][480/792] lr: 7.500e-03, eta: 1 day, 22:29:01, time: 1.014, data_time: 0.000, memory: 8335, top1_acc: 0.5156, top5_acc: 0.7760, loss_cls: 1.9467, loss: 1.9467, grad_norm: 5.8107, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.3651, loss/aux0: 1.3651 2020-10-18 19:22:00,933 - mmaction - INFO - Epoch [4][480/792] lr: 7.500e-03, eta: 1 day, 22:38:53, time: 1.107, data_time: 0.002, memory: 8335, top1_acc: 0.5156, top5_acc: 0.7760, loss_cls: 1.9467, loss: 1.9467, grad_norm: 5.8531, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.3638, loss/aux0: 1.3638 2020-10-18 19:22:40,291 - mmaction - INFO - Epoch [4][500/792] lr: 7.500e-03, eta: 1 day, 22:27:59, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.5172, top5_acc: 0.7875, loss_cls: 1.9282, loss: 1.9282, grad_norm: 5.9828, top1_acc/aux0: 0.6255, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.4243, loss/aux0: 1.4243 2020-10-18 19:22:43,495 - mmaction - INFO - Epoch [4][500/792] lr: 7.500e-03, eta: 1 day, 22:37:53, time: 1.119, data_time: 0.002, memory: 8335, top1_acc: 0.5172, top5_acc: 0.7875, loss_cls: 1.9282, loss: 1.9282, grad_norm: 5.9398, top1_acc/aux0: 0.6292, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.4155, loss/aux0: 1.4155 2020-10-18 19:23:24,646 - mmaction - INFO - Epoch [4][520/792] lr: 7.500e-03, eta: 1 day, 22:27:04, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.5198, top5_acc: 0.7672, loss_cls: 1.9631, loss: 1.9631, grad_norm: 5.7636, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.3855, loss/aux0: 1.3855 2020-10-18 19:23:27,244 - mmaction - INFO - Epoch [4][520/792] lr: 7.500e-03, eta: 1 day, 22:36:39, time: 1.090, data_time: 0.002, memory: 8335, top1_acc: 0.5198, top5_acc: 0.7672, loss_cls: 1.9631, loss: 1.9631, grad_norm: 5.7469, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3962, loss/aux0: 1.3962 2020-10-18 19:24:07,129 - mmaction - INFO - Epoch [4][540/792] lr: 7.500e-03, eta: 1 day, 22:25:24, time: 0.994, data_time: 0.000, memory: 8335, top1_acc: 0.5208, top5_acc: 0.7797, loss_cls: 1.8978, loss: 1.8978, grad_norm: 6.0653, top1_acc/aux0: 0.6250, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.4384, loss/aux0: 1.4384 2020-10-18 19:24:08,795 - mmaction - INFO - Epoch [4][540/792] lr: 7.500e-03, eta: 1 day, 22:34:33, time: 1.048, data_time: 0.003, memory: 8335, top1_acc: 0.5208, top5_acc: 0.7797, loss_cls: 1.8978, loss: 1.8978, grad_norm: 6.0830, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.4315, loss/aux0: 1.4315 2020-10-18 19:24:50,064 - mmaction - INFO - Epoch [4][560/792] lr: 7.500e-03, eta: 1 day, 22:23:50, time: 1.045, data_time: 0.001, memory: 8335, top1_acc: 0.5172, top5_acc: 0.7781, loss_cls: 1.9479, loss: 1.9479, grad_norm: 5.9136, top1_acc/aux0: 0.6302, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.4369, loss/aux0: 1.4369 2020-10-18 19:24:50,866 - mmaction - INFO - Epoch [4][560/792] lr: 7.500e-03, eta: 1 day, 22:32:58, time: 1.055, data_time: 0.003, memory: 8335, top1_acc: 0.5172, top5_acc: 0.7781, loss_cls: 1.9479, loss: 1.9479, grad_norm: 5.8591, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.4323, loss/aux0: 1.4323 2020-10-18 19:25:32,195 - mmaction - INFO - Epoch [4][580/792] lr: 7.500e-03, eta: 1 day, 22:22:22, time: 1.050, data_time: 0.064, memory: 8335, top1_acc: 0.5354, top5_acc: 0.7797, loss_cls: 1.9041, loss: 1.9041, grad_norm: 5.8306, top1_acc/aux0: 0.6224, top5_acc/aux0: 0.8542, loss_cls/aux0: 1.4720, loss/aux0: 1.4720 2020-10-18 19:25:34,659 - mmaction - INFO - Epoch [4][580/792] lr: 7.500e-03, eta: 1 day, 22:31:51, time: 1.103, data_time: 0.065, memory: 8335, top1_acc: 0.5354, top5_acc: 0.7797, loss_cls: 1.9041, loss: 1.9041, grad_norm: 5.8259, top1_acc/aux0: 0.6193, top5_acc/aux0: 0.8516, loss_cls/aux0: 1.4894, loss/aux0: 1.4894 2020-10-18 19:26:14,405 - mmaction - INFO - Epoch [4][600/792] lr: 7.500e-03, eta: 1 day, 22:21:08, time: 1.028, data_time: 0.000, memory: 8335, top1_acc: 0.5286, top5_acc: 0.7729, loss_cls: 1.9693, loss: 1.9693, grad_norm: 5.9897, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5425, loss/aux0: 1.5425 2020-10-18 19:26:16,107 - mmaction - INFO - Epoch [4][600/792] lr: 7.500e-03, eta: 1 day, 22:30:22, time: 1.080, data_time: 0.004, memory: 8335, top1_acc: 0.5286, top5_acc: 0.7729, loss_cls: 1.9693, loss: 1.9693, grad_norm: 6.0438, top1_acc/aux0: 0.6115, top5_acc/aux0: 0.8365, loss_cls/aux0: 1.5537, loss/aux0: 1.5537 2020-10-18 19:26:58,382 - mmaction - INFO - Epoch [4][620/792] lr: 7.500e-03, eta: 1 day, 22:19:22, time: 0.985, data_time: 0.000, memory: 8335, top1_acc: 0.5469, top5_acc: 0.7797, loss_cls: 1.8936, loss: 1.8936, grad_norm: 5.7736, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.4282, loss/aux0: 1.4282 2020-10-18 19:26:58,980 - mmaction - INFO - Epoch [4][620/792] lr: 7.500e-03, eta: 1 day, 22:27:44, time: 0.988, data_time: 0.002, memory: 8335, top1_acc: 0.5469, top5_acc: 0.7797, loss_cls: 1.8936, loss: 1.8936, grad_norm: 5.7933, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.4108, loss/aux0: 1.4108 2020-10-18 19:27:41,373 - mmaction - INFO - Epoch [4][640/792] lr: 7.500e-03, eta: 1 day, 22:17:10, time: 1.026, data_time: 0.000, memory: 8335, top1_acc: 0.5385, top5_acc: 0.7797, loss_cls: 1.8802, loss: 1.8802, grad_norm: 5.6768, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.3318, loss/aux0: 1.3318 2020-10-18 19:27:42,549 - mmaction - INFO - Epoch [4][640/792] lr: 7.500e-03, eta: 1 day, 22:26:04, time: 1.057, data_time: 0.002, memory: 8335, top1_acc: 0.5385, top5_acc: 0.7797, loss_cls: 1.8802, loss: 1.8802, grad_norm: 5.6441, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.3244, loss/aux0: 1.3244 2020-10-18 19:28:21,425 - mmaction - INFO - Epoch [4][660/792] lr: 7.500e-03, eta: 1 day, 22:15:33, time: 1.024, data_time: 0.041, memory: 8335, top1_acc: 0.5229, top5_acc: 0.7703, loss_cls: 1.9614, loss: 1.9614, grad_norm: 5.8481, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.4076, loss/aux0: 1.4076 2020-10-18 19:28:23,903 - mmaction - INFO - Epoch [4][660/792] lr: 7.500e-03, eta: 1 day, 22:24:33, time: 1.075, data_time: 0.043, memory: 8335, top1_acc: 0.5229, top5_acc: 0.7703, loss_cls: 1.9614, loss: 1.9614, grad_norm: 5.8602, top1_acc/aux0: 0.6370, top5_acc/aux0: 0.8599, loss_cls/aux0: 1.4158, loss/aux0: 1.4158 2020-10-18 19:29:04,527 - mmaction - INFO - Epoch [4][680/792] lr: 7.500e-03, eta: 1 day, 22:14:36, time: 1.084, data_time: 0.000, memory: 8335, top1_acc: 0.5214, top5_acc: 0.7766, loss_cls: 1.9790, loss: 1.9790, grad_norm: 5.6905, top1_acc/aux0: 0.6526, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3734, loss/aux0: 1.3734 2020-10-18 19:29:06,998 - mmaction - INFO - Epoch [4][680/792] lr: 7.500e-03, eta: 1 day, 22:23:51, time: 1.114, data_time: 0.004, memory: 8335, top1_acc: 0.5214, top5_acc: 0.7766, loss_cls: 1.9790, loss: 1.9790, grad_norm: 5.7018, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3652, loss/aux0: 1.3652 2020-10-18 19:29:46,424 - mmaction - INFO - Epoch [4][700/792] lr: 7.500e-03, eta: 1 day, 22:13:03, time: 0.973, data_time: 0.000, memory: 8335, top1_acc: 0.5328, top5_acc: 0.7974, loss_cls: 1.8638, loss: 1.8638, grad_norm: 5.8269, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.3741, loss/aux0: 1.3741 2020-10-18 19:29:47,125 - mmaction - INFO - Epoch [4][700/792] lr: 7.500e-03, eta: 1 day, 22:21:08, time: 0.979, data_time: 0.003, memory: 8335, top1_acc: 0.5328, top5_acc: 0.7974, loss_cls: 1.8638, loss: 1.8638, grad_norm: 5.8190, top1_acc/aux0: 0.6401, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.3707, loss/aux0: 1.3707 2020-10-18 19:30:28,319 - mmaction - INFO - Epoch [4][720/792] lr: 7.500e-03, eta: 1 day, 22:10:45, time: 1.015, data_time: 0.160, memory: 8335, top1_acc: 0.5417, top5_acc: 0.7906, loss_cls: 1.8586, loss: 1.8586, grad_norm: 5.8678, top1_acc/aux0: 0.6349, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.4266, loss/aux0: 1.4266 2020-10-18 19:30:30,068 - mmaction - INFO - Epoch [4][720/792] lr: 7.500e-03, eta: 1 day, 22:19:31, time: 1.069, data_time: 0.219, memory: 8335, top1_acc: 0.5417, top5_acc: 0.7906, loss_cls: 1.8586, loss: 1.8586, grad_norm: 5.8534, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.4260, loss/aux0: 1.4260 2020-10-18 19:31:10,373 - mmaction - INFO - Epoch [4][740/792] lr: 7.500e-03, eta: 1 day, 22:09:27, time: 1.045, data_time: 0.403, memory: 8335, top1_acc: 0.5182, top5_acc: 0.7833, loss_cls: 1.9523, loss: 1.9523, grad_norm: 5.9380, top1_acc/aux0: 0.6271, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.3902, loss/aux0: 1.3902 2020-10-18 19:31:12,804 - mmaction - INFO - Epoch [4][740/792] lr: 7.500e-03, eta: 1 day, 22:18:01, time: 1.052, data_time: 0.442, memory: 8335, top1_acc: 0.5182, top5_acc: 0.7833, loss_cls: 1.9523, loss: 1.9523, grad_norm: 5.9065, top1_acc/aux0: 0.6328, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3936, loss/aux0: 1.3936 2020-10-18 19:31:53,262 - mmaction - INFO - Epoch [4][760/792] lr: 7.500e-03, eta: 1 day, 22:08:19, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.5333, top5_acc: 0.8047, loss_cls: 1.8302, loss: 1.8302, grad_norm: 5.9601, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.3539, loss/aux0: 1.3539 2020-10-18 19:31:55,696 - mmaction - INFO - Epoch [4][760/792] lr: 7.500e-03, eta: 1 day, 22:16:59, time: 1.070, data_time: 0.003, memory: 8335, top1_acc: 0.5333, top5_acc: 0.8047, loss_cls: 1.8302, loss: 1.8302, grad_norm: 5.8853, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.3532, loss/aux0: 1.3532 2020-10-18 19:32:37,209 - mmaction - INFO - Epoch [4][780/792] lr: 7.500e-03, eta: 1 day, 22:06:54, time: 1.028, data_time: 0.000, memory: 8335, top1_acc: 0.5359, top5_acc: 0.7974, loss_cls: 1.8466, loss: 1.8466, grad_norm: 5.9007, top1_acc/aux0: 0.6333, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.4155, loss/aux0: 1.4155 2020-10-18 19:32:40,688 - mmaction - INFO - Epoch [4][780/792] lr: 7.500e-03, eta: 1 day, 22:15:33, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.5359, top5_acc: 0.7974, loss_cls: 1.8466, loss: 1.8466, grad_norm: 5.9026, top1_acc/aux0: 0.6313, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.4258, loss/aux0: 1.4258 2020-10-18 19:33:05,722 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-10-18 19:36:04,356 - mmaction - INFO - Epoch [5][20/792] lr: 7.500e-03, eta: 1 day, 21:55:38, time: 1.143, data_time: 0.000, memory: 8335, top1_acc: 0.5490, top5_acc: 0.7990, loss_cls: 1.8044, loss: 1.8044, grad_norm: 5.6775, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8673, loss_cls/aux0: 1.3813, loss/aux0: 1.3813 2020-10-18 19:36:04,957 - mmaction - INFO - Epoch [5][20/792] lr: 7.500e-03, eta: 1 day, 22:04:19, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.5490, top5_acc: 0.7990, loss_cls: 1.8044, loss: 1.8044, grad_norm: 5.6687, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8661, loss_cls/aux0: 1.3759, loss/aux0: 1.3759 2020-10-18 19:36:48,549 - mmaction - INFO - Epoch [5][40/792] lr: 7.500e-03, eta: 1 day, 21:55:18, time: 1.132, data_time: 0.000, memory: 8335, top1_acc: 0.5307, top5_acc: 0.7849, loss_cls: 1.8796, loss: 1.8796, grad_norm: 5.8631, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3775, loss/aux0: 1.3775 2020-10-18 19:36:49,186 - mmaction - INFO - Epoch [5][40/792] lr: 7.500e-03, eta: 1 day, 22:04:16, time: 1.137, data_time: 0.005, memory: 8335, top1_acc: 0.5307, top5_acc: 0.7849, loss_cls: 1.8796, loss: 1.8796, grad_norm: 5.8612, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3938, loss/aux0: 1.3938 2020-10-18 19:37:30,030 - mmaction - INFO - Epoch [5][60/792] lr: 7.500e-03, eta: 1 day, 21:54:46, time: 1.065, data_time: 0.157, memory: 8335, top1_acc: 0.5234, top5_acc: 0.7651, loss_cls: 1.9667, loss: 1.9667, grad_norm: 6.0117, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.4509, loss/aux0: 1.4509 2020-10-18 19:37:30,623 - mmaction - INFO - Epoch [5][60/792] lr: 7.500e-03, eta: 1 day, 22:03:08, time: 1.066, data_time: 0.160, memory: 8335, top1_acc: 0.5234, top5_acc: 0.7651, loss_cls: 1.9667, loss: 1.9667, grad_norm: 6.0552, top1_acc/aux0: 0.6245, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.4538, loss/aux0: 1.4538 2020-10-18 19:38:10,441 - mmaction - INFO - Epoch [5][80/792] lr: 7.500e-03, eta: 1 day, 21:53:10, time: 0.997, data_time: 0.000, memory: 8335, top1_acc: 0.5344, top5_acc: 0.7839, loss_cls: 1.8757, loss: 1.8757, grad_norm: 5.8620, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8615, loss_cls/aux0: 1.4012, loss/aux0: 1.4012 2020-10-18 19:38:11,043 - mmaction - INFO - Epoch [5][80/792] lr: 7.500e-03, eta: 1 day, 22:00:56, time: 0.996, data_time: 0.002, memory: 8335, top1_acc: 0.5344, top5_acc: 0.7839, loss_cls: 1.8757, loss: 1.8757, grad_norm: 5.8334, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3793, loss/aux0: 1.3793 2020-10-18 19:38:54,853 - mmaction - INFO - Epoch [5][100/792] lr: 7.500e-03, eta: 1 day, 21:51:48, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.5276, top5_acc: 0.7885, loss_cls: 1.8872, loss: 1.8872, grad_norm: 6.0021, top1_acc/aux0: 0.6266, top5_acc/aux0: 0.8484, loss_cls/aux0: 1.4474, loss/aux0: 1.4474 2020-10-18 19:38:55,629 - mmaction - INFO - Epoch [5][100/792] lr: 7.500e-03, eta: 1 day, 22:00:23, time: 1.107, data_time: 0.002, memory: 8335, top1_acc: 0.5276, top5_acc: 0.7885, loss_cls: 1.8872, loss: 1.8872, grad_norm: 6.0103, top1_acc/aux0: 0.6203, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4601, loss/aux0: 1.4601 2020-10-18 19:39:35,934 - mmaction - INFO - Epoch [5][120/792] lr: 7.500e-03, eta: 1 day, 21:50:58, time: 1.053, data_time: 0.163, memory: 8335, top1_acc: 0.5406, top5_acc: 0.7839, loss_cls: 1.8606, loss: 1.8606, grad_norm: 5.8211, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3816, loss/aux0: 1.3816 2020-10-18 19:39:38,563 - mmaction - INFO - Epoch [5][120/792] lr: 7.500e-03, eta: 1 day, 21:59:33, time: 1.115, data_time: 0.224, memory: 8335, top1_acc: 0.5406, top5_acc: 0.7839, loss_cls: 1.8606, loss: 1.8606, grad_norm: 5.8895, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3816, loss/aux0: 1.3816 2020-10-18 19:40:19,521 - mmaction - INFO - Epoch [5][140/792] lr: 7.500e-03, eta: 1 day, 21:50:02, time: 1.032, data_time: 0.046, memory: 8335, top1_acc: 0.5240, top5_acc: 0.7766, loss_cls: 1.8655, loss: 1.8655, grad_norm: 5.6993, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3768, loss/aux0: 1.3768 2020-10-18 19:40:22,163 - mmaction - INFO - Epoch [5][140/792] lr: 7.500e-03, eta: 1 day, 21:57:49, time: 1.019, data_time: 0.078, memory: 8335, top1_acc: 0.5240, top5_acc: 0.7766, loss_cls: 1.8655, loss: 1.8655, grad_norm: 5.6575, top1_acc/aux0: 0.6396, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3684, loss/aux0: 1.3684 2020-10-18 19:41:03,215 - mmaction - INFO - Epoch [5][160/792] lr: 7.500e-03, eta: 1 day, 21:48:41, time: 1.074, data_time: 0.177, memory: 8335, top1_acc: 0.5255, top5_acc: 0.7812, loss_cls: 1.8769, loss: 1.8769, grad_norm: 5.7429, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.3245, loss/aux0: 1.3245 2020-10-18 19:41:05,952 - mmaction - INFO - Epoch [5][160/792] lr: 7.500e-03, eta: 1 day, 21:57:13, time: 1.123, data_time: 0.182, memory: 8335, top1_acc: 0.5255, top5_acc: 0.7812, loss_cls: 1.8769, loss: 1.8769, grad_norm: 5.8046, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3414, loss/aux0: 1.3414 2020-10-18 19:41:46,623 - mmaction - INFO - Epoch [5][180/792] lr: 7.500e-03, eta: 1 day, 21:48:14, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.5359, top5_acc: 0.7849, loss_cls: 1.8767, loss: 1.8767, grad_norm: 6.0681, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.4230, loss/aux0: 1.4230 2020-10-18 19:41:47,910 - mmaction - INFO - Epoch [5][180/792] lr: 7.500e-03, eta: 1 day, 21:56:22, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.5359, top5_acc: 0.7849, loss_cls: 1.8767, loss: 1.8767, grad_norm: 6.0610, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.4041, loss/aux0: 1.4041 2020-10-18 19:42:27,831 - mmaction - INFO - Epoch [5][200/792] lr: 7.500e-03, eta: 1 day, 21:47:12, time: 1.055, data_time: 0.061, memory: 8335, top1_acc: 0.5432, top5_acc: 0.7995, loss_cls: 1.8218, loss: 1.8218, grad_norm: 5.9636, top1_acc/aux0: 0.6260, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.4274, loss/aux0: 1.4274 2020-10-18 19:42:29,456 - mmaction - INFO - Epoch [5][200/792] lr: 7.500e-03, eta: 1 day, 21:55:17, time: 1.076, data_time: 0.063, memory: 8335, top1_acc: 0.5432, top5_acc: 0.7995, loss_cls: 1.8218, loss: 1.8218, grad_norm: 6.0215, top1_acc/aux0: 0.6240, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.4328, loss/aux0: 1.4328 2020-10-18 19:43:10,137 - mmaction - INFO - Epoch [5][220/792] lr: 7.500e-03, eta: 1 day, 21:46:17, time: 1.072, data_time: 0.163, memory: 8335, top1_acc: 0.5375, top5_acc: 0.7880, loss_cls: 1.8652, loss: 1.8652, grad_norm: 5.9306, top1_acc/aux0: 0.6385, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.4000, loss/aux0: 1.4000 2020-10-18 19:43:10,734 - mmaction - INFO - Epoch [5][220/792] lr: 7.500e-03, eta: 1 day, 21:54:01, time: 1.036, data_time: 0.166, memory: 8335, top1_acc: 0.5375, top5_acc: 0.7880, loss_cls: 1.8652, loss: 1.8652, grad_norm: 5.9214, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3977, loss/aux0: 1.3977 2020-10-18 19:43:54,304 - mmaction - INFO - Epoch [5][240/792] lr: 7.500e-03, eta: 1 day, 21:45:24, time: 1.114, data_time: 0.057, memory: 8335, top1_acc: 0.5474, top5_acc: 0.8026, loss_cls: 1.8608, loss: 1.8608, grad_norm: 5.8261, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3379, loss/aux0: 1.3379 2020-10-18 19:43:54,915 - mmaction - INFO - Epoch [5][240/792] lr: 7.500e-03, eta: 1 day, 21:53:40, time: 1.116, data_time: 0.059, memory: 8335, top1_acc: 0.5474, top5_acc: 0.8026, loss_cls: 1.8608, loss: 1.8608, grad_norm: 5.8303, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3296, loss/aux0: 1.3296 2020-10-18 19:44:33,861 - mmaction - INFO - Epoch [5][260/792] lr: 7.500e-03, eta: 1 day, 21:44:16, time: 1.003, data_time: 0.000, memory: 8335, top1_acc: 0.5344, top5_acc: 0.7734, loss_cls: 1.9063, loss: 1.9063, grad_norm: 5.8857, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3516, loss/aux0: 1.3516 2020-10-18 19:44:38,235 - mmaction - INFO - Epoch [5][260/792] lr: 7.500e-03, eta: 1 day, 21:52:52, time: 1.168, data_time: 0.001, memory: 8335, top1_acc: 0.5344, top5_acc: 0.7734, loss_cls: 1.9063, loss: 1.9063, grad_norm: 5.8860, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3713, loss/aux0: 1.3713 2020-10-18 19:45:17,245 - mmaction - INFO - Epoch [5][280/792] lr: 7.500e-03, eta: 1 day, 21:43:48, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.5396, top5_acc: 0.7943, loss_cls: 1.8462, loss: 1.8462, grad_norm: 5.9619, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3900, loss/aux0: 1.3900 2020-10-18 19:45:18,792 - mmaction - INFO - Epoch [5][280/792] lr: 7.500e-03, eta: 1 day, 21:51:05, time: 0.996, data_time: 0.004, memory: 8335, top1_acc: 0.5396, top5_acc: 0.7943, loss_cls: 1.8462, loss: 1.8462, grad_norm: 5.9323, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.3720, loss/aux0: 1.3720 2020-10-18 19:46:00,578 - mmaction - INFO - Epoch [5][300/792] lr: 7.500e-03, eta: 1 day, 21:41:50, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.5401, top5_acc: 0.7922, loss_cls: 1.8260, loss: 1.8260, grad_norm: 5.8169, top1_acc/aux0: 0.6297, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3998, loss/aux0: 1.3998 2020-10-18 19:46:04,016 - mmaction - INFO - Epoch [5][300/792] lr: 7.500e-03, eta: 1 day, 21:49:21, time: 1.032, data_time: 0.001, memory: 8335, top1_acc: 0.5401, top5_acc: 0.7922, loss_cls: 1.8260, loss: 1.8260, grad_norm: 5.7595, top1_acc/aux0: 0.6276, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.4068, loss/aux0: 1.4068 2020-10-18 19:46:44,007 - mmaction - INFO - Epoch [5][320/792] lr: 7.500e-03, eta: 1 day, 21:40:29, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.5448, top5_acc: 0.7885, loss_cls: 1.9002, loss: 1.9002, grad_norm: 5.8259, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3798, loss/aux0: 1.3798 2020-10-18 19:46:47,163 - mmaction - INFO - Epoch [5][320/792] lr: 7.500e-03, eta: 1 day, 21:48:33, time: 1.115, data_time: 0.002, memory: 8335, top1_acc: 0.5448, top5_acc: 0.7885, loss_cls: 1.9002, loss: 1.9002, grad_norm: 5.8103, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3886, loss/aux0: 1.3886 2020-10-18 19:47:27,343 - mmaction - INFO - Epoch [5][340/792] lr: 7.500e-03, eta: 1 day, 21:40:17, time: 1.131, data_time: 0.000, memory: 8335, top1_acc: 0.5620, top5_acc: 0.8005, loss_cls: 1.7788, loss: 1.7788, grad_norm: 5.6903, top1_acc/aux0: 0.6438, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.4100, loss/aux0: 1.4100 2020-10-18 19:47:29,316 - mmaction - INFO - Epoch [5][340/792] lr: 7.500e-03, eta: 1 day, 21:48:09, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.5620, top5_acc: 0.8005, loss_cls: 1.7788, loss: 1.7788, grad_norm: 5.6977, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8609, loss_cls/aux0: 1.4060, loss/aux0: 1.4060 2020-10-18 19:48:07,434 - mmaction - INFO - Epoch [5][360/792] lr: 7.500e-03, eta: 1 day, 21:39:05, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.5500, top5_acc: 0.7964, loss_cls: 1.8523, loss: 1.8523, grad_norm: 5.8042, top1_acc/aux0: 0.6542, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.3506, loss/aux0: 1.3506 2020-10-18 19:48:09,821 - mmaction - INFO - Epoch [5][360/792] lr: 7.500e-03, eta: 1 day, 21:45:59, time: 0.964, data_time: 0.002, memory: 8335, top1_acc: 0.5500, top5_acc: 0.7964, loss_cls: 1.8523, loss: 1.8523, grad_norm: 5.7976, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.3411, loss/aux0: 1.3411 2020-10-18 19:48:51,273 - mmaction - INFO - Epoch [5][380/792] lr: 7.500e-03, eta: 1 day, 21:37:44, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.5474, top5_acc: 0.7984, loss_cls: 1.8087, loss: 1.8087, grad_norm: 5.7378, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.3268, loss/aux0: 1.3268 2020-10-18 19:48:52,690 - mmaction - INFO - Epoch [5][380/792] lr: 7.500e-03, eta: 1 day, 21:44:53, time: 1.007, data_time: 0.002, memory: 8335, top1_acc: 0.5474, top5_acc: 0.7984, loss_cls: 1.8087, loss: 1.8087, grad_norm: 5.7757, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.3397, loss/aux0: 1.3397 2020-10-18 19:49:31,227 - mmaction - INFO - Epoch [5][400/792] lr: 7.500e-03, eta: 1 day, 21:36:01, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.5187, top5_acc: 0.7833, loss_cls: 1.9282, loss: 1.9282, grad_norm: 5.9073, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8625, loss_cls/aux0: 1.3764, loss/aux0: 1.3764 2020-10-18 19:49:32,662 - mmaction - INFO - Epoch [5][400/792] lr: 7.500e-03, eta: 1 day, 21:42:39, time: 0.940, data_time: 0.003, memory: 8335, top1_acc: 0.5187, top5_acc: 0.7833, loss_cls: 1.9282, loss: 1.9282, grad_norm: 5.9089, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3728, loss/aux0: 1.3728 2020-10-18 19:50:14,239 - mmaction - INFO - Epoch [5][420/792] lr: 7.500e-03, eta: 1 day, 21:34:31, time: 1.121, data_time: 0.000, memory: 8335, top1_acc: 0.5323, top5_acc: 0.7818, loss_cls: 1.8830, loss: 1.8830, grad_norm: 5.8514, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.4459, loss/aux0: 1.4459 2020-10-18 19:50:15,541 - mmaction - INFO - Epoch [5][420/792] lr: 7.500e-03, eta: 1 day, 21:42:17, time: 1.105, data_time: 0.008, memory: 8335, top1_acc: 0.5323, top5_acc: 0.7818, loss_cls: 1.8830, loss: 1.8830, grad_norm: 5.8184, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.4392, loss/aux0: 1.4392 2020-10-18 19:50:55,563 - mmaction - INFO - Epoch [5][440/792] lr: 7.500e-03, eta: 1 day, 21:33:52, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.5474, top5_acc: 0.7896, loss_cls: 1.8470, loss: 1.8470, grad_norm: 5.7617, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3593, loss/aux0: 1.3593 2020-10-18 19:50:56,174 - mmaction - INFO - Epoch [5][440/792] lr: 7.500e-03, eta: 1 day, 21:40:51, time: 1.001, data_time: 0.002, memory: 8335, top1_acc: 0.5474, top5_acc: 0.7896, loss_cls: 1.8470, loss: 1.8470, grad_norm: 5.7908, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8630, loss_cls/aux0: 1.3667, loss/aux0: 1.3667 2020-10-18 19:51:38,882 - mmaction - INFO - Epoch [5][460/792] lr: 7.500e-03, eta: 1 day, 21:32:56, time: 1.141, data_time: 0.008, memory: 8335, top1_acc: 0.5630, top5_acc: 0.7932, loss_cls: 1.8120, loss: 1.8120, grad_norm: 5.9662, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8677, loss_cls/aux0: 1.3744, loss/aux0: 1.3744 2020-10-18 19:51:39,482 - mmaction - INFO - Epoch [5][460/792] lr: 7.500e-03, eta: 1 day, 21:40:37, time: 1.107, data_time: 0.011, memory: 8335, top1_acc: 0.5630, top5_acc: 0.7932, loss_cls: 1.8120, loss: 1.8120, grad_norm: 6.0193, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8646, loss_cls/aux0: 1.3897, loss/aux0: 1.3897 2020-10-18 19:52:19,085 - mmaction - INFO - Epoch [5][480/792] lr: 7.500e-03, eta: 1 day, 21:32:05, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.5401, top5_acc: 0.7995, loss_cls: 1.8070, loss: 1.8070, grad_norm: 5.6526, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3386, loss/aux0: 1.3386 2020-10-18 19:52:21,201 - mmaction - INFO - Epoch [5][480/792] lr: 7.500e-03, eta: 1 day, 21:39:49, time: 1.120, data_time: 0.002, memory: 8335, top1_acc: 0.5401, top5_acc: 0.7995, loss_cls: 1.8070, loss: 1.8070, grad_norm: 5.6660, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3242, loss/aux0: 1.3242 2020-10-18 19:53:03,121 - mmaction - INFO - Epoch [5][500/792] lr: 7.500e-03, eta: 1 day, 21:32:14, time: 1.178, data_time: 0.000, memory: 8335, top1_acc: 0.5417, top5_acc: 0.7995, loss_cls: 1.8457, loss: 1.8457, grad_norm: 5.8562, top1_acc/aux0: 0.6286, top5_acc/aux0: 0.8641, loss_cls/aux0: 1.4409, loss/aux0: 1.4409 2020-10-18 19:53:03,727 - mmaction - INFO - Epoch [5][500/792] lr: 7.500e-03, eta: 1 day, 21:39:44, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.5417, top5_acc: 0.7995, loss_cls: 1.8457, loss: 1.8457, grad_norm: 5.9482, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.4414, loss/aux0: 1.4414 2020-10-18 19:53:45,165 - mmaction - INFO - Epoch [5][520/792] lr: 7.500e-03, eta: 1 day, 21:32:07, time: 1.166, data_time: 0.000, memory: 8335, top1_acc: 0.5380, top5_acc: 0.7891, loss_cls: 1.8386, loss: 1.8386, grad_norm: 5.8214, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.3526, loss/aux0: 1.3526 2020-10-18 19:53:45,774 - mmaction - INFO - Epoch [5][520/792] lr: 7.500e-03, eta: 1 day, 21:39:30, time: 1.083, data_time: 0.002, memory: 8335, top1_acc: 0.5380, top5_acc: 0.7891, loss_cls: 1.8386, loss: 1.8386, grad_norm: 5.8092, top1_acc/aux0: 0.6495, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.3442, loss/aux0: 1.3442 2020-10-18 19:54:26,066 - mmaction - INFO - Epoch [5][540/792] lr: 7.500e-03, eta: 1 day, 21:31:07, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.5589, top5_acc: 0.8068, loss_cls: 1.7659, loss: 1.7659, grad_norm: 5.6390, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.3003, loss/aux0: 1.3003 2020-10-18 19:54:29,428 - mmaction - INFO - Epoch [5][540/792] lr: 7.500e-03, eta: 1 day, 21:38:35, time: 1.100, data_time: 0.002, memory: 8335, top1_acc: 0.5589, top5_acc: 0.8068, loss_cls: 1.7659, loss: 1.7659, grad_norm: 5.6569, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2980, loss/aux0: 1.2980 2020-10-18 19:55:09,439 - mmaction - INFO - Epoch [5][560/792] lr: 7.500e-03, eta: 1 day, 21:29:46, time: 0.979, data_time: 0.000, memory: 8335, top1_acc: 0.5349, top5_acc: 0.7911, loss_cls: 1.8503, loss: 1.8503, grad_norm: 5.8439, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2941, loss/aux0: 1.2941 2020-10-18 19:55:10,038 - mmaction - INFO - Epoch [5][560/792] lr: 7.500e-03, eta: 1 day, 21:36:23, time: 0.980, data_time: 0.002, memory: 8335, top1_acc: 0.5349, top5_acc: 0.7911, loss_cls: 1.8503, loss: 1.8503, grad_norm: 5.8883, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2973, loss/aux0: 1.2973 2020-10-18 19:55:52,150 - mmaction - INFO - Epoch [5][580/792] lr: 7.500e-03, eta: 1 day, 21:28:14, time: 1.068, data_time: 0.342, memory: 8335, top1_acc: 0.5219, top5_acc: 0.7833, loss_cls: 1.8844, loss: 1.8844, grad_norm: 5.7631, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8651, loss_cls/aux0: 1.3604, loss/aux0: 1.3604 2020-10-18 19:55:55,368 - mmaction - INFO - Epoch [5][580/792] lr: 7.500e-03, eta: 1 day, 21:35:44, time: 1.118, data_time: 0.457, memory: 8335, top1_acc: 0.5219, top5_acc: 0.7833, loss_cls: 1.8844, loss: 1.8844, grad_norm: 5.7023, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8687, loss_cls/aux0: 1.3447, loss/aux0: 1.3447 2020-10-18 19:56:38,799 - mmaction - INFO - Epoch [5][600/792] lr: 7.500e-03, eta: 1 day, 21:28:16, time: 1.167, data_time: 0.041, memory: 8335, top1_acc: 0.5552, top5_acc: 0.7885, loss_cls: 1.8751, loss: 1.8751, grad_norm: 5.8007, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.3633, loss/aux0: 1.3633 2020-10-18 19:56:39,411 - mmaction - INFO - Epoch [5][600/792] lr: 7.500e-03, eta: 1 day, 21:35:49, time: 1.130, data_time: 0.004, memory: 8335, top1_acc: 0.5552, top5_acc: 0.7885, loss_cls: 1.8751, loss: 1.8751, grad_norm: 5.7523, top1_acc/aux0: 0.6411, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3695, loss/aux0: 1.3695 2020-10-18 19:57:19,707 - mmaction - INFO - Epoch [5][620/792] lr: 7.500e-03, eta: 1 day, 21:27:25, time: 1.021, data_time: 0.000, memory: 8335, top1_acc: 0.5286, top5_acc: 0.7828, loss_cls: 1.8541, loss: 1.8541, grad_norm: 5.9159, top1_acc/aux0: 0.6453, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.3365, loss/aux0: 1.3365 2020-10-18 19:57:20,292 - mmaction - INFO - Epoch [5][620/792] lr: 7.500e-03, eta: 1 day, 21:34:12, time: 1.021, data_time: 0.002, memory: 8335, top1_acc: 0.5286, top5_acc: 0.7828, loss_cls: 1.8541, loss: 1.8541, grad_norm: 5.9000, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3402, loss/aux0: 1.3402 2020-10-18 19:58:00,533 - mmaction - INFO - Epoch [5][640/792] lr: 7.500e-03, eta: 1 day, 21:25:35, time: 0.981, data_time: 0.000, memory: 8335, top1_acc: 0.5479, top5_acc: 0.8005, loss_cls: 1.7676, loss: 1.7676, grad_norm: 5.6864, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.3250, loss/aux0: 1.3250 2020-10-18 19:58:02,895 - mmaction - INFO - Epoch [5][640/792] lr: 7.500e-03, eta: 1 day, 21:32:35, time: 1.059, data_time: 0.002, memory: 8335, top1_acc: 0.5479, top5_acc: 0.8005, loss_cls: 1.7676, loss: 1.7676, grad_norm: 5.6684, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.3349, loss/aux0: 1.3349 2020-10-18 19:58:46,872 - mmaction - INFO - Epoch [5][660/792] lr: 7.500e-03, eta: 1 day, 21:24:24, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.5255, top5_acc: 0.7807, loss_cls: 1.8871, loss: 1.8871, grad_norm: 5.9122, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2820, loss/aux0: 1.2820 2020-10-18 19:58:48,568 - mmaction - INFO - Epoch [5][660/792] lr: 7.500e-03, eta: 1 day, 21:31:07, time: 1.023, data_time: 0.003, memory: 8335, top1_acc: 0.5255, top5_acc: 0.7807, loss_cls: 1.8871, loss: 1.8871, grad_norm: 5.9444, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2861, loss/aux0: 1.2861 2020-10-18 19:59:27,485 - mmaction - INFO - Epoch [5][680/792] lr: 7.500e-03, eta: 1 day, 21:22:38, time: 0.987, data_time: 0.043, memory: 8335, top1_acc: 0.5411, top5_acc: 0.7953, loss_cls: 1.8634, loss: 1.8634, grad_norm: 5.7881, top1_acc/aux0: 0.6318, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3871, loss/aux0: 1.3871 2020-10-18 19:59:28,487 - mmaction - INFO - Epoch [5][680/792] lr: 7.500e-03, eta: 1 day, 21:29:13, time: 1.008, data_time: 0.045, memory: 8335, top1_acc: 0.5411, top5_acc: 0.7953, loss_cls: 1.8634, loss: 1.8634, grad_norm: 5.7553, top1_acc/aux0: 0.6375, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.3708, loss/aux0: 1.3708 2020-10-18 20:00:12,628 - mmaction - INFO - Epoch [5][700/792] lr: 7.500e-03, eta: 1 day, 21:22:13, time: 1.208, data_time: 0.049, memory: 8335, top1_acc: 0.5578, top5_acc: 0.7995, loss_cls: 1.8181, loss: 1.8181, grad_norm: 5.8958, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2822, loss/aux0: 1.2822 2020-10-18 20:00:14,148 - mmaction - INFO - Epoch [5][700/792] lr: 7.500e-03, eta: 1 day, 21:30:11, time: 1.226, data_time: 0.052, memory: 8335, top1_acc: 0.5578, top5_acc: 0.7995, loss_cls: 1.8181, loss: 1.8181, grad_norm: 5.8892, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2891, loss/aux0: 1.2891 2020-10-18 20:00:53,116 - mmaction - INFO - Epoch [5][720/792] lr: 7.500e-03, eta: 1 day, 21:22:22, time: 1.075, data_time: 0.000, memory: 8335, top1_acc: 0.5568, top5_acc: 0.7953, loss_cls: 1.8051, loss: 1.8051, grad_norm: 5.7926, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.3140, loss/aux0: 1.3140 2020-10-18 20:00:54,092 - mmaction - INFO - Epoch [5][720/792] lr: 7.500e-03, eta: 1 day, 21:28:49, time: 1.001, data_time: 0.002, memory: 8335, top1_acc: 0.5568, top5_acc: 0.7953, loss_cls: 1.8051, loss: 1.8051, grad_norm: 5.8627, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.3245, loss/aux0: 1.3245 2020-10-18 20:01:36,590 - mmaction - INFO - Epoch [5][740/792] lr: 7.500e-03, eta: 1 day, 21:20:54, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.5422, top5_acc: 0.7875, loss_cls: 1.8870, loss: 1.8870, grad_norm: 5.8392, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3653, loss/aux0: 1.3653 2020-10-18 20:01:38,350 - mmaction - INFO - Epoch [5][740/792] lr: 7.500e-03, eta: 1 day, 21:28:02, time: 1.112, data_time: 0.003, memory: 8335, top1_acc: 0.5422, top5_acc: 0.7875, loss_cls: 1.8870, loss: 1.8870, grad_norm: 5.8433, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3667, loss/aux0: 1.3667 2020-10-18 20:02:21,325 - mmaction - INFO - Epoch [5][760/792] lr: 7.500e-03, eta: 1 day, 21:20:48, time: 1.156, data_time: 0.000, memory: 8335, top1_acc: 0.5484, top5_acc: 0.7849, loss_cls: 1.8226, loss: 1.8226, grad_norm: 5.7954, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.3601, loss/aux0: 1.3601 2020-10-18 20:02:24,396 - mmaction - INFO - Epoch [5][760/792] lr: 7.500e-03, eta: 1 day, 21:28:29, time: 1.202, data_time: 0.007, memory: 8335, top1_acc: 0.5484, top5_acc: 0.7849, loss_cls: 1.8226, loss: 1.8226, grad_norm: 5.7541, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.3558, loss/aux0: 1.3558 2020-10-18 20:03:04,358 - mmaction - INFO - Epoch [5][780/792] lr: 7.500e-03, eta: 1 day, 21:20:19, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.5490, top5_acc: 0.7917, loss_cls: 1.8479, loss: 1.8479, grad_norm: 5.6142, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.3013, loss/aux0: 1.3013 2020-10-18 20:03:07,541 - mmaction - INFO - Epoch [5][780/792] lr: 7.500e-03, eta: 1 day, 21:27:00, time: 1.051, data_time: 0.002, memory: 8335, top1_acc: 0.5490, top5_acc: 0.7917, loss_cls: 1.8479, loss: 1.8479, grad_norm: 5.7181, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2916, loss/aux0: 1.2916 2020-10-18 20:03:33,250 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-10-18 20:04:54,329 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 20:04:54,461 - mmaction - INFO - top1_acc 0.6782 top5_acc 0.8892 2020-10-18 20:04:54,462 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 20:04:54,497 - mmaction - INFO - mean_acc 0.6783 2020-10-18 20:04:54,497 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2020-10-18 20:04:54,502 - mmaction - INFO - Epoch(val) [5][792] top1_acc: 0.6782, top5_acc: 0.8892, mean_class_accuracy: 0.6783 2020-10-18 20:08:03,170 - mmaction - INFO - Epoch [6][20/792] lr: 7.500e-03, eta: 1 day, 21:10:37, time: 1.063, data_time: 0.239, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8047, loss_cls: 1.7654, loss: 1.7654, grad_norm: 5.8867, top1_acc/aux0: 0.6639, top5_acc/aux0: 0.8821, loss_cls/aux0: 1.3004, loss/aux0: 1.3004 2020-10-18 20:08:03,770 - mmaction - INFO - Epoch [6][20/792] lr: 7.500e-03, eta: 1 day, 21:17:20, time: 1.065, data_time: 0.242, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8047, loss_cls: 1.7654, loss: 1.7654, grad_norm: 5.8409, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2992, loss/aux0: 1.2992 2020-10-18 20:08:43,583 - mmaction - INFO - Epoch [6][40/792] lr: 7.500e-03, eta: 1 day, 21:09:33, time: 1.043, data_time: 0.143, memory: 8335, top1_acc: 0.5495, top5_acc: 0.7885, loss_cls: 1.8450, loss: 1.8450, grad_norm: 5.9418, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2666, loss/aux0: 1.2666 2020-10-18 20:08:45,435 - mmaction - INFO - Epoch [6][40/792] lr: 7.500e-03, eta: 1 day, 21:15:53, time: 1.010, data_time: 0.144, memory: 8335, top1_acc: 0.5495, top5_acc: 0.7885, loss_cls: 1.8450, loss: 1.8450, grad_norm: 5.9385, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2716, loss/aux0: 1.2716 2020-10-18 20:09:25,540 - mmaction - INFO - Epoch [6][60/792] lr: 7.500e-03, eta: 1 day, 21:07:34, time: 0.947, data_time: 0.000, memory: 8335, top1_acc: 0.5630, top5_acc: 0.8109, loss_cls: 1.7401, loss: 1.7401, grad_norm: 5.6722, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3039, loss/aux0: 1.3039 2020-10-18 20:09:27,754 - mmaction - INFO - Epoch [6][60/792] lr: 7.500e-03, eta: 1 day, 21:13:59, time: 1.030, data_time: 0.001, memory: 8335, top1_acc: 0.5630, top5_acc: 0.8109, loss_cls: 1.7401, loss: 1.7401, grad_norm: 5.7098, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.2977, loss/aux0: 1.2977 2020-10-18 20:10:06,213 - mmaction - INFO - Epoch [6][80/792] lr: 7.500e-03, eta: 1 day, 21:05:55, time: 0.981, data_time: 0.000, memory: 8335, top1_acc: 0.5542, top5_acc: 0.8021, loss_cls: 1.8039, loss: 1.8039, grad_norm: 5.8038, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.3523, loss/aux0: 1.3523 2020-10-18 20:10:08,104 - mmaction - INFO - Epoch [6][80/792] lr: 7.500e-03, eta: 1 day, 21:11:52, time: 0.961, data_time: 0.002, memory: 8335, top1_acc: 0.5542, top5_acc: 0.8021, loss_cls: 1.8039, loss: 1.8039, grad_norm: 5.8186, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.3566, loss/aux0: 1.3566 2020-10-18 20:10:51,903 - mmaction - INFO - Epoch [6][100/792] lr: 7.500e-03, eta: 1 day, 21:05:11, time: 1.197, data_time: 0.000, memory: 8335, top1_acc: 0.5464, top5_acc: 0.7927, loss_cls: 1.8355, loss: 1.8355, grad_norm: 5.7699, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.3306, loss/aux0: 1.3306 2020-10-18 20:10:52,545 - mmaction - INFO - Epoch [6][100/792] lr: 7.500e-03, eta: 1 day, 21:12:36, time: 1.202, data_time: 0.006, memory: 8335, top1_acc: 0.5464, top5_acc: 0.7927, loss_cls: 1.8355, loss: 1.8355, grad_norm: 5.7786, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3349, loss/aux0: 1.3349 2020-10-18 20:11:35,133 - mmaction - INFO - Epoch [6][120/792] lr: 7.500e-03, eta: 1 day, 21:05:11, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.5396, top5_acc: 0.8010, loss_cls: 1.8165, loss: 1.8165, grad_norm: 5.8302, top1_acc/aux0: 0.6464, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.3522, loss/aux0: 1.3522 2020-10-18 20:11:35,721 - mmaction - INFO - Epoch [6][120/792] lr: 7.500e-03, eta: 1 day, 21:11:48, time: 1.078, data_time: 0.001, memory: 8335, top1_acc: 0.5396, top5_acc: 0.8010, loss_cls: 1.8165, loss: 1.8165, grad_norm: 5.8368, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.3510, loss/aux0: 1.3510 2020-10-18 20:12:16,136 - mmaction - INFO - Epoch [6][140/792] lr: 7.500e-03, eta: 1 day, 21:04:03, time: 1.016, data_time: 0.000, memory: 8335, top1_acc: 0.5755, top5_acc: 0.7995, loss_cls: 1.7338, loss: 1.7338, grad_norm: 5.5554, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.3326, loss/aux0: 1.3326 2020-10-18 20:12:18,327 - mmaction - INFO - Epoch [6][140/792] lr: 7.500e-03, eta: 1 day, 21:10:22, time: 1.035, data_time: 0.002, memory: 8335, top1_acc: 0.5755, top5_acc: 0.7995, loss_cls: 1.7338, loss: 1.7338, grad_norm: 5.6211, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.3313, loss/aux0: 1.3313 2020-10-18 20:12:56,823 - mmaction - INFO - Epoch [6][160/792] lr: 7.500e-03, eta: 1 day, 21:02:43, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.5547, top5_acc: 0.8083, loss_cls: 1.7854, loss: 1.7854, grad_norm: 5.8125, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2903, loss/aux0: 1.2903 2020-10-18 20:12:59,540 - mmaction - INFO - Epoch [6][160/792] lr: 7.500e-03, eta: 1 day, 21:09:21, time: 1.092, data_time: 0.001, memory: 8335, top1_acc: 0.5547, top5_acc: 0.8083, loss_cls: 1.7854, loss: 1.7854, grad_norm: 5.7953, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2927, loss/aux0: 1.2927 2020-10-18 20:13:38,825 - mmaction - INFO - Epoch [6][180/792] lr: 7.500e-03, eta: 1 day, 21:01:38, time: 1.010, data_time: 0.000, memory: 8335, top1_acc: 0.5604, top5_acc: 0.7964, loss_cls: 1.7987, loss: 1.7987, grad_norm: 5.6010, top1_acc/aux0: 0.6380, top5_acc/aux0: 0.8604, loss_cls/aux0: 1.4202, loss/aux0: 1.4202 2020-10-18 20:13:39,742 - mmaction - INFO - Epoch [6][180/792] lr: 7.500e-03, eta: 1 day, 21:07:50, time: 1.026, data_time: 0.003, memory: 8335, top1_acc: 0.5604, top5_acc: 0.7964, loss_cls: 1.7987, loss: 1.7987, grad_norm: 5.5761, top1_acc/aux0: 0.6422, top5_acc/aux0: 0.8635, loss_cls/aux0: 1.4132, loss/aux0: 1.4132 2020-10-18 20:14:19,472 - mmaction - INFO - Epoch [6][200/792] lr: 7.500e-03, eta: 1 day, 20:59:57, time: 0.973, data_time: 0.148, memory: 8335, top1_acc: 0.5781, top5_acc: 0.8078, loss_cls: 1.6995, loss: 1.6995, grad_norm: 5.6911, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2649, loss/aux0: 1.2649 2020-10-18 20:14:21,627 - mmaction - INFO - Epoch [6][200/792] lr: 7.500e-03, eta: 1 day, 21:06:05, time: 1.018, data_time: 0.227, memory: 8335, top1_acc: 0.5781, top5_acc: 0.8078, loss_cls: 1.6995, loss: 1.6995, grad_norm: 5.7148, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2614, loss/aux0: 1.2614 2020-10-18 20:15:02,649 - mmaction - INFO - Epoch [6][220/792] lr: 7.500e-03, eta: 1 day, 20:58:41, time: 1.047, data_time: 0.089, memory: 8335, top1_acc: 0.5505, top5_acc: 0.7969, loss_cls: 1.8136, loss: 1.8136, grad_norm: 5.9230, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.3119, loss/aux0: 1.3119 2020-10-18 20:15:03,244 - mmaction - INFO - Epoch [6][220/792] lr: 7.500e-03, eta: 1 day, 21:04:32, time: 0.980, data_time: 0.020, memory: 8335, top1_acc: 0.5505, top5_acc: 0.7969, loss_cls: 1.8136, loss: 1.8136, grad_norm: 6.0128, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3377, loss/aux0: 1.3377 2020-10-18 20:15:44,643 - mmaction - INFO - Epoch [6][240/792] lr: 7.500e-03, eta: 1 day, 20:57:05, time: 1.033, data_time: 0.042, memory: 8335, top1_acc: 0.5510, top5_acc: 0.8000, loss_cls: 1.7888, loss: 1.7888, grad_norm: 5.8571, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8594, loss_cls/aux0: 1.3723, loss/aux0: 1.3723 2020-10-18 20:15:46,429 - mmaction - INFO - Epoch [6][240/792] lr: 7.500e-03, eta: 1 day, 21:03:21, time: 1.051, data_time: 0.062, memory: 8335, top1_acc: 0.5510, top5_acc: 0.8000, loss_cls: 1.7888, loss: 1.7888, grad_norm: 5.8859, top1_acc/aux0: 0.6443, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3572, loss/aux0: 1.3572 2020-10-18 20:16:29,369 - mmaction - INFO - Epoch [6][260/792] lr: 7.500e-03, eta: 1 day, 20:56:38, time: 1.150, data_time: 0.012, memory: 8335, top1_acc: 0.5797, top5_acc: 0.8151, loss_cls: 1.7352, loss: 1.7352, grad_norm: 5.8070, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.3329, loss/aux0: 1.3329 2020-10-18 20:16:31,355 - mmaction - INFO - Epoch [6][260/792] lr: 7.500e-03, eta: 1 day, 21:03:24, time: 1.145, data_time: 0.014, memory: 8335, top1_acc: 0.5797, top5_acc: 0.8151, loss_cls: 1.7352, loss: 1.7352, grad_norm: 5.7775, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.3171, loss/aux0: 1.3171 2020-10-18 20:17:13,077 - mmaction - INFO - Epoch [6][280/792] lr: 7.500e-03, eta: 1 day, 20:56:09, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.5318, top5_acc: 0.7833, loss_cls: 1.8980, loss: 1.8980, grad_norm: 5.8159, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3069, loss/aux0: 1.3069 2020-10-18 20:17:16,053 - mmaction - INFO - Epoch [6][280/792] lr: 7.500e-03, eta: 1 day, 21:02:32, time: 1.082, data_time: 0.002, memory: 8335, top1_acc: 0.5318, top5_acc: 0.7833, loss_cls: 1.8980, loss: 1.8980, grad_norm: 5.7986, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.3003, loss/aux0: 1.3003 2020-10-18 20:17:55,360 - mmaction - INFO - Epoch [6][300/792] lr: 7.500e-03, eta: 1 day, 20:55:10, time: 1.032, data_time: 0.042, memory: 8335, top1_acc: 0.5609, top5_acc: 0.7932, loss_cls: 1.8357, loss: 1.8357, grad_norm: 5.7897, top1_acc/aux0: 0.6536, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.3082, loss/aux0: 1.3082 2020-10-18 20:17:56,098 - mmaction - INFO - Epoch [6][300/792] lr: 7.500e-03, eta: 1 day, 21:00:42, time: 0.944, data_time: 0.044, memory: 8335, top1_acc: 0.5609, top5_acc: 0.7932, loss_cls: 1.8357, loss: 1.8357, grad_norm: 5.7855, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3278, loss/aux0: 1.3278 2020-10-18 20:18:37,194 - mmaction - INFO - Epoch [6][320/792] lr: 7.500e-03, eta: 1 day, 20:53:14, time: 1.006, data_time: 0.000, memory: 8335, top1_acc: 0.5484, top5_acc: 0.8000, loss_cls: 1.8058, loss: 1.8058, grad_norm: 5.8399, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.3520, loss/aux0: 1.3520 2020-10-18 20:18:39,874 - mmaction - INFO - Epoch [6][320/792] lr: 7.500e-03, eta: 1 day, 20:59:12, time: 1.022, data_time: 0.002, memory: 8335, top1_acc: 0.5484, top5_acc: 0.8000, loss_cls: 1.8058, loss: 1.8058, grad_norm: 5.8533, top1_acc/aux0: 0.6505, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.3677, loss/aux0: 1.3677 2020-10-18 20:19:22,079 - mmaction - INFO - Epoch [6][340/792] lr: 7.500e-03, eta: 1 day, 20:52:41, time: 1.163, data_time: 0.000, memory: 8335, top1_acc: 0.5365, top5_acc: 0.7922, loss_cls: 1.8683, loss: 1.8683, grad_norm: 5.8008, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.3248, loss/aux0: 1.3248 2020-10-18 20:19:24,611 - mmaction - INFO - Epoch [6][340/792] lr: 7.500e-03, eta: 1 day, 20:59:35, time: 1.188, data_time: 0.004, memory: 8335, top1_acc: 0.5365, top5_acc: 0.7922, loss_cls: 1.8683, loss: 1.8683, grad_norm: 5.8059, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.3153, loss/aux0: 1.3153 2020-10-18 20:20:04,193 - mmaction - INFO - Epoch [6][360/792] lr: 7.500e-03, eta: 1 day, 20:52:57, time: 1.139, data_time: 0.042, memory: 8335, top1_acc: 0.5635, top5_acc: 0.8000, loss_cls: 1.7623, loss: 1.7623, grad_norm: 5.7552, top1_acc/aux0: 0.6521, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.3396, loss/aux0: 1.3396 2020-10-18 20:20:04,809 - mmaction - INFO - Epoch [6][360/792] lr: 7.500e-03, eta: 1 day, 20:59:33, time: 1.142, data_time: 0.047, memory: 8335, top1_acc: 0.5635, top5_acc: 0.8000, loss_cls: 1.7623, loss: 1.7623, grad_norm: 5.7393, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8724, loss_cls/aux0: 1.3251, loss/aux0: 1.3251 2020-10-18 20:20:44,172 - mmaction - INFO - Epoch [6][380/792] lr: 7.500e-03, eta: 1 day, 20:52:17, time: 1.027, data_time: 0.010, memory: 8335, top1_acc: 0.5589, top5_acc: 0.7979, loss_cls: 1.7529, loss: 1.7529, grad_norm: 5.7899, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.3508, loss/aux0: 1.3508 2020-10-18 20:20:44,786 - mmaction - INFO - Epoch [6][380/792] lr: 7.500e-03, eta: 1 day, 20:58:12, time: 1.028, data_time: 0.013, memory: 8335, top1_acc: 0.5589, top5_acc: 0.7979, loss_cls: 1.7529, loss: 1.7529, grad_norm: 5.7017, top1_acc/aux0: 0.6391, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.3682, loss/aux0: 1.3682 2020-10-18 20:21:26,522 - mmaction - INFO - Epoch [6][400/792] lr: 7.500e-03, eta: 1 day, 20:51:05, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.5531, top5_acc: 0.7781, loss_cls: 1.8570, loss: 1.8570, grad_norm: 5.8354, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8708, loss_cls/aux0: 1.3058, loss/aux0: 1.3058 2020-10-18 20:21:27,133 - mmaction - INFO - Epoch [6][400/792] lr: 7.500e-03, eta: 1 day, 20:57:05, time: 1.048, data_time: 0.003, memory: 8335, top1_acc: 0.5531, top5_acc: 0.7781, loss_cls: 1.8570, loss: 1.8570, grad_norm: 5.8168, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.2997, loss/aux0: 1.2997 2020-10-18 20:22:07,554 - mmaction - INFO - Epoch [6][420/792] lr: 7.500e-03, eta: 1 day, 20:50:18, time: 1.098, data_time: 0.000, memory: 8335, top1_acc: 0.5432, top5_acc: 0.7901, loss_cls: 1.8410, loss: 1.8410, grad_norm: 5.7459, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8589, loss_cls/aux0: 1.3622, loss/aux0: 1.3622 2020-10-18 20:22:08,154 - mmaction - INFO - Epoch [6][420/792] lr: 7.500e-03, eta: 1 day, 20:56:28, time: 1.082, data_time: 0.003, memory: 8335, top1_acc: 0.5432, top5_acc: 0.7901, loss_cls: 1.8410, loss: 1.8410, grad_norm: 5.8088, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8568, loss_cls/aux0: 1.3777, loss/aux0: 1.3777 2020-10-18 20:22:47,063 - mmaction - INFO - Epoch [6][440/792] lr: 7.500e-03, eta: 1 day, 20:48:46, time: 0.932, data_time: 0.000, memory: 8335, top1_acc: 0.5641, top5_acc: 0.8130, loss_cls: 1.7228, loss: 1.7228, grad_norm: 5.7327, top1_acc/aux0: 0.6672, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3514, loss/aux0: 1.3514 2020-10-18 20:22:49,964 - mmaction - INFO - Epoch [6][440/792] lr: 7.500e-03, eta: 1 day, 20:54:43, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.5641, top5_acc: 0.8130, loss_cls: 1.7228, loss: 1.7228, grad_norm: 5.7053, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8672, loss_cls/aux0: 1.3375, loss/aux0: 1.3375 2020-10-18 20:23:31,230 - mmaction - INFO - Epoch [6][460/792] lr: 7.500e-03, eta: 1 day, 20:48:01, time: 1.102, data_time: 0.000, memory: 8335, top1_acc: 0.5448, top5_acc: 0.8005, loss_cls: 1.8099, loss: 1.8099, grad_norm: 5.6602, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2959, loss/aux0: 1.2959 2020-10-18 20:23:33,370 - mmaction - INFO - Epoch [6][460/792] lr: 7.500e-03, eta: 1 day, 20:53:49, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.5448, top5_acc: 0.8005, loss_cls: 1.8099, loss: 1.8099, grad_norm: 5.6848, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2898, loss/aux0: 1.2898 2020-10-18 20:24:11,814 - mmaction - INFO - Epoch [6][480/792] lr: 7.500e-03, eta: 1 day, 20:46:30, time: 0.986, data_time: 0.073, memory: 8335, top1_acc: 0.5661, top5_acc: 0.7969, loss_cls: 1.7774, loss: 1.7774, grad_norm: 5.9551, top1_acc/aux0: 0.6568, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.2972, loss/aux0: 1.2972 2020-10-18 20:24:12,569 - mmaction - INFO - Epoch [6][480/792] lr: 7.500e-03, eta: 1 day, 20:51:49, time: 0.949, data_time: 0.075, memory: 8335, top1_acc: 0.5661, top5_acc: 0.7969, loss_cls: 1.7774, loss: 1.7774, grad_norm: 5.9745, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.3073, loss/aux0: 1.3073 2020-10-18 20:24:54,466 - mmaction - INFO - Epoch [6][500/792] lr: 7.500e-03, eta: 1 day, 20:45:23, time: 1.138, data_time: 0.000, memory: 8335, top1_acc: 0.5432, top5_acc: 0.7792, loss_cls: 1.8602, loss: 1.8602, grad_norm: 5.8968, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.3079, loss/aux0: 1.3079 2020-10-18 20:24:55,082 - mmaction - INFO - Epoch [6][500/792] lr: 7.500e-03, eta: 1 day, 20:51:31, time: 1.097, data_time: 0.003, memory: 8335, top1_acc: 0.5432, top5_acc: 0.7792, loss_cls: 1.8602, loss: 1.8602, grad_norm: 5.8865, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2950, loss/aux0: 1.2950 2020-10-18 20:25:36,827 - mmaction - INFO - Epoch [6][520/792] lr: 7.500e-03, eta: 1 day, 20:45:09, time: 1.145, data_time: 0.000, memory: 8335, top1_acc: 0.5516, top5_acc: 0.8073, loss_cls: 1.7583, loss: 1.7583, grad_norm: 5.8549, top1_acc/aux0: 0.6474, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3818, loss/aux0: 1.3818 2020-10-18 20:25:37,443 - mmaction - INFO - Epoch [6][520/792] lr: 7.500e-03, eta: 1 day, 20:51:32, time: 1.147, data_time: 0.004, memory: 8335, top1_acc: 0.5516, top5_acc: 0.8073, loss_cls: 1.7583, loss: 1.7583, grad_norm: 5.8167, top1_acc/aux0: 0.6479, top5_acc/aux0: 0.8656, loss_cls/aux0: 1.3769, loss/aux0: 1.3769 2020-10-18 20:26:15,163 - mmaction - INFO - Epoch [6][540/792] lr: 7.500e-03, eta: 1 day, 20:44:17, time: 0.983, data_time: 0.000, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8141, loss_cls: 1.6866, loss: 1.6866, grad_norm: 5.9085, top1_acc/aux0: 0.6490, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.3318, loss/aux0: 1.3318 2020-10-18 20:26:16,604 - mmaction - INFO - Epoch [6][540/792] lr: 7.500e-03, eta: 1 day, 20:49:58, time: 1.025, data_time: 0.001, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8141, loss_cls: 1.6866, loss: 1.6866, grad_norm: 5.9396, top1_acc/aux0: 0.6448, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.3382, loss/aux0: 1.3382 2020-10-18 20:26:57,149 - mmaction - INFO - Epoch [6][560/792] lr: 7.500e-03, eta: 1 day, 20:42:46, time: 0.984, data_time: 0.000, memory: 8335, top1_acc: 0.5536, top5_acc: 0.8005, loss_cls: 1.7914, loss: 1.7914, grad_norm: 5.8137, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.2718, loss/aux0: 1.2718 2020-10-18 20:26:59,476 - mmaction - INFO - Epoch [6][560/792] lr: 7.500e-03, eta: 1 day, 20:48:01, time: 0.953, data_time: 0.022, memory: 8335, top1_acc: 0.5536, top5_acc: 0.8005, loss_cls: 1.7914, loss: 1.7914, grad_norm: 5.8084, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2681, loss/aux0: 1.2681 2020-10-18 20:27:40,302 - mmaction - INFO - Epoch [6][580/792] lr: 7.500e-03, eta: 1 day, 20:41:11, time: 1.045, data_time: 0.000, memory: 8335, top1_acc: 0.5526, top5_acc: 0.8000, loss_cls: 1.8282, loss: 1.8282, grad_norm: 5.8427, top1_acc/aux0: 0.6563, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2946, loss/aux0: 1.2946 2020-10-18 20:27:42,464 - mmaction - INFO - Epoch [6][580/792] lr: 7.500e-03, eta: 1 day, 20:46:49, time: 1.028, data_time: 0.003, memory: 8335, top1_acc: 0.5526, top5_acc: 0.8000, loss_cls: 1.8282, loss: 1.8282, grad_norm: 5.8386, top1_acc/aux0: 0.6552, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2989, loss/aux0: 1.2989 2020-10-18 20:28:23,167 - mmaction - INFO - Epoch [6][600/792] lr: 7.500e-03, eta: 1 day, 20:40:07, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.5349, top5_acc: 0.7917, loss_cls: 1.8395, loss: 1.8395, grad_norm: 6.2275, top1_acc/aux0: 0.6432, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.3356, loss/aux0: 1.3356 2020-10-18 20:28:24,131 - mmaction - INFO - Epoch [6][600/792] lr: 7.500e-03, eta: 1 day, 20:45:36, time: 1.006, data_time: 0.001, memory: 8335, top1_acc: 0.5349, top5_acc: 0.7917, loss_cls: 1.8395, loss: 1.8395, grad_norm: 6.1959, top1_acc/aux0: 0.6458, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.3294, loss/aux0: 1.3294 2020-10-18 20:29:05,678 - mmaction - INFO - Epoch [6][620/792] lr: 7.500e-03, eta: 1 day, 20:39:02, time: 1.082, data_time: 0.000, memory: 8335, top1_acc: 0.5698, top5_acc: 0.7969, loss_cls: 1.7593, loss: 1.7593, grad_norm: 5.6361, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2858, loss/aux0: 1.2858 2020-10-18 20:29:06,275 - mmaction - INFO - Epoch [6][620/792] lr: 7.500e-03, eta: 1 day, 20:44:41, time: 1.039, data_time: 0.002, memory: 8335, top1_acc: 0.5698, top5_acc: 0.7969, loss_cls: 1.7593, loss: 1.7593, grad_norm: 5.6564, top1_acc/aux0: 0.6661, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2865, loss/aux0: 1.2865 2020-10-18 20:29:44,376 - mmaction - INFO - Epoch [6][640/792] lr: 7.500e-03, eta: 1 day, 20:37:45, time: 1.012, data_time: 0.085, memory: 8335, top1_acc: 0.5453, top5_acc: 0.7953, loss_cls: 1.7906, loss: 1.7906, grad_norm: 5.5992, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2966, loss/aux0: 1.2966 2020-10-18 20:29:44,968 - mmaction - INFO - Epoch [6][640/792] lr: 7.500e-03, eta: 1 day, 20:43:09, time: 0.997, data_time: 0.069, memory: 8335, top1_acc: 0.5453, top5_acc: 0.7953, loss_cls: 1.7906, loss: 1.7906, grad_norm: 5.6200, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.2957, loss/aux0: 1.2957 2020-10-18 20:30:30,422 - mmaction - INFO - Epoch [6][660/792] lr: 7.500e-03, eta: 1 day, 20:37:05, time: 1.165, data_time: 0.000, memory: 8335, top1_acc: 0.5609, top5_acc: 0.8094, loss_cls: 1.7818, loss: 1.7818, grad_norm: 5.6858, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2751, loss/aux0: 1.2751 2020-10-18 20:30:31,029 - mmaction - INFO - Epoch [6][660/792] lr: 7.500e-03, eta: 1 day, 20:43:21, time: 1.166, data_time: 0.003, memory: 8335, top1_acc: 0.5609, top5_acc: 0.8094, loss_cls: 1.7818, loss: 1.7818, grad_norm: 5.6947, top1_acc/aux0: 0.6667, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2920, loss/aux0: 1.2920 2020-10-18 20:31:12,577 - mmaction - INFO - Epoch [6][680/792] lr: 7.500e-03, eta: 1 day, 20:36:56, time: 1.094, data_time: 0.000, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8021, loss_cls: 1.7552, loss: 1.7552, grad_norm: 5.7520, top1_acc/aux0: 0.6547, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3510, loss/aux0: 1.3510 2020-10-18 20:31:13,191 - mmaction - INFO - Epoch [6][680/792] lr: 7.500e-03, eta: 1 day, 20:42:48, time: 1.096, data_time: 0.003, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8021, loss_cls: 1.7552, loss: 1.7552, grad_norm: 5.7797, top1_acc/aux0: 0.6531, top5_acc/aux0: 0.8771, loss_cls/aux0: 1.3427, loss/aux0: 1.3427 2020-10-18 20:31:55,766 - mmaction - INFO - Epoch [6][700/792] lr: 7.500e-03, eta: 1 day, 20:36:34, time: 1.123, data_time: 0.000, memory: 8335, top1_acc: 0.5714, top5_acc: 0.8083, loss_cls: 1.7363, loss: 1.7363, grad_norm: 5.6500, top1_acc/aux0: 0.6427, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3258, loss/aux0: 1.3258 2020-10-18 20:31:57,321 - mmaction - INFO - Epoch [6][700/792] lr: 7.500e-03, eta: 1 day, 20:42:34, time: 1.127, data_time: 0.002, memory: 8335, top1_acc: 0.5714, top5_acc: 0.8083, loss_cls: 1.7363, loss: 1.7363, grad_norm: 5.6303, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3162, loss/aux0: 1.3162 2020-10-18 20:32:36,759 - mmaction - INFO - Epoch [6][720/792] lr: 7.500e-03, eta: 1 day, 20:35:52, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.5536, top5_acc: 0.8062, loss_cls: 1.7673, loss: 1.7673, grad_norm: 5.8760, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2899, loss/aux0: 1.2899 2020-10-18 20:32:37,374 - mmaction - INFO - Epoch [6][720/792] lr: 7.500e-03, eta: 1 day, 20:41:14, time: 1.011, data_time: 0.004, memory: 8335, top1_acc: 0.5536, top5_acc: 0.8062, loss_cls: 1.7673, loss: 1.7673, grad_norm: 5.8966, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2903, loss/aux0: 1.2903 2020-10-18 20:33:17,562 - mmaction - INFO - Epoch [6][740/792] lr: 7.500e-03, eta: 1 day, 20:34:46, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.5594, top5_acc: 0.7896, loss_cls: 1.8358, loss: 1.8358, grad_norm: 5.9037, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.3175, loss/aux0: 1.3175 2020-10-18 20:33:18,174 - mmaction - INFO - Epoch [6][740/792] lr: 7.500e-03, eta: 1 day, 20:40:27, time: 1.073, data_time: 0.003, memory: 8335, top1_acc: 0.5594, top5_acc: 0.7896, loss_cls: 1.8358, loss: 1.8358, grad_norm: 5.8535, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.3202, loss/aux0: 1.3202 2020-10-18 20:33:58,214 - mmaction - INFO - Epoch [6][760/792] lr: 7.500e-03, eta: 1 day, 20:33:40, time: 1.007, data_time: 0.042, memory: 8335, top1_acc: 0.5323, top5_acc: 0.7854, loss_cls: 1.8834, loss: 1.8834, grad_norm: 5.8757, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2969, loss/aux0: 1.2969 2020-10-18 20:33:58,986 - mmaction - INFO - Epoch [6][760/792] lr: 7.500e-03, eta: 1 day, 20:38:51, time: 0.987, data_time: 0.044, memory: 8335, top1_acc: 0.5323, top5_acc: 0.7854, loss_cls: 1.8834, loss: 1.8834, grad_norm: 5.8874, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.3064, loss/aux0: 1.3064 2020-10-18 20:34:38,149 - mmaction - INFO - Epoch [6][780/792] lr: 7.500e-03, eta: 1 day, 20:32:06, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.5500, top5_acc: 0.7917, loss_cls: 1.8159, loss: 1.8159, grad_norm: 5.8630, top1_acc/aux0: 0.6417, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.3365, loss/aux0: 1.3365 2020-10-18 20:34:40,892 - mmaction - INFO - Epoch [6][780/792] lr: 7.500e-03, eta: 1 day, 20:37:38, time: 1.057, data_time: 0.002, memory: 8335, top1_acc: 0.5500, top5_acc: 0.7917, loss_cls: 1.8159, loss: 1.8159, grad_norm: 5.9110, top1_acc/aux0: 0.6469, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.3278, loss/aux0: 1.3278 2020-10-18 20:35:09,337 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-10-18 20:38:18,112 - mmaction - INFO - Epoch [7][20/792] lr: 7.500e-03, eta: 1 day, 20:24:14, time: 1.096, data_time: 0.156, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8099, loss_cls: 1.7331, loss: 1.7331, grad_norm: 5.8377, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8761, loss_cls/aux0: 1.3236, loss/aux0: 1.3236 2020-10-18 20:38:18,732 - mmaction - INFO - Epoch [7][20/792] lr: 7.500e-03, eta: 1 day, 20:29:56, time: 1.098, data_time: 0.159, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8099, loss_cls: 1.7331, loss: 1.7331, grad_norm: 5.8487, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.3192, loss/aux0: 1.3192 2020-10-18 20:38:59,416 - mmaction - INFO - Epoch [7][40/792] lr: 7.500e-03, eta: 1 day, 20:23:32, time: 1.052, data_time: 0.040, memory: 8335, top1_acc: 0.5901, top5_acc: 0.8125, loss_cls: 1.7188, loss: 1.7188, grad_norm: 5.6068, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2862, loss/aux0: 1.2862 2020-10-18 20:39:00,978 - mmaction - INFO - Epoch [7][40/792] lr: 7.500e-03, eta: 1 day, 20:29:06, time: 1.076, data_time: 0.043, memory: 8335, top1_acc: 0.5901, top5_acc: 0.8125, loss_cls: 1.7188, loss: 1.7188, grad_norm: 5.6531, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.2927, loss/aux0: 1.2927 2020-10-18 20:39:41,216 - mmaction - INFO - Epoch [7][60/792] lr: 7.500e-03, eta: 1 day, 20:22:33, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.5719, top5_acc: 0.8161, loss_cls: 1.7292, loss: 1.7292, grad_norm: 5.7150, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2959, loss/aux0: 1.2959 2020-10-18 20:39:41,813 - mmaction - INFO - Epoch [7][60/792] lr: 7.500e-03, eta: 1 day, 20:27:50, time: 1.024, data_time: 0.002, memory: 8335, top1_acc: 0.5719, top5_acc: 0.8161, loss_cls: 1.7292, loss: 1.7292, grad_norm: 5.6522, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2794, loss/aux0: 1.2794 2020-10-18 20:40:25,256 - mmaction - INFO - Epoch [7][80/792] lr: 7.500e-03, eta: 1 day, 20:21:53, time: 1.131, data_time: 0.000, memory: 8335, top1_acc: 0.5422, top5_acc: 0.7995, loss_cls: 1.7815, loss: 1.7815, grad_norm: 5.9801, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2388, loss/aux0: 1.2388 2020-10-18 20:40:25,873 - mmaction - INFO - Epoch [7][80/792] lr: 7.500e-03, eta: 1 day, 20:27:42, time: 1.134, data_time: 0.004, memory: 8335, top1_acc: 0.5422, top5_acc: 0.7995, loss_cls: 1.7815, loss: 1.7815, grad_norm: 5.9972, top1_acc/aux0: 0.6813, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.2483, loss/aux0: 1.2483 2020-10-18 20:41:05,970 - mmaction - INFO - Epoch [7][100/792] lr: 7.500e-03, eta: 1 day, 20:20:52, time: 0.955, data_time: 0.000, memory: 8335, top1_acc: 0.5766, top5_acc: 0.8021, loss_cls: 1.7305, loss: 1.7305, grad_norm: 5.6066, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3176, loss/aux0: 1.3176 2020-10-18 20:41:06,572 - mmaction - INFO - Epoch [7][100/792] lr: 7.500e-03, eta: 1 day, 20:25:45, time: 0.956, data_time: 0.002, memory: 8335, top1_acc: 0.5766, top5_acc: 0.8021, loss_cls: 1.7305, loss: 1.7305, grad_norm: 5.6068, top1_acc/aux0: 0.6708, top5_acc/aux0: 0.8703, loss_cls/aux0: 1.3083, loss/aux0: 1.3083 2020-10-18 20:41:48,113 - mmaction - INFO - Epoch [7][120/792] lr: 7.500e-03, eta: 1 day, 20:19:29, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.5724, top5_acc: 0.8078, loss_cls: 1.7498, loss: 1.7498, grad_norm: 5.5956, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2468, loss/aux0: 1.2468 2020-10-18 20:41:50,105 - mmaction - INFO - Epoch [7][120/792] lr: 7.500e-03, eta: 1 day, 20:24:49, time: 1.051, data_time: 0.003, memory: 8335, top1_acc: 0.5724, top5_acc: 0.8078, loss_cls: 1.7498, loss: 1.7498, grad_norm: 5.5767, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2464, loss/aux0: 1.2464 2020-10-18 20:42:29,701 - mmaction - INFO - Epoch [7][140/792] lr: 7.500e-03, eta: 1 day, 20:18:29, time: 1.041, data_time: 0.000, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8047, loss_cls: 1.7256, loss: 1.7256, grad_norm: 5.6049, top1_acc/aux0: 0.6771, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.2335, loss/aux0: 1.2335 2020-10-18 20:42:31,162 - mmaction - INFO - Epoch [7][140/792] lr: 7.500e-03, eta: 1 day, 20:23:38, time: 1.019, data_time: 0.002, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8047, loss_cls: 1.7256, loss: 1.7256, grad_norm: 5.6191, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.2321, loss/aux0: 1.2321 2020-10-18 20:43:10,262 - mmaction - INFO - Epoch [7][160/792] lr: 7.500e-03, eta: 1 day, 20:17:02, time: 0.982, data_time: 0.000, memory: 8335, top1_acc: 0.5620, top5_acc: 0.8000, loss_cls: 1.7716, loss: 1.7716, grad_norm: 5.5161, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2180, loss/aux0: 1.2180 2020-10-18 20:43:12,425 - mmaction - INFO - Epoch [7][160/792] lr: 7.500e-03, eta: 1 day, 20:22:23, time: 1.062, data_time: 0.001, memory: 8335, top1_acc: 0.5620, top5_acc: 0.8000, loss_cls: 1.7716, loss: 1.7716, grad_norm: 5.5135, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2263, loss/aux0: 1.2263 2020-10-18 20:43:52,464 - mmaction - INFO - Epoch [7][180/792] lr: 7.500e-03, eta: 1 day, 20:16:09, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.5693, top5_acc: 0.7984, loss_cls: 1.7585, loss: 1.7585, grad_norm: 5.7618, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2814, loss/aux0: 1.2814 2020-10-18 20:43:53,927 - mmaction - INFO - Epoch [7][180/792] lr: 7.500e-03, eta: 1 day, 20:21:13, time: 1.008, data_time: 0.001, memory: 8335, top1_acc: 0.5693, top5_acc: 0.7984, loss_cls: 1.7585, loss: 1.7585, grad_norm: 5.7691, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2870, loss/aux0: 1.2870 2020-10-18 20:44:33,175 - mmaction - INFO - Epoch [7][200/792] lr: 7.500e-03, eta: 1 day, 20:14:38, time: 0.975, data_time: 0.000, memory: 8335, top1_acc: 0.5682, top5_acc: 0.8016, loss_cls: 1.7538, loss: 1.7538, grad_norm: 5.8485, top1_acc/aux0: 0.6484, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.3527, loss/aux0: 1.3527 2020-10-18 20:44:33,974 - mmaction - INFO - Epoch [7][200/792] lr: 7.500e-03, eta: 1 day, 20:19:33, time: 0.986, data_time: 0.002, memory: 8335, top1_acc: 0.5682, top5_acc: 0.8016, loss_cls: 1.7538, loss: 1.7538, grad_norm: 5.7787, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.3471, loss/aux0: 1.3471 2020-10-18 20:45:16,052 - mmaction - INFO - Epoch [7][220/792] lr: 7.500e-03, eta: 1 day, 20:13:09, time: 1.006, data_time: 0.001, memory: 8335, top1_acc: 0.5604, top5_acc: 0.8120, loss_cls: 1.7381, loss: 1.7381, grad_norm: 5.8063, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8813, loss_cls/aux0: 1.3025, loss/aux0: 1.3025 2020-10-18 20:45:16,653 - mmaction - INFO - Epoch [7][220/792] lr: 7.500e-03, eta: 1 day, 20:18:10, time: 1.009, data_time: 0.003, memory: 8335, top1_acc: 0.5604, top5_acc: 0.8120, loss_cls: 1.7381, loss: 1.7381, grad_norm: 5.7746, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.3075, loss/aux0: 1.3075 2020-10-18 20:45:56,557 - mmaction - INFO - Epoch [7][240/792] lr: 7.500e-03, eta: 1 day, 20:12:14, time: 1.096, data_time: 0.280, memory: 8335, top1_acc: 0.5693, top5_acc: 0.8016, loss_cls: 1.7705, loss: 1.7705, grad_norm: 5.6661, top1_acc/aux0: 0.6604, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2732, loss/aux0: 1.2732 2020-10-18 20:45:58,990 - mmaction - INFO - Epoch [7][240/792] lr: 7.500e-03, eta: 1 day, 20:17:44, time: 1.108, data_time: 0.375, memory: 8335, top1_acc: 0.5693, top5_acc: 0.8016, loss_cls: 1.7705, loss: 1.7705, grad_norm: 5.6754, top1_acc/aux0: 0.6589, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2787, loss/aux0: 1.2787 2020-10-18 20:46:37,878 - mmaction - INFO - Epoch [7][260/792] lr: 7.500e-03, eta: 1 day, 20:11:23, time: 1.007, data_time: 0.302, memory: 8335, top1_acc: 0.5677, top5_acc: 0.8031, loss_cls: 1.7508, loss: 1.7508, grad_norm: 5.8002, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.2311, loss/aux0: 1.2311 2020-10-18 20:46:39,677 - mmaction - INFO - Epoch [7][260/792] lr: 7.500e-03, eta: 1 day, 20:16:14, time: 0.984, data_time: 0.218, memory: 8335, top1_acc: 0.5677, top5_acc: 0.8031, loss_cls: 1.7508, loss: 1.7508, grad_norm: 5.7741, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2230, loss/aux0: 1.2230 2020-10-18 20:47:20,314 - mmaction - INFO - Epoch [7][280/792] lr: 7.500e-03, eta: 1 day, 20:10:03, time: 1.035, data_time: 0.263, memory: 8335, top1_acc: 0.5875, top5_acc: 0.8208, loss_cls: 1.6434, loss: 1.6434, grad_norm: 5.6087, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.2458, loss/aux0: 1.2458 2020-10-18 20:47:22,811 - mmaction - INFO - Epoch [7][280/792] lr: 7.500e-03, eta: 1 day, 20:15:09, time: 1.037, data_time: 0.266, memory: 8335, top1_acc: 0.5875, top5_acc: 0.8208, loss_cls: 1.6434, loss: 1.6434, grad_norm: 5.6010, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.2461, loss/aux0: 1.2461 2020-10-18 20:48:05,303 - mmaction - INFO - Epoch [7][300/792] lr: 7.500e-03, eta: 1 day, 20:09:26, time: 1.127, data_time: 0.554, memory: 8335, top1_acc: 0.5724, top5_acc: 0.8099, loss_cls: 1.7033, loss: 1.7033, grad_norm: 5.7397, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2803, loss/aux0: 1.2803 2020-10-18 20:48:07,982 - mmaction - INFO - Epoch [7][300/792] lr: 7.500e-03, eta: 1 day, 20:14:47, time: 1.095, data_time: 0.522, memory: 8335, top1_acc: 0.5724, top5_acc: 0.8099, loss_cls: 1.7033, loss: 1.7033, grad_norm: 5.6957, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2715, loss/aux0: 1.2715 2020-10-18 20:48:46,483 - mmaction - INFO - Epoch [7][320/792] lr: 7.500e-03, eta: 1 day, 20:08:21, time: 0.972, data_time: 0.398, memory: 8335, top1_acc: 0.5693, top5_acc: 0.8094, loss_cls: 1.7353, loss: 1.7353, grad_norm: 5.7129, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2598, loss/aux0: 1.2598 2020-10-18 20:48:47,573 - mmaction - INFO - Epoch [7][320/792] lr: 7.500e-03, eta: 1 day, 20:12:56, time: 0.943, data_time: 0.368, memory: 8335, top1_acc: 0.5693, top5_acc: 0.8094, loss_cls: 1.7353, loss: 1.7353, grad_norm: 5.6848, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2645, loss/aux0: 1.2645 2020-10-18 20:49:27,268 - mmaction - INFO - Epoch [7][340/792] lr: 7.500e-03, eta: 1 day, 20:06:47, time: 1.027, data_time: 0.027, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8068, loss_cls: 1.7839, loss: 1.7839, grad_norm: 5.7616, top1_acc/aux0: 0.6620, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.3138, loss/aux0: 1.3138 2020-10-18 20:49:27,879 - mmaction - INFO - Epoch [7][340/792] lr: 7.500e-03, eta: 1 day, 20:11:47, time: 1.029, data_time: 0.030, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8068, loss_cls: 1.7839, loss: 1.7839, grad_norm: 5.7532, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.3119, loss/aux0: 1.3119 2020-10-18 20:50:08,536 - mmaction - INFO - Epoch [7][360/792] lr: 7.500e-03, eta: 1 day, 20:05:23, time: 0.971, data_time: 0.001, memory: 8335, top1_acc: 0.5776, top5_acc: 0.8057, loss_cls: 1.7123, loss: 1.7123, grad_norm: 5.7053, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.2180, loss/aux0: 1.2180 2020-10-18 20:50:09,117 - mmaction - INFO - Epoch [7][360/792] lr: 7.500e-03, eta: 1 day, 20:10:04, time: 0.971, data_time: 0.003, memory: 8335, top1_acc: 0.5776, top5_acc: 0.8057, loss_cls: 1.7123, loss: 1.7123, grad_norm: 5.7178, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.2238, loss/aux0: 1.2238 2020-10-18 20:50:48,001 - mmaction - INFO - Epoch [7][380/792] lr: 7.500e-03, eta: 1 day, 20:03:49, time: 0.993, data_time: 0.012, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8125, loss_cls: 1.6964, loss: 1.6964, grad_norm: 5.8110, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.3186, loss/aux0: 1.3186 2020-10-18 20:50:48,863 - mmaction - INFO - Epoch [7][380/792] lr: 7.500e-03, eta: 1 day, 20:08:36, time: 0.994, data_time: 0.013, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8125, loss_cls: 1.6964, loss: 1.6964, grad_norm: 5.7402, top1_acc/aux0: 0.6693, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.3146, loss/aux0: 1.3146 2020-10-18 20:51:29,115 - mmaction - INFO - Epoch [7][400/792] lr: 7.500e-03, eta: 1 day, 20:02:26, time: 1.009, data_time: 0.210, memory: 8335, top1_acc: 0.5792, top5_acc: 0.8078, loss_cls: 1.7305, loss: 1.7305, grad_norm: 5.9503, top1_acc/aux0: 0.6516, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.3263, loss/aux0: 1.3263 2020-10-18 20:51:30,865 - mmaction - INFO - Epoch [7][400/792] lr: 7.500e-03, eta: 1 day, 20:07:21, time: 1.028, data_time: 0.212, memory: 8335, top1_acc: 0.5792, top5_acc: 0.8078, loss_cls: 1.7305, loss: 1.7305, grad_norm: 6.0094, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8719, loss_cls/aux0: 1.3359, loss/aux0: 1.3359 2020-10-18 20:52:10,923 - mmaction - INFO - Epoch [7][420/792] lr: 7.500e-03, eta: 1 day, 20:01:06, time: 0.982, data_time: 0.000, memory: 8335, top1_acc: 0.5583, top5_acc: 0.7979, loss_cls: 1.8087, loss: 1.8087, grad_norm: 5.8912, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.2784, loss/aux0: 1.2784 2020-10-18 20:52:13,009 - mmaction - INFO - Epoch [7][420/792] lr: 7.500e-03, eta: 1 day, 20:05:45, time: 0.974, data_time: 0.003, memory: 8335, top1_acc: 0.5583, top5_acc: 0.7979, loss_cls: 1.8087, loss: 1.8087, grad_norm: 5.9029, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2825, loss/aux0: 1.2825 2020-10-18 20:52:53,017 - mmaction - INFO - Epoch [7][440/792] lr: 7.500e-03, eta: 1 day, 19:59:47, time: 1.041, data_time: 0.247, memory: 8335, top1_acc: 0.5672, top5_acc: 0.8047, loss_cls: 1.7776, loss: 1.7776, grad_norm: 5.8888, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.2560, loss/aux0: 1.2560 2020-10-18 20:52:53,895 - mmaction - INFO - Epoch [7][440/792] lr: 7.500e-03, eta: 1 day, 20:04:48, time: 1.056, data_time: 0.251, memory: 8335, top1_acc: 0.5672, top5_acc: 0.8047, loss_cls: 1.7776, loss: 1.7776, grad_norm: 5.8957, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2608, loss/aux0: 1.2608 2020-10-18 20:53:35,622 - mmaction - INFO - Epoch [7][460/792] lr: 7.500e-03, eta: 1 day, 19:59:00, time: 1.068, data_time: 0.147, memory: 8335, top1_acc: 0.5599, top5_acc: 0.7984, loss_cls: 1.7276, loss: 1.7276, grad_norm: 5.7328, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2580, loss/aux0: 1.2580 2020-10-18 20:53:36,198 - mmaction - INFO - Epoch [7][460/792] lr: 7.500e-03, eta: 1 day, 20:04:03, time: 1.068, data_time: 0.148, memory: 8335, top1_acc: 0.5599, top5_acc: 0.7984, loss_cls: 1.7276, loss: 1.7276, grad_norm: 5.7293, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.2459, loss/aux0: 1.2459 2020-10-18 20:54:20,065 - mmaction - INFO - Epoch [7][480/792] lr: 7.500e-03, eta: 1 day, 19:58:40, time: 1.155, data_time: 0.000, memory: 8335, top1_acc: 0.5667, top5_acc: 0.8146, loss_cls: 1.7541, loss: 1.7541, grad_norm: 5.8970, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.2380, loss/aux0: 1.2380 2020-10-18 20:54:23,151 - mmaction - INFO - Epoch [7][480/792] lr: 7.500e-03, eta: 1 day, 20:04:39, time: 1.268, data_time: 0.002, memory: 8335, top1_acc: 0.5667, top5_acc: 0.8146, loss_cls: 1.7541, loss: 1.7541, grad_norm: 5.8979, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.2319, loss/aux0: 1.2319 2020-10-18 20:55:03,815 - mmaction - INFO - Epoch [7][500/792] lr: 7.500e-03, eta: 1 day, 19:58:47, time: 1.048, data_time: 0.000, memory: 8335, top1_acc: 0.5552, top5_acc: 0.8109, loss_cls: 1.7514, loss: 1.7514, grad_norm: 5.6676, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2629, loss/aux0: 1.2629 2020-10-18 20:55:05,586 - mmaction - INFO - Epoch [7][500/792] lr: 7.500e-03, eta: 1 day, 20:03:43, time: 1.053, data_time: 0.003, memory: 8335, top1_acc: 0.5552, top5_acc: 0.8109, loss_cls: 1.7514, loss: 1.7514, grad_norm: 5.7084, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2728, loss/aux0: 1.2728 2020-10-18 20:55:45,760 - mmaction - INFO - Epoch [7][520/792] lr: 7.500e-03, eta: 1 day, 19:57:44, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.5552, top5_acc: 0.7990, loss_cls: 1.7902, loss: 1.7902, grad_norm: 5.8148, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2569, loss/aux0: 1.2569 2020-10-18 20:55:47,385 - mmaction - INFO - Epoch [7][520/792] lr: 7.500e-03, eta: 1 day, 20:02:30, time: 1.017, data_time: 0.003, memory: 8335, top1_acc: 0.5552, top5_acc: 0.7990, loss_cls: 1.7902, loss: 1.7902, grad_norm: 5.7691, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2529, loss/aux0: 1.2529 2020-10-18 20:56:28,808 - mmaction - INFO - Epoch [7][540/792] lr: 7.500e-03, eta: 1 day, 19:57:07, time: 1.142, data_time: 0.015, memory: 8335, top1_acc: 0.5536, top5_acc: 0.7990, loss_cls: 1.7622, loss: 1.7622, grad_norm: 5.7239, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2819, loss/aux0: 1.2819 2020-10-18 20:56:29,426 - mmaction - INFO - Epoch [7][540/792] lr: 7.500e-03, eta: 1 day, 20:02:16, time: 1.107, data_time: 0.018, memory: 8335, top1_acc: 0.5536, top5_acc: 0.7990, loss_cls: 1.7622, loss: 1.7622, grad_norm: 5.7065, top1_acc/aux0: 0.6594, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.2819, loss/aux0: 1.2819 2020-10-18 20:57:13,292 - mmaction - INFO - Epoch [7][560/792] lr: 7.500e-03, eta: 1 day, 19:56:31, time: 1.060, data_time: 0.000, memory: 8335, top1_acc: 0.5630, top5_acc: 0.8026, loss_cls: 1.7653, loss: 1.7653, grad_norm: 5.7700, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2683, loss/aux0: 1.2683 2020-10-18 20:57:13,894 - mmaction - INFO - Epoch [7][560/792] lr: 7.500e-03, eta: 1 day, 20:01:26, time: 1.061, data_time: 0.002, memory: 8335, top1_acc: 0.5630, top5_acc: 0.8026, loss_cls: 1.7653, loss: 1.7653, grad_norm: 5.7066, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2571, loss/aux0: 1.2571 2020-10-18 20:57:53,208 - mmaction - INFO - Epoch [7][580/792] lr: 7.500e-03, eta: 1 day, 19:55:38, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.5677, top5_acc: 0.8089, loss_cls: 1.7103, loss: 1.7103, grad_norm: 5.7702, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2200, loss/aux0: 1.2200 2020-10-18 20:57:54,157 - mmaction - INFO - Epoch [7][580/792] lr: 7.500e-03, eta: 1 day, 20:00:26, time: 1.040, data_time: 0.002, memory: 8335, top1_acc: 0.5677, top5_acc: 0.8089, loss_cls: 1.7103, loss: 1.7103, grad_norm: 5.7568, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.2301, loss/aux0: 1.2301 2020-10-18 20:58:35,076 - mmaction - INFO - Epoch [7][600/792] lr: 7.500e-03, eta: 1 day, 19:54:43, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8146, loss_cls: 1.7410, loss: 1.7410, grad_norm: 5.6270, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2720, loss/aux0: 1.2720 2020-10-18 20:58:37,266 - mmaction - INFO - Epoch [7][600/792] lr: 7.500e-03, eta: 1 day, 19:59:22, time: 1.011, data_time: 0.004, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8146, loss_cls: 1.7410, loss: 1.7410, grad_norm: 5.5642, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2620, loss/aux0: 1.2620 2020-10-18 20:59:16,535 - mmaction - INFO - Epoch [7][620/792] lr: 7.500e-03, eta: 1 day, 19:53:35, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.5568, top5_acc: 0.8042, loss_cls: 1.7586, loss: 1.7586, grad_norm: 5.6098, top1_acc/aux0: 0.6786, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2179, loss/aux0: 1.2179 2020-10-18 20:59:18,591 - mmaction - INFO - Epoch [7][620/792] lr: 7.500e-03, eta: 1 day, 19:58:19, time: 1.034, data_time: 0.002, memory: 8335, top1_acc: 0.5568, top5_acc: 0.8042, loss_cls: 1.7586, loss: 1.7586, grad_norm: 5.6163, top1_acc/aux0: 0.6766, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2325, loss/aux0: 1.2325 2020-10-18 20:59:58,608 - mmaction - INFO - Epoch [7][640/792] lr: 7.500e-03, eta: 1 day, 19:52:31, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.5755, top5_acc: 0.8146, loss_cls: 1.6879, loss: 1.6879, grad_norm: 5.4827, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.2449, loss/aux0: 1.2449 2020-10-18 20:59:59,201 - mmaction - INFO - Epoch [7][640/792] lr: 7.500e-03, eta: 1 day, 19:57:12, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.5755, top5_acc: 0.8146, loss_cls: 1.6879, loss: 1.6879, grad_norm: 5.5244, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.2575, loss/aux0: 1.2575 2020-10-18 21:00:43,824 - mmaction - INFO - Epoch [7][660/792] lr: 7.500e-03, eta: 1 day, 19:51:08, time: 0.968, data_time: 0.000, memory: 8335, top1_acc: 0.5917, top5_acc: 0.8281, loss_cls: 1.6460, loss: 1.6460, grad_norm: 5.4741, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2176, loss/aux0: 1.2176 2020-10-18 21:00:45,579 - mmaction - INFO - Epoch [7][660/792] lr: 7.500e-03, eta: 1 day, 19:55:49, time: 1.029, data_time: 0.011, memory: 8335, top1_acc: 0.5917, top5_acc: 0.8281, loss_cls: 1.6460, loss: 1.6460, grad_norm: 5.5198, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1939, loss/aux0: 1.1939 2020-10-18 21:01:27,383 - mmaction - INFO - Epoch [7][680/792] lr: 7.500e-03, eta: 1 day, 19:50:10, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.5714, top5_acc: 0.7979, loss_cls: 1.7358, loss: 1.7358, grad_norm: 5.8270, top1_acc/aux0: 0.6609, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.3234, loss/aux0: 1.3234 2020-10-18 21:01:27,978 - mmaction - INFO - Epoch [7][680/792] lr: 7.500e-03, eta: 1 day, 19:54:25, time: 0.937, data_time: 0.003, memory: 8335, top1_acc: 0.5714, top5_acc: 0.7979, loss_cls: 1.7358, loss: 1.7358, grad_norm: 5.8083, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.3299, loss/aux0: 1.3299 2020-10-18 21:02:08,494 - mmaction - INFO - Epoch [7][700/792] lr: 7.500e-03, eta: 1 day, 19:48:30, time: 0.992, data_time: 0.178, memory: 8335, top1_acc: 0.5615, top5_acc: 0.7979, loss_cls: 1.7937, loss: 1.7937, grad_norm: 5.9018, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2746, loss/aux0: 1.2746 2020-10-18 21:02:10,150 - mmaction - INFO - Epoch [7][700/792] lr: 7.500e-03, eta: 1 day, 19:52:56, time: 0.984, data_time: 0.181, memory: 8335, top1_acc: 0.5615, top5_acc: 0.7979, loss_cls: 1.7937, loss: 1.7937, grad_norm: 5.8582, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2701, loss/aux0: 1.2701 2020-10-18 21:02:50,380 - mmaction - INFO - Epoch [7][720/792] lr: 7.500e-03, eta: 1 day, 19:47:14, time: 1.030, data_time: 0.424, memory: 8335, top1_acc: 0.5698, top5_acc: 0.8031, loss_cls: 1.7760, loss: 1.7760, grad_norm: 5.7985, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2640, loss/aux0: 1.2640 2020-10-18 21:02:50,990 - mmaction - INFO - Epoch [7][720/792] lr: 7.500e-03, eta: 1 day, 19:51:52, time: 1.031, data_time: 0.426, memory: 8335, top1_acc: 0.5698, top5_acc: 0.8031, loss_cls: 1.7760, loss: 1.7760, grad_norm: 5.7862, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2550, loss/aux0: 1.2550 2020-10-18 21:03:32,162 - mmaction - INFO - Epoch [7][740/792] lr: 7.500e-03, eta: 1 day, 19:46:33, time: 1.115, data_time: 0.000, memory: 8335, top1_acc: 0.5693, top5_acc: 0.7854, loss_cls: 1.8023, loss: 1.8023, grad_norm: 5.7867, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2503, loss/aux0: 1.2503 2020-10-18 21:03:33,764 - mmaction - INFO - Epoch [7][740/792] lr: 7.500e-03, eta: 1 day, 19:51:11, time: 1.037, data_time: 0.002, memory: 8335, top1_acc: 0.5693, top5_acc: 0.7854, loss_cls: 1.8023, loss: 1.8023, grad_norm: 5.8455, top1_acc/aux0: 0.6651, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2862, loss/aux0: 1.2862 2020-10-18 21:04:12,609 - mmaction - INFO - Epoch [7][760/792] lr: 7.500e-03, eta: 1 day, 19:45:22, time: 0.996, data_time: 0.195, memory: 8335, top1_acc: 0.5630, top5_acc: 0.8141, loss_cls: 1.7219, loss: 1.7219, grad_norm: 5.7978, top1_acc/aux0: 0.6615, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2912, loss/aux0: 1.2912 2020-10-18 21:04:15,110 - mmaction - INFO - Epoch [7][760/792] lr: 7.500e-03, eta: 1 day, 19:49:50, time: 1.002, data_time: 0.197, memory: 8335, top1_acc: 0.5630, top5_acc: 0.8141, loss_cls: 1.7219, loss: 1.7219, grad_norm: 5.7344, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2617, loss/aux0: 1.2617 2020-10-18 21:04:54,803 - mmaction - INFO - Epoch [7][780/792] lr: 7.500e-03, eta: 1 day, 19:44:38, time: 1.131, data_time: 0.285, memory: 8335, top1_acc: 0.5609, top5_acc: 0.8161, loss_cls: 1.7623, loss: 1.7623, grad_norm: 5.8015, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2476, loss/aux0: 1.2476 2020-10-18 21:04:55,393 - mmaction - INFO - Epoch [7][780/792] lr: 7.500e-03, eta: 1 day, 19:49:24, time: 1.074, data_time: 0.287, memory: 8335, top1_acc: 0.5609, top5_acc: 0.8161, loss_cls: 1.7623, loss: 1.7623, grad_norm: 5.8045, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2559, loss/aux0: 1.2559 2020-10-18 21:05:23,642 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-10-18 21:08:29,008 - mmaction - INFO - Epoch [8][20/792] lr: 7.500e-03, eta: 1 day, 19:37:59, time: 1.096, data_time: 0.041, memory: 8335, top1_acc: 0.5885, top5_acc: 0.8198, loss_cls: 1.6081, loss: 1.6081, grad_norm: 5.4938, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8898, loss_cls/aux0: 1.2043, loss/aux0: 1.2043 2020-10-18 21:08:29,619 - mmaction - INFO - Epoch [8][20/792] lr: 7.500e-03, eta: 1 day, 19:42:49, time: 1.098, data_time: 0.043, memory: 8335, top1_acc: 0.5885, top5_acc: 0.8198, loss_cls: 1.6081, loss: 1.6081, grad_norm: 5.4694, top1_acc/aux0: 0.6776, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1969, loss/aux0: 1.1969 2020-10-18 21:09:09,708 - mmaction - INFO - Epoch [8][40/792] lr: 7.500e-03, eta: 1 day, 19:37:05, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8203, loss_cls: 1.6525, loss: 1.6525, grad_norm: 5.6724, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1699, loss/aux0: 1.1699 2020-10-18 21:09:10,370 - mmaction - INFO - Epoch [8][40/792] lr: 7.500e-03, eta: 1 day, 19:41:29, time: 0.999, data_time: 0.006, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8203, loss_cls: 1.6525, loss: 1.6525, grad_norm: 5.6543, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1820, loss/aux0: 1.1820 2020-10-18 21:09:51,209 - mmaction - INFO - Epoch [8][60/792] lr: 7.500e-03, eta: 1 day, 19:35:58, time: 1.038, data_time: 0.038, memory: 8335, top1_acc: 0.5776, top5_acc: 0.8115, loss_cls: 1.6998, loss: 1.6998, grad_norm: 5.6739, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1891, loss/aux0: 1.1891 2020-10-18 21:09:52,078 - mmaction - INFO - Epoch [8][60/792] lr: 7.500e-03, eta: 1 day, 19:40:34, time: 1.052, data_time: 0.049, memory: 8335, top1_acc: 0.5776, top5_acc: 0.8115, loss_cls: 1.6998, loss: 1.6998, grad_norm: 5.6758, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1851, loss/aux0: 1.1851 2020-10-18 21:10:32,739 - mmaction - INFO - Epoch [8][80/792] lr: 7.500e-03, eta: 1 day, 19:34:41, time: 0.952, data_time: 0.054, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8099, loss_cls: 1.7274, loss: 1.7274, grad_norm: 5.7748, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.2313, loss/aux0: 1.2313 2020-10-18 21:10:35,784 - mmaction - INFO - Epoch [8][80/792] lr: 7.500e-03, eta: 1 day, 19:39:22, time: 1.073, data_time: 0.177, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8099, loss_cls: 1.7274, loss: 1.7274, grad_norm: 5.7826, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.2194, loss/aux0: 1.2194 2020-10-18 21:11:17,080 - mmaction - INFO - Epoch [8][100/792] lr: 7.500e-03, eta: 1 day, 19:34:05, time: 1.084, data_time: 0.050, memory: 8335, top1_acc: 0.5615, top5_acc: 0.8187, loss_cls: 1.6777, loss: 1.6777, grad_norm: 5.6925, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2463, loss/aux0: 1.2463 2020-10-18 21:11:17,709 - mmaction - INFO - Epoch [8][100/792] lr: 7.500e-03, eta: 1 day, 19:38:38, time: 1.047, data_time: 0.013, memory: 8335, top1_acc: 0.5615, top5_acc: 0.8187, loss_cls: 1.6777, loss: 1.6777, grad_norm: 5.7238, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2530, loss/aux0: 1.2530 2020-10-18 21:11:56,269 - mmaction - INFO - Epoch [8][120/792] lr: 7.500e-03, eta: 1 day, 19:33:15, time: 1.057, data_time: 0.481, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8094, loss_cls: 1.7089, loss: 1.7089, grad_norm: 5.8646, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2597, loss/aux0: 1.2597 2020-10-18 21:11:59,038 - mmaction - INFO - Epoch [8][120/792] lr: 7.500e-03, eta: 1 day, 19:37:38, time: 1.011, data_time: 0.437, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8094, loss_cls: 1.7089, loss: 1.7089, grad_norm: 5.8192, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2653, loss/aux0: 1.2653 2020-10-18 21:12:38,329 - mmaction - INFO - Epoch [8][140/792] lr: 7.500e-03, eta: 1 day, 19:31:57, time: 0.985, data_time: 0.405, memory: 8335, top1_acc: 0.5901, top5_acc: 0.8182, loss_cls: 1.6725, loss: 1.6725, grad_norm: 5.6943, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1958, loss/aux0: 1.1958 2020-10-18 21:12:39,785 - mmaction - INFO - Epoch [8][140/792] lr: 7.500e-03, eta: 1 day, 19:36:04, time: 0.953, data_time: 0.372, memory: 8335, top1_acc: 0.5901, top5_acc: 0.8182, loss_cls: 1.6725, loss: 1.6725, grad_norm: 5.6930, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1776, loss/aux0: 1.1776 2020-10-18 21:13:19,848 - mmaction - INFO - Epoch [8][160/792] lr: 7.500e-03, eta: 1 day, 19:30:26, time: 0.990, data_time: 0.416, memory: 8335, top1_acc: 0.5667, top5_acc: 0.7849, loss_cls: 1.7948, loss: 1.7948, grad_norm: 5.5746, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2142, loss/aux0: 1.2142 2020-10-18 21:13:22,458 - mmaction - INFO - Epoch [8][160/792] lr: 7.500e-03, eta: 1 day, 19:34:40, time: 0.988, data_time: 0.413, memory: 8335, top1_acc: 0.5667, top5_acc: 0.7849, loss_cls: 1.7948, loss: 1.7948, grad_norm: 5.5862, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2312, loss/aux0: 1.2312 2020-10-18 21:14:03,447 - mmaction - INFO - Epoch [8][180/792] lr: 7.500e-03, eta: 1 day, 19:29:32, time: 1.099, data_time: 0.523, memory: 8335, top1_acc: 0.5687, top5_acc: 0.8219, loss_cls: 1.7323, loss: 1.7323, grad_norm: 5.9202, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2454, loss/aux0: 1.2454 2020-10-18 21:14:05,647 - mmaction - INFO - Epoch [8][180/792] lr: 7.500e-03, eta: 1 day, 19:34:17, time: 1.110, data_time: 0.534, memory: 8335, top1_acc: 0.5687, top5_acc: 0.8219, loss_cls: 1.7323, loss: 1.7323, grad_norm: 5.8733, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2526, loss/aux0: 1.2526 2020-10-18 21:14:45,317 - mmaction - INFO - Epoch [8][200/792] lr: 7.500e-03, eta: 1 day, 19:28:56, time: 1.047, data_time: 0.454, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8302, loss_cls: 1.6041, loss: 1.6041, grad_norm: 5.6859, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8740, loss_cls/aux0: 1.2550, loss/aux0: 1.2550 2020-10-18 21:14:48,435 - mmaction - INFO - Epoch [8][200/792] lr: 7.500e-03, eta: 1 day, 19:33:35, time: 1.090, data_time: 0.497, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8302, loss_cls: 1.6041, loss: 1.6041, grad_norm: 5.7263, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2574, loss/aux0: 1.2574 2020-10-18 21:15:26,665 - mmaction - INFO - Epoch [8][220/792] lr: 7.500e-03, eta: 1 day, 19:28:09, time: 1.023, data_time: 0.437, memory: 8335, top1_acc: 0.5604, top5_acc: 0.7979, loss_cls: 1.7661, loss: 1.7661, grad_norm: 5.9898, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2466, loss/aux0: 1.2466 2020-10-18 21:15:27,292 - mmaction - INFO - Epoch [8][220/792] lr: 7.500e-03, eta: 1 day, 19:32:21, time: 0.987, data_time: 0.401, memory: 8335, top1_acc: 0.5604, top5_acc: 0.7979, loss_cls: 1.7661, loss: 1.7661, grad_norm: 6.0447, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.2418, loss/aux0: 1.2418 2020-10-18 21:16:10,878 - mmaction - INFO - Epoch [8][240/792] lr: 7.500e-03, eta: 1 day, 19:27:24, time: 1.133, data_time: 0.556, memory: 8335, top1_acc: 0.5703, top5_acc: 0.8203, loss_cls: 1.7034, loss: 1.7034, grad_norm: 5.6518, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.2407, loss/aux0: 1.2407 2020-10-18 21:16:11,483 - mmaction - INFO - Epoch [8][240/792] lr: 7.500e-03, eta: 1 day, 19:32:12, time: 1.134, data_time: 0.558, memory: 8335, top1_acc: 0.5703, top5_acc: 0.8203, loss_cls: 1.7034, loss: 1.7034, grad_norm: 5.6990, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.2430, loss/aux0: 1.2430 2020-10-18 21:16:56,266 - mmaction - INFO - Epoch [8][260/792] lr: 7.500e-03, eta: 1 day, 19:27:26, time: 1.175, data_time: 0.599, memory: 8335, top1_acc: 0.5641, top5_acc: 0.8094, loss_cls: 1.7254, loss: 1.7254, grad_norm: 5.6074, top1_acc/aux0: 0.6703, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2592, loss/aux0: 1.2592 2020-10-18 21:16:56,852 - mmaction - INFO - Epoch [8][260/792] lr: 7.500e-03, eta: 1 day, 19:32:24, time: 1.176, data_time: 0.601, memory: 8335, top1_acc: 0.5641, top5_acc: 0.8094, loss_cls: 1.7254, loss: 1.7254, grad_norm: 5.6131, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2603, loss/aux0: 1.2603 2020-10-18 21:17:38,501 - mmaction - INFO - Epoch [8][280/792] lr: 7.500e-03, eta: 1 day, 19:27:03, time: 1.033, data_time: 0.460, memory: 8335, top1_acc: 0.5688, top5_acc: 0.8063, loss_cls: 1.7598, loss: 1.7598, grad_norm: 6.0616, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2459, loss/aux0: 1.2459 2020-10-18 21:17:39,089 - mmaction - INFO - Epoch [8][280/792] lr: 7.500e-03, eta: 1 day, 19:31:24, time: 1.034, data_time: 0.462, memory: 8335, top1_acc: 0.5688, top5_acc: 0.8063, loss_cls: 1.7598, loss: 1.7598, grad_norm: 5.9885, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2381, loss/aux0: 1.2381 2020-10-18 21:18:20,177 - mmaction - INFO - Epoch [8][300/792] lr: 7.500e-03, eta: 1 day, 19:25:58, time: 1.009, data_time: 0.324, memory: 8335, top1_acc: 0.5896, top5_acc: 0.8276, loss_cls: 1.5999, loss: 1.5999, grad_norm: 5.6998, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2534, loss/aux0: 1.2534 2020-10-18 21:18:20,812 - mmaction - INFO - Epoch [8][300/792] lr: 7.500e-03, eta: 1 day, 19:30:12, time: 1.012, data_time: 0.327, memory: 8335, top1_acc: 0.5896, top5_acc: 0.8276, loss_cls: 1.5999, loss: 1.5999, grad_norm: 5.7086, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2548, loss/aux0: 1.2548 2020-10-18 21:19:02,034 - mmaction - INFO - Epoch [8][320/792] lr: 7.500e-03, eta: 1 day, 19:24:54, time: 1.033, data_time: 0.342, memory: 8335, top1_acc: 0.5651, top5_acc: 0.7974, loss_cls: 1.7608, loss: 1.7608, grad_norm: 5.7913, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2300, loss/aux0: 1.2300 2020-10-18 21:19:05,343 - mmaction - INFO - Epoch [8][320/792] lr: 7.500e-03, eta: 1 day, 19:29:45, time: 1.166, data_time: 0.475, memory: 8335, top1_acc: 0.5651, top5_acc: 0.7974, loss_cls: 1.7608, loss: 1.7608, grad_norm: 5.7918, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2349, loss/aux0: 1.2349 2020-10-18 21:19:43,916 - mmaction - INFO - Epoch [8][340/792] lr: 7.500e-03, eta: 1 day, 19:24:37, time: 1.070, data_time: 0.488, memory: 8335, top1_acc: 0.5771, top5_acc: 0.8146, loss_cls: 1.7048, loss: 1.7048, grad_norm: 5.7036, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.2261, loss/aux0: 1.2261 2020-10-18 21:19:45,714 - mmaction - INFO - Epoch [8][340/792] lr: 7.500e-03, eta: 1 day, 19:29:04, time: 1.071, data_time: 0.489, memory: 8335, top1_acc: 0.5771, top5_acc: 0.8146, loss_cls: 1.7048, loss: 1.7048, grad_norm: 5.7559, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.2162, loss/aux0: 1.2162 2020-10-18 21:20:27,253 - mmaction - INFO - Epoch [8][360/792] lr: 7.500e-03, eta: 1 day, 19:24:18, time: 1.155, data_time: 0.583, memory: 8335, top1_acc: 0.5599, top5_acc: 0.8104, loss_cls: 1.7478, loss: 1.7478, grad_norm: 5.8196, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8734, loss_cls/aux0: 1.3013, loss/aux0: 1.3013 2020-10-18 21:20:29,108 - mmaction - INFO - Epoch [8][360/792] lr: 7.500e-03, eta: 1 day, 19:28:46, time: 1.078, data_time: 0.463, memory: 8335, top1_acc: 0.5599, top5_acc: 0.8104, loss_cls: 1.7478, loss: 1.7478, grad_norm: 5.8126, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8714, loss_cls/aux0: 1.3049, loss/aux0: 1.3049 2020-10-18 21:21:08,912 - mmaction - INFO - Epoch [8][380/792] lr: 7.500e-03, eta: 1 day, 19:23:29, time: 1.026, data_time: 0.343, memory: 8335, top1_acc: 0.5818, top5_acc: 0.8344, loss_cls: 1.6402, loss: 1.6402, grad_norm: 5.6544, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.2062, loss/aux0: 1.2062 2020-10-18 21:21:12,075 - mmaction - INFO - Epoch [8][380/792] lr: 7.500e-03, eta: 1 day, 19:28:14, time: 1.155, data_time: 0.363, memory: 8335, top1_acc: 0.5818, top5_acc: 0.8344, loss_cls: 1.6402, loss: 1.6402, grad_norm: 5.6836, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2162, loss/aux0: 1.2162 2020-10-18 21:21:51,864 - mmaction - INFO - Epoch [8][400/792] lr: 7.500e-03, eta: 1 day, 19:22:47, time: 0.980, data_time: 0.402, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8187, loss_cls: 1.7051, loss: 1.7051, grad_norm: 5.8568, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2688, loss/aux0: 1.2688 2020-10-18 21:21:55,161 - mmaction - INFO - Epoch [8][400/792] lr: 7.500e-03, eta: 1 day, 19:27:22, time: 1.117, data_time: 0.538, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8187, loss_cls: 1.7051, loss: 1.7051, grad_norm: 5.8227, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2668, loss/aux0: 1.2668 2020-10-18 21:22:34,493 - mmaction - INFO - Epoch [8][420/792] lr: 7.500e-03, eta: 1 day, 19:21:59, time: 0.994, data_time: 0.369, memory: 8335, top1_acc: 0.5745, top5_acc: 0.8109, loss_cls: 1.7097, loss: 1.7097, grad_norm: 5.6011, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.2321, loss/aux0: 1.2321 2020-10-18 21:22:36,393 - mmaction - INFO - Epoch [8][420/792] lr: 7.500e-03, eta: 1 day, 19:26:14, time: 1.037, data_time: 0.348, memory: 8335, top1_acc: 0.5745, top5_acc: 0.8109, loss_cls: 1.7097, loss: 1.7097, grad_norm: 5.6284, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.2238, loss/aux0: 1.2238 2020-10-18 21:23:16,815 - mmaction - INFO - Epoch [8][440/792] lr: 7.500e-03, eta: 1 day, 19:20:45, time: 0.966, data_time: 0.000, memory: 8335, top1_acc: 0.5599, top5_acc: 0.8057, loss_cls: 1.7644, loss: 1.7644, grad_norm: 5.9097, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.2454, loss/aux0: 1.2454 2020-10-18 21:23:19,819 - mmaction - INFO - Epoch [8][440/792] lr: 7.500e-03, eta: 1 day, 19:24:58, time: 1.032, data_time: 0.002, memory: 8335, top1_acc: 0.5599, top5_acc: 0.8057, loss_cls: 1.7644, loss: 1.7644, grad_norm: 5.8811, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.2414, loss/aux0: 1.2414 2020-10-18 21:24:01,427 - mmaction - INFO - Epoch [8][460/792] lr: 7.500e-03, eta: 1 day, 19:20:10, time: 1.129, data_time: 0.261, memory: 8335, top1_acc: 0.5609, top5_acc: 0.8109, loss_cls: 1.7462, loss: 1.7462, grad_norm: 6.0170, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2632, loss/aux0: 1.2632 2020-10-18 21:24:02,058 - mmaction - INFO - Epoch [8][460/792] lr: 7.500e-03, eta: 1 day, 19:24:33, time: 1.082, data_time: 0.263, memory: 8335, top1_acc: 0.5609, top5_acc: 0.8109, loss_cls: 1.7462, loss: 1.7462, grad_norm: 6.0639, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2716, loss/aux0: 1.2716 2020-10-18 21:24:42,126 - mmaction - INFO - Epoch [8][480/792] lr: 7.500e-03, eta: 1 day, 19:19:24, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.5818, top5_acc: 0.8161, loss_cls: 1.6826, loss: 1.6826, grad_norm: 5.6987, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2868, loss/aux0: 1.2868 2020-10-18 21:24:42,708 - mmaction - INFO - Epoch [8][480/792] lr: 7.500e-03, eta: 1 day, 19:23:37, time: 1.039, data_time: 0.002, memory: 8335, top1_acc: 0.5818, top5_acc: 0.8161, loss_cls: 1.6826, loss: 1.6826, grad_norm: 5.6735, top1_acc/aux0: 0.6682, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2795, loss/aux0: 1.2795 2020-10-18 21:25:26,426 - mmaction - INFO - Epoch [8][500/792] lr: 7.500e-03, eta: 1 day, 19:18:32, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.5974, top5_acc: 0.8214, loss_cls: 1.6554, loss: 1.6554, grad_norm: 5.6543, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.2164, loss/aux0: 1.2164 2020-10-18 21:25:27,562 - mmaction - INFO - Epoch [8][500/792] lr: 7.500e-03, eta: 1 day, 19:22:54, time: 1.082, data_time: 0.002, memory: 8335, top1_acc: 0.5974, top5_acc: 0.8214, loss_cls: 1.6554, loss: 1.6554, grad_norm: 5.7307, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2398, loss/aux0: 1.2398 2020-10-18 21:26:09,061 - mmaction - INFO - Epoch [8][520/792] lr: 7.500e-03, eta: 1 day, 19:17:53, time: 1.064, data_time: 0.027, memory: 8335, top1_acc: 0.5802, top5_acc: 0.8151, loss_cls: 1.7225, loss: 1.7225, grad_norm: 5.6361, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1968, loss/aux0: 1.1968 2020-10-18 21:26:11,056 - mmaction - INFO - Epoch [8][520/792] lr: 7.500e-03, eta: 1 day, 19:22:20, time: 1.104, data_time: 0.029, memory: 8335, top1_acc: 0.5802, top5_acc: 0.8151, loss_cls: 1.7225, loss: 1.7225, grad_norm: 5.6083, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1844, loss/aux0: 1.1844 2020-10-18 21:26:50,569 - mmaction - INFO - Epoch [8][540/792] lr: 7.500e-03, eta: 1 day, 19:17:03, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.5771, top5_acc: 0.8182, loss_cls: 1.7042, loss: 1.7042, grad_norm: 5.6816, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1813, loss/aux0: 1.1813 2020-10-18 21:26:52,790 - mmaction - INFO - Epoch [8][540/792] lr: 7.500e-03, eta: 1 day, 19:21:03, time: 0.999, data_time: 0.003, memory: 8335, top1_acc: 0.5771, top5_acc: 0.8182, loss_cls: 1.7042, loss: 1.7042, grad_norm: 5.7443, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1800, loss/aux0: 1.1800 2020-10-18 21:27:34,948 - mmaction - INFO - Epoch [8][560/792] lr: 7.500e-03, eta: 1 day, 19:16:04, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.5729, top5_acc: 0.8120, loss_cls: 1.6997, loss: 1.6997, grad_norm: 5.7103, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2042, loss/aux0: 1.2042 2020-10-18 21:27:37,245 - mmaction - INFO - Epoch [8][560/792] lr: 7.500e-03, eta: 1 day, 19:20:12, time: 1.036, data_time: 0.005, memory: 8335, top1_acc: 0.5729, top5_acc: 0.8120, loss_cls: 1.6997, loss: 1.6997, grad_norm: 5.7216, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2012, loss/aux0: 1.2012 2020-10-18 21:28:15,689 - mmaction - INFO - Epoch [8][580/792] lr: 7.500e-03, eta: 1 day, 19:14:58, time: 0.997, data_time: 0.000, memory: 8335, top1_acc: 0.5870, top5_acc: 0.8255, loss_cls: 1.6694, loss: 1.6694, grad_norm: 5.8477, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2954, loss/aux0: 1.2954 2020-10-18 21:28:17,721 - mmaction - INFO - Epoch [8][580/792] lr: 7.500e-03, eta: 1 day, 19:18:59, time: 1.011, data_time: 0.003, memory: 8335, top1_acc: 0.5870, top5_acc: 0.8255, loss_cls: 1.6694, loss: 1.6694, grad_norm: 5.9102, top1_acc/aux0: 0.6573, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.3133, loss/aux0: 1.3133 2020-10-18 21:28:58,990 - mmaction - INFO - Epoch [8][600/792] lr: 7.500e-03, eta: 1 day, 19:14:14, time: 1.116, data_time: 0.000, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8125, loss_cls: 1.7303, loss: 1.7303, grad_norm: 5.5957, top1_acc/aux0: 0.6677, top5_acc/aux0: 0.8766, loss_cls/aux0: 1.2798, loss/aux0: 1.2798 2020-10-18 21:28:59,614 - mmaction - INFO - Epoch [8][600/792] lr: 7.500e-03, eta: 1 day, 19:18:21, time: 1.037, data_time: 0.003, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8125, loss_cls: 1.7303, loss: 1.7303, grad_norm: 5.6135, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2612, loss/aux0: 1.2612 2020-10-18 21:29:39,466 - mmaction - INFO - Epoch [8][620/792] lr: 7.500e-03, eta: 1 day, 19:13:23, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8063, loss_cls: 1.7495, loss: 1.7495, grad_norm: 5.4956, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1829, loss/aux0: 1.1829 2020-10-18 21:29:40,060 - mmaction - INFO - Epoch [8][620/792] lr: 7.500e-03, eta: 1 day, 19:17:33, time: 1.055, data_time: 0.002, memory: 8335, top1_acc: 0.5656, top5_acc: 0.8063, loss_cls: 1.7495, loss: 1.7495, grad_norm: 5.4956, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1870, loss/aux0: 1.1870 2020-10-18 21:30:20,894 - mmaction - INFO - Epoch [8][640/792] lr: 7.500e-03, eta: 1 day, 19:12:26, time: 1.018, data_time: 0.032, memory: 8335, top1_acc: 0.5703, top5_acc: 0.8047, loss_cls: 1.7153, loss: 1.7153, grad_norm: 5.7088, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1434, loss/aux0: 1.1434 2020-10-18 21:30:22,564 - mmaction - INFO - Epoch [8][640/792] lr: 7.500e-03, eta: 1 day, 19:16:40, time: 1.073, data_time: 0.034, memory: 8335, top1_acc: 0.5703, top5_acc: 0.8047, loss_cls: 1.7153, loss: 1.7153, grad_norm: 5.6911, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1431, loss/aux0: 1.1431 2020-10-18 21:31:02,302 - mmaction - INFO - Epoch [8][660/792] lr: 7.500e-03, eta: 1 day, 19:11:30, time: 0.999, data_time: 0.000, memory: 8335, top1_acc: 0.5922, top5_acc: 0.8229, loss_cls: 1.6357, loss: 1.6357, grad_norm: 5.6674, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1797, loss/aux0: 1.1797 2020-10-18 21:31:02,905 - mmaction - INFO - Epoch [8][660/792] lr: 7.500e-03, eta: 1 day, 19:15:26, time: 1.000, data_time: 0.002, memory: 8335, top1_acc: 0.5922, top5_acc: 0.8229, loss_cls: 1.6357, loss: 1.6357, grad_norm: 5.7521, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1707, loss/aux0: 1.1707 2020-10-18 21:31:44,477 - mmaction - INFO - Epoch [8][680/792] lr: 7.500e-03, eta: 1 day, 19:10:30, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8182, loss_cls: 1.6572, loss: 1.6572, grad_norm: 5.6648, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.2203, loss/aux0: 1.2203 2020-10-18 21:31:46,772 - mmaction - INFO - Epoch [8][680/792] lr: 7.500e-03, eta: 1 day, 19:14:42, time: 1.074, data_time: 0.004, memory: 8335, top1_acc: 0.5807, top5_acc: 0.8182, loss_cls: 1.6572, loss: 1.6572, grad_norm: 5.6936, top1_acc/aux0: 0.6813, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.2229, loss/aux0: 1.2229 2020-10-18 21:32:26,082 - mmaction - INFO - Epoch [8][700/792] lr: 7.500e-03, eta: 1 day, 19:09:59, time: 1.105, data_time: 0.010, memory: 8335, top1_acc: 0.5703, top5_acc: 0.8047, loss_cls: 1.6876, loss: 1.6876, grad_norm: 5.6398, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2135, loss/aux0: 1.2135 2020-10-18 21:32:26,702 - mmaction - INFO - Epoch [8][700/792] lr: 7.500e-03, eta: 1 day, 19:14:05, time: 1.053, data_time: 0.012, memory: 8335, top1_acc: 0.5703, top5_acc: 0.8047, loss_cls: 1.6876, loss: 1.6876, grad_norm: 5.6364, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2198, loss/aux0: 1.2198 2020-10-18 21:33:06,542 - mmaction - INFO - Epoch [8][720/792] lr: 7.500e-03, eta: 1 day, 19:09:13, time: 1.063, data_time: 0.003, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8104, loss_cls: 1.6852, loss: 1.6852, grad_norm: 5.6822, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2400, loss/aux0: 1.2400 2020-10-18 21:33:07,946 - mmaction - INFO - Epoch [8][720/792] lr: 7.500e-03, eta: 1 day, 19:13:08, time: 1.008, data_time: 0.005, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8104, loss_cls: 1.6852, loss: 1.6852, grad_norm: 5.6637, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2297, loss/aux0: 1.2297 2020-10-18 21:33:50,655 - mmaction - INFO - Epoch [8][740/792] lr: 7.500e-03, eta: 1 day, 19:08:35, time: 1.140, data_time: 0.558, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8130, loss_cls: 1.7144, loss: 1.7144, grad_norm: 5.5249, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2027, loss/aux0: 1.2027 2020-10-18 21:33:53,668 - mmaction - INFO - Epoch [8][740/792] lr: 7.500e-03, eta: 1 day, 19:12:45, time: 1.078, data_time: 0.500, memory: 8335, top1_acc: 0.5708, top5_acc: 0.8130, loss_cls: 1.7144, loss: 1.7144, grad_norm: 5.5097, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2054, loss/aux0: 1.2054 2020-10-18 21:34:32,216 - mmaction - INFO - Epoch [8][760/792] lr: 7.500e-03, eta: 1 day, 19:07:48, time: 1.036, data_time: 0.428, memory: 8335, top1_acc: 0.5687, top5_acc: 0.8073, loss_cls: 1.7405, loss: 1.7405, grad_norm: 5.6779, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1988, loss/aux0: 1.1988 2020-10-18 21:34:35,192 - mmaction - INFO - Epoch [8][760/792] lr: 7.500e-03, eta: 1 day, 19:11:57, time: 1.076, data_time: 0.464, memory: 8335, top1_acc: 0.5687, top5_acc: 0.8073, loss_cls: 1.7405, loss: 1.7405, grad_norm: 5.7177, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.2002, loss/aux0: 1.2002 2020-10-18 21:35:12,531 - mmaction - INFO - Epoch [8][780/792] lr: 7.500e-03, eta: 1 day, 19:06:52, time: 0.992, data_time: 0.101, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8115, loss_cls: 1.6839, loss: 1.6839, grad_norm: 5.7430, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2797, loss/aux0: 1.2797 2020-10-18 21:35:13,908 - mmaction - INFO - Epoch [8][780/792] lr: 7.500e-03, eta: 1 day, 19:10:39, time: 0.988, data_time: 0.143, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8115, loss_cls: 1.6839, loss: 1.6839, grad_norm: 5.6892, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2811, loss/aux0: 1.2811 2020-10-18 21:35:40,486 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-18 21:38:34,288 - mmaction - INFO - Epoch [9][20/792] lr: 7.500e-03, eta: 1 day, 19:00:38, time: 1.087, data_time: 0.029, memory: 8335, top1_acc: 0.5797, top5_acc: 0.8156, loss_cls: 1.6926, loss: 1.6926, grad_norm: 5.6394, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8925, loss_cls/aux0: 1.1984, loss/aux0: 1.1984 2020-10-18 21:38:34,875 - mmaction - INFO - Epoch [9][20/792] lr: 7.500e-03, eta: 1 day, 19:04:47, time: 1.086, data_time: 0.031, memory: 8335, top1_acc: 0.5797, top5_acc: 0.8156, loss_cls: 1.6926, loss: 1.6926, grad_norm: 5.6336, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1983, loss/aux0: 1.1983 2020-10-18 21:39:15,344 - mmaction - INFO - Epoch [9][40/792] lr: 7.500e-03, eta: 1 day, 19:00:01, time: 1.064, data_time: 0.418, memory: 8335, top1_acc: 0.5880, top5_acc: 0.8240, loss_cls: 1.6502, loss: 1.6502, grad_norm: 5.6818, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1575, loss/aux0: 1.1575 2020-10-18 21:39:15,937 - mmaction - INFO - Epoch [9][40/792] lr: 7.500e-03, eta: 1 day, 19:03:54, time: 1.021, data_time: 0.412, memory: 8335, top1_acc: 0.5880, top5_acc: 0.8240, loss_cls: 1.6502, loss: 1.6502, grad_norm: 5.6671, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1592, loss/aux0: 1.1592 2020-10-18 21:39:58,014 - mmaction - INFO - Epoch [9][60/792] lr: 7.500e-03, eta: 1 day, 18:59:23, time: 1.126, data_time: 0.375, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8281, loss_cls: 1.6326, loss: 1.6326, grad_norm: 5.6351, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8776, loss_cls/aux0: 1.2638, loss/aux0: 1.2638 2020-10-18 21:39:58,604 - mmaction - INFO - Epoch [9][60/792] lr: 7.500e-03, eta: 1 day, 19:03:16, time: 1.020, data_time: 0.377, memory: 8335, top1_acc: 0.5786, top5_acc: 0.8281, loss_cls: 1.6326, loss: 1.6326, grad_norm: 5.6157, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2677, loss/aux0: 1.2677 2020-10-18 21:40:42,191 - mmaction - INFO - Epoch [9][80/792] lr: 7.500e-03, eta: 1 day, 18:58:39, time: 1.096, data_time: 0.483, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8193, loss_cls: 1.6483, loss: 1.6483, grad_norm: 5.6110, top1_acc/aux0: 0.6578, top5_acc/aux0: 0.8667, loss_cls/aux0: 1.3258, loss/aux0: 1.3258 2020-10-18 21:40:42,777 - mmaction - INFO - Epoch [9][80/792] lr: 7.500e-03, eta: 1 day, 19:02:47, time: 1.095, data_time: 0.484, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8193, loss_cls: 1.6483, loss: 1.6483, grad_norm: 5.6175, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8693, loss_cls/aux0: 1.3182, loss/aux0: 1.3182 2020-10-18 21:41:21,346 - mmaction - INFO - Epoch [9][100/792] lr: 7.500e-03, eta: 1 day, 18:57:48, time: 0.996, data_time: 0.276, memory: 8335, top1_acc: 0.5964, top5_acc: 0.8172, loss_cls: 1.6257, loss: 1.6257, grad_norm: 5.5419, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.2202, loss/aux0: 1.2202 2020-10-18 21:41:25,385 - mmaction - INFO - Epoch [9][100/792] lr: 7.500e-03, eta: 1 day, 19:01:55, time: 1.089, data_time: 0.430, memory: 8335, top1_acc: 0.5964, top5_acc: 0.8172, loss_cls: 1.6257, loss: 1.6257, grad_norm: 5.5308, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2261, loss/aux0: 1.2261 2020-10-18 21:42:03,581 - mmaction - INFO - Epoch [9][120/792] lr: 7.500e-03, eta: 1 day, 18:56:59, time: 1.007, data_time: 0.277, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8219, loss_cls: 1.6066, loss: 1.6066, grad_norm: 5.6586, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.2467, loss/aux0: 1.2467 2020-10-18 21:42:05,224 - mmaction - INFO - Epoch [9][120/792] lr: 7.500e-03, eta: 1 day, 19:00:48, time: 1.014, data_time: 0.315, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8219, loss_cls: 1.6066, loss: 1.6066, grad_norm: 5.6739, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2418, loss/aux0: 1.2418 2020-10-18 21:42:44,945 - mmaction - INFO - Epoch [9][140/792] lr: 7.500e-03, eta: 1 day, 18:56:02, time: 1.045, data_time: 0.179, memory: 8335, top1_acc: 0.5833, top5_acc: 0.8104, loss_cls: 1.6943, loss: 1.6943, grad_norm: 5.6737, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1903, loss/aux0: 1.1903 2020-10-18 21:42:46,300 - mmaction - INFO - Epoch [9][140/792] lr: 7.500e-03, eta: 1 day, 18:59:51, time: 1.020, data_time: 0.154, memory: 8335, top1_acc: 0.5833, top5_acc: 0.8104, loss_cls: 1.6943, loss: 1.6943, grad_norm: 5.6152, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1833, loss/aux0: 1.1833 2020-10-18 21:43:29,756 - mmaction - INFO - Epoch [9][160/792] lr: 7.500e-03, eta: 1 day, 18:55:31, time: 1.159, data_time: 0.124, memory: 8335, top1_acc: 0.5719, top5_acc: 0.8266, loss_cls: 1.6554, loss: 1.6554, grad_norm: 5.4933, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1611, loss/aux0: 1.1611 2020-10-18 21:43:30,357 - mmaction - INFO - Epoch [9][160/792] lr: 7.500e-03, eta: 1 day, 18:59:51, time: 1.160, data_time: 0.125, memory: 8335, top1_acc: 0.5719, top5_acc: 0.8266, loss_cls: 1.6554, loss: 1.6554, grad_norm: 5.5541, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1701, loss/aux0: 1.1701 2020-10-18 21:44:10,699 - mmaction - INFO - Epoch [9][180/792] lr: 7.500e-03, eta: 1 day, 18:55:09, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8333, loss_cls: 1.5729, loss: 1.5729, grad_norm: 5.5564, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1764, loss/aux0: 1.1764 2020-10-18 21:44:11,315 - mmaction - INFO - Epoch [9][180/792] lr: 7.500e-03, eta: 1 day, 18:59:00, time: 1.036, data_time: 0.003, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8333, loss_cls: 1.5729, loss: 1.5729, grad_norm: 5.5556, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1703, loss/aux0: 1.1703 2020-10-18 21:44:51,820 - mmaction - INFO - Epoch [9][200/792] lr: 7.500e-03, eta: 1 day, 18:54:06, time: 0.994, data_time: 0.000, memory: 8335, top1_acc: 0.5958, top5_acc: 0.8266, loss_cls: 1.6094, loss: 1.6094, grad_norm: 5.5359, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1430, loss/aux0: 1.1430 2020-10-18 21:44:53,226 - mmaction - INFO - Epoch [9][200/792] lr: 7.500e-03, eta: 1 day, 18:57:41, time: 0.969, data_time: 0.002, memory: 8335, top1_acc: 0.5958, top5_acc: 0.8266, loss_cls: 1.6094, loss: 1.6094, grad_norm: 5.5671, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1531, loss/aux0: 1.1531 2020-10-18 21:45:33,512 - mmaction - INFO - Epoch [9][220/792] lr: 7.500e-03, eta: 1 day, 18:53:08, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8276, loss_cls: 1.5980, loss: 1.5980, grad_norm: 5.6225, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.2152, loss/aux0: 1.2152 2020-10-18 21:45:34,098 - mmaction - INFO - Epoch [9][220/792] lr: 7.500e-03, eta: 1 day, 18:56:55, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8276, loss_cls: 1.5980, loss: 1.5980, grad_norm: 5.6254, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.2087, loss/aux0: 1.2087 2020-10-18 21:46:14,225 - mmaction - INFO - Epoch [9][240/792] lr: 7.500e-03, eta: 1 day, 18:52:16, time: 1.054, data_time: 0.365, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8281, loss_cls: 1.6515, loss: 1.6515, grad_norm: 5.7350, top1_acc/aux0: 0.6625, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.2528, loss/aux0: 1.2528 2020-10-18 21:46:15,266 - mmaction - INFO - Epoch [9][240/792] lr: 7.500e-03, eta: 1 day, 18:55:55, time: 0.992, data_time: 0.368, memory: 8335, top1_acc: 0.5760, top5_acc: 0.8281, loss_cls: 1.6515, loss: 1.6515, grad_norm: 5.6951, top1_acc/aux0: 0.6630, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.2574, loss/aux0: 1.2574 2020-10-18 21:46:56,114 - mmaction - INFO - Epoch [9][260/792] lr: 7.500e-03, eta: 1 day, 18:51:28, time: 1.108, data_time: 0.000, memory: 8335, top1_acc: 0.5745, top5_acc: 0.8271, loss_cls: 1.6559, loss: 1.6559, grad_norm: 5.6223, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2472, loss/aux0: 1.2472 2020-10-18 21:46:58,248 - mmaction - INFO - Epoch [9][260/792] lr: 7.500e-03, eta: 1 day, 18:55:30, time: 1.104, data_time: 0.003, memory: 8335, top1_acc: 0.5745, top5_acc: 0.8271, loss_cls: 1.6559, loss: 1.6559, grad_norm: 5.5596, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2311, loss/aux0: 1.2311 2020-10-18 21:47:37,138 - mmaction - INFO - Epoch [9][280/792] lr: 7.500e-03, eta: 1 day, 18:50:59, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.5797, top5_acc: 0.8141, loss_cls: 1.6768, loss: 1.6768, grad_norm: 5.8713, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.2133, loss/aux0: 1.2133 2020-10-18 21:47:38,551 - mmaction - INFO - Epoch [9][280/792] lr: 7.500e-03, eta: 1 day, 18:54:54, time: 1.071, data_time: 0.003, memory: 8335, top1_acc: 0.5797, top5_acc: 0.8141, loss_cls: 1.6768, loss: 1.6768, grad_norm: 5.9030, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.2377, loss/aux0: 1.2377 2020-10-18 21:48:19,386 - mmaction - INFO - Epoch [9][300/792] lr: 7.500e-03, eta: 1 day, 18:50:19, time: 1.064, data_time: 0.245, memory: 8335, top1_acc: 0.5833, top5_acc: 0.8182, loss_cls: 1.7101, loss: 1.7101, grad_norm: 5.6809, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1933, loss/aux0: 1.1933 2020-10-18 21:48:21,667 - mmaction - INFO - Epoch [9][300/792] lr: 7.500e-03, eta: 1 day, 18:54:25, time: 1.126, data_time: 0.268, memory: 8335, top1_acc: 0.5833, top5_acc: 0.8182, loss_cls: 1.7101, loss: 1.7101, grad_norm: 5.6753, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.1938, loss/aux0: 1.1938 2020-10-18 21:48:59,216 - mmaction - INFO - Epoch [9][320/792] lr: 7.500e-03, eta: 1 day, 18:49:41, time: 1.023, data_time: 0.040, memory: 8335, top1_acc: 0.5740, top5_acc: 0.8068, loss_cls: 1.7186, loss: 1.7186, grad_norm: 5.5673, top1_acc/aux0: 0.6740, top5_acc/aux0: 0.8833, loss_cls/aux0: 1.2478, loss/aux0: 1.2478 2020-10-18 21:49:00,899 - mmaction - INFO - Epoch [9][320/792] lr: 7.500e-03, eta: 1 day, 18:53:02, time: 0.921, data_time: 0.005, memory: 8335, top1_acc: 0.5740, top5_acc: 0.8068, loss_cls: 1.7186, loss: 1.7186, grad_norm: 5.5929, top1_acc/aux0: 0.6760, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2309, loss/aux0: 1.2309 2020-10-18 21:49:40,975 - mmaction - INFO - Epoch [9][340/792] lr: 7.500e-03, eta: 1 day, 18:48:08, time: 0.972, data_time: 0.246, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8156, loss_cls: 1.6283, loss: 1.6283, grad_norm: 5.6187, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1869, loss/aux0: 1.1869 2020-10-18 21:49:44,276 - mmaction - INFO - Epoch [9][340/792] lr: 7.500e-03, eta: 1 day, 18:52:09, time: 1.108, data_time: 0.383, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8156, loss_cls: 1.6283, loss: 1.6283, grad_norm: 5.6090, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1901, loss/aux0: 1.1901 2020-10-18 21:50:25,201 - mmaction - INFO - Epoch [9][360/792] lr: 7.500e-03, eta: 1 day, 18:47:30, time: 1.035, data_time: 0.459, memory: 8335, top1_acc: 0.5776, top5_acc: 0.8161, loss_cls: 1.6871, loss: 1.6871, grad_norm: 5.7316, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2239, loss/aux0: 1.2239 2020-10-18 21:50:26,015 - mmaction - INFO - Epoch [9][360/792] lr: 7.500e-03, eta: 1 day, 18:50:47, time: 0.911, data_time: 0.334, memory: 8335, top1_acc: 0.5776, top5_acc: 0.8161, loss_cls: 1.6871, loss: 1.6871, grad_norm: 5.7319, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2190, loss/aux0: 1.2190 2020-10-18 21:51:06,341 - mmaction - INFO - Epoch [9][380/792] lr: 7.500e-03, eta: 1 day, 18:46:05, time: 1.016, data_time: 0.000, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8193, loss_cls: 1.6596, loss: 1.6596, grad_norm: 5.7104, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1919, loss/aux0: 1.1919 2020-10-18 21:51:08,412 - mmaction - INFO - Epoch [9][380/792] lr: 7.500e-03, eta: 1 day, 18:49:46, time: 1.023, data_time: 0.002, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8193, loss_cls: 1.6596, loss: 1.6596, grad_norm: 5.7223, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1882, loss/aux0: 1.1882 2020-10-18 21:51:48,151 - mmaction - INFO - Epoch [9][400/792] lr: 7.500e-03, eta: 1 day, 18:45:09, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.5974, top5_acc: 0.8281, loss_cls: 1.6171, loss: 1.6171, grad_norm: 5.8690, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8807, loss_cls/aux0: 1.2491, loss/aux0: 1.2491 2020-10-18 21:51:49,769 - mmaction - INFO - Epoch [9][400/792] lr: 7.500e-03, eta: 1 day, 18:48:48, time: 1.019, data_time: 0.002, memory: 8335, top1_acc: 0.5974, top5_acc: 0.8281, loss_cls: 1.6171, loss: 1.6171, grad_norm: 5.8901, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8786, loss_cls/aux0: 1.2595, loss/aux0: 1.2595 2020-10-18 21:52:30,346 - mmaction - INFO - Epoch [9][420/792] lr: 7.500e-03, eta: 1 day, 18:44:09, time: 1.021, data_time: 0.000, memory: 8335, top1_acc: 0.5714, top5_acc: 0.8177, loss_cls: 1.6904, loss: 1.6904, grad_norm: 5.7893, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1697, loss/aux0: 1.1697 2020-10-18 21:52:33,167 - mmaction - INFO - Epoch [9][420/792] lr: 7.500e-03, eta: 1 day, 18:48:12, time: 1.134, data_time: 0.004, memory: 8335, top1_acc: 0.5714, top5_acc: 0.8177, loss_cls: 1.6904, loss: 1.6904, grad_norm: 5.8016, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1630, loss/aux0: 1.1630 2020-10-18 21:53:13,670 - mmaction - INFO - Epoch [9][440/792] lr: 7.500e-03, eta: 1 day, 18:43:33, time: 1.023, data_time: 0.065, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8193, loss_cls: 1.6540, loss: 1.6540, grad_norm: 5.7414, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2440, loss/aux0: 1.2440 2020-10-18 21:53:15,101 - mmaction - INFO - Epoch [9][440/792] lr: 7.500e-03, eta: 1 day, 18:47:16, time: 1.042, data_time: 0.067, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8193, loss_cls: 1.6540, loss: 1.6540, grad_norm: 5.7446, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2653, loss/aux0: 1.2653 2020-10-18 21:53:54,489 - mmaction - INFO - Epoch [9][460/792] lr: 7.500e-03, eta: 1 day, 18:42:32, time: 0.992, data_time: 0.097, memory: 8335, top1_acc: 0.5854, top5_acc: 0.8208, loss_cls: 1.6561, loss: 1.6561, grad_norm: 5.4889, top1_acc/aux0: 0.6875, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.2060, loss/aux0: 1.2060 2020-10-18 21:53:55,784 - mmaction - INFO - Epoch [9][460/792] lr: 7.500e-03, eta: 1 day, 18:45:55, time: 0.956, data_time: 0.099, memory: 8335, top1_acc: 0.5854, top5_acc: 0.8208, loss_cls: 1.6561, loss: 1.6561, grad_norm: 5.4563, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1876, loss/aux0: 1.1876 2020-10-18 21:54:38,735 - mmaction - INFO - Epoch [9][480/792] lr: 7.500e-03, eta: 1 day, 18:41:56, time: 1.201, data_time: 0.000, memory: 8335, top1_acc: 0.5953, top5_acc: 0.8266, loss_cls: 1.6010, loss: 1.6010, grad_norm: 5.7458, top1_acc/aux0: 0.6781, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1924, loss/aux0: 1.1924 2020-10-18 21:54:41,099 - mmaction - INFO - Epoch [9][480/792] lr: 7.500e-03, eta: 1 day, 18:45:58, time: 1.138, data_time: 0.004, memory: 8335, top1_acc: 0.5953, top5_acc: 0.8266, loss_cls: 1.6010, loss: 1.6010, grad_norm: 5.7047, top1_acc/aux0: 0.6729, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.2070, loss/aux0: 1.2070 2020-10-18 21:55:19,607 - mmaction - INFO - Epoch [9][500/792] lr: 7.500e-03, eta: 1 day, 18:41:28, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.5771, top5_acc: 0.8208, loss_cls: 1.6891, loss: 1.6891, grad_norm: 5.6661, top1_acc/aux0: 0.6688, top5_acc/aux0: 0.8745, loss_cls/aux0: 1.2836, loss/aux0: 1.2836 2020-10-18 21:55:22,273 - mmaction - INFO - Epoch [9][500/792] lr: 7.500e-03, eta: 1 day, 18:45:09, time: 1.041, data_time: 0.002, memory: 8335, top1_acc: 0.5771, top5_acc: 0.8208, loss_cls: 1.6891, loss: 1.6891, grad_norm: 5.6888, top1_acc/aux0: 0.6714, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.2748, loss/aux0: 1.2748 2020-10-18 21:56:01,139 - mmaction - INFO - Epoch [9][520/792] lr: 7.500e-03, eta: 1 day, 18:40:44, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.5974, top5_acc: 0.8187, loss_cls: 1.6522, loss: 1.6522, grad_norm: 5.6476, top1_acc/aux0: 0.6719, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2295, loss/aux0: 1.2295 2020-10-18 21:56:01,755 - mmaction - INFO - Epoch [9][520/792] lr: 7.500e-03, eta: 1 day, 18:44:24, time: 1.046, data_time: 0.003, memory: 8335, top1_acc: 0.5974, top5_acc: 0.8187, loss_cls: 1.6522, loss: 1.6522, grad_norm: 5.6230, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2042, loss/aux0: 1.2042 2020-10-18 21:56:40,818 - mmaction - INFO - Epoch [9][540/792] lr: 7.500e-03, eta: 1 day, 18:39:53, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8312, loss_cls: 1.6293, loss: 1.6293, grad_norm: 5.5548, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1645, loss/aux0: 1.1645 2020-10-18 21:56:42,477 - mmaction - INFO - Epoch [9][540/792] lr: 7.500e-03, eta: 1 day, 18:43:20, time: 0.986, data_time: 0.002, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8312, loss_cls: 1.6293, loss: 1.6293, grad_norm: 5.5968, top1_acc/aux0: 0.6833, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1936, loss/aux0: 1.1936 2020-10-18 21:57:20,463 - mmaction - INFO - Epoch [9][560/792] lr: 7.500e-03, eta: 1 day, 18:38:47, time: 1.024, data_time: 0.163, memory: 8335, top1_acc: 0.5745, top5_acc: 0.8094, loss_cls: 1.7190, loss: 1.7190, grad_norm: 5.7067, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1726, loss/aux0: 1.1726 2020-10-18 21:57:22,632 - mmaction - INFO - Epoch [9][560/792] lr: 7.500e-03, eta: 1 day, 18:42:17, time: 1.002, data_time: 0.181, memory: 8335, top1_acc: 0.5745, top5_acc: 0.8094, loss_cls: 1.7190, loss: 1.7190, grad_norm: 5.6553, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1727, loss/aux0: 1.1727 2020-10-18 21:58:03,177 - mmaction - INFO - Epoch [9][580/792] lr: 7.500e-03, eta: 1 day, 18:38:05, time: 1.123, data_time: 0.034, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8120, loss_cls: 1.6558, loss: 1.6558, grad_norm: 5.5766, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2026, loss/aux0: 1.2026 2020-10-18 21:58:04,937 - mmaction - INFO - Epoch [9][580/792] lr: 7.500e-03, eta: 1 day, 18:41:54, time: 1.097, data_time: 0.002, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8120, loss_cls: 1.6558, loss: 1.6558, grad_norm: 5.5690, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.2065, loss/aux0: 1.2065 2020-10-18 21:58:44,967 - mmaction - INFO - Epoch [9][600/792] lr: 7.500e-03, eta: 1 day, 18:37:24, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.6057, top5_acc: 0.8172, loss_cls: 1.6305, loss: 1.6305, grad_norm: 5.5191, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1970, loss/aux0: 1.1970 2020-10-18 21:58:45,558 - mmaction - INFO - Epoch [9][600/792] lr: 7.500e-03, eta: 1 day, 18:40:53, time: 1.005, data_time: 0.002, memory: 8335, top1_acc: 0.6057, top5_acc: 0.8172, loss_cls: 1.6305, loss: 1.6305, grad_norm: 5.5398, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2012, loss/aux0: 1.2012 2020-10-18 21:59:27,281 - mmaction - INFO - Epoch [9][620/792] lr: 7.500e-03, eta: 1 day, 18:36:36, time: 1.094, data_time: 0.000, memory: 8335, top1_acc: 0.5766, top5_acc: 0.8219, loss_cls: 1.6867, loss: 1.6867, grad_norm: 5.6596, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1354, loss/aux0: 1.1354 2020-10-18 21:59:27,892 - mmaction - INFO - Epoch [9][620/792] lr: 7.500e-03, eta: 1 day, 18:40:24, time: 1.096, data_time: 0.003, memory: 8335, top1_acc: 0.5766, top5_acc: 0.8219, loss_cls: 1.6867, loss: 1.6867, grad_norm: 5.6880, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1250, loss/aux0: 1.1250 2020-10-18 22:00:09,654 - mmaction - INFO - Epoch [9][640/792] lr: 7.500e-03, eta: 1 day, 18:36:24, time: 1.172, data_time: 0.092, memory: 8335, top1_acc: 0.5740, top5_acc: 0.8156, loss_cls: 1.6639, loss: 1.6639, grad_norm: 5.5440, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.2053, loss/aux0: 1.2053 2020-10-18 22:00:10,252 - mmaction - INFO - Epoch [9][640/792] lr: 7.500e-03, eta: 1 day, 18:40:25, time: 1.166, data_time: 0.094, memory: 8335, top1_acc: 0.5740, top5_acc: 0.8156, loss_cls: 1.6639, loss: 1.6639, grad_norm: 5.5560, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.2111, loss/aux0: 1.2111 2020-10-18 22:00:50,707 - mmaction - INFO - Epoch [9][660/792] lr: 7.500e-03, eta: 1 day, 18:35:53, time: 1.016, data_time: 0.000, memory: 8335, top1_acc: 0.5740, top5_acc: 0.8057, loss_cls: 1.7482, loss: 1.7482, grad_norm: 5.8178, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1916, loss/aux0: 1.1916 2020-10-18 22:00:52,609 - mmaction - INFO - Epoch [9][660/792] lr: 7.500e-03, eta: 1 day, 18:39:37, time: 1.081, data_time: 0.003, memory: 8335, top1_acc: 0.5740, top5_acc: 0.8057, loss_cls: 1.7482, loss: 1.7482, grad_norm: 5.8117, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1757, loss/aux0: 1.1757 2020-10-18 22:01:34,665 - mmaction - INFO - Epoch [9][680/792] lr: 7.500e-03, eta: 1 day, 18:35:37, time: 1.170, data_time: 0.000, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8203, loss_cls: 1.6082, loss: 1.6082, grad_norm: 5.4351, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1530, loss/aux0: 1.1530 2020-10-18 22:01:37,143 - mmaction - INFO - Epoch [9][680/792] lr: 7.500e-03, eta: 1 day, 18:39:39, time: 1.173, data_time: 0.003, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8203, loss_cls: 1.6082, loss: 1.6082, grad_norm: 5.4288, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1725, loss/aux0: 1.1725 2020-10-18 22:02:19,555 - mmaction - INFO - Epoch [9][700/792] lr: 7.500e-03, eta: 1 day, 18:35:48, time: 1.208, data_time: 0.000, memory: 8335, top1_acc: 0.5844, top5_acc: 0.8115, loss_cls: 1.6475, loss: 1.6475, grad_norm: 5.5966, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.2125, loss/aux0: 1.2125 2020-10-18 22:02:21,117 - mmaction - INFO - Epoch [9][700/792] lr: 7.500e-03, eta: 1 day, 18:39:38, time: 1.122, data_time: 0.004, memory: 8335, top1_acc: 0.5844, top5_acc: 0.8115, loss_cls: 1.6475, loss: 1.6475, grad_norm: 5.6547, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1932, loss/aux0: 1.1932 2020-10-18 22:02:58,838 - mmaction - INFO - Epoch [9][720/792] lr: 7.500e-03, eta: 1 day, 18:35:05, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8042, loss_cls: 1.7078, loss: 1.7078, grad_norm: 5.7795, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1641, loss/aux0: 1.1641 2020-10-18 22:03:00,171 - mmaction - INFO - Epoch [9][720/792] lr: 7.500e-03, eta: 1 day, 18:38:37, time: 1.040, data_time: 0.002, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8042, loss_cls: 1.7078, loss: 1.7078, grad_norm: 5.7860, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1640, loss/aux0: 1.1640 2020-10-18 22:03:41,815 - mmaction - INFO - Epoch [9][740/792] lr: 7.500e-03, eta: 1 day, 18:34:16, time: 1.055, data_time: 0.007, memory: 8335, top1_acc: 0.5776, top5_acc: 0.8073, loss_cls: 1.7506, loss: 1.7506, grad_norm: 5.5684, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1642, loss/aux0: 1.1642 2020-10-18 22:03:44,152 - mmaction - INFO - Epoch [9][740/792] lr: 7.500e-03, eta: 1 day, 18:37:54, time: 1.071, data_time: 0.010, memory: 8335, top1_acc: 0.5776, top5_acc: 0.8073, loss_cls: 1.7506, loss: 1.7506, grad_norm: 5.6740, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1843, loss/aux0: 1.1843 2020-10-18 22:04:23,560 - mmaction - INFO - Epoch [9][760/792] lr: 7.500e-03, eta: 1 day, 18:33:47, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.5578, top5_acc: 0.8094, loss_cls: 1.7288, loss: 1.7288, grad_norm: 5.6947, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1866, loss/aux0: 1.1866 2020-10-18 22:04:25,683 - mmaction - INFO - Epoch [9][760/792] lr: 7.500e-03, eta: 1 day, 18:37:32, time: 1.106, data_time: 0.003, memory: 8335, top1_acc: 0.5578, top5_acc: 0.8094, loss_cls: 1.7288, loss: 1.7288, grad_norm: 5.6837, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1674, loss/aux0: 1.1674 2020-10-18 22:05:05,034 - mmaction - INFO - Epoch [9][780/792] lr: 7.500e-03, eta: 1 day, 18:32:58, time: 0.989, data_time: 0.000, memory: 8335, top1_acc: 0.5812, top5_acc: 0.8120, loss_cls: 1.6540, loss: 1.6540, grad_norm: 5.6644, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1771, loss/aux0: 1.1771 2020-10-18 22:05:06,082 - mmaction - INFO - Epoch [9][780/792] lr: 7.500e-03, eta: 1 day, 18:36:23, time: 1.013, data_time: 0.004, memory: 8335, top1_acc: 0.5812, top5_acc: 0.8120, loss_cls: 1.6540, loss: 1.6540, grad_norm: 5.6550, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1999, loss/aux0: 1.1999 2020-10-18 22:05:31,340 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-10-18 22:08:41,991 - mmaction - INFO - Epoch [10][20/792] lr: 7.500e-03, eta: 1 day, 18:27:28, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.5880, top5_acc: 0.8177, loss_cls: 1.6723, loss: 1.6723, grad_norm: 5.4458, top1_acc/aux0: 0.6913, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.1484, loss/aux0: 1.1484 2020-10-18 22:08:42,634 - mmaction - INFO - Epoch [10][20/792] lr: 7.500e-03, eta: 1 day, 18:31:07, time: 1.088, data_time: 0.004, memory: 8335, top1_acc: 0.5880, top5_acc: 0.8177, loss_cls: 1.6723, loss: 1.6723, grad_norm: 5.4518, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1568, loss/aux0: 1.1568 2020-10-18 22:09:21,012 - mmaction - INFO - Epoch [10][40/792] lr: 7.500e-03, eta: 1 day, 18:26:40, time: 1.007, data_time: 0.345, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8438, loss_cls: 1.5087, loss: 1.5087, grad_norm: 5.3886, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1606, loss/aux0: 1.1606 2020-10-18 22:09:22,642 - mmaction - INFO - Epoch [10][40/792] lr: 7.500e-03, eta: 1 day, 18:30:08, time: 1.034, data_time: 0.347, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8438, loss_cls: 1.5087, loss: 1.5087, grad_norm: 5.3778, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1539, loss/aux0: 1.1539 2020-10-18 22:10:05,198 - mmaction - INFO - Epoch [10][60/792] lr: 7.500e-03, eta: 1 day, 18:26:07, time: 1.134, data_time: 0.269, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8422, loss_cls: 1.5458, loss: 1.5458, grad_norm: 5.7876, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1811, loss/aux0: 1.1811 2020-10-18 22:10:05,790 - mmaction - INFO - Epoch [10][60/792] lr: 7.500e-03, eta: 1 day, 18:29:53, time: 1.125, data_time: 0.271, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8422, loss_cls: 1.5458, loss: 1.5458, grad_norm: 5.7506, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.1849, loss/aux0: 1.1849 2020-10-18 22:10:44,820 - mmaction - INFO - Epoch [10][80/792] lr: 7.500e-03, eta: 1 day, 18:25:27, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8286, loss_cls: 1.5950, loss: 1.5950, grad_norm: 5.6139, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2009, loss/aux0: 1.2009 2020-10-18 22:10:46,725 - mmaction - INFO - Epoch [10][80/792] lr: 7.500e-03, eta: 1 day, 18:28:47, time: 1.002, data_time: 0.003, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8286, loss_cls: 1.5950, loss: 1.5950, grad_norm: 5.6685, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2062, loss/aux0: 1.2062 2020-10-18 22:11:29,742 - mmaction - INFO - Epoch [10][100/792] lr: 7.500e-03, eta: 1 day, 18:24:50, time: 1.147, data_time: 0.000, memory: 8335, top1_acc: 0.5927, top5_acc: 0.8203, loss_cls: 1.6413, loss: 1.6413, grad_norm: 5.7171, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1962, loss/aux0: 1.1962 2020-10-18 22:11:31,783 - mmaction - INFO - Epoch [10][100/792] lr: 7.500e-03, eta: 1 day, 18:28:34, time: 1.127, data_time: 0.003, memory: 8335, top1_acc: 0.5927, top5_acc: 0.8203, loss_cls: 1.6413, loss: 1.6413, grad_norm: 5.6659, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1754, loss/aux0: 1.1754 2020-10-18 22:12:08,359 - mmaction - INFO - Epoch [10][120/792] lr: 7.500e-03, eta: 1 day, 18:24:05, time: 0.984, data_time: 0.000, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8193, loss_cls: 1.6733, loss: 1.6733, grad_norm: 5.5879, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1762, loss/aux0: 1.1762 2020-10-18 22:12:10,327 - mmaction - INFO - Epoch [10][120/792] lr: 7.500e-03, eta: 1 day, 18:27:12, time: 0.941, data_time: 0.020, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8193, loss_cls: 1.6733, loss: 1.6733, grad_norm: 5.5898, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.1832, loss/aux0: 1.1832 2020-10-18 22:12:52,108 - mmaction - INFO - Epoch [10][140/792] lr: 7.500e-03, eta: 1 day, 18:22:55, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.5714, top5_acc: 0.8130, loss_cls: 1.7074, loss: 1.7074, grad_norm: 5.6527, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1203, loss/aux0: 1.1203 2020-10-18 22:12:52,705 - mmaction - INFO - Epoch [10][140/792] lr: 7.500e-03, eta: 1 day, 18:26:22, time: 1.043, data_time: 0.002, memory: 8335, top1_acc: 0.5714, top5_acc: 0.8130, loss_cls: 1.7074, loss: 1.7074, grad_norm: 5.6245, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.1200, loss/aux0: 1.1200 2020-10-18 22:13:36,195 - mmaction - INFO - Epoch [10][160/792] lr: 7.500e-03, eta: 1 day, 18:22:16, time: 1.095, data_time: 0.000, memory: 8335, top1_acc: 0.5828, top5_acc: 0.8208, loss_cls: 1.6398, loss: 1.6398, grad_norm: 5.7364, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1888, loss/aux0: 1.1888 2020-10-18 22:13:36,816 - mmaction - INFO - Epoch [10][160/792] lr: 7.500e-03, eta: 1 day, 18:25:53, time: 1.097, data_time: 0.003, memory: 8335, top1_acc: 0.5828, top5_acc: 0.8208, loss_cls: 1.6398, loss: 1.6398, grad_norm: 5.7528, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1910, loss/aux0: 1.1910 2020-10-18 22:14:17,491 - mmaction - INFO - Epoch [10][180/792] lr: 7.500e-03, eta: 1 day, 18:21:39, time: 1.052, data_time: 0.073, memory: 8335, top1_acc: 0.5714, top5_acc: 0.8271, loss_cls: 1.6431, loss: 1.6431, grad_norm: 5.5672, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1663, loss/aux0: 1.1663 2020-10-18 22:14:18,601 - mmaction - INFO - Epoch [10][180/792] lr: 7.500e-03, eta: 1 day, 18:25:09, time: 1.064, data_time: 0.077, memory: 8335, top1_acc: 0.5714, top5_acc: 0.8271, loss_cls: 1.6431, loss: 1.6431, grad_norm: 5.6037, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1698, loss/aux0: 1.1698 2020-10-18 22:15:00,061 - mmaction - INFO - Epoch [10][200/792] lr: 7.500e-03, eta: 1 day, 18:21:05, time: 1.097, data_time: 0.473, memory: 8335, top1_acc: 0.5828, top5_acc: 0.8234, loss_cls: 1.6165, loss: 1.6165, grad_norm: 5.6175, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8844, loss_cls/aux0: 1.2281, loss/aux0: 1.2281 2020-10-18 22:15:01,621 - mmaction - INFO - Epoch [10][200/792] lr: 7.500e-03, eta: 1 day, 18:24:37, time: 1.085, data_time: 0.463, memory: 8335, top1_acc: 0.5828, top5_acc: 0.8234, loss_cls: 1.6165, loss: 1.6165, grad_norm: 5.6710, top1_acc/aux0: 0.6802, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2334, loss/aux0: 1.2334 2020-10-18 22:15:42,147 - mmaction - INFO - Epoch [10][220/792] lr: 7.500e-03, eta: 1 day, 18:20:17, time: 1.010, data_time: 0.375, memory: 8335, top1_acc: 0.5672, top5_acc: 0.8068, loss_cls: 1.7258, loss: 1.7258, grad_norm: 5.7024, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2018, loss/aux0: 1.2018 2020-10-18 22:15:43,341 - mmaction - INFO - Epoch [10][220/792] lr: 7.500e-03, eta: 1 day, 18:23:23, time: 0.949, data_time: 0.315, memory: 8335, top1_acc: 0.5672, top5_acc: 0.8068, loss_cls: 1.7258, loss: 1.7258, grad_norm: 5.7038, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2035, loss/aux0: 1.2035 2020-10-18 22:16:23,589 - mmaction - INFO - Epoch [10][240/792] lr: 7.500e-03, eta: 1 day, 18:19:07, time: 1.029, data_time: 0.152, memory: 8335, top1_acc: 0.5885, top5_acc: 0.8234, loss_cls: 1.6261, loss: 1.6261, grad_norm: 5.4376, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2408, loss/aux0: 1.2408 2020-10-18 22:16:24,170 - mmaction - INFO - Epoch [10][240/792] lr: 7.500e-03, eta: 1 day, 18:22:20, time: 0.990, data_time: 0.113, memory: 8335, top1_acc: 0.5885, top5_acc: 0.8234, loss_cls: 1.6261, loss: 1.6261, grad_norm: 5.4951, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2215, loss/aux0: 1.2215 2020-10-18 22:17:04,918 - mmaction - INFO - Epoch [10][260/792] lr: 7.500e-03, eta: 1 day, 18:18:24, time: 1.130, data_time: 0.466, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8177, loss_cls: 1.6134, loss: 1.6134, grad_norm: 5.5233, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.1158, loss/aux0: 1.1158 2020-10-18 22:17:06,209 - mmaction - INFO - Epoch [10][260/792] lr: 7.500e-03, eta: 1 day, 18:22:04, time: 1.131, data_time: 0.468, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8177, loss_cls: 1.6134, loss: 1.6134, grad_norm: 5.5328, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1269, loss/aux0: 1.1269 2020-10-18 22:17:46,123 - mmaction - INFO - Epoch [10][280/792] lr: 7.500e-03, eta: 1 day, 18:17:52, time: 1.041, data_time: 0.049, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8219, loss_cls: 1.5611, loss: 1.5611, grad_norm: 5.6656, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1054, loss/aux0: 1.1054 2020-10-18 22:17:48,051 - mmaction - INFO - Epoch [10][280/792] lr: 7.500e-03, eta: 1 day, 18:21:16, time: 1.052, data_time: 0.051, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8219, loss_cls: 1.5611, loss: 1.5611, grad_norm: 5.6345, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0983, loss/aux0: 1.0983 2020-10-18 22:18:28,867 - mmaction - INFO - Epoch [10][300/792] lr: 7.500e-03, eta: 1 day, 18:17:06, time: 1.052, data_time: 0.358, memory: 8335, top1_acc: 0.5911, top5_acc: 0.8245, loss_cls: 1.6281, loss: 1.6281, grad_norm: 5.5139, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1505, loss/aux0: 1.1505 2020-10-18 22:18:29,474 - mmaction - INFO - Epoch [10][300/792] lr: 7.500e-03, eta: 1 day, 18:20:29, time: 1.052, data_time: 0.360, memory: 8335, top1_acc: 0.5911, top5_acc: 0.8245, loss_cls: 1.6281, loss: 1.6281, grad_norm: 5.5291, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1545, loss/aux0: 1.1545 2020-10-18 22:19:09,820 - mmaction - INFO - Epoch [10][320/792] lr: 7.500e-03, eta: 1 day, 18:16:10, time: 1.001, data_time: 0.412, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8385, loss_cls: 1.5607, loss: 1.5607, grad_norm: 5.5472, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.2027, loss/aux0: 1.2027 2020-10-18 22:19:10,431 - mmaction - INFO - Epoch [10][320/792] lr: 7.500e-03, eta: 1 day, 18:19:24, time: 1.003, data_time: 0.414, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8385, loss_cls: 1.5607, loss: 1.5607, grad_norm: 5.5266, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.2086, loss/aux0: 1.2086 2020-10-18 22:19:50,698 - mmaction - INFO - Epoch [10][340/792] lr: 7.500e-03, eta: 1 day, 18:15:15, time: 1.049, data_time: 0.017, memory: 8335, top1_acc: 0.5802, top5_acc: 0.8250, loss_cls: 1.6589, loss: 1.6589, grad_norm: 5.7392, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1750, loss/aux0: 1.1750 2020-10-18 22:19:53,729 - mmaction - INFO - Epoch [10][340/792] lr: 7.500e-03, eta: 1 day, 18:18:47, time: 1.102, data_time: 0.019, memory: 8335, top1_acc: 0.5802, top5_acc: 0.8250, loss_cls: 1.6589, loss: 1.6589, grad_norm: 5.8299, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1718, loss/aux0: 1.1718 2020-10-18 22:20:31,958 - mmaction - INFO - Epoch [10][360/792] lr: 7.500e-03, eta: 1 day, 18:14:19, time: 0.950, data_time: 0.000, memory: 8335, top1_acc: 0.5802, top5_acc: 0.8214, loss_cls: 1.6304, loss: 1.6304, grad_norm: 5.7207, top1_acc/aux0: 0.6880, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.2037, loss/aux0: 1.2037 2020-10-18 22:20:33,171 - mmaction - INFO - Epoch [10][360/792] lr: 7.500e-03, eta: 1 day, 18:17:17, time: 0.928, data_time: 0.002, memory: 8335, top1_acc: 0.5802, top5_acc: 0.8214, loss_cls: 1.6304, loss: 1.6304, grad_norm: 5.7710, top1_acc/aux0: 0.6854, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.2204, loss/aux0: 1.2204 2020-10-18 22:21:11,860 - mmaction - INFO - Epoch [10][380/792] lr: 7.500e-03, eta: 1 day, 18:12:51, time: 0.954, data_time: 0.000, memory: 8335, top1_acc: 0.5953, top5_acc: 0.8245, loss_cls: 1.5799, loss: 1.5799, grad_norm: 5.6925, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.2037, loss/aux0: 1.2037 2020-10-18 22:21:13,839 - mmaction - INFO - Epoch [10][380/792] lr: 7.500e-03, eta: 1 day, 18:15:48, time: 0.924, data_time: 0.005, memory: 8335, top1_acc: 0.5953, top5_acc: 0.8245, loss_cls: 1.5799, loss: 1.5799, grad_norm: 5.6563, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1741, loss/aux0: 1.1741 2020-10-18 22:21:58,066 - mmaction - INFO - Epoch [10][400/792] lr: 7.500e-03, eta: 1 day, 18:12:08, time: 1.189, data_time: 0.000, memory: 8335, top1_acc: 0.5839, top5_acc: 0.8333, loss_cls: 1.6667, loss: 1.6667, grad_norm: 5.7863, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8760, loss_cls/aux0: 1.2481, loss/aux0: 1.2481 2020-10-18 22:22:00,026 - mmaction - INFO - Epoch [10][400/792] lr: 7.500e-03, eta: 1 day, 18:15:41, time: 1.119, data_time: 0.003, memory: 8335, top1_acc: 0.5839, top5_acc: 0.8333, loss_cls: 1.6667, loss: 1.6667, grad_norm: 5.8004, top1_acc/aux0: 0.6724, top5_acc/aux0: 0.8755, loss_cls/aux0: 1.2597, loss/aux0: 1.2597 2020-10-18 22:22:38,807 - mmaction - INFO - Epoch [10][420/792] lr: 7.500e-03, eta: 1 day, 18:11:45, time: 1.107, data_time: 0.329, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8167, loss_cls: 1.6070, loss: 1.6070, grad_norm: 5.6092, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1797, loss/aux0: 1.1797 2020-10-18 22:22:39,421 - mmaction - INFO - Epoch [10][420/792] lr: 7.500e-03, eta: 1 day, 18:15:08, time: 1.068, data_time: 0.331, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8167, loss_cls: 1.6070, loss: 1.6070, grad_norm: 5.5287, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1730, loss/aux0: 1.1730 2020-10-18 22:23:21,991 - mmaction - INFO - Epoch [10][440/792] lr: 7.500e-03, eta: 1 day, 18:11:02, time: 1.048, data_time: 0.339, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8255, loss_cls: 1.5880, loss: 1.5880, grad_norm: 5.7346, top1_acc/aux0: 0.6698, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2321, loss/aux0: 1.2321 2020-10-18 22:23:22,606 - mmaction - INFO - Epoch [10][440/792] lr: 7.500e-03, eta: 1 day, 18:14:21, time: 1.050, data_time: 0.340, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8255, loss_cls: 1.5880, loss: 1.5880, grad_norm: 5.7252, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2523, loss/aux0: 1.2523 2020-10-18 22:24:03,236 - mmaction - INFO - Epoch [10][460/792] lr: 7.500e-03, eta: 1 day, 18:10:12, time: 1.028, data_time: 0.005, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8318, loss_cls: 1.5816, loss: 1.5816, grad_norm: 5.4465, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1765, loss/aux0: 1.1765 2020-10-18 22:24:03,843 - mmaction - INFO - Epoch [10][460/792] lr: 7.500e-03, eta: 1 day, 18:13:26, time: 1.029, data_time: 0.007, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8318, loss_cls: 1.5816, loss: 1.5816, grad_norm: 5.4112, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1648, loss/aux0: 1.1648 2020-10-18 22:24:48,304 - mmaction - INFO - Epoch [10][480/792] lr: 7.500e-03, eta: 1 day, 18:09:39, time: 1.139, data_time: 0.000, memory: 8335, top1_acc: 0.5724, top5_acc: 0.8026, loss_cls: 1.7635, loss: 1.7635, grad_norm: 5.5175, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1005, loss/aux0: 1.1005 2020-10-18 22:24:48,894 - mmaction - INFO - Epoch [10][480/792] lr: 7.500e-03, eta: 1 day, 18:13:13, time: 1.139, data_time: 0.002, memory: 8335, top1_acc: 0.5724, top5_acc: 0.8026, loss_cls: 1.7635, loss: 1.7635, grad_norm: 5.5213, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.1007, loss/aux0: 1.1007 2020-10-18 22:25:31,090 - mmaction - INFO - Epoch [10][500/792] lr: 7.500e-03, eta: 1 day, 18:09:15, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.5932, top5_acc: 0.8240, loss_cls: 1.6433, loss: 1.6433, grad_norm: 5.4596, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1314, loss/aux0: 1.1314 2020-10-18 22:25:31,679 - mmaction - INFO - Epoch [10][500/792] lr: 7.500e-03, eta: 1 day, 18:12:37, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.5932, top5_acc: 0.8240, loss_cls: 1.6433, loss: 1.6433, grad_norm: 5.4376, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1306, loss/aux0: 1.1306 2020-10-18 22:26:12,996 - mmaction - INFO - Epoch [10][520/792] lr: 7.500e-03, eta: 1 day, 18:08:38, time: 1.071, data_time: 0.260, memory: 8335, top1_acc: 0.5812, top5_acc: 0.8193, loss_cls: 1.6467, loss: 1.6467, grad_norm: 5.5833, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1309, loss/aux0: 1.1309 2020-10-18 22:26:13,612 - mmaction - INFO - Epoch [10][520/792] lr: 7.500e-03, eta: 1 day, 18:11:46, time: 1.007, data_time: 0.262, memory: 8335, top1_acc: 0.5812, top5_acc: 0.8193, loss_cls: 1.6467, loss: 1.6467, grad_norm: 5.5819, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1267, loss/aux0: 1.1267 2020-10-18 22:26:54,543 - mmaction - INFO - Epoch [10][540/792] lr: 7.500e-03, eta: 1 day, 18:07:31, time: 0.983, data_time: 0.410, memory: 8335, top1_acc: 0.5958, top5_acc: 0.8302, loss_cls: 1.5776, loss: 1.5776, grad_norm: 5.5973, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1507, loss/aux0: 1.1507 2020-10-18 22:26:55,243 - mmaction - INFO - Epoch [10][540/792] lr: 7.500e-03, eta: 1 day, 18:10:35, time: 0.990, data_time: 0.412, memory: 8335, top1_acc: 0.5958, top5_acc: 0.8302, loss_cls: 1.5776, loss: 1.5776, grad_norm: 5.6067, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1576, loss/aux0: 1.1576 2020-10-18 22:27:36,442 - mmaction - INFO - Epoch [10][560/792] lr: 7.500e-03, eta: 1 day, 18:06:34, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.5932, top5_acc: 0.8318, loss_cls: 1.5885, loss: 1.5885, grad_norm: 5.4690, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2007, loss/aux0: 1.2007 2020-10-18 22:27:39,992 - mmaction - INFO - Epoch [10][560/792] lr: 7.500e-03, eta: 1 day, 18:10:01, time: 1.111, data_time: 0.002, memory: 8335, top1_acc: 0.5932, top5_acc: 0.8318, loss_cls: 1.5885, loss: 1.5885, grad_norm: 5.5201, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8859, loss_cls/aux0: 1.2104, loss/aux0: 1.2104 2020-10-18 22:28:21,136 - mmaction - INFO - Epoch [10][580/792] lr: 7.500e-03, eta: 1 day, 18:06:02, time: 1.062, data_time: 0.000, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8234, loss_cls: 1.6069, loss: 1.6069, grad_norm: 5.6792, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1954, loss/aux0: 1.1954 2020-10-18 22:28:24,633 - mmaction - INFO - Epoch [10][580/792] lr: 7.500e-03, eta: 1 day, 18:09:22, time: 1.081, data_time: 0.002, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8234, loss_cls: 1.6069, loss: 1.6069, grad_norm: 5.6486, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1720, loss/aux0: 1.1720 2020-10-18 22:29:07,825 - mmaction - INFO - Epoch [10][600/792] lr: 7.500e-03, eta: 1 day, 18:05:50, time: 1.208, data_time: 0.000, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8063, loss_cls: 1.6239, loss: 1.6239, grad_norm: 5.5784, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1347, loss/aux0: 1.1347 2020-10-18 22:29:10,936 - mmaction - INFO - Epoch [10][600/792] lr: 7.500e-03, eta: 1 day, 18:09:31, time: 1.195, data_time: 0.004, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8063, loss_cls: 1.6239, loss: 1.6239, grad_norm: 5.5812, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1450, loss/aux0: 1.1450 2020-10-18 22:29:50,041 - mmaction - INFO - Epoch [10][620/792] lr: 7.500e-03, eta: 1 day, 18:05:33, time: 1.060, data_time: 0.014, memory: 8335, top1_acc: 0.5891, top5_acc: 0.8187, loss_cls: 1.6315, loss: 1.6315, grad_norm: 5.6495, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1962, loss/aux0: 1.1962 2020-10-18 22:29:51,428 - mmaction - INFO - Epoch [10][620/792] lr: 7.500e-03, eta: 1 day, 18:08:48, time: 1.056, data_time: 0.017, memory: 8335, top1_acc: 0.5891, top5_acc: 0.8187, loss_cls: 1.6315, loss: 1.6315, grad_norm: 5.7429, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.2093, loss/aux0: 1.2093 2020-10-18 22:30:32,874 - mmaction - INFO - Epoch [10][640/792] lr: 7.500e-03, eta: 1 day, 18:04:44, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8380, loss_cls: 1.5812, loss: 1.5812, grad_norm: 5.8482, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1357, loss/aux0: 1.1357 2020-10-18 22:30:33,923 - mmaction - INFO - Epoch [10][640/792] lr: 7.500e-03, eta: 1 day, 18:07:45, time: 0.984, data_time: 0.003, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8380, loss_cls: 1.5812, loss: 1.5812, grad_norm: 5.8059, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1153, loss/aux0: 1.1153 2020-10-18 22:31:14,849 - mmaction - INFO - Epoch [10][660/792] lr: 7.500e-03, eta: 1 day, 18:03:45, time: 1.046, data_time: 0.201, memory: 8335, top1_acc: 0.6042, top5_acc: 0.8276, loss_cls: 1.5779, loss: 1.5779, grad_norm: 5.4194, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1797, loss/aux0: 1.1797 2020-10-18 22:31:15,459 - mmaction - INFO - Epoch [10][660/792] lr: 7.500e-03, eta: 1 day, 18:06:57, time: 1.046, data_time: 0.203, memory: 8335, top1_acc: 0.6042, top5_acc: 0.8276, loss_cls: 1.5779, loss: 1.5779, grad_norm: 5.3881, top1_acc/aux0: 0.6901, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1902, loss/aux0: 1.1902 2020-10-18 22:31:54,533 - mmaction - INFO - Epoch [10][680/792] lr: 7.500e-03, eta: 1 day, 18:02:35, time: 0.924, data_time: 0.052, memory: 8335, top1_acc: 0.5891, top5_acc: 0.8161, loss_cls: 1.6484, loss: 1.6484, grad_norm: 5.4796, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1533, loss/aux0: 1.1533 2020-10-18 22:31:56,551 - mmaction - INFO - Epoch [10][680/792] lr: 7.500e-03, eta: 1 day, 18:05:37, time: 0.997, data_time: 0.125, memory: 8335, top1_acc: 0.5891, top5_acc: 0.8161, loss_cls: 1.6484, loss: 1.6484, grad_norm: 5.5189, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1594, loss/aux0: 1.1594 2020-10-18 22:32:38,499 - mmaction - INFO - Epoch [10][700/792] lr: 7.500e-03, eta: 1 day, 18:01:37, time: 1.035, data_time: 0.077, memory: 8335, top1_acc: 0.5901, top5_acc: 0.8109, loss_cls: 1.6566, loss: 1.6566, grad_norm: 5.5580, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.1254, loss/aux0: 1.1254 2020-10-18 22:32:39,104 - mmaction - INFO - Epoch [10][700/792] lr: 7.500e-03, eta: 1 day, 18:04:36, time: 0.982, data_time: 0.080, memory: 8335, top1_acc: 0.5901, top5_acc: 0.8109, loss_cls: 1.6566, loss: 1.6566, grad_norm: 5.5394, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.1094, loss/aux0: 1.1094 2020-10-18 22:33:22,140 - mmaction - INFO - Epoch [10][720/792] lr: 7.500e-03, eta: 1 day, 18:00:49, time: 1.108, data_time: 0.000, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8125, loss_cls: 1.6715, loss: 1.6715, grad_norm: 5.6278, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.1471, loss/aux0: 1.1471 2020-10-18 22:33:22,724 - mmaction - INFO - Epoch [10][720/792] lr: 7.500e-03, eta: 1 day, 18:04:10, time: 1.107, data_time: 0.001, memory: 8335, top1_acc: 0.5823, top5_acc: 0.8125, loss_cls: 1.6715, loss: 1.6715, grad_norm: 5.6662, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1640, loss/aux0: 1.1640 2020-10-18 22:34:04,403 - mmaction - INFO - Epoch [10][740/792] lr: 7.500e-03, eta: 1 day, 18:00:26, time: 1.123, data_time: 0.073, memory: 8335, top1_acc: 0.5885, top5_acc: 0.8224, loss_cls: 1.6414, loss: 1.6414, grad_norm: 5.5338, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1479, loss/aux0: 1.1479 2020-10-18 22:34:05,545 - mmaction - INFO - Epoch [10][740/792] lr: 7.500e-03, eta: 1 day, 18:03:55, time: 1.150, data_time: 0.076, memory: 8335, top1_acc: 0.5885, top5_acc: 0.8224, loss_cls: 1.6414, loss: 1.6414, grad_norm: 5.6134, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1523, loss/aux0: 1.1523 2020-10-18 22:34:42,890 - mmaction - INFO - Epoch [10][760/792] lr: 7.500e-03, eta: 1 day, 17:59:44, time: 0.971, data_time: 0.344, memory: 8335, top1_acc: 0.5703, top5_acc: 0.7927, loss_cls: 1.7704, loss: 1.7704, grad_norm: 5.5225, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1411, loss/aux0: 1.1411 2020-10-18 22:34:45,800 - mmaction - INFO - Epoch [10][760/792] lr: 7.500e-03, eta: 1 day, 18:02:51, time: 1.032, data_time: 0.363, memory: 8335, top1_acc: 0.5703, top5_acc: 0.7927, loss_cls: 1.7704, loss: 1.7704, grad_norm: 5.4838, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1147, loss/aux0: 1.1147 2020-10-18 22:35:26,736 - mmaction - INFO - Epoch [10][780/792] lr: 7.500e-03, eta: 1 day, 17:59:15, time: 1.161, data_time: 0.012, memory: 8335, top1_acc: 0.5750, top5_acc: 0.8182, loss_cls: 1.7134, loss: 1.7134, grad_norm: 5.6869, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1448, loss/aux0: 1.1448 2020-10-18 22:35:27,336 - mmaction - INFO - Epoch [10][780/792] lr: 7.500e-03, eta: 1 day, 18:02:30, time: 1.080, data_time: 0.015, memory: 8335, top1_acc: 0.5750, top5_acc: 0.8182, loss_cls: 1.7134, loss: 1.7134, grad_norm: 5.6488, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1547, loss/aux0: 1.1547 2020-10-18 22:35:53,909 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-10-18 22:37:14,589 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-18 22:37:14,711 - mmaction - INFO - top1_acc 0.7019 top5_acc 0.9035 2020-10-18 22:37:14,711 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-18 22:37:14,735 - mmaction - INFO - mean_acc 0.7021 2020-10-18 22:37:14,735 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-10-18 22:37:14,740 - mmaction - INFO - Epoch(val) [10][792] top1_acc: 0.7019, top5_acc: 0.9035, mean_class_accuracy: 0.7021 2020-10-18 22:40:23,784 - mmaction - INFO - Epoch [11][20/792] lr: 7.500e-03, eta: 1 day, 17:54:30, time: 1.106, data_time: 0.000, memory: 8335, top1_acc: 0.6026, top5_acc: 0.8365, loss_cls: 1.5737, loss: 1.5737, grad_norm: 5.6625, top1_acc/aux0: 0.6902, top5_acc/aux0: 0.9019, loss_cls/aux0: 1.1634, loss/aux0: 1.1634 2020-10-18 22:40:24,423 - mmaction - INFO - Epoch [11][20/792] lr: 7.500e-03, eta: 1 day, 17:57:49, time: 1.108, data_time: 0.002, memory: 8335, top1_acc: 0.6026, top5_acc: 0.8365, loss_cls: 1.5737, loss: 1.5737, grad_norm: 5.6407, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1610, loss/aux0: 1.1610 2020-10-18 22:41:04,619 - mmaction - INFO - Epoch [11][40/792] lr: 7.500e-03, eta: 1 day, 17:53:52, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8391, loss_cls: 1.5283, loss: 1.5283, grad_norm: 5.4811, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2253, loss/aux0: 1.2253 2020-10-18 22:41:05,205 - mmaction - INFO - Epoch [11][40/792] lr: 7.500e-03, eta: 1 day, 17:56:55, time: 1.027, data_time: 0.001, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8391, loss_cls: 1.5283, loss: 1.5283, grad_norm: 5.4448, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.2317, loss/aux0: 1.2317 2020-10-18 22:41:47,761 - mmaction - INFO - Epoch [11][60/792] lr: 7.500e-03, eta: 1 day, 17:53:07, time: 1.075, data_time: 0.000, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8437, loss_cls: 1.5563, loss: 1.5563, grad_norm: 5.7493, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1594, loss/aux0: 1.1594 2020-10-18 22:41:48,361 - mmaction - INFO - Epoch [11][60/792] lr: 7.500e-03, eta: 1 day, 17:56:18, time: 1.075, data_time: 0.002, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8437, loss_cls: 1.5563, loss: 1.5563, grad_norm: 5.7720, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1516, loss/aux0: 1.1516 2020-10-18 22:42:29,096 - mmaction - INFO - Epoch [11][80/792] lr: 7.500e-03, eta: 1 day, 17:52:18, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.6000, top5_acc: 0.8203, loss_cls: 1.5975, loss: 1.5975, grad_norm: 5.5050, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1166, loss/aux0: 1.1166 2020-10-18 22:42:31,721 - mmaction - INFO - Epoch [11][80/792] lr: 7.500e-03, eta: 1 day, 17:55:35, time: 1.110, data_time: 0.003, memory: 8335, top1_acc: 0.6000, top5_acc: 0.8203, loss_cls: 1.5975, loss: 1.5975, grad_norm: 5.4941, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1189, loss/aux0: 1.1189 2020-10-18 22:43:11,487 - mmaction - INFO - Epoch [11][100/792] lr: 7.500e-03, eta: 1 day, 17:51:38, time: 1.019, data_time: 0.000, memory: 8335, top1_acc: 0.6120, top5_acc: 0.8281, loss_cls: 1.5453, loss: 1.5453, grad_norm: 5.4978, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1655, loss/aux0: 1.1655 2020-10-18 22:43:12,463 - mmaction - INFO - Epoch [11][100/792] lr: 7.500e-03, eta: 1 day, 17:54:40, time: 1.030, data_time: 0.002, memory: 8335, top1_acc: 0.6120, top5_acc: 0.8281, loss_cls: 1.5453, loss: 1.5453, grad_norm: 5.4763, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1638, loss/aux0: 1.1638 2020-10-18 22:43:51,785 - mmaction - INFO - Epoch [11][120/792] lr: 7.500e-03, eta: 1 day, 17:50:44, time: 1.026, data_time: 0.023, memory: 8335, top1_acc: 0.5995, top5_acc: 0.8297, loss_cls: 1.5940, loss: 1.5940, grad_norm: 5.6742, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1584, loss/aux0: 1.1584 2020-10-18 22:43:52,369 - mmaction - INFO - Epoch [11][120/792] lr: 7.500e-03, eta: 1 day, 17:53:34, time: 0.960, data_time: 0.025, memory: 8335, top1_acc: 0.5995, top5_acc: 0.8297, loss_cls: 1.5940, loss: 1.5940, grad_norm: 5.6876, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1745, loss/aux0: 1.1745 2020-10-18 22:44:34,451 - mmaction - INFO - Epoch [11][140/792] lr: 7.500e-03, eta: 1 day, 17:49:39, time: 1.024, data_time: 0.029, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8292, loss_cls: 1.5901, loss: 1.5901, grad_norm: 5.6177, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1641, loss/aux0: 1.1641 2020-10-18 22:44:35,660 - mmaction - INFO - Epoch [11][140/792] lr: 7.500e-03, eta: 1 day, 17:52:45, time: 1.057, data_time: 0.062, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8292, loss_cls: 1.5901, loss: 1.5901, grad_norm: 5.6577, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1625, loss/aux0: 1.1625 2020-10-18 22:45:16,403 - mmaction - INFO - Epoch [11][160/792] lr: 7.500e-03, eta: 1 day, 17:49:09, time: 1.132, data_time: 0.518, memory: 8335, top1_acc: 0.5958, top5_acc: 0.8250, loss_cls: 1.6533, loss: 1.6533, grad_norm: 5.6456, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1496, loss/aux0: 1.1496 2020-10-18 22:45:17,139 - mmaction - INFO - Epoch [11][160/792] lr: 7.500e-03, eta: 1 day, 17:52:25, time: 1.116, data_time: 0.503, memory: 8335, top1_acc: 0.5958, top5_acc: 0.8250, loss_cls: 1.6533, loss: 1.6533, grad_norm: 5.6144, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1324, loss/aux0: 1.1324 2020-10-18 22:45:56,531 - mmaction - INFO - Epoch [11][180/792] lr: 7.500e-03, eta: 1 day, 17:48:30, time: 1.018, data_time: 0.199, memory: 8335, top1_acc: 0.5859, top5_acc: 0.8266, loss_cls: 1.6329, loss: 1.6329, grad_norm: 5.6222, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1573, loss/aux0: 1.1573 2020-10-18 22:45:57,857 - mmaction - INFO - Epoch [11][180/792] lr: 7.500e-03, eta: 1 day, 17:51:20, time: 0.970, data_time: 0.150, memory: 8335, top1_acc: 0.5859, top5_acc: 0.8266, loss_cls: 1.6329, loss: 1.6329, grad_norm: 5.5570, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1450, loss/aux0: 1.1450 2020-10-18 22:46:38,798 - mmaction - INFO - Epoch [11][200/792] lr: 7.500e-03, eta: 1 day, 17:47:33, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8245, loss_cls: 1.6249, loss: 1.6249, grad_norm: 5.5819, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1157, loss/aux0: 1.1157 2020-10-18 22:46:39,397 - mmaction - INFO - Epoch [11][200/792] lr: 7.500e-03, eta: 1 day, 17:50:38, time: 1.059, data_time: 0.002, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8245, loss_cls: 1.6249, loss: 1.6249, grad_norm: 5.5829, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1336, loss/aux0: 1.1336 2020-10-18 22:47:24,172 - mmaction - INFO - Epoch [11][220/792] lr: 7.500e-03, eta: 1 day, 17:47:02, time: 1.122, data_time: 0.000, memory: 8335, top1_acc: 0.5828, top5_acc: 0.8245, loss_cls: 1.6719, loss: 1.6719, grad_norm: 5.5490, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1415, loss/aux0: 1.1415 2020-10-18 22:47:24,775 - mmaction - INFO - Epoch [11][220/792] lr: 7.500e-03, eta: 1 day, 17:50:18, time: 1.123, data_time: 0.003, memory: 8335, top1_acc: 0.5828, top5_acc: 0.8245, loss_cls: 1.6719, loss: 1.6719, grad_norm: 5.4815, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1307, loss/aux0: 1.1307 2020-10-18 22:48:01,292 - mmaction - INFO - Epoch [11][240/792] lr: 7.500e-03, eta: 1 day, 17:46:09, time: 0.935, data_time: 0.016, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8443, loss_cls: 1.5302, loss: 1.5302, grad_norm: 5.3440, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.1271, loss/aux0: 1.1271 2020-10-18 22:48:02,405 - mmaction - INFO - Epoch [11][240/792] lr: 7.500e-03, eta: 1 day, 17:48:54, time: 0.947, data_time: 0.002, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8443, loss_cls: 1.5302, loss: 1.5302, grad_norm: 5.3303, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.1321, loss/aux0: 1.1321 2020-10-18 22:48:43,399 - mmaction - INFO - Epoch [11][260/792] lr: 7.500e-03, eta: 1 day, 17:45:08, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.5813, top5_acc: 0.8276, loss_cls: 1.6559, loss: 1.6559, grad_norm: 5.5414, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1620, loss/aux0: 1.1620 2020-10-18 22:48:43,985 - mmaction - INFO - Epoch [11][260/792] lr: 7.500e-03, eta: 1 day, 17:48:04, time: 1.016, data_time: 0.003, memory: 8335, top1_acc: 0.5813, top5_acc: 0.8276, loss_cls: 1.6559, loss: 1.6559, grad_norm: 5.5593, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1719, loss/aux0: 1.1719 2020-10-18 22:49:25,381 - mmaction - INFO - Epoch [11][280/792] lr: 7.500e-03, eta: 1 day, 17:44:12, time: 1.023, data_time: 0.033, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8328, loss_cls: 1.5535, loss: 1.5535, grad_norm: 5.5873, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1581, loss/aux0: 1.1581 2020-10-18 22:49:25,993 - mmaction - INFO - Epoch [11][280/792] lr: 7.500e-03, eta: 1 day, 17:47:10, time: 1.025, data_time: 0.034, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8328, loss_cls: 1.5535, loss: 1.5535, grad_norm: 5.4853, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1302, loss/aux0: 1.1302 2020-10-18 22:50:07,887 - mmaction - INFO - Epoch [11][300/792] lr: 7.500e-03, eta: 1 day, 17:43:29, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.5844, top5_acc: 0.8167, loss_cls: 1.6981, loss: 1.6981, grad_norm: 5.8101, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1568, loss/aux0: 1.1568 2020-10-18 22:50:08,531 - mmaction - INFO - Epoch [11][300/792] lr: 7.500e-03, eta: 1 day, 17:46:37, time: 1.090, data_time: 0.005, memory: 8335, top1_acc: 0.5844, top5_acc: 0.8167, loss_cls: 1.6981, loss: 1.6981, grad_norm: 5.7663, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1626, loss/aux0: 1.1626 2020-10-18 22:50:52,274 - mmaction - INFO - Epoch [11][320/792] lr: 7.500e-03, eta: 1 day, 17:43:11, time: 1.168, data_time: 0.000, memory: 8335, top1_acc: 0.5885, top5_acc: 0.8193, loss_cls: 1.6240, loss: 1.6240, grad_norm: 5.7242, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1371, loss/aux0: 1.1371 2020-10-18 22:50:52,867 - mmaction - INFO - Epoch [11][320/792] lr: 7.500e-03, eta: 1 day, 17:46:33, time: 1.170, data_time: 0.002, memory: 8335, top1_acc: 0.5885, top5_acc: 0.8193, loss_cls: 1.6240, loss: 1.6240, grad_norm: 5.7188, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1604, loss/aux0: 1.1604 2020-10-18 22:51:33,193 - mmaction - INFO - Epoch [11][340/792] lr: 7.500e-03, eta: 1 day, 17:42:34, time: 0.976, data_time: 0.000, memory: 8335, top1_acc: 0.5953, top5_acc: 0.8214, loss_cls: 1.6277, loss: 1.6277, grad_norm: 5.5975, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1583, loss/aux0: 1.1583 2020-10-18 22:51:34,113 - mmaction - INFO - Epoch [11][340/792] lr: 7.500e-03, eta: 1 day, 17:45:25, time: 0.994, data_time: 0.005, memory: 8335, top1_acc: 0.5953, top5_acc: 0.8214, loss_cls: 1.6277, loss: 1.6277, grad_norm: 5.6060, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1587, loss/aux0: 1.1587 2020-10-18 22:52:13,638 - mmaction - INFO - Epoch [11][360/792] lr: 7.500e-03, eta: 1 day, 17:41:24, time: 0.962, data_time: 0.007, memory: 8335, top1_acc: 0.5932, top5_acc: 0.8125, loss_cls: 1.6509, loss: 1.6509, grad_norm: 5.5679, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.2032, loss/aux0: 1.2032 2020-10-18 22:52:16,942 - mmaction - INFO - Epoch [11][360/792] lr: 7.500e-03, eta: 1 day, 17:44:28, time: 1.075, data_time: 0.004, memory: 8335, top1_acc: 0.5932, top5_acc: 0.8125, loss_cls: 1.6509, loss: 1.6509, grad_norm: 5.5943, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1993, loss/aux0: 1.1993 2020-10-18 22:52:54,871 - mmaction - INFO - Epoch [11][380/792] lr: 7.500e-03, eta: 1 day, 17:40:36, time: 1.009, data_time: 0.000, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8141, loss_cls: 1.6755, loss: 1.6755, grad_norm: 5.8301, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.1684, loss/aux0: 1.1684 2020-10-18 22:52:57,306 - mmaction - INFO - Epoch [11][380/792] lr: 7.500e-03, eta: 1 day, 17:43:26, time: 0.993, data_time: 0.003, memory: 8335, top1_acc: 0.5849, top5_acc: 0.8141, loss_cls: 1.6755, loss: 1.6755, grad_norm: 5.8343, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1767, loss/aux0: 1.1767 2020-10-18 22:53:37,305 - mmaction - INFO - Epoch [11][400/792] lr: 7.500e-03, eta: 1 day, 17:39:45, time: 1.071, data_time: 0.030, memory: 8335, top1_acc: 0.5698, top5_acc: 0.8089, loss_cls: 1.6989, loss: 1.6989, grad_norm: 5.4990, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0959, loss/aux0: 1.0959 2020-10-18 22:53:40,983 - mmaction - INFO - Epoch [11][400/792] lr: 7.500e-03, eta: 1 day, 17:42:58, time: 1.130, data_time: 0.033, memory: 8335, top1_acc: 0.5698, top5_acc: 0.8089, loss_cls: 1.6989, loss: 1.6989, grad_norm: 5.5400, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0901, loss/aux0: 1.0901 2020-10-18 22:54:19,468 - mmaction - INFO - Epoch [11][420/792] lr: 7.500e-03, eta: 1 day, 17:39:19, time: 1.083, data_time: 0.010, memory: 8335, top1_acc: 0.5865, top5_acc: 0.8260, loss_cls: 1.6261, loss: 1.6261, grad_norm: 5.6737, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1883, loss/aux0: 1.1883 2020-10-18 22:54:22,442 - mmaction - INFO - Epoch [11][420/792] lr: 7.500e-03, eta: 1 day, 17:42:32, time: 1.134, data_time: 0.012, memory: 8335, top1_acc: 0.5865, top5_acc: 0.8260, loss_cls: 1.6261, loss: 1.6261, grad_norm: 5.6234, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1689, loss/aux0: 1.1689 2020-10-18 22:55:02,812 - mmaction - INFO - Epoch [11][440/792] lr: 7.500e-03, eta: 1 day, 17:39:05, time: 1.150, data_time: 0.000, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8276, loss_cls: 1.5727, loss: 1.5727, grad_norm: 5.8478, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1928, loss/aux0: 1.1928 2020-10-18 22:55:03,427 - mmaction - INFO - Epoch [11][440/792] lr: 7.500e-03, eta: 1 day, 17:42:08, time: 1.079, data_time: 0.003, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8276, loss_cls: 1.5727, loss: 1.5727, grad_norm: 5.8045, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2204, loss/aux0: 1.2204 2020-10-18 22:55:44,522 - mmaction - INFO - Epoch [11][460/792] lr: 7.500e-03, eta: 1 day, 17:38:36, time: 1.118, data_time: 0.000, memory: 8335, top1_acc: 0.5885, top5_acc: 0.8115, loss_cls: 1.6645, loss: 1.6645, grad_norm: 5.5429, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1926, loss/aux0: 1.1926 2020-10-18 22:55:45,113 - mmaction - INFO - Epoch [11][460/792] lr: 7.500e-03, eta: 1 day, 17:41:46, time: 1.119, data_time: 0.002, memory: 8335, top1_acc: 0.5885, top5_acc: 0.8115, loss_cls: 1.6645, loss: 1.6645, grad_norm: 5.5274, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1783, loss/aux0: 1.1783 2020-10-18 22:56:25,452 - mmaction - INFO - Epoch [11][480/792] lr: 7.500e-03, eta: 1 day, 17:37:50, time: 0.974, data_time: 0.121, memory: 8335, top1_acc: 0.6042, top5_acc: 0.8266, loss_cls: 1.5540, loss: 1.5540, grad_norm: 5.3642, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1672, loss/aux0: 1.1672 2020-10-18 22:56:26,121 - mmaction - INFO - Epoch [11][480/792] lr: 7.500e-03, eta: 1 day, 17:40:35, time: 0.980, data_time: 0.127, memory: 8335, top1_acc: 0.6042, top5_acc: 0.8266, loss_cls: 1.5540, loss: 1.5540, grad_norm: 5.3446, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1593, loss/aux0: 1.1593 2020-10-18 22:57:06,336 - mmaction - INFO - Epoch [11][500/792] lr: 7.500e-03, eta: 1 day, 17:36:58, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8187, loss_cls: 1.6228, loss: 1.6228, grad_norm: 5.5006, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1283, loss/aux0: 1.1283 2020-10-18 22:57:08,538 - mmaction - INFO - Epoch [11][500/792] lr: 7.500e-03, eta: 1 day, 17:40:03, time: 1.100, data_time: 0.002, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8187, loss_cls: 1.6228, loss: 1.6228, grad_norm: 5.4410, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1354, loss/aux0: 1.1354 2020-10-18 22:57:47,247 - mmaction - INFO - Epoch [11][520/792] lr: 7.500e-03, eta: 1 day, 17:36:18, time: 1.030, data_time: 0.039, memory: 8335, top1_acc: 0.6026, top5_acc: 0.8307, loss_cls: 1.5584, loss: 1.5584, grad_norm: 5.2806, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.1402, loss/aux0: 1.1402 2020-10-18 22:57:49,343 - mmaction - INFO - Epoch [11][520/792] lr: 7.500e-03, eta: 1 day, 17:39:13, time: 1.045, data_time: 0.042, memory: 8335, top1_acc: 0.6026, top5_acc: 0.8307, loss_cls: 1.5584, loss: 1.5584, grad_norm: 5.2308, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.1218, loss/aux0: 1.1218 2020-10-18 22:58:29,712 - mmaction - INFO - Epoch [11][540/792] lr: 7.500e-03, eta: 1 day, 17:35:44, time: 1.119, data_time: 0.261, memory: 8335, top1_acc: 0.5812, top5_acc: 0.8161, loss_cls: 1.7096, loss: 1.7096, grad_norm: 5.5205, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1240, loss/aux0: 1.1240 2020-10-18 22:58:30,320 - mmaction - INFO - Epoch [11][540/792] lr: 7.500e-03, eta: 1 day, 17:38:44, time: 1.075, data_time: 0.263, memory: 8335, top1_acc: 0.5812, top5_acc: 0.8161, loss_cls: 1.7096, loss: 1.7096, grad_norm: 5.4841, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1376, loss/aux0: 1.1376 2020-10-18 22:59:10,736 - mmaction - INFO - Epoch [11][560/792] lr: 7.500e-03, eta: 1 day, 17:35:05, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.6062, top5_acc: 0.8354, loss_cls: 1.5650, loss: 1.5650, grad_norm: 5.4562, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1118, loss/aux0: 1.1118 2020-10-18 22:59:11,575 - mmaction - INFO - Epoch [11][560/792] lr: 7.500e-03, eta: 1 day, 17:38:05, time: 1.077, data_time: 0.014, memory: 8335, top1_acc: 0.6062, top5_acc: 0.8354, loss_cls: 1.5650, loss: 1.5650, grad_norm: 5.4830, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1140, loss/aux0: 1.1140 2020-10-18 22:59:51,375 - mmaction - INFO - Epoch [11][580/792] lr: 7.500e-03, eta: 1 day, 17:34:18, time: 1.011, data_time: 0.347, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8432, loss_cls: 1.5351, loss: 1.5351, grad_norm: 5.5224, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.1620, loss/aux0: 1.1620 2020-10-18 22:59:53,075 - mmaction - INFO - Epoch [11][580/792] lr: 7.500e-03, eta: 1 day, 17:37:06, time: 1.011, data_time: 0.348, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8432, loss_cls: 1.5351, loss: 1.5351, grad_norm: 5.5466, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.8828, loss_cls/aux0: 1.1664, loss/aux0: 1.1664 2020-10-18 23:00:34,688 - mmaction - INFO - Epoch [11][600/792] lr: 7.500e-03, eta: 1 day, 17:33:33, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8193, loss_cls: 1.6238, loss: 1.6238, grad_norm: 5.5669, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.1076, loss/aux0: 1.1076 2020-10-18 23:00:35,287 - mmaction - INFO - Epoch [11][600/792] lr: 7.500e-03, eta: 1 day, 17:36:20, time: 1.004, data_time: 0.002, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8193, loss_cls: 1.6238, loss: 1.6238, grad_norm: 5.6597, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1201, loss/aux0: 1.1201 2020-10-18 23:01:18,436 - mmaction - INFO - Epoch [11][620/792] lr: 7.500e-03, eta: 1 day, 17:32:39, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8297, loss_cls: 1.6077, loss: 1.6077, grad_norm: 5.7340, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1719, loss/aux0: 1.1719 2020-10-18 23:01:19,051 - mmaction - INFO - Epoch [11][620/792] lr: 7.500e-03, eta: 1 day, 17:35:31, time: 1.042, data_time: 0.002, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8297, loss_cls: 1.6077, loss: 1.6077, grad_norm: 5.6581, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1409, loss/aux0: 1.1409 2020-10-18 23:01:57,340 - mmaction - INFO - Epoch [11][640/792] lr: 7.500e-03, eta: 1 day, 17:31:33, time: 0.936, data_time: 0.000, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8281, loss_cls: 1.5454, loss: 1.5454, grad_norm: 5.4980, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1611, loss/aux0: 1.1611 2020-10-18 23:01:58,702 - mmaction - INFO - Epoch [11][640/792] lr: 7.500e-03, eta: 1 day, 17:34:14, time: 0.975, data_time: 0.001, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8281, loss_cls: 1.5454, loss: 1.5454, grad_norm: 5.4874, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1880, loss/aux0: 1.1880 2020-10-18 23:02:42,517 - mmaction - INFO - Epoch [11][660/792] lr: 7.500e-03, eta: 1 day, 17:30:45, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.5927, top5_acc: 0.8339, loss_cls: 1.5899, loss: 1.5899, grad_norm: 5.4989, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1600, loss/aux0: 1.1600 2020-10-18 23:02:43,114 - mmaction - INFO - Epoch [11][660/792] lr: 7.500e-03, eta: 1 day, 17:33:46, time: 1.102, data_time: 0.002, memory: 8335, top1_acc: 0.5927, top5_acc: 0.8339, loss_cls: 1.5899, loss: 1.5899, grad_norm: 5.4856, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1564, loss/aux0: 1.1564 2020-10-18 23:03:24,275 - mmaction - INFO - Epoch [11][680/792] lr: 7.500e-03, eta: 1 day, 17:30:00, time: 1.001, data_time: 0.000, memory: 8335, top1_acc: 0.5943, top5_acc: 0.8333, loss_cls: 1.5770, loss: 1.5770, grad_norm: 5.5447, top1_acc/aux0: 0.6807, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.2416, loss/aux0: 1.2416 2020-10-18 23:03:24,911 - mmaction - INFO - Epoch [11][680/792] lr: 7.500e-03, eta: 1 day, 17:32:45, time: 1.004, data_time: 0.005, memory: 8335, top1_acc: 0.5943, top5_acc: 0.8333, loss_cls: 1.5770, loss: 1.5770, grad_norm: 5.5185, top1_acc/aux0: 0.6797, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.2466, loss/aux0: 1.2466 2020-10-18 23:04:03,702 - mmaction - INFO - Epoch [11][700/792] lr: 7.500e-03, eta: 1 day, 17:29:05, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.5917, top5_acc: 0.8229, loss_cls: 1.5885, loss: 1.5885, grad_norm: 5.5125, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.1077, loss/aux0: 1.1077 2020-10-18 23:04:04,902 - mmaction - INFO - Epoch [11][700/792] lr: 7.500e-03, eta: 1 day, 17:31:53, time: 1.021, data_time: 0.033, memory: 8335, top1_acc: 0.5917, top5_acc: 0.8229, loss_cls: 1.5885, loss: 1.5885, grad_norm: 5.5113, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0980, loss/aux0: 1.0980 2020-10-18 23:04:45,893 - mmaction - INFO - Epoch [11][720/792] lr: 7.500e-03, eta: 1 day, 17:27:50, time: 0.892, data_time: 0.000, memory: 8335, top1_acc: 0.5901, top5_acc: 0.8177, loss_cls: 1.6154, loss: 1.6154, grad_norm: 5.5665, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1213, loss/aux0: 1.1213 2020-10-18 23:04:47,519 - mmaction - INFO - Epoch [11][720/792] lr: 7.500e-03, eta: 1 day, 17:30:24, time: 0.945, data_time: 0.002, memory: 8335, top1_acc: 0.5901, top5_acc: 0.8177, loss_cls: 1.6154, loss: 1.6154, grad_norm: 5.6053, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1335, loss/aux0: 1.1335 2020-10-18 23:05:27,598 - mmaction - INFO - Epoch [11][740/792] lr: 7.500e-03, eta: 1 day, 17:26:49, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8255, loss_cls: 1.6230, loss: 1.6230, grad_norm: 5.5798, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0930, loss/aux0: 1.0930 2020-10-18 23:05:28,948 - mmaction - INFO - Epoch [11][740/792] lr: 7.500e-03, eta: 1 day, 17:29:35, time: 1.017, data_time: 0.002, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8255, loss_cls: 1.6230, loss: 1.6230, grad_norm: 5.5943, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0705, loss/aux0: 1.0705 2020-10-18 23:06:09,791 - mmaction - INFO - Epoch [11][760/792] lr: 7.500e-03, eta: 1 day, 17:25:57, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.5922, top5_acc: 0.8167, loss_cls: 1.6525, loss: 1.6525, grad_norm: 5.5663, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1698, loss/aux0: 1.1698 2020-10-18 23:06:11,777 - mmaction - INFO - Epoch [11][760/792] lr: 7.500e-03, eta: 1 day, 17:28:52, time: 1.079, data_time: 0.002, memory: 8335, top1_acc: 0.5922, top5_acc: 0.8167, loss_cls: 1.6525, loss: 1.6525, grad_norm: 5.5168, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1734, loss/aux0: 1.1734 2020-10-18 23:06:53,850 - mmaction - INFO - Epoch [11][780/792] lr: 7.500e-03, eta: 1 day, 17:25:32, time: 1.143, data_time: 0.036, memory: 8335, top1_acc: 0.5911, top5_acc: 0.8198, loss_cls: 1.6151, loss: 1.6151, grad_norm: 5.4858, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1155, loss/aux0: 1.1155 2020-10-18 23:06:54,459 - mmaction - INFO - Epoch [11][780/792] lr: 7.500e-03, eta: 1 day, 17:28:37, time: 1.143, data_time: 0.040, memory: 8335, top1_acc: 0.5911, top5_acc: 0.8198, loss_cls: 1.6151, loss: 1.6151, grad_norm: 5.5338, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1297, loss/aux0: 1.1297 2020-10-18 23:07:20,613 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-10-18 23:10:29,641 - mmaction - INFO - Epoch [12][20/792] lr: 7.500e-03, eta: 1 day, 17:21:18, time: 1.088, data_time: 0.000, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8354, loss_cls: 1.4920, loss: 1.4920, grad_norm: 5.5381, top1_acc/aux0: 0.6913, top5_acc/aux0: 0.8882, loss_cls/aux0: 1.2175, loss/aux0: 1.2175 2020-10-18 23:10:30,627 - mmaction - INFO - Epoch [12][20/792] lr: 7.500e-03, eta: 1 day, 17:24:17, time: 1.108, data_time: 0.003, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8354, loss_cls: 1.4920, loss: 1.4920, grad_norm: 5.5248, top1_acc/aux0: 0.6917, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2163, loss/aux0: 1.2163 2020-10-18 23:11:11,693 - mmaction - INFO - Epoch [12][40/792] lr: 7.500e-03, eta: 1 day, 17:20:44, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8333, loss_cls: 1.5419, loss: 1.5419, grad_norm: 5.5147, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1831, loss/aux0: 1.1831 2020-10-18 23:11:12,303 - mmaction - INFO - Epoch [12][40/792] lr: 7.500e-03, eta: 1 day, 17:23:33, time: 1.054, data_time: 0.002, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8333, loss_cls: 1.5419, loss: 1.5419, grad_norm: 5.5053, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1767, loss/aux0: 1.1767 2020-10-18 23:11:54,975 - mmaction - INFO - Epoch [12][60/792] lr: 7.500e-03, eta: 1 day, 17:20:06, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8484, loss_cls: 1.5065, loss: 1.5065, grad_norm: 5.5950, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1973, loss/aux0: 1.1973 2020-10-18 23:11:55,632 - mmaction - INFO - Epoch [12][60/792] lr: 7.500e-03, eta: 1 day, 17:23:01, time: 1.090, data_time: 0.002, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8484, loss_cls: 1.5065, loss: 1.5065, grad_norm: 5.5978, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1953, loss/aux0: 1.1953 2020-10-18 23:12:34,078 - mmaction - INFO - Epoch [12][80/792] lr: 7.500e-03, eta: 1 day, 17:19:10, time: 0.936, data_time: 0.112, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8312, loss_cls: 1.5684, loss: 1.5684, grad_norm: 5.4473, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0910, loss/aux0: 1.0910 2020-10-18 23:12:34,665 - mmaction - INFO - Epoch [12][80/792] lr: 7.500e-03, eta: 1 day, 17:21:33, time: 0.893, data_time: 0.069, memory: 8335, top1_acc: 0.6083, top5_acc: 0.8312, loss_cls: 1.5684, loss: 1.5684, grad_norm: 5.4535, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0920, loss/aux0: 1.0920 2020-10-18 23:13:16,142 - mmaction - INFO - Epoch [12][100/792] lr: 7.500e-03, eta: 1 day, 17:17:49, time: 0.980, data_time: 0.000, memory: 8335, top1_acc: 0.6141, top5_acc: 0.8417, loss_cls: 1.5112, loss: 1.5112, grad_norm: 5.6136, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1462, loss/aux0: 1.1462 2020-10-18 23:13:16,768 - mmaction - INFO - Epoch [12][100/792] lr: 7.500e-03, eta: 1 day, 17:20:27, time: 0.984, data_time: 0.003, memory: 8335, top1_acc: 0.6141, top5_acc: 0.8417, loss_cls: 1.5112, loss: 1.5112, grad_norm: 5.6089, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1492, loss/aux0: 1.1492 2020-10-18 23:13:57,818 - mmaction - INFO - Epoch [12][120/792] lr: 7.500e-03, eta: 1 day, 17:16:45, time: 0.987, data_time: 0.078, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8344, loss_cls: 1.4625, loss: 1.4625, grad_norm: 5.4633, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1703, loss/aux0: 1.1703 2020-10-18 23:13:58,398 - mmaction - INFO - Epoch [12][120/792] lr: 7.500e-03, eta: 1 day, 17:19:22, time: 0.989, data_time: 0.080, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8344, loss_cls: 1.4625, loss: 1.4625, grad_norm: 5.4344, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1737, loss/aux0: 1.1737 2020-10-18 23:14:39,680 - mmaction - INFO - Epoch [12][140/792] lr: 7.500e-03, eta: 1 day, 17:15:57, time: 1.088, data_time: 0.080, memory: 8335, top1_acc: 0.5964, top5_acc: 0.8224, loss_cls: 1.5960, loss: 1.5960, grad_norm: 5.5978, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1353, loss/aux0: 1.1353 2020-10-18 23:14:43,287 - mmaction - INFO - Epoch [12][140/792] lr: 7.500e-03, eta: 1 day, 17:19:06, time: 1.186, data_time: 0.083, memory: 8335, top1_acc: 0.5964, top5_acc: 0.8224, loss_cls: 1.5960, loss: 1.5960, grad_norm: 5.6120, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1288, loss/aux0: 1.1288 2020-10-18 23:15:25,320 - mmaction - INFO - Epoch [12][160/792] lr: 7.500e-03, eta: 1 day, 17:15:58, time: 1.195, data_time: 0.000, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8411, loss_cls: 1.5378, loss: 1.5378, grad_norm: 5.6058, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.1315, loss/aux0: 1.1315 2020-10-18 23:15:28,933 - mmaction - INFO - Epoch [12][160/792] lr: 7.500e-03, eta: 1 day, 17:19:07, time: 1.195, data_time: 0.002, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8411, loss_cls: 1.5378, loss: 1.5378, grad_norm: 5.5277, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.1206, loss/aux0: 1.1206 2020-10-18 23:16:07,077 - mmaction - INFO - Epoch [12][180/792] lr: 7.500e-03, eta: 1 day, 17:15:42, time: 1.084, data_time: 0.034, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8281, loss_cls: 1.5716, loss: 1.5716, grad_norm: 5.5522, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1506, loss/aux0: 1.1506 2020-10-18 23:16:09,002 - mmaction - INFO - Epoch [12][180/792] lr: 7.500e-03, eta: 1 day, 17:18:23, time: 1.022, data_time: 0.002, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8281, loss_cls: 1.5716, loss: 1.5716, grad_norm: 5.5359, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1624, loss/aux0: 1.1624 2020-10-18 23:16:49,084 - mmaction - INFO - Epoch [12][200/792] lr: 7.500e-03, eta: 1 day, 17:14:54, time: 1.057, data_time: 0.002, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8422, loss_cls: 1.5221, loss: 1.5221, grad_norm: 5.7508, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0661, loss/aux0: 1.0661 2020-10-18 23:16:50,462 - mmaction - INFO - Epoch [12][200/792] lr: 7.500e-03, eta: 1 day, 17:17:47, time: 1.096, data_time: 0.002, memory: 8335, top1_acc: 0.6073, top5_acc: 0.8422, loss_cls: 1.5221, loss: 1.5221, grad_norm: 5.8394, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0869, loss/aux0: 1.0869 2020-10-18 23:17:29,560 - mmaction - INFO - Epoch [12][220/792] lr: 7.500e-03, eta: 1 day, 17:14:16, time: 1.043, data_time: 0.139, memory: 8335, top1_acc: 0.6047, top5_acc: 0.8344, loss_cls: 1.5833, loss: 1.5833, grad_norm: 5.4916, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1459, loss/aux0: 1.1459 2020-10-18 23:17:30,160 - mmaction - INFO - Epoch [12][220/792] lr: 7.500e-03, eta: 1 day, 17:16:52, time: 0.990, data_time: 0.122, memory: 8335, top1_acc: 0.6047, top5_acc: 0.8344, loss_cls: 1.5833, loss: 1.5833, grad_norm: 5.5202, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1327, loss/aux0: 1.1327 2020-10-18 23:18:17,055 - mmaction - INFO - Epoch [12][240/792] lr: 7.500e-03, eta: 1 day, 17:13:50, time: 1.224, data_time: 0.646, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8333, loss_cls: 1.5610, loss: 1.5610, grad_norm: 5.6448, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1932, loss/aux0: 1.1932 2020-10-18 23:18:17,654 - mmaction - INFO - Epoch [12][240/792] lr: 7.500e-03, eta: 1 day, 17:17:02, time: 1.226, data_time: 0.650, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8333, loss_cls: 1.5610, loss: 1.5610, grad_norm: 5.6123, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1911, loss/aux0: 1.1911 2020-10-18 23:18:57,405 - mmaction - INFO - Epoch [12][260/792] lr: 7.500e-03, eta: 1 day, 17:13:24, time: 0.993, data_time: 0.418, memory: 8335, top1_acc: 0.5943, top5_acc: 0.8281, loss_cls: 1.5805, loss: 1.5805, grad_norm: 5.5179, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1189, loss/aux0: 1.1189 2020-10-18 23:18:57,994 - mmaction - INFO - Epoch [12][260/792] lr: 7.500e-03, eta: 1 day, 17:16:00, time: 0.993, data_time: 0.420, memory: 8335, top1_acc: 0.5943, top5_acc: 0.8281, loss_cls: 1.5805, loss: 1.5805, grad_norm: 5.5460, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1260, loss/aux0: 1.1260 2020-10-18 23:19:38,574 - mmaction - INFO - Epoch [12][280/792] lr: 7.500e-03, eta: 1 day, 17:12:27, time: 1.025, data_time: 0.433, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8318, loss_cls: 1.5902, loss: 1.5902, grad_norm: 5.5175, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1645, loss/aux0: 1.1645 2020-10-18 23:19:40,372 - mmaction - INFO - Epoch [12][280/792] lr: 7.500e-03, eta: 1 day, 17:15:11, time: 1.049, data_time: 0.457, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8318, loss_cls: 1.5902, loss: 1.5902, grad_norm: 5.5075, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1619, loss/aux0: 1.1619 2020-10-18 23:20:20,186 - mmaction - INFO - Epoch [12][300/792] lr: 7.500e-03, eta: 1 day, 17:11:50, time: 1.098, data_time: 0.099, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8490, loss_cls: 1.5401, loss: 1.5401, grad_norm: 5.5808, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8891, loss_cls/aux0: 1.1329, loss/aux0: 1.1329 2020-10-18 23:20:22,882 - mmaction - INFO - Epoch [12][300/792] lr: 7.500e-03, eta: 1 day, 17:14:42, time: 1.102, data_time: 0.034, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8490, loss_cls: 1.5401, loss: 1.5401, grad_norm: 5.5092, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1309, loss/aux0: 1.1309 2020-10-18 23:21:04,331 - mmaction - INFO - Epoch [12][320/792] lr: 7.500e-03, eta: 1 day, 17:11:25, time: 1.119, data_time: 0.056, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8323, loss_cls: 1.5557, loss: 1.5557, grad_norm: 5.3403, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1598, loss/aux0: 1.1598 2020-10-18 23:21:05,745 - mmaction - INFO - Epoch [12][320/792] lr: 7.500e-03, eta: 1 day, 17:14:10, time: 1.062, data_time: 0.061, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8323, loss_cls: 1.5557, loss: 1.5557, grad_norm: 5.3500, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1493, loss/aux0: 1.1493 2020-10-18 23:21:45,362 - mmaction - INFO - Epoch [12][340/792] lr: 7.500e-03, eta: 1 day, 17:10:41, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.6036, top5_acc: 0.8297, loss_cls: 1.5853, loss: 1.5853, grad_norm: 5.6515, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1307, loss/aux0: 1.1307 2020-10-18 23:21:46,977 - mmaction - INFO - Epoch [12][340/792] lr: 7.500e-03, eta: 1 day, 17:13:31, time: 1.096, data_time: 0.001, memory: 8335, top1_acc: 0.6036, top5_acc: 0.8297, loss_cls: 1.5853, loss: 1.5853, grad_norm: 5.6227, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1350, loss/aux0: 1.1350 2020-10-18 23:22:26,323 - mmaction - INFO - Epoch [12][360/792] lr: 7.500e-03, eta: 1 day, 17:10:04, time: 1.048, data_time: 0.000, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8359, loss_cls: 1.5400, loss: 1.5400, grad_norm: 5.4083, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1114, loss/aux0: 1.1114 2020-10-18 23:22:28,022 - mmaction - INFO - Epoch [12][360/792] lr: 7.500e-03, eta: 1 day, 17:12:46, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8359, loss_cls: 1.5400, loss: 1.5400, grad_norm: 5.3922, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1142, loss/aux0: 1.1142 2020-10-18 23:23:09,041 - mmaction - INFO - Epoch [12][380/792] lr: 7.500e-03, eta: 1 day, 17:09:34, time: 1.144, data_time: 0.132, memory: 8335, top1_acc: 0.5922, top5_acc: 0.8406, loss_cls: 1.5801, loss: 1.5801, grad_norm: 5.6779, top1_acc/aux0: 0.6818, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1819, loss/aux0: 1.1819 2020-10-18 23:23:09,670 - mmaction - INFO - Epoch [12][380/792] lr: 7.500e-03, eta: 1 day, 17:12:29, time: 1.136, data_time: 0.136, memory: 8335, top1_acc: 0.5922, top5_acc: 0.8406, loss_cls: 1.5801, loss: 1.5801, grad_norm: 5.6345, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1749, loss/aux0: 1.1749 2020-10-18 23:23:49,025 - mmaction - INFO - Epoch [12][400/792] lr: 7.500e-03, eta: 1 day, 17:08:50, time: 0.969, data_time: 0.065, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8250, loss_cls: 1.6380, loss: 1.6380, grad_norm: 5.5549, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1335, loss/aux0: 1.1335 2020-10-18 23:23:49,615 - mmaction - INFO - Epoch [12][400/792] lr: 7.500e-03, eta: 1 day, 17:11:19, time: 0.969, data_time: 0.066, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8250, loss_cls: 1.6380, loss: 1.6380, grad_norm: 5.5581, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1372, loss/aux0: 1.1372 2020-10-18 23:24:29,521 - mmaction - INFO - Epoch [12][420/792] lr: 7.500e-03, eta: 1 day, 17:07:57, time: 1.076, data_time: 0.362, memory: 8335, top1_acc: 0.6042, top5_acc: 0.8344, loss_cls: 1.5726, loss: 1.5726, grad_norm: 5.5103, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.1013, loss/aux0: 1.1013 2020-10-18 23:24:31,947 - mmaction - INFO - Epoch [12][420/792] lr: 7.500e-03, eta: 1 day, 17:10:44, time: 1.086, data_time: 0.392, memory: 8335, top1_acc: 0.6042, top5_acc: 0.8344, loss_cls: 1.5726, loss: 1.5726, grad_norm: 5.4876, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1118, loss/aux0: 1.1118 2020-10-18 23:25:11,338 - mmaction - INFO - Epoch [12][440/792] lr: 7.500e-03, eta: 1 day, 17:07:24, time: 1.088, data_time: 0.515, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8365, loss_cls: 1.5612, loss: 1.5612, grad_norm: 5.6561, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0902, loss/aux0: 1.0902 2020-10-18 23:25:13,233 - mmaction - INFO - Epoch [12][440/792] lr: 7.500e-03, eta: 1 day, 17:09:56, time: 0.991, data_time: 0.418, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8365, loss_cls: 1.5612, loss: 1.5612, grad_norm: 5.7118, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0740, loss/aux0: 1.0740 2020-10-18 23:25:52,409 - mmaction - INFO - Epoch [12][460/792] lr: 7.500e-03, eta: 1 day, 17:06:12, time: 0.922, data_time: 0.007, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8224, loss_cls: 1.6152, loss: 1.6152, grad_norm: 5.5455, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1411, loss/aux0: 1.1411 2020-10-18 23:25:53,837 - mmaction - INFO - Epoch [12][460/792] lr: 7.500e-03, eta: 1 day, 17:08:39, time: 0.966, data_time: 0.052, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8224, loss_cls: 1.6152, loss: 1.6152, grad_norm: 5.4654, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1358, loss/aux0: 1.1358 2020-10-18 23:26:36,710 - mmaction - INFO - Epoch [12][480/792] lr: 7.500e-03, eta: 1 day, 17:05:18, time: 1.070, data_time: 0.000, memory: 8335, top1_acc: 0.5969, top5_acc: 0.8167, loss_cls: 1.6198, loss: 1.6198, grad_norm: 5.5246, top1_acc/aux0: 0.6964, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1491, loss/aux0: 1.1491 2020-10-18 23:26:37,312 - mmaction - INFO - Epoch [12][480/792] lr: 7.500e-03, eta: 1 day, 17:08:01, time: 1.071, data_time: 0.002, memory: 8335, top1_acc: 0.5969, top5_acc: 0.8167, loss_cls: 1.6198, loss: 1.6198, grad_norm: 5.5669, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1689, loss/aux0: 1.1689 2020-10-18 23:27:16,114 - mmaction - INFO - Epoch [12][500/792] lr: 7.500e-03, eta: 1 day, 17:04:20, time: 0.942, data_time: 0.053, memory: 8335, top1_acc: 0.5797, top5_acc: 0.8198, loss_cls: 1.6740, loss: 1.6740, grad_norm: 5.6702, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1813, loss/aux0: 1.1813 2020-10-18 23:27:17,149 - mmaction - INFO - Epoch [12][500/792] lr: 7.500e-03, eta: 1 day, 17:06:47, time: 0.966, data_time: 0.055, memory: 8335, top1_acc: 0.5797, top5_acc: 0.8198, loss_cls: 1.6740, loss: 1.6740, grad_norm: 5.6846, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1843, loss/aux0: 1.1843 2020-10-18 23:28:02,648 - mmaction - INFO - Epoch [12][520/792] lr: 7.500e-03, eta: 1 day, 17:03:35, time: 1.127, data_time: 0.000, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8281, loss_cls: 1.5687, loss: 1.5687, grad_norm: 5.4251, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.1418, loss/aux0: 1.1418 2020-10-18 23:28:03,294 - mmaction - INFO - Epoch [12][520/792] lr: 7.500e-03, eta: 1 day, 17:06:26, time: 1.129, data_time: 0.003, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8281, loss_cls: 1.5687, loss: 1.5687, grad_norm: 5.4521, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1398, loss/aux0: 1.1398 2020-10-18 23:28:42,645 - mmaction - INFO - Epoch [12][540/792] lr: 7.500e-03, eta: 1 day, 17:02:58, time: 1.017, data_time: 0.029, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8302, loss_cls: 1.5856, loss: 1.5856, grad_norm: 5.6107, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1172, loss/aux0: 1.1172 2020-10-18 23:28:43,546 - mmaction - INFO - Epoch [12][540/792] lr: 7.500e-03, eta: 1 day, 17:05:34, time: 1.033, data_time: 0.032, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8302, loss_cls: 1.5856, loss: 1.5856, grad_norm: 5.6430, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.1031, loss/aux0: 1.1031 2020-10-18 23:29:24,256 - mmaction - INFO - Epoch [12][560/792] lr: 7.500e-03, eta: 1 day, 17:02:10, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8255, loss_cls: 1.5842, loss: 1.5842, grad_norm: 5.4488, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1712, loss/aux0: 1.1712 2020-10-18 23:29:24,868 - mmaction - INFO - Epoch [12][560/792] lr: 7.500e-03, eta: 1 day, 17:04:39, time: 0.989, data_time: 0.002, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8255, loss_cls: 1.5842, loss: 1.5842, grad_norm: 5.4584, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1676, loss/aux0: 1.1676 2020-10-18 23:30:05,890 - mmaction - INFO - Epoch [12][580/792] lr: 7.500e-03, eta: 1 day, 17:01:02, time: 0.957, data_time: 0.013, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8354, loss_cls: 1.5493, loss: 1.5493, grad_norm: 5.4659, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.1063, loss/aux0: 1.1063 2020-10-18 23:30:06,490 - mmaction - INFO - Epoch [12][580/792] lr: 7.500e-03, eta: 1 day, 17:03:26, time: 0.958, data_time: 0.016, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8354, loss_cls: 1.5493, loss: 1.5493, grad_norm: 5.4507, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.1080, loss/aux0: 1.1080 2020-10-18 23:30:48,070 - mmaction - INFO - Epoch [12][600/792] lr: 7.500e-03, eta: 1 day, 16:59:55, time: 0.984, data_time: 0.000, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8271, loss_cls: 1.5282, loss: 1.5282, grad_norm: 5.4384, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1573, loss/aux0: 1.1573 2020-10-18 23:30:50,575 - mmaction - INFO - Epoch [12][600/792] lr: 7.500e-03, eta: 1 day, 17:02:28, time: 1.026, data_time: 0.002, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8271, loss_cls: 1.5282, loss: 1.5282, grad_norm: 5.4156, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1646, loss/aux0: 1.1646 2020-10-18 23:31:30,926 - mmaction - INFO - Epoch [12][620/792] lr: 7.500e-03, eta: 1 day, 16:58:52, time: 0.951, data_time: 0.075, memory: 8335, top1_acc: 0.5891, top5_acc: 0.8250, loss_cls: 1.6220, loss: 1.6220, grad_norm: 5.3837, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1298, loss/aux0: 1.1298 2020-10-18 23:31:32,831 - mmaction - INFO - Epoch [12][620/792] lr: 7.500e-03, eta: 1 day, 17:01:16, time: 0.964, data_time: 0.077, memory: 8335, top1_acc: 0.5891, top5_acc: 0.8250, loss_cls: 1.6220, loss: 1.6220, grad_norm: 5.4287, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1399, loss/aux0: 1.1399 2020-10-18 23:32:12,744 - mmaction - INFO - Epoch [12][640/792] lr: 7.500e-03, eta: 1 day, 16:57:53, time: 1.034, data_time: 0.023, memory: 8335, top1_acc: 0.5995, top5_acc: 0.8292, loss_cls: 1.5654, loss: 1.5654, grad_norm: 5.4233, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1396, loss/aux0: 1.1396 2020-10-18 23:32:14,691 - mmaction - INFO - Epoch [12][640/792] lr: 7.500e-03, eta: 1 day, 17:00:27, time: 1.030, data_time: 0.040, memory: 8335, top1_acc: 0.5995, top5_acc: 0.8292, loss_cls: 1.5654, loss: 1.5654, grad_norm: 5.4710, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1331, loss/aux0: 1.1331 2020-10-18 23:32:54,129 - mmaction - INFO - Epoch [12][660/792] lr: 7.500e-03, eta: 1 day, 16:57:07, time: 1.059, data_time: 0.114, memory: 8335, top1_acc: 0.6021, top5_acc: 0.8276, loss_cls: 1.5978, loss: 1.5978, grad_norm: 5.5486, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0921, loss/aux0: 1.0921 2020-10-18 23:32:55,794 - mmaction - INFO - Epoch [12][660/792] lr: 7.500e-03, eta: 1 day, 16:59:37, time: 1.007, data_time: 0.164, memory: 8335, top1_acc: 0.6021, top5_acc: 0.8276, loss_cls: 1.5978, loss: 1.5978, grad_norm: 5.5142, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0868, loss/aux0: 1.0868 2020-10-18 23:33:36,903 - mmaction - INFO - Epoch [12][680/792] lr: 7.500e-03, eta: 1 day, 16:56:22, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8354, loss_cls: 1.5787, loss: 1.5787, grad_norm: 5.5505, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1225, loss/aux0: 1.1225 2020-10-18 23:33:39,172 - mmaction - INFO - Epoch [12][680/792] lr: 7.500e-03, eta: 1 day, 16:59:06, time: 1.099, data_time: 0.004, memory: 8335, top1_acc: 0.5979, top5_acc: 0.8354, loss_cls: 1.5787, loss: 1.5787, grad_norm: 5.5734, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1335, loss/aux0: 1.1335 2020-10-18 23:34:19,221 - mmaction - INFO - Epoch [12][700/792] lr: 7.500e-03, eta: 1 day, 16:55:47, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.5813, top5_acc: 0.8297, loss_cls: 1.6411, loss: 1.6411, grad_norm: 5.4651, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.1131, loss/aux0: 1.1131 2020-10-18 23:34:21,666 - mmaction - INFO - Epoch [12][700/792] lr: 7.500e-03, eta: 1 day, 16:58:23, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.5813, top5_acc: 0.8297, loss_cls: 1.6411, loss: 1.6411, grad_norm: 5.4264, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0960, loss/aux0: 1.0960 2020-10-18 23:35:02,266 - mmaction - INFO - Epoch [12][720/792] lr: 7.500e-03, eta: 1 day, 16:55:12, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.5958, top5_acc: 0.8266, loss_cls: 1.6236, loss: 1.6236, grad_norm: 5.6604, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0792, loss/aux0: 1.0792 2020-10-18 23:35:05,086 - mmaction - INFO - Epoch [12][720/792] lr: 7.500e-03, eta: 1 day, 16:57:59, time: 1.126, data_time: 0.003, memory: 8335, top1_acc: 0.5958, top5_acc: 0.8266, loss_cls: 1.6236, loss: 1.6236, grad_norm: 5.5762, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0898, loss/aux0: 1.0898 2020-10-18 23:35:45,273 - mmaction - INFO - Epoch [12][740/792] lr: 7.500e-03, eta: 1 day, 16:54:49, time: 1.114, data_time: 0.000, memory: 8335, top1_acc: 0.6036, top5_acc: 0.8203, loss_cls: 1.6050, loss: 1.6050, grad_norm: 5.4570, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1294, loss/aux0: 1.1294 2020-10-18 23:35:45,873 - mmaction - INFO - Epoch [12][740/792] lr: 7.500e-03, eta: 1 day, 16:57:22, time: 1.034, data_time: 0.002, memory: 8335, top1_acc: 0.6036, top5_acc: 0.8203, loss_cls: 1.6050, loss: 1.6050, grad_norm: 5.5285, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1264, loss/aux0: 1.1264 2020-10-18 23:36:25,957 - mmaction - INFO - Epoch [12][760/792] lr: 7.500e-03, eta: 1 day, 16:54:05, time: 1.067, data_time: 0.434, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8432, loss_cls: 1.5919, loss: 1.5919, grad_norm: 5.6140, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1568, loss/aux0: 1.1568 2020-10-18 23:36:26,616 - mmaction - INFO - Epoch [12][760/792] lr: 7.500e-03, eta: 1 day, 16:56:43, time: 1.070, data_time: 0.438, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8432, loss_cls: 1.5919, loss: 1.5919, grad_norm: 5.5491, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1434, loss/aux0: 1.1434 2020-10-18 23:37:06,330 - mmaction - INFO - Epoch [12][780/792] lr: 7.500e-03, eta: 1 day, 16:53:18, time: 1.007, data_time: 0.430, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8318, loss_cls: 1.5600, loss: 1.5600, grad_norm: 5.6328, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.1472, loss/aux0: 1.1472 2020-10-18 23:37:07,484 - mmaction - INFO - Epoch [12][780/792] lr: 7.500e-03, eta: 1 day, 16:55:50, time: 1.036, data_time: 0.432, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8318, loss_cls: 1.5600, loss: 1.5600, grad_norm: 5.5446, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.1564, loss/aux0: 1.1564 2020-10-18 23:37:34,905 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-10-18 23:40:50,166 - mmaction - INFO - Epoch [13][20/792] lr: 7.500e-03, eta: 1 day, 16:49:00, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8458, loss_cls: 1.4800, loss: 1.4800, grad_norm: 5.3757, top1_acc/aux0: 0.6996, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1445, loss/aux0: 1.1445 2020-10-18 23:40:50,776 - mmaction - INFO - Epoch [13][20/792] lr: 7.500e-03, eta: 1 day, 16:51:33, time: 1.044, data_time: 0.005, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8458, loss_cls: 1.4800, loss: 1.4800, grad_norm: 5.4077, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1400, loss/aux0: 1.1400 2020-10-18 23:41:32,544 - mmaction - INFO - Epoch [13][40/792] lr: 7.500e-03, eta: 1 day, 16:48:24, time: 1.107, data_time: 0.464, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8328, loss_cls: 1.5181, loss: 1.5181, grad_norm: 5.4373, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.1054, loss/aux0: 1.1054 2020-10-18 23:41:33,144 - mmaction - INFO - Epoch [13][40/792] lr: 7.500e-03, eta: 1 day, 16:51:05, time: 1.108, data_time: 0.465, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8328, loss_cls: 1.5181, loss: 1.5181, grad_norm: 5.4872, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.1026, loss/aux0: 1.1026 2020-10-18 23:42:12,864 - mmaction - INFO - Epoch [13][60/792] lr: 7.500e-03, eta: 1 day, 16:47:34, time: 0.948, data_time: 0.037, memory: 8335, top1_acc: 0.6063, top5_acc: 0.8286, loss_cls: 1.6078, loss: 1.6078, grad_norm: 5.6285, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1658, loss/aux0: 1.1658 2020-10-18 23:42:15,489 - mmaction - INFO - Epoch [13][60/792] lr: 7.500e-03, eta: 1 day, 16:50:07, time: 1.051, data_time: 0.039, memory: 8335, top1_acc: 0.6063, top5_acc: 0.8286, loss_cls: 1.6078, loss: 1.6078, grad_norm: 5.6601, top1_acc/aux0: 0.6865, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1856, loss/aux0: 1.1856 2020-10-18 23:42:56,912 - mmaction - INFO - Epoch [13][80/792] lr: 7.500e-03, eta: 1 day, 16:46:58, time: 1.105, data_time: 0.021, memory: 8335, top1_acc: 0.6062, top5_acc: 0.8391, loss_cls: 1.5311, loss: 1.5311, grad_norm: 5.5271, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.1401, loss/aux0: 1.1401 2020-10-18 23:42:59,086 - mmaction - INFO - Epoch [13][80/792] lr: 7.500e-03, eta: 1 day, 16:49:40, time: 1.114, data_time: 0.023, memory: 8335, top1_acc: 0.6062, top5_acc: 0.8391, loss_cls: 1.5311, loss: 1.5311, grad_norm: 5.5554, top1_acc/aux0: 0.7057, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.1232, loss/aux0: 1.1232 2020-10-18 23:43:40,283 - mmaction - INFO - Epoch [13][100/792] lr: 7.500e-03, eta: 1 day, 16:46:24, time: 1.052, data_time: 0.111, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8323, loss_cls: 1.5619, loss: 1.5619, grad_norm: 5.4175, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0975, loss/aux0: 1.0975 2020-10-18 23:43:41,981 - mmaction - INFO - Epoch [13][100/792] lr: 7.500e-03, eta: 1 day, 16:48:49, time: 0.994, data_time: 0.115, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8323, loss_cls: 1.5619, loss: 1.5619, grad_norm: 5.4345, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1138, loss/aux0: 1.1138 2020-10-18 23:44:22,357 - mmaction - INFO - Epoch [13][120/792] lr: 7.500e-03, eta: 1 day, 16:45:42, time: 1.113, data_time: 0.404, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8396, loss_cls: 1.5183, loss: 1.5183, grad_norm: 5.3769, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1507, loss/aux0: 1.1507 2020-10-18 23:44:22,959 - mmaction - INFO - Epoch [13][120/792] lr: 7.500e-03, eta: 1 day, 16:48:17, time: 1.073, data_time: 0.406, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8396, loss_cls: 1.5183, loss: 1.5183, grad_norm: 5.3277, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1236, loss/aux0: 1.1236 2020-10-18 23:45:04,033 - mmaction - INFO - Epoch [13][140/792] lr: 7.500e-03, eta: 1 day, 16:44:58, time: 1.024, data_time: 0.448, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8448, loss_cls: 1.4717, loss: 1.4717, grad_norm: 5.3702, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1082, loss/aux0: 1.1082 2020-10-18 23:45:04,640 - mmaction - INFO - Epoch [13][140/792] lr: 7.500e-03, eta: 1 day, 16:47:26, time: 1.028, data_time: 0.452, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8448, loss_cls: 1.4717, loss: 1.4717, grad_norm: 5.3586, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1092, loss/aux0: 1.1092 2020-10-18 23:45:45,155 - mmaction - INFO - Epoch [13][160/792] lr: 7.500e-03, eta: 1 day, 16:44:13, time: 1.064, data_time: 0.101, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8260, loss_cls: 1.5858, loss: 1.5858, grad_norm: 5.6202, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1077, loss/aux0: 1.1077 2020-10-18 23:45:46,560 - mmaction - INFO - Epoch [13][160/792] lr: 7.500e-03, eta: 1 day, 16:46:50, time: 1.089, data_time: 0.104, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8260, loss_cls: 1.5858, loss: 1.5858, grad_norm: 5.5999, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1252, loss/aux0: 1.1252 2020-10-18 23:46:25,068 - mmaction - INFO - Epoch [13][180/792] lr: 7.500e-03, eta: 1 day, 16:43:30, time: 1.013, data_time: 0.109, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8474, loss_cls: 1.5076, loss: 1.5076, grad_norm: 5.4177, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0956, loss/aux0: 1.0956 2020-10-18 23:46:26,077 - mmaction - INFO - Epoch [13][180/792] lr: 7.500e-03, eta: 1 day, 16:45:59, time: 1.034, data_time: 0.111, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8474, loss_cls: 1.5076, loss: 1.5076, grad_norm: 5.3783, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0940, loss/aux0: 1.0940 2020-10-18 23:47:08,640 - mmaction - INFO - Epoch [13][200/792] lr: 7.500e-03, eta: 1 day, 16:42:55, time: 1.121, data_time: 0.445, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8391, loss_cls: 1.5582, loss: 1.5582, grad_norm: 5.5577, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1188, loss/aux0: 1.1188 2020-10-18 23:47:09,224 - mmaction - INFO - Epoch [13][200/792] lr: 7.500e-03, eta: 1 day, 16:45:28, time: 1.072, data_time: 0.447, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8391, loss_cls: 1.5582, loss: 1.5582, grad_norm: 5.6606, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1292, loss/aux0: 1.1292 2020-10-18 23:47:48,587 - mmaction - INFO - Epoch [13][220/792] lr: 7.500e-03, eta: 1 day, 16:42:04, time: 0.976, data_time: 0.351, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8385, loss_cls: 1.5266, loss: 1.5266, grad_norm: 5.4706, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1249, loss/aux0: 1.1249 2020-10-18 23:47:51,351 - mmaction - INFO - Epoch [13][220/792] lr: 7.500e-03, eta: 1 day, 16:44:38, time: 1.077, data_time: 0.353, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8385, loss_cls: 1.5266, loss: 1.5266, grad_norm: 5.4834, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.1040, loss/aux0: 1.1040 2020-10-18 23:48:30,489 - mmaction - INFO - Epoch [13][240/792] lr: 7.500e-03, eta: 1 day, 16:41:25, time: 1.056, data_time: 0.224, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8276, loss_cls: 1.5717, loss: 1.5717, grad_norm: 5.2602, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.1067, loss/aux0: 1.1067 2020-10-18 23:48:32,501 - mmaction - INFO - Epoch [13][240/792] lr: 7.500e-03, eta: 1 day, 16:43:57, time: 1.064, data_time: 0.225, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8276, loss_cls: 1.5717, loss: 1.5717, grad_norm: 5.2867, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.1269, loss/aux0: 1.1269 2020-10-18 23:49:12,401 - mmaction - INFO - Epoch [13][260/792] lr: 7.500e-03, eta: 1 day, 16:40:37, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8380, loss_cls: 1.5254, loss: 1.5254, grad_norm: 5.4135, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.1157, loss/aux0: 1.1157 2020-10-18 23:49:12,997 - mmaction - INFO - Epoch [13][260/792] lr: 7.500e-03, eta: 1 day, 16:42:59, time: 1.003, data_time: 0.002, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8380, loss_cls: 1.5254, loss: 1.5254, grad_norm: 5.4553, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.1047, loss/aux0: 1.1047 2020-10-18 23:49:55,921 - mmaction - INFO - Epoch [13][280/792] lr: 7.500e-03, eta: 1 day, 16:40:05, time: 1.183, data_time: 0.000, memory: 8335, top1_acc: 0.6109, top5_acc: 0.8411, loss_cls: 1.5737, loss: 1.5737, grad_norm: 5.7173, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1409, loss/aux0: 1.1409 2020-10-18 23:49:56,553 - mmaction - INFO - Epoch [13][280/792] lr: 7.500e-03, eta: 1 day, 16:42:42, time: 1.101, data_time: 0.005, memory: 8335, top1_acc: 0.6109, top5_acc: 0.8411, loss_cls: 1.5737, loss: 1.5737, grad_norm: 5.7233, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1370, loss/aux0: 1.1370 2020-10-18 23:50:36,406 - mmaction - INFO - Epoch [13][300/792] lr: 7.500e-03, eta: 1 day, 16:39:30, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8438, loss_cls: 1.5151, loss: 1.5151, grad_norm: 5.4558, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1550, loss/aux0: 1.1550 2020-10-18 23:50:37,081 - mmaction - INFO - Epoch [13][300/792] lr: 7.500e-03, eta: 1 day, 16:42:01, time: 1.063, data_time: 0.002, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8438, loss_cls: 1.5151, loss: 1.5151, grad_norm: 5.4636, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.1524, loss/aux0: 1.1524 2020-10-18 23:51:18,684 - mmaction - INFO - Epoch [13][320/792] lr: 7.500e-03, eta: 1 day, 16:38:51, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8339, loss_cls: 1.5574, loss: 1.5574, grad_norm: 5.3520, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0723, loss/aux0: 1.0723 2020-10-18 23:51:19,270 - mmaction - INFO - Epoch [13][320/792] lr: 7.500e-03, eta: 1 day, 16:41:22, time: 1.067, data_time: 0.003, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8339, loss_cls: 1.5574, loss: 1.5574, grad_norm: 5.4569, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0963, loss/aux0: 1.0963 2020-10-18 23:52:03,400 - mmaction - INFO - Epoch [13][340/792] lr: 7.500e-03, eta: 1 day, 16:38:15, time: 1.089, data_time: 0.000, memory: 8335, top1_acc: 0.6135, top5_acc: 0.8266, loss_cls: 1.5740, loss: 1.5740, grad_norm: 5.8371, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1817, loss/aux0: 1.1817 2020-10-18 23:52:04,002 - mmaction - INFO - Epoch [13][340/792] lr: 7.500e-03, eta: 1 day, 16:40:48, time: 1.086, data_time: 0.002, memory: 8335, top1_acc: 0.6135, top5_acc: 0.8266, loss_cls: 1.5740, loss: 1.5740, grad_norm: 5.7913, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1653, loss/aux0: 1.1653 2020-10-18 23:52:43,228 - mmaction - INFO - Epoch [13][360/792] lr: 7.500e-03, eta: 1 day, 16:37:28, time: 0.988, data_time: 0.000, memory: 8335, top1_acc: 0.6057, top5_acc: 0.8380, loss_cls: 1.5279, loss: 1.5279, grad_norm: 5.4649, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0918, loss/aux0: 1.0918 2020-10-18 23:52:43,823 - mmaction - INFO - Epoch [13][360/792] lr: 7.500e-03, eta: 1 day, 16:39:47, time: 0.989, data_time: 0.002, memory: 8335, top1_acc: 0.6057, top5_acc: 0.8380, loss_cls: 1.5279, loss: 1.5279, grad_norm: 5.3610, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0783, loss/aux0: 1.0783 2020-10-18 23:53:23,952 - mmaction - INFO - Epoch [13][380/792] lr: 7.500e-03, eta: 1 day, 16:36:36, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8339, loss_cls: 1.5660, loss: 1.5660, grad_norm: 5.5410, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0980, loss/aux0: 1.0980 2020-10-18 23:53:25,650 - mmaction - INFO - Epoch [13][380/792] lr: 7.500e-03, eta: 1 day, 16:39:00, time: 1.021, data_time: 0.002, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8339, loss_cls: 1.5660, loss: 1.5660, grad_norm: 5.4939, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.1002, loss/aux0: 1.1002 2020-10-18 23:54:07,939 - mmaction - INFO - Epoch [13][400/792] lr: 7.500e-03, eta: 1 day, 16:36:02, time: 1.142, data_time: 0.000, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8391, loss_cls: 1.5196, loss: 1.5196, grad_norm: 5.2491, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.1309, loss/aux0: 1.1309 2020-10-18 23:54:08,565 - mmaction - INFO - Epoch [13][400/792] lr: 7.500e-03, eta: 1 day, 16:38:42, time: 1.144, data_time: 0.002, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8391, loss_cls: 1.5196, loss: 1.5196, grad_norm: 5.2984, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.1440, loss/aux0: 1.1440 2020-10-18 23:54:46,968 - mmaction - INFO - Epoch [13][420/792] lr: 7.500e-03, eta: 1 day, 16:35:25, time: 1.003, data_time: 0.058, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8354, loss_cls: 1.5187, loss: 1.5187, grad_norm: 5.7738, top1_acc/aux0: 0.6911, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1640, loss/aux0: 1.1640 2020-10-18 23:54:48,140 - mmaction - INFO - Epoch [13][420/792] lr: 7.500e-03, eta: 1 day, 16:37:45, time: 1.002, data_time: 0.060, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8354, loss_cls: 1.5187, loss: 1.5187, grad_norm: 5.7381, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1430, loss/aux0: 1.1430 2020-10-18 23:55:29,088 - mmaction - INFO - Epoch [13][440/792] lr: 7.500e-03, eta: 1 day, 16:34:31, time: 1.020, data_time: 0.116, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8365, loss_cls: 1.5385, loss: 1.5385, grad_norm: 5.4303, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0659, loss/aux0: 1.0659 2020-10-18 23:55:29,681 - mmaction - INFO - Epoch [13][440/792] lr: 7.500e-03, eta: 1 day, 16:36:52, time: 1.017, data_time: 0.118, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8365, loss_cls: 1.5385, loss: 1.5385, grad_norm: 5.3869, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0750, loss/aux0: 1.0750 2020-10-18 23:56:11,875 - mmaction - INFO - Epoch [13][460/792] lr: 7.500e-03, eta: 1 day, 16:33:47, time: 1.082, data_time: 0.501, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8385, loss_cls: 1.5559, loss: 1.5559, grad_norm: 5.5612, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1521, loss/aux0: 1.1521 2020-10-18 23:56:12,481 - mmaction - INFO - Epoch [13][460/792] lr: 7.500e-03, eta: 1 day, 16:36:17, time: 1.082, data_time: 0.503, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8385, loss_cls: 1.5559, loss: 1.5559, grad_norm: 5.5261, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1501, loss/aux0: 1.1501 2020-10-18 23:56:50,862 - mmaction - INFO - Epoch [13][480/792] lr: 7.500e-03, eta: 1 day, 16:32:57, time: 0.975, data_time: 0.371, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8302, loss_cls: 1.5635, loss: 1.5635, grad_norm: 5.5254, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1132, loss/aux0: 1.1132 2020-10-18 23:56:51,949 - mmaction - INFO - Epoch [13][480/792] lr: 7.500e-03, eta: 1 day, 16:35:16, time: 1.001, data_time: 0.373, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8302, loss_cls: 1.5635, loss: 1.5635, grad_norm: 5.5025, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1105, loss/aux0: 1.1105 2020-10-18 23:57:31,229 - mmaction - INFO - Epoch [13][500/792] lr: 7.500e-03, eta: 1 day, 16:32:01, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8302, loss_cls: 1.5775, loss: 1.5775, grad_norm: 5.3762, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1340, loss/aux0: 1.1340 2020-10-18 23:57:32,868 - mmaction - INFO - Epoch [13][500/792] lr: 7.500e-03, eta: 1 day, 16:34:28, time: 1.061, data_time: 0.040, memory: 8335, top1_acc: 0.6104, top5_acc: 0.8302, loss_cls: 1.5775, loss: 1.5775, grad_norm: 5.4112, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1484, loss/aux0: 1.1484 2020-10-18 23:58:15,149 - mmaction - INFO - Epoch [13][520/792] lr: 7.500e-03, eta: 1 day, 16:31:28, time: 1.114, data_time: 0.000, memory: 8335, top1_acc: 0.6120, top5_acc: 0.8339, loss_cls: 1.5483, loss: 1.5483, grad_norm: 5.3840, top1_acc/aux0: 0.6885, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1189, loss/aux0: 1.1189 2020-10-18 23:58:15,773 - mmaction - INFO - Epoch [13][520/792] lr: 7.500e-03, eta: 1 day, 16:34:03, time: 1.118, data_time: 0.005, memory: 8335, top1_acc: 0.6120, top5_acc: 0.8339, loss_cls: 1.5483, loss: 1.5483, grad_norm: 5.4270, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1289, loss/aux0: 1.1289 2020-10-18 23:58:56,771 - mmaction - INFO - Epoch [13][540/792] lr: 7.500e-03, eta: 1 day, 16:30:48, time: 1.005, data_time: 0.081, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8422, loss_cls: 1.5591, loss: 1.5591, grad_norm: 5.6097, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0930, loss/aux0: 1.0930 2020-10-18 23:58:57,363 - mmaction - INFO - Epoch [13][540/792] lr: 7.500e-03, eta: 1 day, 16:33:07, time: 1.005, data_time: 0.083, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8422, loss_cls: 1.5591, loss: 1.5591, grad_norm: 5.6541, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0949, loss/aux0: 1.0949 2020-10-18 23:59:40,938 - mmaction - INFO - Epoch [13][560/792] lr: 7.500e-03, eta: 1 day, 16:29:40, time: 0.914, data_time: 0.000, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8281, loss_cls: 1.5407, loss: 1.5407, grad_norm: 5.3316, top1_acc/aux0: 0.6844, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.1998, loss/aux0: 1.1998 2020-10-18 23:59:42,787 - mmaction - INFO - Epoch [13][560/792] lr: 7.500e-03, eta: 1 day, 16:31:54, time: 0.978, data_time: 0.002, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8281, loss_cls: 1.5407, loss: 1.5407, grad_norm: 5.3494, top1_acc/aux0: 0.6849, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.2031, loss/aux0: 1.2031 2020-10-19 00:00:27,309 - mmaction - INFO - Epoch [13][580/792] lr: 7.500e-03, eta: 1 day, 16:29:10, time: 1.222, data_time: 0.000, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8380, loss_cls: 1.5733, loss: 1.5733, grad_norm: 5.6384, top1_acc/aux0: 0.6906, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1259, loss/aux0: 1.1259 2020-10-19 00:00:28,026 - mmaction - INFO - Epoch [13][580/792] lr: 7.500e-03, eta: 1 day, 16:31:53, time: 1.189, data_time: 0.009, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8380, loss_cls: 1.5733, loss: 1.5733, grad_norm: 5.6313, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.1098, loss/aux0: 1.1098 2020-10-19 00:01:11,045 - mmaction - INFO - Epoch [13][600/792] lr: 7.500e-03, eta: 1 day, 16:28:57, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8307, loss_cls: 1.5523, loss: 1.5523, grad_norm: 5.4759, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0912, loss/aux0: 1.0912 2020-10-19 00:01:11,652 - mmaction - INFO - Epoch [13][600/792] lr: 7.500e-03, eta: 1 day, 16:31:30, time: 1.119, data_time: 0.003, memory: 8335, top1_acc: 0.6016, top5_acc: 0.8307, loss_cls: 1.5523, loss: 1.5523, grad_norm: 5.3762, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0869, loss/aux0: 1.0869 2020-10-19 00:01:52,167 - mmaction - INFO - Epoch [13][620/792] lr: 7.500e-03, eta: 1 day, 16:28:20, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8318, loss_cls: 1.5400, loss: 1.5400, grad_norm: 5.6234, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1268, loss/aux0: 1.1268 2020-10-19 00:01:54,618 - mmaction - INFO - Epoch [13][620/792] lr: 7.500e-03, eta: 1 day, 16:30:52, time: 1.111, data_time: 0.002, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8318, loss_cls: 1.5400, loss: 1.5400, grad_norm: 5.5973, top1_acc/aux0: 0.6990, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1219, loss/aux0: 1.1219 2020-10-19 00:02:36,128 - mmaction - INFO - Epoch [13][640/792] lr: 7.500e-03, eta: 1 day, 16:28:00, time: 1.159, data_time: 0.000, memory: 8335, top1_acc: 0.5969, top5_acc: 0.8307, loss_cls: 1.5988, loss: 1.5988, grad_norm: 5.4050, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.1804, loss/aux0: 1.1804 2020-10-19 00:02:38,599 - mmaction - INFO - Epoch [13][640/792] lr: 7.500e-03, eta: 1 day, 16:30:32, time: 1.116, data_time: 0.003, memory: 8335, top1_acc: 0.5969, top5_acc: 0.8307, loss_cls: 1.5988, loss: 1.5988, grad_norm: 5.4087, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8865, loss_cls/aux0: 1.1980, loss/aux0: 1.1980 2020-10-19 00:03:20,225 - mmaction - INFO - Epoch [13][660/792] lr: 7.500e-03, eta: 1 day, 16:27:42, time: 1.176, data_time: 0.000, memory: 8335, top1_acc: 0.6135, top5_acc: 0.8380, loss_cls: 1.5197, loss: 1.5197, grad_norm: 5.5702, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0980, loss/aux0: 1.0980 2020-10-19 00:03:22,772 - mmaction - INFO - Epoch [13][660/792] lr: 7.500e-03, eta: 1 day, 16:30:13, time: 1.105, data_time: 0.003, memory: 8335, top1_acc: 0.6135, top5_acc: 0.8380, loss_cls: 1.5197, loss: 1.5197, grad_norm: 5.5888, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0831, loss/aux0: 1.0831 2020-10-19 00:04:00,384 - mmaction - INFO - Epoch [13][680/792] lr: 7.500e-03, eta: 1 day, 16:26:57, time: 0.984, data_time: 0.010, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8182, loss_cls: 1.5986, loss: 1.5986, grad_norm: 5.4575, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.1196, loss/aux0: 1.1196 2020-10-19 00:04:00,998 - mmaction - INFO - Epoch [13][680/792] lr: 7.500e-03, eta: 1 day, 16:29:03, time: 0.924, data_time: 0.013, memory: 8335, top1_acc: 0.5984, top5_acc: 0.8182, loss_cls: 1.5986, loss: 1.5986, grad_norm: 5.4086, top1_acc/aux0: 0.6974, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.1070, loss/aux0: 1.1070 2020-10-19 00:04:41,151 - mmaction - INFO - Epoch [13][700/792] lr: 7.500e-03, eta: 1 day, 16:25:57, time: 1.053, data_time: 0.022, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8286, loss_cls: 1.5504, loss: 1.5504, grad_norm: 5.5904, top1_acc/aux0: 0.6948, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1781, loss/aux0: 1.1781 2020-10-19 00:04:42,194 - mmaction - INFO - Epoch [13][700/792] lr: 7.500e-03, eta: 1 day, 16:28:13, time: 1.001, data_time: 0.024, memory: 8335, top1_acc: 0.5906, top5_acc: 0.8286, loss_cls: 1.5504, loss: 1.5504, grad_norm: 5.5580, top1_acc/aux0: 0.6922, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1886, loss/aux0: 1.1886 2020-10-19 00:05:22,826 - mmaction - INFO - Epoch [13][720/792] lr: 7.500e-03, eta: 1 day, 16:25:13, time: 1.094, data_time: 0.016, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8359, loss_cls: 1.5696, loss: 1.5696, grad_norm: 5.4286, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1213, loss/aux0: 1.1213 2020-10-19 00:05:26,075 - mmaction - INFO - Epoch [13][720/792] lr: 7.500e-03, eta: 1 day, 16:27:48, time: 1.145, data_time: 0.018, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8359, loss_cls: 1.5696, loss: 1.5696, grad_norm: 5.4342, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1300, loss/aux0: 1.1300 2020-10-19 00:06:04,448 - mmaction - INFO - Epoch [13][740/792] lr: 7.500e-03, eta: 1 day, 16:24:41, time: 1.036, data_time: 0.162, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8359, loss_cls: 1.5460, loss: 1.5460, grad_norm: 5.4826, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1511, loss/aux0: 1.1511 2020-10-19 00:06:06,846 - mmaction - INFO - Epoch [13][740/792] lr: 7.500e-03, eta: 1 day, 16:27:09, time: 1.102, data_time: 0.164, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8359, loss_cls: 1.5460, loss: 1.5460, grad_norm: 5.5034, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1544, loss/aux0: 1.1544 2020-10-19 00:06:48,731 - mmaction - INFO - Epoch [13][760/792] lr: 7.500e-03, eta: 1 day, 16:24:08, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8318, loss_cls: 1.5540, loss: 1.5540, grad_norm: 5.4982, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1286, loss/aux0: 1.1286 2020-10-19 00:06:49,421 - mmaction - INFO - Epoch [13][760/792] lr: 7.500e-03, eta: 1 day, 16:26:16, time: 0.953, data_time: 0.002, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8318, loss_cls: 1.5540, loss: 1.5540, grad_norm: 5.4791, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1300, loss/aux0: 1.1300 2020-10-19 00:07:31,203 - mmaction - INFO - Epoch [13][780/792] lr: 7.500e-03, eta: 1 day, 16:23:15, time: 1.082, data_time: 0.000, memory: 8335, top1_acc: 0.6109, top5_acc: 0.8313, loss_cls: 1.5638, loss: 1.5638, grad_norm: 5.4118, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1348, loss/aux0: 1.1348 2020-10-19 00:07:31,801 - mmaction - INFO - Epoch [13][780/792] lr: 7.500e-03, eta: 1 day, 16:25:41, time: 1.084, data_time: 0.003, memory: 8335, top1_acc: 0.6109, top5_acc: 0.8313, loss_cls: 1.5638, loss: 1.5638, grad_norm: 5.4187, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1282, loss/aux0: 1.1282 2020-10-19 00:08:00,491 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-10-19 00:11:12,304 - mmaction - INFO - Epoch [14][20/792] lr: 7.500e-03, eta: 1 day, 16:19:19, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8474, loss_cls: 1.5230, loss: 1.5230, grad_norm: 5.6529, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8920, loss_cls/aux0: 1.1469, loss/aux0: 1.1469 2020-10-19 00:11:12,896 - mmaction - INFO - Epoch [14][20/792] lr: 7.500e-03, eta: 1 day, 16:21:37, time: 1.030, data_time: 0.002, memory: 8335, top1_acc: 0.6172, top5_acc: 0.8474, loss_cls: 1.5230, loss: 1.5230, grad_norm: 5.6234, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1464, loss/aux0: 1.1464 2020-10-19 00:11:52,989 - mmaction - INFO - Epoch [14][40/792] lr: 7.500e-03, eta: 1 day, 16:18:24, time: 0.981, data_time: 0.000, memory: 8335, top1_acc: 0.6047, top5_acc: 0.8297, loss_cls: 1.5983, loss: 1.5983, grad_norm: 5.5652, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1126, loss/aux0: 1.1126 2020-10-19 00:11:53,590 - mmaction - INFO - Epoch [14][40/792] lr: 7.500e-03, eta: 1 day, 16:20:35, time: 0.982, data_time: 0.002, memory: 8335, top1_acc: 0.6047, top5_acc: 0.8297, loss_cls: 1.5983, loss: 1.5983, grad_norm: 5.5408, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1107, loss/aux0: 1.1107 2020-10-19 00:12:34,666 - mmaction - INFO - Epoch [14][60/792] lr: 7.500e-03, eta: 1 day, 16:17:29, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8490, loss_cls: 1.4617, loss: 1.4617, grad_norm: 5.3838, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0439, loss/aux0: 1.0439 2020-10-19 00:12:35,257 - mmaction - INFO - Epoch [14][60/792] lr: 7.500e-03, eta: 1 day, 16:19:46, time: 1.028, data_time: 0.002, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8490, loss_cls: 1.4617, loss: 1.4617, grad_norm: 5.4065, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9182, loss_cls/aux0: 1.0362, loss/aux0: 1.0362 2020-10-19 00:13:15,448 - mmaction - INFO - Epoch [14][80/792] lr: 7.500e-03, eta: 1 day, 16:16:46, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8302, loss_cls: 1.5581, loss: 1.5581, grad_norm: 5.6777, top1_acc/aux0: 0.6984, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.1103, loss/aux0: 1.1103 2020-10-19 00:13:16,056 - mmaction - INFO - Epoch [14][80/792] lr: 7.500e-03, eta: 1 day, 16:19:06, time: 1.057, data_time: 0.003, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8302, loss_cls: 1.5581, loss: 1.5581, grad_norm: 5.6892, top1_acc/aux0: 0.6953, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1226, loss/aux0: 1.1226 2020-10-19 00:13:57,053 - mmaction - INFO - Epoch [14][100/792] lr: 7.500e-03, eta: 1 day, 16:16:01, time: 1.026, data_time: 0.000, memory: 8335, top1_acc: 0.5995, top5_acc: 0.8302, loss_cls: 1.5837, loss: 1.5837, grad_norm: 5.2820, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1268, loss/aux0: 1.1268 2020-10-19 00:13:58,983 - mmaction - INFO - Epoch [14][100/792] lr: 7.500e-03, eta: 1 day, 16:18:25, time: 1.093, data_time: 0.003, memory: 8335, top1_acc: 0.5995, top5_acc: 0.8302, loss_cls: 1.5837, loss: 1.5837, grad_norm: 5.2933, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1407, loss/aux0: 1.1407 2020-10-19 00:14:40,133 - mmaction - INFO - Epoch [14][120/792] lr: 7.500e-03, eta: 1 day, 16:15:13, time: 0.972, data_time: 0.000, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8385, loss_cls: 1.5060, loss: 1.5060, grad_norm: 5.3296, top1_acc/aux0: 0.6938, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.1087, loss/aux0: 1.1087 2020-10-19 00:14:40,734 - mmaction - INFO - Epoch [14][120/792] lr: 7.500e-03, eta: 1 day, 16:17:22, time: 0.975, data_time: 0.002, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8385, loss_cls: 1.5060, loss: 1.5060, grad_norm: 5.3619, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0860, loss/aux0: 1.0860 2020-10-19 00:15:26,472 - mmaction - INFO - Epoch [14][140/792] lr: 7.500e-03, eta: 1 day, 16:14:24, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8406, loss_cls: 1.5167, loss: 1.5167, grad_norm: 5.5126, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9156, loss_cls/aux0: 1.0318, loss/aux0: 1.0318 2020-10-19 00:15:27,070 - mmaction - INFO - Epoch [14][140/792] lr: 7.500e-03, eta: 1 day, 16:16:46, time: 1.078, data_time: 0.003, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8406, loss_cls: 1.5167, loss: 1.5167, grad_norm: 5.5769, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0351, loss/aux0: 1.0351 2020-10-19 00:16:06,093 - mmaction - INFO - Epoch [14][160/792] lr: 7.500e-03, eta: 1 day, 16:13:43, time: 1.040, data_time: 0.023, memory: 8335, top1_acc: 0.6021, top5_acc: 0.8318, loss_cls: 1.5725, loss: 1.5725, grad_norm: 5.6170, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0798, loss/aux0: 1.0798 2020-10-19 00:16:09,276 - mmaction - INFO - Epoch [14][160/792] lr: 7.500e-03, eta: 1 day, 16:16:05, time: 1.079, data_time: 0.028, memory: 8335, top1_acc: 0.6021, top5_acc: 0.8318, loss_cls: 1.5725, loss: 1.5725, grad_norm: 5.6087, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0817, loss/aux0: 1.0817 2020-10-19 00:16:51,485 - mmaction - INFO - Epoch [14][180/792] lr: 7.500e-03, eta: 1 day, 16:13:21, time: 1.186, data_time: 0.000, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8385, loss_cls: 1.5572, loss: 1.5572, grad_norm: 5.4710, top1_acc/aux0: 0.7026, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1544, loss/aux0: 1.1544 2020-10-19 00:16:53,218 - mmaction - INFO - Epoch [14][180/792] lr: 7.500e-03, eta: 1 day, 16:15:47, time: 1.111, data_time: 0.002, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8385, loss_cls: 1.5572, loss: 1.5572, grad_norm: 5.5065, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.1628, loss/aux0: 1.1628 2020-10-19 00:17:35,198 - mmaction - INFO - Epoch [14][200/792] lr: 7.500e-03, eta: 1 day, 16:13:00, time: 1.155, data_time: 0.002, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8380, loss_cls: 1.5261, loss: 1.5261, grad_norm: 5.3653, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1535, loss/aux0: 1.1535 2020-10-19 00:17:37,041 - mmaction - INFO - Epoch [14][200/792] lr: 7.500e-03, eta: 1 day, 16:15:23, time: 1.088, data_time: 0.004, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8380, loss_cls: 1.5261, loss: 1.5261, grad_norm: 5.3527, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1517, loss/aux0: 1.1517 2020-10-19 00:18:16,495 - mmaction - INFO - Epoch [14][220/792] lr: 7.500e-03, eta: 1 day, 16:12:14, time: 0.987, data_time: 0.000, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8323, loss_cls: 1.5403, loss: 1.5403, grad_norm: 5.5605, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0994, loss/aux0: 1.0994 2020-10-19 00:18:18,586 - mmaction - INFO - Epoch [14][220/792] lr: 7.500e-03, eta: 1 day, 16:14:25, time: 1.002, data_time: 0.003, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8323, loss_cls: 1.5403, loss: 1.5403, grad_norm: 5.5743, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0915, loss/aux0: 1.0915 2020-10-19 00:18:59,827 - mmaction - INFO - Epoch [14][240/792] lr: 7.500e-03, eta: 1 day, 16:11:33, time: 1.119, data_time: 0.034, memory: 8335, top1_acc: 0.6255, top5_acc: 0.8411, loss_cls: 1.5135, loss: 1.5135, grad_norm: 5.3650, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0940, loss/aux0: 1.0940 2020-10-19 00:19:00,464 - mmaction - INFO - Epoch [14][240/792] lr: 7.500e-03, eta: 1 day, 16:14:00, time: 1.127, data_time: 0.042, memory: 8335, top1_acc: 0.6255, top5_acc: 0.8411, loss_cls: 1.5135, loss: 1.5135, grad_norm: 5.3414, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0859, loss/aux0: 1.0859 2020-10-19 00:19:41,469 - mmaction - INFO - Epoch [14][260/792] lr: 7.500e-03, eta: 1 day, 16:10:51, time: 0.979, data_time: 0.000, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8359, loss_cls: 1.5115, loss: 1.5115, grad_norm: 5.5689, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0595, loss/aux0: 1.0595 2020-10-19 00:19:43,728 - mmaction - INFO - Epoch [14][260/792] lr: 7.500e-03, eta: 1 day, 16:13:10, time: 1.065, data_time: 0.003, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8359, loss_cls: 1.5115, loss: 1.5115, grad_norm: 5.6178, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0785, loss/aux0: 1.0785 2020-10-19 00:20:25,170 - mmaction - INFO - Epoch [14][280/792] lr: 7.500e-03, eta: 1 day, 16:10:01, time: 0.981, data_time: 0.000, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8359, loss_cls: 1.5402, loss: 1.5402, grad_norm: 5.7212, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.1798, loss/aux0: 1.1798 2020-10-19 00:20:26,142 - mmaction - INFO - Epoch [14][280/792] lr: 7.500e-03, eta: 1 day, 16:12:11, time: 1.001, data_time: 0.002, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8359, loss_cls: 1.5402, loss: 1.5402, grad_norm: 5.6959, top1_acc/aux0: 0.6870, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.1736, loss/aux0: 1.1736 2020-10-19 00:21:05,964 - mmaction - INFO - Epoch [14][300/792] lr: 7.500e-03, eta: 1 day, 16:09:14, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8271, loss_cls: 1.5445, loss: 1.5445, grad_norm: 5.4171, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1352, loss/aux0: 1.1352 2020-10-19 00:21:08,616 - mmaction - INFO - Epoch [14][300/792] lr: 7.500e-03, eta: 1 day, 16:11:44, time: 1.160, data_time: 0.002, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8271, loss_cls: 1.5445, loss: 1.5445, grad_norm: 5.4239, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1280, loss/aux0: 1.1280 2020-10-19 00:21:49,261 - mmaction - INFO - Epoch [14][320/792] lr: 7.500e-03, eta: 1 day, 16:08:42, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8401, loss_cls: 1.5220, loss: 1.5220, grad_norm: 5.4763, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.8906, loss_cls/aux0: 1.1394, loss/aux0: 1.1394 2020-10-19 00:21:51,738 - mmaction - INFO - Epoch [14][320/792] lr: 7.500e-03, eta: 1 day, 16:10:58, time: 1.048, data_time: 0.003, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8401, loss_cls: 1.5220, loss: 1.5220, grad_norm: 5.4637, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1441, loss/aux0: 1.1441 2020-10-19 00:22:30,450 - mmaction - INFO - Epoch [14][340/792] lr: 7.500e-03, eta: 1 day, 16:07:54, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8323, loss_cls: 1.5451, loss: 1.5451, grad_norm: 5.4872, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0578, loss/aux0: 1.0578 2020-10-19 00:22:33,410 - mmaction - INFO - Epoch [14][340/792] lr: 7.500e-03, eta: 1 day, 16:10:11, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8323, loss_cls: 1.5451, loss: 1.5451, grad_norm: 5.4171, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0610, loss/aux0: 1.0610 2020-10-19 00:23:12,452 - mmaction - INFO - Epoch [14][360/792] lr: 7.500e-03, eta: 1 day, 16:07:01, time: 0.961, data_time: 0.000, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8589, loss_cls: 1.4544, loss: 1.4544, grad_norm: 5.5939, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0753, loss/aux0: 1.0753 2020-10-19 00:23:14,538 - mmaction - INFO - Epoch [14][360/792] lr: 7.500e-03, eta: 1 day, 16:09:04, time: 0.957, data_time: 0.003, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8589, loss_cls: 1.4544, loss: 1.4544, grad_norm: 5.5274, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0723, loss/aux0: 1.0723 2020-10-19 00:23:52,627 - mmaction - INFO - Epoch [14][380/792] lr: 7.500e-03, eta: 1 day, 16:05:45, time: 0.889, data_time: 0.019, memory: 8335, top1_acc: 0.6281, top5_acc: 0.8438, loss_cls: 1.4562, loss: 1.4562, grad_norm: 5.2702, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0752, loss/aux0: 1.0752 2020-10-19 00:23:56,063 - mmaction - INFO - Epoch [14][380/792] lr: 7.500e-03, eta: 1 day, 16:07:45, time: 0.934, data_time: 0.020, memory: 8335, top1_acc: 0.6281, top5_acc: 0.8438, loss_cls: 1.4562, loss: 1.4562, grad_norm: 5.3549, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0839, loss/aux0: 1.0839 2020-10-19 00:24:34,834 - mmaction - INFO - Epoch [14][400/792] lr: 7.500e-03, eta: 1 day, 16:04:46, time: 1.037, data_time: 0.004, memory: 8335, top1_acc: 0.6203, top5_acc: 0.8422, loss_cls: 1.5194, loss: 1.5194, grad_norm: 5.5817, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0897, loss/aux0: 1.0897 2020-10-19 00:24:37,878 - mmaction - INFO - Epoch [14][400/792] lr: 7.500e-03, eta: 1 day, 16:07:03, time: 1.073, data_time: 0.006, memory: 8335, top1_acc: 0.6203, top5_acc: 0.8422, loss_cls: 1.5194, loss: 1.5194, grad_norm: 5.6058, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0918, loss/aux0: 1.0918 2020-10-19 00:25:16,391 - mmaction - INFO - Epoch [14][420/792] lr: 7.500e-03, eta: 1 day, 16:03:58, time: 0.988, data_time: 0.000, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8307, loss_cls: 1.5545, loss: 1.5545, grad_norm: 5.6225, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1121, loss/aux0: 1.1121 2020-10-19 00:25:19,296 - mmaction - INFO - Epoch [14][420/792] lr: 7.500e-03, eta: 1 day, 16:06:12, time: 1.051, data_time: 0.003, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8307, loss_cls: 1.5545, loss: 1.5545, grad_norm: 5.6027, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0985, loss/aux0: 1.0985 2020-10-19 00:25:59,129 - mmaction - INFO - Epoch [14][440/792] lr: 7.500e-03, eta: 1 day, 16:03:27, time: 1.138, data_time: 0.154, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8427, loss_cls: 1.4736, loss: 1.4736, grad_norm: 5.4695, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0832, loss/aux0: 1.0832 2020-10-19 00:25:59,735 - mmaction - INFO - Epoch [14][440/792] lr: 7.500e-03, eta: 1 day, 16:05:39, time: 1.042, data_time: 0.157, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8427, loss_cls: 1.4736, loss: 1.4736, grad_norm: 5.4391, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0878, loss/aux0: 1.0878 2020-10-19 00:26:43,301 - mmaction - INFO - Epoch [14][460/792] lr: 7.500e-03, eta: 1 day, 16:02:57, time: 1.167, data_time: 0.575, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8443, loss_cls: 1.5046, loss: 1.5046, grad_norm: 5.4442, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1127, loss/aux0: 1.1127 2020-10-19 00:26:43,901 - mmaction - INFO - Epoch [14][460/792] lr: 7.500e-03, eta: 1 day, 16:05:24, time: 1.154, data_time: 0.578, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8443, loss_cls: 1.5046, loss: 1.5046, grad_norm: 5.3789, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1009, loss/aux0: 1.1009 2020-10-19 00:27:23,393 - mmaction - INFO - Epoch [14][480/792] lr: 7.500e-03, eta: 1 day, 16:02:11, time: 0.919, data_time: 0.344, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8245, loss_cls: 1.5735, loss: 1.5735, grad_norm: 5.4777, top1_acc/aux0: 0.6943, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2028, loss/aux0: 1.2028 2020-10-19 00:27:25,194 - mmaction - INFO - Epoch [14][480/792] lr: 7.500e-03, eta: 1 day, 16:04:15, time: 0.978, data_time: 0.346, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8245, loss_cls: 1.5735, loss: 1.5735, grad_norm: 5.4336, top1_acc/aux0: 0.6927, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2120, loss/aux0: 1.2120 2020-10-19 00:28:04,767 - mmaction - INFO - Epoch [14][500/792] lr: 7.500e-03, eta: 1 day, 16:01:16, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.5969, top5_acc: 0.8250, loss_cls: 1.6017, loss: 1.6017, grad_norm: 5.4506, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1308, loss/aux0: 1.1308 2020-10-19 00:28:07,230 - mmaction - INFO - Epoch [14][500/792] lr: 7.500e-03, eta: 1 day, 16:03:25, time: 1.022, data_time: 0.003, memory: 8335, top1_acc: 0.5969, top5_acc: 0.8250, loss_cls: 1.6017, loss: 1.6017, grad_norm: 5.4652, top1_acc/aux0: 0.7063, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1296, loss/aux0: 1.1296 2020-10-19 00:28:46,530 - mmaction - INFO - Epoch [14][520/792] lr: 7.500e-03, eta: 1 day, 16:00:32, time: 1.071, data_time: 0.156, memory: 8335, top1_acc: 0.6057, top5_acc: 0.8422, loss_cls: 1.5365, loss: 1.5365, grad_norm: 5.4549, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1108, loss/aux0: 1.1108 2020-10-19 00:28:48,290 - mmaction - INFO - Epoch [14][520/792] lr: 7.500e-03, eta: 1 day, 16:02:47, time: 1.069, data_time: 0.158, memory: 8335, top1_acc: 0.6057, top5_acc: 0.8422, loss_cls: 1.5365, loss: 1.5365, grad_norm: 5.4796, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1028, loss/aux0: 1.1028 2020-10-19 00:29:28,137 - mmaction - INFO - Epoch [14][540/792] lr: 7.500e-03, eta: 1 day, 16:00:02, time: 1.137, data_time: 0.366, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8297, loss_cls: 1.5504, loss: 1.5504, grad_norm: 5.4645, top1_acc/aux0: 0.7089, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1185, loss/aux0: 1.1185 2020-10-19 00:29:28,735 - mmaction - INFO - Epoch [14][540/792] lr: 7.500e-03, eta: 1 day, 16:02:13, time: 1.037, data_time: 0.369, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8297, loss_cls: 1.5504, loss: 1.5504, grad_norm: 5.4718, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1301, loss/aux0: 1.1301 2020-10-19 00:30:09,576 - mmaction - INFO - Epoch [14][560/792] lr: 7.500e-03, eta: 1 day, 15:59:15, time: 1.027, data_time: 0.129, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8266, loss_cls: 1.6005, loss: 1.6005, grad_norm: 5.3989, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0684, loss/aux0: 1.0684 2020-10-19 00:30:11,347 - mmaction - INFO - Epoch [14][560/792] lr: 7.500e-03, eta: 1 day, 16:01:32, time: 1.087, data_time: 0.131, memory: 8335, top1_acc: 0.6078, top5_acc: 0.8266, loss_cls: 1.6005, loss: 1.6005, grad_norm: 5.3736, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0521, loss/aux0: 1.0521 2020-10-19 00:30:51,416 - mmaction - INFO - Epoch [14][580/792] lr: 7.500e-03, eta: 1 day, 15:58:37, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8521, loss_cls: 1.4349, loss: 1.4349, grad_norm: 5.2836, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0533, loss/aux0: 1.0533 2020-10-19 00:30:52,607 - mmaction - INFO - Epoch [14][580/792] lr: 7.500e-03, eta: 1 day, 16:00:36, time: 0.954, data_time: 0.002, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8521, loss_cls: 1.4349, loss: 1.4349, grad_norm: 5.2414, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0700, loss/aux0: 1.0700 2020-10-19 00:31:34,327 - mmaction - INFO - Epoch [14][600/792] lr: 7.500e-03, eta: 1 day, 15:57:43, time: 1.059, data_time: 0.017, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8469, loss_cls: 1.4889, loss: 1.4889, grad_norm: 5.1916, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.1294, loss/aux0: 1.1294 2020-10-19 00:31:36,915 - mmaction - INFO - Epoch [14][600/792] lr: 7.500e-03, eta: 1 day, 15:59:52, time: 1.034, data_time: 0.020, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8469, loss_cls: 1.4889, loss: 1.4889, grad_norm: 5.1629, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1222, loss/aux0: 1.1222 2020-10-19 00:32:16,050 - mmaction - INFO - Epoch [14][620/792] lr: 7.500e-03, eta: 1 day, 15:57:01, time: 1.074, data_time: 0.387, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8437, loss_cls: 1.5137, loss: 1.5137, grad_norm: 5.5728, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.1013, loss/aux0: 1.1013 2020-10-19 00:32:18,191 - mmaction - INFO - Epoch [14][620/792] lr: 7.500e-03, eta: 1 day, 15:59:15, time: 1.076, data_time: 0.431, memory: 8335, top1_acc: 0.6052, top5_acc: 0.8437, loss_cls: 1.5137, loss: 1.5137, grad_norm: 5.5594, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.1038, loss/aux0: 1.1038 2020-10-19 00:32:57,732 - mmaction - INFO - Epoch [14][640/792] lr: 7.500e-03, eta: 1 day, 15:56:26, time: 1.093, data_time: 0.373, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8396, loss_cls: 1.5180, loss: 1.5180, grad_norm: 5.5342, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0893, loss/aux0: 1.0893 2020-10-19 00:33:00,480 - mmaction - INFO - Epoch [14][640/792] lr: 7.500e-03, eta: 1 day, 15:58:43, time: 1.092, data_time: 0.373, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8396, loss_cls: 1.5180, loss: 1.5180, grad_norm: 5.5078, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0921, loss/aux0: 1.0921 2020-10-19 00:33:41,632 - mmaction - INFO - Epoch [14][660/792] lr: 7.500e-03, eta: 1 day, 15:56:04, time: 1.168, data_time: 0.006, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8385, loss_cls: 1.5670, loss: 1.5670, grad_norm: 5.4756, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9214, loss_cls/aux0: 1.0356, loss/aux0: 1.0356 2020-10-19 00:33:42,221 - mmaction - INFO - Epoch [14][660/792] lr: 7.500e-03, eta: 1 day, 15:58:29, time: 1.165, data_time: 0.003, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8385, loss_cls: 1.5670, loss: 1.5670, grad_norm: 5.4664, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9187, loss_cls/aux0: 1.0443, loss/aux0: 1.0443 2020-10-19 00:34:22,280 - mmaction - INFO - Epoch [14][680/792] lr: 7.500e-03, eta: 1 day, 15:55:28, time: 0.998, data_time: 0.000, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8323, loss_cls: 1.5500, loss: 1.5500, grad_norm: 5.3300, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0768, loss/aux0: 1.0768 2020-10-19 00:34:24,421 - mmaction - INFO - Epoch [14][680/792] lr: 7.500e-03, eta: 1 day, 15:57:42, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8323, loss_cls: 1.5500, loss: 1.5500, grad_norm: 5.2923, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0593, loss/aux0: 1.0593 2020-10-19 00:35:05,226 - mmaction - INFO - Epoch [14][700/792] lr: 7.500e-03, eta: 1 day, 15:55:01, time: 1.145, data_time: 0.000, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8141, loss_cls: 1.6506, loss: 1.6506, grad_norm: 5.4771, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9182, loss_cls/aux0: 1.0480, loss/aux0: 1.0480 2020-10-19 00:35:08,166 - mmaction - INFO - Epoch [14][700/792] lr: 7.500e-03, eta: 1 day, 15:57:18, time: 1.104, data_time: 0.004, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8141, loss_cls: 1.6506, loss: 1.6506, grad_norm: 5.4289, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0537, loss/aux0: 1.0537 2020-10-19 00:35:46,212 - mmaction - INFO - Epoch [14][720/792] lr: 7.500e-03, eta: 1 day, 15:54:22, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8224, loss_cls: 1.6043, loss: 1.6043, grad_norm: 5.5039, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.1054, loss/aux0: 1.1054 2020-10-19 00:35:48,136 - mmaction - INFO - Epoch [14][720/792] lr: 7.500e-03, eta: 1 day, 15:56:34, time: 1.062, data_time: 0.002, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8224, loss_cls: 1.6043, loss: 1.6043, grad_norm: 5.4837, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.1041, loss/aux0: 1.1041 2020-10-19 00:36:27,418 - mmaction - INFO - Epoch [14][740/792] lr: 7.500e-03, eta: 1 day, 15:53:33, time: 0.991, data_time: 0.000, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8484, loss_cls: 1.4841, loss: 1.4841, grad_norm: 5.4333, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0429, loss/aux0: 1.0429 2020-10-19 00:36:29,523 - mmaction - INFO - Epoch [14][740/792] lr: 7.500e-03, eta: 1 day, 15:55:36, time: 0.996, data_time: 0.004, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8484, loss_cls: 1.4841, loss: 1.4841, grad_norm: 5.4697, top1_acc/aux0: 0.7313, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0450, loss/aux0: 1.0450 2020-10-19 00:37:10,130 - mmaction - INFO - Epoch [14][760/792] lr: 7.500e-03, eta: 1 day, 15:52:47, time: 1.076, data_time: 0.503, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8385, loss_cls: 1.5225, loss: 1.5225, grad_norm: 5.5442, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0788, loss/aux0: 1.0788 2020-10-19 00:37:10,728 - mmaction - INFO - Epoch [14][760/792] lr: 7.500e-03, eta: 1 day, 15:55:00, time: 1.076, data_time: 0.505, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8385, loss_cls: 1.5225, loss: 1.5225, grad_norm: 5.5577, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0789, loss/aux0: 1.0789 2020-10-19 00:37:49,852 - mmaction - INFO - Epoch [14][780/792] lr: 7.500e-03, eta: 1 day, 15:51:59, time: 0.979, data_time: 0.169, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8396, loss_cls: 1.5362, loss: 1.5362, grad_norm: 5.5544, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1231, loss/aux0: 1.1231 2020-10-19 00:37:52,223 - mmaction - INFO - Epoch [14][780/792] lr: 7.500e-03, eta: 1 day, 15:54:05, time: 1.024, data_time: 0.188, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8396, loss_cls: 1.5362, loss: 1.5362, grad_norm: 5.5279, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.1178, loss/aux0: 1.1178 2020-10-19 00:38:18,125 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-10-19 00:41:27,053 - mmaction - INFO - Epoch [15][20/792] lr: 7.500e-03, eta: 1 day, 15:48:11, time: 1.041, data_time: 0.000, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8443, loss_cls: 1.4336, loss: 1.4336, grad_norm: 5.3285, top1_acc/aux0: 0.7144, top5_acc/aux0: 0.9024, loss_cls/aux0: 1.1023, loss/aux0: 1.1023 2020-10-19 00:41:27,652 - mmaction - INFO - Epoch [15][20/792] lr: 7.500e-03, eta: 1 day, 15:50:19, time: 1.043, data_time: 0.004, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8443, loss_cls: 1.4336, loss: 1.4336, grad_norm: 5.2828, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1071, loss/aux0: 1.1071 2020-10-19 00:42:09,067 - mmaction - INFO - Epoch [15][40/792] lr: 7.500e-03, eta: 1 day, 15:47:31, time: 1.082, data_time: 0.000, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8562, loss_cls: 1.4704, loss: 1.4704, grad_norm: 5.3557, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0822, loss/aux0: 1.0822 2020-10-19 00:42:09,676 - mmaction - INFO - Epoch [15][40/792] lr: 7.500e-03, eta: 1 day, 15:49:35, time: 1.012, data_time: 0.002, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8562, loss_cls: 1.4704, loss: 1.4704, grad_norm: 5.4065, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0794, loss/aux0: 1.0794 2020-10-19 00:42:49,192 - mmaction - INFO - Epoch [15][60/792] lr: 7.500e-03, eta: 1 day, 15:46:29, time: 0.922, data_time: 0.000, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8385, loss_cls: 1.4853, loss: 1.4853, grad_norm: 5.3532, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.1062, loss/aux0: 1.1062 2020-10-19 00:42:51,700 - mmaction - INFO - Epoch [15][60/792] lr: 7.500e-03, eta: 1 day, 15:48:33, time: 1.019, data_time: 0.003, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8385, loss_cls: 1.4853, loss: 1.4853, grad_norm: 5.3698, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1215, loss/aux0: 1.1215 2020-10-19 00:43:32,925 - mmaction - INFO - Epoch [15][80/792] lr: 7.500e-03, eta: 1 day, 15:45:39, time: 1.021, data_time: 0.031, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8313, loss_cls: 1.4748, loss: 1.4748, grad_norm: 5.5840, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1007, loss/aux0: 1.1007 2020-10-19 00:43:34,581 - mmaction - INFO - Epoch [15][80/792] lr: 7.500e-03, eta: 1 day, 15:47:50, time: 1.074, data_time: 0.033, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8313, loss_cls: 1.4748, loss: 1.4748, grad_norm: 5.4822, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0720, loss/aux0: 1.0720 2020-10-19 00:44:16,800 - mmaction - INFO - Epoch [15][100/792] lr: 7.500e-03, eta: 1 day, 15:45:08, time: 1.126, data_time: 0.000, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8333, loss_cls: 1.5254, loss: 1.5254, grad_norm: 5.4300, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0495, loss/aux0: 1.0495 2020-10-19 00:44:19,443 - mmaction - INFO - Epoch [15][100/792] lr: 7.500e-03, eta: 1 day, 15:47:25, time: 1.128, data_time: 0.002, memory: 8335, top1_acc: 0.6115, top5_acc: 0.8333, loss_cls: 1.5254, loss: 1.5254, grad_norm: 5.4137, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0497, loss/aux0: 1.0497 2020-10-19 00:44:59,109 - mmaction - INFO - Epoch [15][120/792] lr: 7.500e-03, eta: 1 day, 15:44:36, time: 1.060, data_time: 0.000, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8359, loss_cls: 1.5062, loss: 1.5062, grad_norm: 5.3477, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0195, loss/aux0: 1.0195 2020-10-19 00:45:01,517 - mmaction - INFO - Epoch [15][120/792] lr: 7.500e-03, eta: 1 day, 15:46:46, time: 1.071, data_time: 0.002, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8359, loss_cls: 1.5062, loss: 1.5062, grad_norm: 5.3664, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0337, loss/aux0: 1.0337 2020-10-19 00:45:42,587 - mmaction - INFO - Epoch [15][140/792] lr: 7.500e-03, eta: 1 day, 15:44:04, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8464, loss_cls: 1.4822, loss: 1.4822, grad_norm: 5.3341, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0450, loss/aux0: 1.0450 2020-10-19 00:45:45,235 - mmaction - INFO - Epoch [15][140/792] lr: 7.500e-03, eta: 1 day, 15:46:12, time: 1.062, data_time: 0.002, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8464, loss_cls: 1.4822, loss: 1.4822, grad_norm: 5.3035, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0352, loss/aux0: 1.0352 2020-10-19 00:46:22,620 - mmaction - INFO - Epoch [15][160/792] lr: 7.500e-03, eta: 1 day, 15:43:21, time: 1.036, data_time: 0.109, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8359, loss_cls: 1.5224, loss: 1.5224, grad_norm: 5.4371, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0351, loss/aux0: 1.0351 2020-10-19 00:46:24,847 - mmaction - INFO - Epoch [15][160/792] lr: 7.500e-03, eta: 1 day, 15:45:23, time: 1.012, data_time: 0.111, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8359, loss_cls: 1.5224, loss: 1.5224, grad_norm: 5.4633, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0470, loss/aux0: 1.0470 2020-10-19 00:47:07,886 - mmaction - INFO - Epoch [15][180/792] lr: 7.500e-03, eta: 1 day, 15:42:28, time: 1.005, data_time: 0.384, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8464, loss_cls: 1.4358, loss: 1.4358, grad_norm: 5.5634, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0539, loss/aux0: 1.0539 2020-10-19 00:47:08,465 - mmaction - INFO - Epoch [15][180/792] lr: 7.500e-03, eta: 1 day, 15:44:30, time: 1.006, data_time: 0.386, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8464, loss_cls: 1.4358, loss: 1.4358, grad_norm: 5.5013, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9167, loss_cls/aux0: 1.0431, loss/aux0: 1.0431 2020-10-19 00:47:48,291 - mmaction - INFO - Epoch [15][200/792] lr: 7.500e-03, eta: 1 day, 15:41:36, time: 1.013, data_time: 0.209, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8427, loss_cls: 1.4914, loss: 1.4914, grad_norm: 5.2940, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0559, loss/aux0: 1.0559 2020-10-19 00:47:49,253 - mmaction - INFO - Epoch [15][200/792] lr: 7.500e-03, eta: 1 day, 15:43:40, time: 1.032, data_time: 0.211, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8427, loss_cls: 1.4914, loss: 1.4914, grad_norm: 5.3630, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0801, loss/aux0: 1.0801 2020-10-19 00:48:29,450 - mmaction - INFO - Epoch [15][220/792] lr: 7.500e-03, eta: 1 day, 15:40:45, time: 0.995, data_time: 0.071, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8411, loss_cls: 1.5027, loss: 1.5027, grad_norm: 5.4651, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.1136, loss/aux0: 1.1136 2020-10-19 00:48:30,671 - mmaction - INFO - Epoch [15][220/792] lr: 7.500e-03, eta: 1 day, 15:42:48, time: 1.026, data_time: 0.072, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8411, loss_cls: 1.5027, loss: 1.5027, grad_norm: 5.4684, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0987, loss/aux0: 1.0987 2020-10-19 00:49:10,622 - mmaction - INFO - Epoch [15][240/792] lr: 7.500e-03, eta: 1 day, 15:40:00, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8443, loss_cls: 1.5048, loss: 1.5048, grad_norm: 5.4735, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0396, loss/aux0: 1.0396 2020-10-19 00:49:13,318 - mmaction - INFO - Epoch [15][240/792] lr: 7.500e-03, eta: 1 day, 15:42:07, time: 1.067, data_time: 0.003, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8443, loss_cls: 1.5048, loss: 1.5048, grad_norm: 5.3962, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9177, loss_cls/aux0: 1.0103, loss/aux0: 1.0103 2020-10-19 00:49:54,163 - mmaction - INFO - Epoch [15][260/792] lr: 7.500e-03, eta: 1 day, 15:39:23, time: 1.082, data_time: 0.000, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8333, loss_cls: 1.5413, loss: 1.5413, grad_norm: 5.5233, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0910, loss/aux0: 1.0910 2020-10-19 00:49:54,774 - mmaction - INFO - Epoch [15][260/792] lr: 7.500e-03, eta: 1 day, 15:41:33, time: 1.084, data_time: 0.002, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8333, loss_cls: 1.5413, loss: 1.5413, grad_norm: 5.4870, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1171, loss/aux0: 1.1171 2020-10-19 00:50:34,927 - mmaction - INFO - Epoch [15][280/792] lr: 7.500e-03, eta: 1 day, 15:38:33, time: 0.953, data_time: 0.000, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8432, loss_cls: 1.4953, loss: 1.4953, grad_norm: 5.6081, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1237, loss/aux0: 1.1237 2020-10-19 00:50:35,528 - mmaction - INFO - Epoch [15][280/792] lr: 7.500e-03, eta: 1 day, 15:40:27, time: 0.953, data_time: 0.002, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8432, loss_cls: 1.4953, loss: 1.4953, grad_norm: 5.5813, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.1182, loss/aux0: 1.1182 2020-10-19 00:51:17,382 - mmaction - INFO - Epoch [15][300/792] lr: 7.500e-03, eta: 1 day, 15:37:32, time: 0.993, data_time: 0.000, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8484, loss_cls: 1.4801, loss: 1.4801, grad_norm: 5.3650, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0925, loss/aux0: 1.0925 2020-10-19 00:51:18,718 - mmaction - INFO - Epoch [15][300/792] lr: 7.500e-03, eta: 1 day, 15:39:34, time: 1.029, data_time: 0.005, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8484, loss_cls: 1.4801, loss: 1.4801, grad_norm: 5.3558, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.1107, loss/aux0: 1.1107 2020-10-19 00:52:00,495 - mmaction - INFO - Epoch [15][320/792] lr: 7.500e-03, eta: 1 day, 15:36:45, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8344, loss_cls: 1.5603, loss: 1.5603, grad_norm: 5.5426, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0892, loss/aux0: 1.0892 2020-10-19 00:52:03,204 - mmaction - INFO - Epoch [15][320/792] lr: 7.500e-03, eta: 1 day, 15:38:51, time: 1.063, data_time: 0.003, memory: 8335, top1_acc: 0.6089, top5_acc: 0.8344, loss_cls: 1.5603, loss: 1.5603, grad_norm: 5.5528, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0714, loss/aux0: 1.0714 2020-10-19 00:52:43,156 - mmaction - INFO - Epoch [15][340/792] lr: 7.500e-03, eta: 1 day, 15:36:09, time: 1.094, data_time: 0.000, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8448, loss_cls: 1.4819, loss: 1.4819, grad_norm: 5.4872, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0784, loss/aux0: 1.0784 2020-10-19 00:52:43,750 - mmaction - INFO - Epoch [15][340/792] lr: 7.500e-03, eta: 1 day, 15:38:15, time: 1.060, data_time: 0.002, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8448, loss_cls: 1.4819, loss: 1.4819, grad_norm: 5.5087, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0767, loss/aux0: 1.0767 2020-10-19 00:53:24,126 - mmaction - INFO - Epoch [15][360/792] lr: 7.500e-03, eta: 1 day, 15:35:26, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8370, loss_cls: 1.5805, loss: 1.5805, grad_norm: 5.6384, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.1039, loss/aux0: 1.1039 2020-10-19 00:53:24,764 - mmaction - INFO - Epoch [15][360/792] lr: 7.500e-03, eta: 1 day, 15:37:24, time: 0.994, data_time: 0.005, memory: 8335, top1_acc: 0.6005, top5_acc: 0.8370, loss_cls: 1.5805, loss: 1.5805, grad_norm: 5.6112, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.1003, loss/aux0: 1.1003 2020-10-19 00:54:03,917 - mmaction - INFO - Epoch [15][380/792] lr: 7.500e-03, eta: 1 day, 15:34:34, time: 1.020, data_time: 0.268, memory: 8335, top1_acc: 0.6214, top5_acc: 0.8401, loss_cls: 1.5455, loss: 1.5455, grad_norm: 5.5499, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0434, loss/aux0: 1.0434 2020-10-19 00:54:05,950 - mmaction - INFO - Epoch [15][380/792] lr: 7.500e-03, eta: 1 day, 15:36:42, time: 1.084, data_time: 0.336, memory: 8335, top1_acc: 0.6214, top5_acc: 0.8401, loss_cls: 1.5455, loss: 1.5455, grad_norm: 5.5390, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0466, loss/aux0: 1.0466 2020-10-19 00:54:46,582 - mmaction - INFO - Epoch [15][400/792] lr: 7.500e-03, eta: 1 day, 15:33:54, time: 1.044, data_time: 0.271, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8297, loss_cls: 1.5798, loss: 1.5798, grad_norm: 5.3590, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0772, loss/aux0: 1.0772 2020-10-19 00:54:48,489 - mmaction - INFO - Epoch [15][400/792] lr: 7.500e-03, eta: 1 day, 15:35:58, time: 1.049, data_time: 0.211, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8297, loss_cls: 1.5798, loss: 1.5798, grad_norm: 5.3439, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0801, loss/aux0: 1.0801 2020-10-19 00:55:29,774 - mmaction - INFO - Epoch [15][420/792] lr: 7.500e-03, eta: 1 day, 15:33:20, time: 1.120, data_time: 0.021, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8484, loss_cls: 1.4384, loss: 1.4384, grad_norm: 5.4818, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0770, loss/aux0: 1.0770 2020-10-19 00:55:31,898 - mmaction - INFO - Epoch [15][420/792] lr: 7.500e-03, eta: 1 day, 15:35:35, time: 1.143, data_time: 0.024, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8484, loss_cls: 1.4384, loss: 1.4384, grad_norm: 5.4274, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0744, loss/aux0: 1.0744 2020-10-19 00:56:09,571 - mmaction - INFO - Epoch [15][440/792] lr: 7.500e-03, eta: 1 day, 15:32:39, time: 0.965, data_time: 0.107, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8469, loss_cls: 1.5049, loss: 1.5049, grad_norm: 5.4239, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9863, loss/aux0: 0.9863 2020-10-19 00:56:10,650 - mmaction - INFO - Epoch [15][440/792] lr: 7.500e-03, eta: 1 day, 15:34:32, time: 0.968, data_time: 0.110, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8469, loss_cls: 1.5049, loss: 1.5049, grad_norm: 5.3944, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9930, loss/aux0: 0.9930 2020-10-19 00:56:51,022 - mmaction - INFO - Epoch [15][460/792] lr: 7.500e-03, eta: 1 day, 15:31:37, time: 0.968, data_time: 0.000, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8438, loss_cls: 1.5145, loss: 1.5145, grad_norm: 5.3575, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9915, loss/aux0: 0.9915 2020-10-19 00:56:52,652 - mmaction - INFO - Epoch [15][460/792] lr: 7.500e-03, eta: 1 day, 15:33:37, time: 1.022, data_time: 0.005, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8438, loss_cls: 1.5145, loss: 1.5145, grad_norm: 5.3553, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9871, loss/aux0: 0.9871 2020-10-19 00:57:34,380 - mmaction - INFO - Epoch [15][480/792] lr: 7.500e-03, eta: 1 day, 15:31:08, time: 1.193, data_time: 0.097, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8474, loss_cls: 1.4592, loss: 1.4592, grad_norm: 5.4874, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0907, loss/aux0: 1.0907 2020-10-19 00:57:35,812 - mmaction - INFO - Epoch [15][480/792] lr: 7.500e-03, eta: 1 day, 15:33:26, time: 1.185, data_time: 0.046, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8474, loss_cls: 1.4592, loss: 1.4592, grad_norm: 5.4511, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1102, loss/aux0: 1.1102 2020-10-19 00:58:14,328 - mmaction - INFO - Epoch [15][500/792] lr: 7.500e-03, eta: 1 day, 15:30:39, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8427, loss_cls: 1.4453, loss: 1.4453, grad_norm: 5.6321, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8880, loss_cls/aux0: 1.1764, loss/aux0: 1.1764 2020-10-19 00:58:18,480 - mmaction - INFO - Epoch [15][500/792] lr: 7.500e-03, eta: 1 day, 15:32:50, time: 1.122, data_time: 0.002, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8427, loss_cls: 1.4453, loss: 1.4453, grad_norm: 5.7116, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1629, loss/aux0: 1.1629 2020-10-19 00:59:00,242 - mmaction - INFO - Epoch [15][520/792] lr: 7.500e-03, eta: 1 day, 15:30:19, time: 1.171, data_time: 0.000, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8245, loss_cls: 1.5324, loss: 1.5324, grad_norm: 5.4487, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.8948, loss_cls/aux0: 1.1096, loss/aux0: 1.1096 2020-10-19 00:59:00,866 - mmaction - INFO - Epoch [15][520/792] lr: 7.500e-03, eta: 1 day, 15:32:35, time: 1.174, data_time: 0.004, memory: 8335, top1_acc: 0.6130, top5_acc: 0.8245, loss_cls: 1.5324, loss: 1.5324, grad_norm: 5.4394, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1088, loss/aux0: 1.1088 2020-10-19 00:59:42,548 - mmaction - INFO - Epoch [15][540/792] lr: 7.500e-03, eta: 1 day, 15:29:48, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8505, loss_cls: 1.4563, loss: 1.4563, grad_norm: 5.3169, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0744, loss/aux0: 1.0744 2020-10-19 00:59:43,141 - mmaction - INFO - Epoch [15][540/792] lr: 7.500e-03, eta: 1 day, 15:31:49, time: 1.034, data_time: 0.002, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8505, loss_cls: 1.4563, loss: 1.4563, grad_norm: 5.3466, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0783, loss/aux0: 1.0783 2020-10-19 01:00:23,040 - mmaction - INFO - Epoch [15][560/792] lr: 7.500e-03, eta: 1 day, 15:29:10, time: 1.099, data_time: 0.000, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8474, loss_cls: 1.5015, loss: 1.5015, grad_norm: 5.2971, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9167, loss_cls/aux0: 1.0245, loss/aux0: 1.0245 2020-10-19 01:00:25,353 - mmaction - INFO - Epoch [15][560/792] lr: 7.500e-03, eta: 1 day, 15:31:18, time: 1.103, data_time: 0.003, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8474, loss_cls: 1.5015, loss: 1.5015, grad_norm: 5.3063, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9167, loss_cls/aux0: 1.0143, loss/aux0: 1.0143 2020-10-19 01:01:05,836 - mmaction - INFO - Epoch [15][580/792] lr: 7.500e-03, eta: 1 day, 15:28:31, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8313, loss_cls: 1.5506, loss: 1.5506, grad_norm: 5.6026, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0845, loss/aux0: 1.0845 2020-10-19 01:01:07,665 - mmaction - INFO - Epoch [15][580/792] lr: 7.500e-03, eta: 1 day, 15:30:27, time: 0.998, data_time: 0.003, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8313, loss_cls: 1.5506, loss: 1.5506, grad_norm: 5.6192, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0832, loss/aux0: 1.0832 2020-10-19 01:01:48,369 - mmaction - INFO - Epoch [15][600/792] lr: 7.500e-03, eta: 1 day, 15:27:39, time: 1.017, data_time: 0.000, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8339, loss_cls: 1.5526, loss: 1.5526, grad_norm: 5.5101, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1085, loss/aux0: 1.1085 2020-10-19 01:01:50,050 - mmaction - INFO - Epoch [15][600/792] lr: 7.500e-03, eta: 1 day, 15:29:32, time: 0.983, data_time: 0.002, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8339, loss_cls: 1.5526, loss: 1.5526, grad_norm: 5.5407, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1145, loss/aux0: 1.1145 2020-10-19 01:02:30,551 - mmaction - INFO - Epoch [15][620/792] lr: 7.500e-03, eta: 1 day, 15:26:43, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.6266, top5_acc: 0.8396, loss_cls: 1.4973, loss: 1.4973, grad_norm: 5.6185, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0817, loss/aux0: 1.0817 2020-10-19 01:02:31,830 - mmaction - INFO - Epoch [15][620/792] lr: 7.500e-03, eta: 1 day, 15:28:38, time: 0.994, data_time: 0.003, memory: 8335, top1_acc: 0.6266, top5_acc: 0.8396, loss_cls: 1.4973, loss: 1.4973, grad_norm: 5.5651, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0838, loss/aux0: 1.0838 2020-10-19 01:03:14,512 - mmaction - INFO - Epoch [15][640/792] lr: 7.500e-03, eta: 1 day, 15:26:01, time: 1.110, data_time: 0.000, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8406, loss_cls: 1.5060, loss: 1.5060, grad_norm: 5.3832, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1011, loss/aux0: 1.1011 2020-10-19 01:03:17,125 - mmaction - INFO - Epoch [15][640/792] lr: 7.500e-03, eta: 1 day, 15:28:12, time: 1.137, data_time: 0.004, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8406, loss_cls: 1.5060, loss: 1.5060, grad_norm: 5.2865, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0909, loss/aux0: 1.0909 2020-10-19 01:03:57,884 - mmaction - INFO - Epoch [15][660/792] lr: 7.500e-03, eta: 1 day, 15:25:24, time: 1.011, data_time: 0.000, memory: 8335, top1_acc: 0.6135, top5_acc: 0.8271, loss_cls: 1.5883, loss: 1.5883, grad_norm: 5.3800, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1192, loss/aux0: 1.1192 2020-10-19 01:03:58,485 - mmaction - INFO - Epoch [15][660/792] lr: 7.500e-03, eta: 1 day, 15:27:20, time: 1.004, data_time: 0.001, memory: 8335, top1_acc: 0.6135, top5_acc: 0.8271, loss_cls: 1.5883, loss: 1.5883, grad_norm: 5.4141, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1226, loss/aux0: 1.1226 2020-10-19 01:04:38,997 - mmaction - INFO - Epoch [15][680/792] lr: 7.500e-03, eta: 1 day, 15:24:41, time: 1.094, data_time: 0.000, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8505, loss_cls: 1.4977, loss: 1.4977, grad_norm: 5.3351, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0224, loss/aux0: 1.0224 2020-10-19 01:04:39,794 - mmaction - INFO - Epoch [15][680/792] lr: 7.500e-03, eta: 1 day, 15:26:40, time: 1.033, data_time: 0.004, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8505, loss_cls: 1.4977, loss: 1.4977, grad_norm: 5.3408, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.9182, loss_cls/aux0: 1.0148, loss/aux0: 1.0148 2020-10-19 01:05:23,561 - mmaction - INFO - Epoch [15][700/792] lr: 7.500e-03, eta: 1 day, 15:24:02, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8427, loss_cls: 1.4807, loss: 1.4807, grad_norm: 5.3455, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0228, loss/aux0: 1.0228 2020-10-19 01:05:24,168 - mmaction - INFO - Epoch [15][700/792] lr: 7.500e-03, eta: 1 day, 15:26:06, time: 1.092, data_time: 0.002, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8427, loss_cls: 1.4807, loss: 1.4807, grad_norm: 5.3995, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0333, loss/aux0: 1.0333 2020-10-19 01:06:07,260 - mmaction - INFO - Epoch [15][720/792] lr: 7.500e-03, eta: 1 day, 15:23:28, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8432, loss_cls: 1.4896, loss: 1.4896, grad_norm: 5.4416, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.1030, loss/aux0: 1.1030 2020-10-19 01:06:07,845 - mmaction - INFO - Epoch [15][720/792] lr: 7.500e-03, eta: 1 day, 15:25:31, time: 1.083, data_time: 0.002, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8432, loss_cls: 1.4896, loss: 1.4896, grad_norm: 5.4340, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0910, loss/aux0: 1.0910 2020-10-19 01:06:51,750 - mmaction - INFO - Epoch [15][740/792] lr: 7.500e-03, eta: 1 day, 15:22:51, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8474, loss_cls: 1.4687, loss: 1.4687, grad_norm: 5.3060, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0138, loss/aux0: 1.0138 2020-10-19 01:06:52,345 - mmaction - INFO - Epoch [15][740/792] lr: 7.500e-03, eta: 1 day, 15:24:53, time: 1.071, data_time: 0.001, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8474, loss_cls: 1.4687, loss: 1.4687, grad_norm: 5.2627, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0242, loss/aux0: 1.0242 2020-10-19 01:07:36,951 - mmaction - INFO - Epoch [15][760/792] lr: 7.500e-03, eta: 1 day, 15:22:32, time: 1.234, data_time: 0.000, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8448, loss_cls: 1.5046, loss: 1.5046, grad_norm: 5.4236, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0523, loss/aux0: 1.0523 2020-10-19 01:07:37,595 - mmaction - INFO - Epoch [15][760/792] lr: 7.500e-03, eta: 1 day, 15:24:53, time: 1.238, data_time: 0.003, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8448, loss_cls: 1.5046, loss: 1.5046, grad_norm: 5.4358, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0518, loss/aux0: 1.0518 2020-10-19 01:08:18,807 - mmaction - INFO - Epoch [15][780/792] lr: 7.500e-03, eta: 1 day, 15:22:14, time: 1.085, data_time: 0.503, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8375, loss_cls: 1.5269, loss: 1.5269, grad_norm: 5.5145, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0846, loss/aux0: 1.0846 2020-10-19 01:08:22,659 - mmaction - INFO - Epoch [15][780/792] lr: 7.500e-03, eta: 1 day, 15:24:28, time: 1.175, data_time: 0.599, memory: 8335, top1_acc: 0.6156, top5_acc: 0.8375, loss_cls: 1.5269, loss: 1.5269, grad_norm: 5.4386, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0753, loss/aux0: 1.0753 2020-10-19 01:08:49,410 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-10-19 01:10:11,140 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 01:10:11,253 - mmaction - INFO - top1_acc 0.7241 top5_acc 0.9066 2020-10-19 01:10:11,253 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 01:10:11,270 - mmaction - INFO - mean_acc 0.7244 2020-10-19 01:10:11,270 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-10-19 01:10:11,275 - mmaction - INFO - Epoch(val) [15][792] top1_acc: 0.7241, top5_acc: 0.9066, mean_class_accuracy: 0.7244 2020-10-19 01:13:12,342 - mmaction - INFO - Epoch [16][20/792] lr: 7.500e-03, eta: 1 day, 15:18:54, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8359, loss_cls: 1.4924, loss: 1.4924, grad_norm: 5.4986, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.9030, loss_cls/aux0: 1.0730, loss/aux0: 1.0730 2020-10-19 01:13:13,167 - mmaction - INFO - Epoch [16][20/792] lr: 7.500e-03, eta: 1 day, 15:20:50, time: 1.028, data_time: 0.003, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8359, loss_cls: 1.4924, loss: 1.4924, grad_norm: 5.4779, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0657, loss/aux0: 1.0657 2020-10-19 01:13:52,651 - mmaction - INFO - Epoch [16][40/792] lr: 7.500e-03, eta: 1 day, 15:18:07, time: 1.031, data_time: 0.398, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8443, loss_cls: 1.5052, loss: 1.5052, grad_norm: 5.4468, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1185, loss/aux0: 1.1185 2020-10-19 01:13:53,243 - mmaction - INFO - Epoch [16][40/792] lr: 7.500e-03, eta: 1 day, 15:20:03, time: 1.032, data_time: 0.400, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8443, loss_cls: 1.5052, loss: 1.5052, grad_norm: 5.4381, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1218, loss/aux0: 1.1218 2020-10-19 01:14:34,295 - mmaction - INFO - Epoch [16][60/792] lr: 7.500e-03, eta: 1 day, 15:17:23, time: 1.060, data_time: 0.009, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8484, loss_cls: 1.4832, loss: 1.4832, grad_norm: 5.5505, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0798, loss/aux0: 1.0798 2020-10-19 01:14:35,565 - mmaction - INFO - Epoch [16][60/792] lr: 7.500e-03, eta: 1 day, 15:19:23, time: 1.064, data_time: 0.011, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8484, loss_cls: 1.4832, loss: 1.4832, grad_norm: 5.5156, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0746, loss/aux0: 1.0746 2020-10-19 01:15:14,554 - mmaction - INFO - Epoch [16][80/792] lr: 7.500e-03, eta: 1 day, 15:16:40, time: 1.030, data_time: 0.010, memory: 8335, top1_acc: 0.6312, top5_acc: 0.8474, loss_cls: 1.4560, loss: 1.4560, grad_norm: 5.3599, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0603, loss/aux0: 1.0603 2020-10-19 01:15:17,533 - mmaction - INFO - Epoch [16][80/792] lr: 7.500e-03, eta: 1 day, 15:18:41, time: 1.074, data_time: 0.010, memory: 8335, top1_acc: 0.6312, top5_acc: 0.8474, loss_cls: 1.4560, loss: 1.4560, grad_norm: 5.3005, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0629, loss/aux0: 1.0629 2020-10-19 01:15:58,819 - mmaction - INFO - Epoch [16][100/792] lr: 7.500e-03, eta: 1 day, 15:16:03, time: 1.070, data_time: 0.007, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8469, loss_cls: 1.4878, loss: 1.4878, grad_norm: 5.4606, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0565, loss/aux0: 1.0565 2020-10-19 01:15:59,443 - mmaction - INFO - Epoch [16][100/792] lr: 7.500e-03, eta: 1 day, 15:18:03, time: 1.072, data_time: 0.009, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8469, loss_cls: 1.4878, loss: 1.4878, grad_norm: 5.4663, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0695, loss/aux0: 1.0695 2020-10-19 01:16:42,661 - mmaction - INFO - Epoch [16][120/792] lr: 7.500e-03, eta: 1 day, 15:15:23, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8500, loss_cls: 1.4287, loss: 1.4287, grad_norm: 5.4398, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9193, loss_cls/aux0: 1.0308, loss/aux0: 1.0308 2020-10-19 01:16:43,295 - mmaction - INFO - Epoch [16][120/792] lr: 7.500e-03, eta: 1 day, 15:17:22, time: 1.057, data_time: 0.005, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8500, loss_cls: 1.4287, loss: 1.4287, grad_norm: 5.4356, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9188, loss_cls/aux0: 1.0365, loss/aux0: 1.0365 2020-10-19 01:17:25,506 - mmaction - INFO - Epoch [16][140/792] lr: 7.500e-03, eta: 1 day, 15:14:50, time: 1.121, data_time: 0.423, memory: 8335, top1_acc: 0.6313, top5_acc: 0.8417, loss_cls: 1.5159, loss: 1.5159, grad_norm: 5.2889, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0760, loss/aux0: 1.0760 2020-10-19 01:17:27,577 - mmaction - INFO - Epoch [16][140/792] lr: 7.500e-03, eta: 1 day, 15:16:54, time: 1.113, data_time: 0.414, memory: 8335, top1_acc: 0.6313, top5_acc: 0.8417, loss_cls: 1.5159, loss: 1.5159, grad_norm: 5.2823, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0695, loss/aux0: 1.0695 2020-10-19 01:18:09,538 - mmaction - INFO - Epoch [16][160/792] lr: 7.500e-03, eta: 1 day, 15:14:18, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8464, loss_cls: 1.4633, loss: 1.4633, grad_norm: 5.6008, top1_acc/aux0: 0.7052, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.1560, loss/aux0: 1.1560 2020-10-19 01:18:10,981 - mmaction - INFO - Epoch [16][160/792] lr: 7.500e-03, eta: 1 day, 15:16:22, time: 1.120, data_time: 0.045, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8464, loss_cls: 1.4633, loss: 1.4633, grad_norm: 5.5789, top1_acc/aux0: 0.7078, top5_acc/aux0: 0.8901, loss_cls/aux0: 1.1539, loss/aux0: 1.1539 2020-10-19 01:18:53,858 - mmaction - INFO - Epoch [16][180/792] lr: 7.500e-03, eta: 1 day, 15:13:42, time: 1.045, data_time: 0.075, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8536, loss_cls: 1.4635, loss: 1.4635, grad_norm: 5.4459, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0477, loss/aux0: 1.0477 2020-10-19 01:18:56,055 - mmaction - INFO - Epoch [16][180/792] lr: 7.500e-03, eta: 1 day, 15:15:48, time: 1.125, data_time: 0.156, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8536, loss_cls: 1.4635, loss: 1.4635, grad_norm: 5.4218, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0367, loss/aux0: 1.0367 2020-10-19 01:19:34,847 - mmaction - INFO - Epoch [16][200/792] lr: 7.500e-03, eta: 1 day, 15:13:03, time: 1.005, data_time: 0.397, memory: 8335, top1_acc: 0.6214, top5_acc: 0.8281, loss_cls: 1.5033, loss: 1.5033, grad_norm: 5.1945, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0009, loss/aux0: 1.0009 2020-10-19 01:19:37,842 - mmaction - INFO - Epoch [16][200/792] lr: 7.500e-03, eta: 1 day, 15:15:01, time: 1.062, data_time: 0.453, memory: 8335, top1_acc: 0.6214, top5_acc: 0.8281, loss_cls: 1.5033, loss: 1.5033, grad_norm: 5.2193, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0171, loss/aux0: 1.0171 2020-10-19 01:20:17,519 - mmaction - INFO - Epoch [16][220/792] lr: 7.500e-03, eta: 1 day, 15:12:20, time: 1.031, data_time: 0.374, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8406, loss_cls: 1.5047, loss: 1.5047, grad_norm: 5.5253, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9156, loss_cls/aux0: 1.0241, loss/aux0: 1.0241 2020-10-19 01:20:21,041 - mmaction - INFO - Epoch [16][220/792] lr: 7.500e-03, eta: 1 day, 15:14:20, time: 1.080, data_time: 0.422, memory: 8335, top1_acc: 0.6125, top5_acc: 0.8406, loss_cls: 1.5047, loss: 1.5047, grad_norm: 5.4280, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0113, loss/aux0: 1.0113 2020-10-19 01:21:00,991 - mmaction - INFO - Epoch [16][240/792] lr: 7.500e-03, eta: 1 day, 15:11:45, time: 1.085, data_time: 0.501, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8391, loss_cls: 1.5240, loss: 1.5240, grad_norm: 5.5895, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0408, loss/aux0: 1.0408 2020-10-19 01:21:02,371 - mmaction - INFO - Epoch [16][240/792] lr: 7.500e-03, eta: 1 day, 15:13:43, time: 1.067, data_time: 0.483, memory: 8335, top1_acc: 0.6151, top5_acc: 0.8391, loss_cls: 1.5240, loss: 1.5240, grad_norm: 5.5918, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0413, loss/aux0: 1.0413 2020-10-19 01:21:43,040 - mmaction - INFO - Epoch [16][260/792] lr: 7.500e-03, eta: 1 day, 15:11:10, time: 1.097, data_time: 0.400, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8432, loss_cls: 1.4618, loss: 1.4618, grad_norm: 5.2926, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0617, loss/aux0: 1.0617 2020-10-19 01:21:44,609 - mmaction - INFO - Epoch [16][260/792] lr: 7.500e-03, eta: 1 day, 15:13:13, time: 1.119, data_time: 0.422, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8432, loss_cls: 1.4618, loss: 1.4618, grad_norm: 5.2919, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0708, loss/aux0: 1.0708 2020-10-19 01:22:25,774 - mmaction - INFO - Epoch [16][280/792] lr: 7.500e-03, eta: 1 day, 15:10:41, time: 1.109, data_time: 0.331, memory: 8335, top1_acc: 0.6203, top5_acc: 0.8583, loss_cls: 1.4689, loss: 1.4689, grad_norm: 5.5593, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1332, loss/aux0: 1.1332 2020-10-19 01:22:27,102 - mmaction - INFO - Epoch [16][280/792] lr: 7.500e-03, eta: 1 day, 15:12:37, time: 1.053, data_time: 0.250, memory: 8335, top1_acc: 0.6203, top5_acc: 0.8583, loss_cls: 1.4689, loss: 1.4689, grad_norm: 5.5380, top1_acc/aux0: 0.7063, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1189, loss/aux0: 1.1189 2020-10-19 01:23:05,923 - mmaction - INFO - Epoch [16][300/792] lr: 7.500e-03, eta: 1 day, 15:09:57, time: 1.029, data_time: 0.339, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8438, loss_cls: 1.4771, loss: 1.4771, grad_norm: 5.3186, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9203, loss_cls/aux0: 1.0258, loss/aux0: 1.0258 2020-10-19 01:23:08,919 - mmaction - INFO - Epoch [16][300/792] lr: 7.500e-03, eta: 1 day, 15:11:59, time: 1.113, data_time: 0.424, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8438, loss_cls: 1.4771, loss: 1.4771, grad_norm: 5.2891, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0484, loss/aux0: 1.0484 2020-10-19 01:23:48,391 - mmaction - INFO - Epoch [16][320/792] lr: 7.500e-03, eta: 1 day, 15:09:22, time: 1.055, data_time: 0.134, memory: 8335, top1_acc: 0.6255, top5_acc: 0.8458, loss_cls: 1.5364, loss: 1.5364, grad_norm: 5.2155, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9187, loss_cls/aux0: 1.0438, loss/aux0: 1.0438 2020-10-19 01:23:50,328 - mmaction - INFO - Epoch [16][320/792] lr: 7.500e-03, eta: 1 day, 15:11:16, time: 1.041, data_time: 0.122, memory: 8335, top1_acc: 0.6255, top5_acc: 0.8458, loss_cls: 1.5364, loss: 1.5364, grad_norm: 5.2228, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9224, loss_cls/aux0: 1.0233, loss/aux0: 1.0233 2020-10-19 01:24:31,077 - mmaction - INFO - Epoch [16][340/792] lr: 7.500e-03, eta: 1 day, 15:08:39, time: 1.060, data_time: 0.444, memory: 8335, top1_acc: 0.6349, top5_acc: 0.8469, loss_cls: 1.4390, loss: 1.4390, grad_norm: 5.4105, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0940, loss/aux0: 1.0940 2020-10-19 01:24:34,054 - mmaction - INFO - Epoch [16][340/792] lr: 7.500e-03, eta: 1 day, 15:10:38, time: 1.085, data_time: 0.480, memory: 8335, top1_acc: 0.6349, top5_acc: 0.8469, loss_cls: 1.4390, loss: 1.4390, grad_norm: 5.4119, top1_acc/aux0: 0.7021, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.1033, loss/aux0: 1.1033 2020-10-19 01:25:11,663 - mmaction - INFO - Epoch [16][360/792] lr: 7.500e-03, eta: 1 day, 15:07:56, time: 1.006, data_time: 0.051, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8427, loss_cls: 1.4760, loss: 1.4760, grad_norm: 5.3210, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1470, loss/aux0: 1.1470 2020-10-19 01:25:13,812 - mmaction - INFO - Epoch [16][360/792] lr: 7.500e-03, eta: 1 day, 15:09:52, time: 1.060, data_time: 0.035, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8427, loss_cls: 1.4760, loss: 1.4760, grad_norm: 5.2904, top1_acc/aux0: 0.7068, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.1531, loss/aux0: 1.1531 2020-10-19 01:25:56,012 - mmaction - INFO - Epoch [16][380/792] lr: 7.500e-03, eta: 1 day, 15:07:15, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8427, loss_cls: 1.5203, loss: 1.5203, grad_norm: 5.4242, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0734, loss/aux0: 1.0734 2020-10-19 01:25:56,961 - mmaction - INFO - Epoch [16][380/792] lr: 7.500e-03, eta: 1 day, 15:09:11, time: 1.070, data_time: 0.004, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8427, loss_cls: 1.5203, loss: 1.5203, grad_norm: 5.4323, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0699, loss/aux0: 1.0699 2020-10-19 01:26:37,174 - mmaction - INFO - Epoch [16][400/792] lr: 7.500e-03, eta: 1 day, 15:06:36, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.6302, top5_acc: 0.8417, loss_cls: 1.4665, loss: 1.4665, grad_norm: 5.5482, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0930, loss/aux0: 1.0930 2020-10-19 01:26:39,941 - mmaction - INFO - Epoch [16][400/792] lr: 7.500e-03, eta: 1 day, 15:08:32, time: 1.067, data_time: 0.002, memory: 8335, top1_acc: 0.6302, top5_acc: 0.8417, loss_cls: 1.4665, loss: 1.4665, grad_norm: 5.5097, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0854, loss/aux0: 1.0854 2020-10-19 01:27:19,245 - mmaction - INFO - Epoch [16][420/792] lr: 7.500e-03, eta: 1 day, 15:06:03, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8344, loss_cls: 1.5000, loss: 1.5000, grad_norm: 5.4191, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0951, loss/aux0: 1.0951 2020-10-19 01:27:19,840 - mmaction - INFO - Epoch [16][420/792] lr: 7.500e-03, eta: 1 day, 15:07:54, time: 1.022, data_time: 0.003, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8344, loss_cls: 1.5000, loss: 1.5000, grad_norm: 5.4405, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0978, loss/aux0: 1.0978 2020-10-19 01:28:02,357 - mmaction - INFO - Epoch [16][440/792] lr: 7.500e-03, eta: 1 day, 15:05:27, time: 1.137, data_time: 0.043, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8401, loss_cls: 1.5095, loss: 1.5095, grad_norm: 5.4020, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0992, loss/aux0: 1.0992 2020-10-19 01:28:03,759 - mmaction - INFO - Epoch [16][440/792] lr: 7.500e-03, eta: 1 day, 15:07:35, time: 1.178, data_time: 0.046, memory: 8335, top1_acc: 0.6094, top5_acc: 0.8401, loss_cls: 1.5095, loss: 1.5095, grad_norm: 5.4118, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0964, loss/aux0: 1.0964 2020-10-19 01:28:44,467 - mmaction - INFO - Epoch [16][460/792] lr: 7.500e-03, eta: 1 day, 15:05:01, time: 1.076, data_time: 0.186, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8505, loss_cls: 1.4838, loss: 1.4838, grad_norm: 5.5123, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0611, loss/aux0: 1.0611 2020-10-19 01:28:45,926 - mmaction - INFO - Epoch [16][460/792] lr: 7.500e-03, eta: 1 day, 15:06:50, time: 1.003, data_time: 0.188, memory: 8335, top1_acc: 0.6177, top5_acc: 0.8505, loss_cls: 1.4838, loss: 1.4838, grad_norm: 5.4973, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0608, loss/aux0: 1.0608 2020-10-19 01:29:27,876 - mmaction - INFO - Epoch [16][480/792] lr: 7.500e-03, eta: 1 day, 15:04:14, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8328, loss_cls: 1.4992, loss: 1.4992, grad_norm: 5.5638, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0625, loss/aux0: 1.0625 2020-10-19 01:29:29,587 - mmaction - INFO - Epoch [16][480/792] lr: 7.500e-03, eta: 1 day, 15:06:09, time: 1.071, data_time: 0.003, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8328, loss_cls: 1.4992, loss: 1.4992, grad_norm: 5.5830, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0630, loss/aux0: 1.0630 2020-10-19 01:30:10,758 - mmaction - INFO - Epoch [16][500/792] lr: 7.500e-03, eta: 1 day, 15:03:37, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8380, loss_cls: 1.4968, loss: 1.4968, grad_norm: 5.1568, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0116, loss/aux0: 1.0116 2020-10-19 01:30:13,394 - mmaction - INFO - Epoch [16][500/792] lr: 7.500e-03, eta: 1 day, 15:05:33, time: 1.079, data_time: 0.002, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8380, loss_cls: 1.4968, loss: 1.4968, grad_norm: 5.2213, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0021, loss/aux0: 1.0021 2020-10-19 01:30:51,819 - mmaction - INFO - Epoch [16][520/792] lr: 7.500e-03, eta: 1 day, 15:02:54, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8510, loss_cls: 1.4072, loss: 1.4072, grad_norm: 5.3317, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0380, loss/aux0: 1.0380 2020-10-19 01:30:53,524 - mmaction - INFO - Epoch [16][520/792] lr: 7.500e-03, eta: 1 day, 15:04:37, time: 0.954, data_time: 0.002, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8510, loss_cls: 1.4072, loss: 1.4072, grad_norm: 5.3210, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0452, loss/aux0: 1.0452 2020-10-19 01:31:33,263 - mmaction - INFO - Epoch [16][540/792] lr: 7.500e-03, eta: 1 day, 15:02:02, time: 1.057, data_time: 0.022, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8437, loss_cls: 1.4658, loss: 1.4658, grad_norm: 5.3636, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9496, loss/aux0: 0.9496 2020-10-19 01:31:36,050 - mmaction - INFO - Epoch [16][540/792] lr: 7.500e-03, eta: 1 day, 15:03:57, time: 1.066, data_time: 0.024, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8437, loss_cls: 1.4658, loss: 1.4658, grad_norm: 5.3546, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9479, loss/aux0: 0.9479 2020-10-19 01:32:17,145 - mmaction - INFO - Epoch [16][560/792] lr: 7.500e-03, eta: 1 day, 15:01:21, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8333, loss_cls: 1.5580, loss: 1.5580, grad_norm: 5.4693, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0654, loss/aux0: 1.0654 2020-10-19 01:32:18,737 - mmaction - INFO - Epoch [16][560/792] lr: 7.500e-03, eta: 1 day, 15:03:12, time: 1.042, data_time: 0.001, memory: 8335, top1_acc: 0.6031, top5_acc: 0.8333, loss_cls: 1.5580, loss: 1.5580, grad_norm: 5.4498, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0691, loss/aux0: 1.0691 2020-10-19 01:32:59,774 - mmaction - INFO - Epoch [16][580/792] lr: 7.500e-03, eta: 1 day, 15:00:50, time: 1.170, data_time: 0.000, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8432, loss_cls: 1.5211, loss: 1.5211, grad_norm: 5.4688, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1222, loss/aux0: 1.1222 2020-10-19 01:33:02,299 - mmaction - INFO - Epoch [16][580/792] lr: 7.500e-03, eta: 1 day, 15:02:55, time: 1.169, data_time: 0.005, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8432, loss_cls: 1.5211, loss: 1.5211, grad_norm: 5.4652, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.1136, loss/aux0: 1.1136 2020-10-19 01:33:41,364 - mmaction - INFO - Epoch [16][600/792] lr: 7.500e-03, eta: 1 day, 15:00:17, time: 1.018, data_time: 0.433, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8417, loss_cls: 1.5180, loss: 1.5180, grad_norm: 5.5512, top1_acc/aux0: 0.7109, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0806, loss/aux0: 1.0806 2020-10-19 01:33:42,592 - mmaction - INFO - Epoch [16][600/792] lr: 7.500e-03, eta: 1 day, 15:02:09, time: 1.052, data_time: 0.435, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8417, loss_cls: 1.5180, loss: 1.5180, grad_norm: 5.5792, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0936, loss/aux0: 1.0936 2020-10-19 01:34:22,594 - mmaction - INFO - Epoch [16][620/792] lr: 7.500e-03, eta: 1 day, 14:59:31, time: 1.014, data_time: 0.433, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8469, loss_cls: 1.4826, loss: 1.4826, grad_norm: 5.4326, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0751, loss/aux0: 1.0751 2020-10-19 01:34:23,200 - mmaction - INFO - Epoch [16][620/792] lr: 7.500e-03, eta: 1 day, 15:01:19, time: 1.015, data_time: 0.435, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8469, loss_cls: 1.4826, loss: 1.4826, grad_norm: 5.4299, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0713, loss/aux0: 1.0713 2020-10-19 01:35:05,225 - mmaction - INFO - Epoch [16][640/792] lr: 7.500e-03, eta: 1 day, 14:58:56, time: 1.165, data_time: 0.585, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8437, loss_cls: 1.4627, loss: 1.4627, grad_norm: 5.3406, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0287, loss/aux0: 1.0287 2020-10-19 01:35:07,050 - mmaction - INFO - Epoch [16][640/792] lr: 7.500e-03, eta: 1 day, 15:00:53, time: 1.092, data_time: 0.519, memory: 8335, top1_acc: 0.6161, top5_acc: 0.8437, loss_cls: 1.4627, loss: 1.4627, grad_norm: 5.3602, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0341, loss/aux0: 1.0341 2020-10-19 01:35:46,924 - mmaction - INFO - Epoch [16][660/792] lr: 7.500e-03, eta: 1 day, 14:58:16, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8323, loss_cls: 1.5230, loss: 1.5230, grad_norm: 5.5132, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0903, loss/aux0: 1.0903 2020-10-19 01:35:50,144 - mmaction - INFO - Epoch [16][660/792] lr: 7.500e-03, eta: 1 day, 15:00:13, time: 1.097, data_time: 0.002, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8323, loss_cls: 1.5230, loss: 1.5230, grad_norm: 5.4519, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0834, loss/aux0: 1.0834 2020-10-19 01:36:30,204 - mmaction - INFO - Epoch [16][680/792] lr: 7.500e-03, eta: 1 day, 14:57:35, time: 1.020, data_time: 0.000, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8474, loss_cls: 1.4502, loss: 1.4502, grad_norm: 5.5420, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0800, loss/aux0: 1.0800 2020-10-19 01:36:31,054 - mmaction - INFO - Epoch [16][680/792] lr: 7.500e-03, eta: 1 day, 14:59:25, time: 1.035, data_time: 0.003, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8474, loss_cls: 1.4502, loss: 1.4502, grad_norm: 5.5739, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0991, loss/aux0: 1.0991 2020-10-19 01:37:10,530 - mmaction - INFO - Epoch [16][700/792] lr: 7.500e-03, eta: 1 day, 14:56:43, time: 0.971, data_time: 0.188, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8516, loss_cls: 1.4724, loss: 1.4724, grad_norm: 5.5148, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0419, loss/aux0: 1.0419 2020-10-19 01:37:12,509 - mmaction - INFO - Epoch [16][700/792] lr: 7.500e-03, eta: 1 day, 14:58:33, time: 1.039, data_time: 0.197, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8516, loss_cls: 1.4724, loss: 1.4724, grad_norm: 5.3999, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9167, loss_cls/aux0: 1.0127, loss/aux0: 1.0127 2020-10-19 01:37:52,180 - mmaction - INFO - Epoch [16][720/792] lr: 7.500e-03, eta: 1 day, 14:56:02, time: 1.077, data_time: 0.231, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8479, loss_cls: 1.4419, loss: 1.4419, grad_norm: 5.2919, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0357, loss/aux0: 1.0357 2020-10-19 01:37:54,682 - mmaction - INFO - Epoch [16][720/792] lr: 7.500e-03, eta: 1 day, 14:58:03, time: 1.149, data_time: 0.233, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8479, loss_cls: 1.4419, loss: 1.4419, grad_norm: 5.2378, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0367, loss/aux0: 1.0367 2020-10-19 01:38:35,655 - mmaction - INFO - Epoch [16][740/792] lr: 7.500e-03, eta: 1 day, 14:55:36, time: 1.105, data_time: 0.072, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8542, loss_cls: 1.4483, loss: 1.4483, grad_norm: 5.4028, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0583, loss/aux0: 1.0583 2020-10-19 01:38:36,308 - mmaction - INFO - Epoch [16][740/792] lr: 7.500e-03, eta: 1 day, 14:57:33, time: 1.110, data_time: 0.077, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8542, loss_cls: 1.4483, loss: 1.4483, grad_norm: 5.3793, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0590, loss/aux0: 1.0590 2020-10-19 01:39:16,839 - mmaction - INFO - Epoch [16][760/792] lr: 7.500e-03, eta: 1 day, 14:55:03, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8417, loss_cls: 1.4802, loss: 1.4802, grad_norm: 5.5775, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0999, loss/aux0: 1.0999 2020-10-19 01:39:17,787 - mmaction - INFO - Epoch [16][760/792] lr: 7.500e-03, eta: 1 day, 14:56:47, time: 0.986, data_time: 0.002, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8417, loss_cls: 1.4802, loss: 1.4802, grad_norm: 5.5389, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.1153, loss/aux0: 1.1153 2020-10-19 01:39:59,784 - mmaction - INFO - Epoch [16][780/792] lr: 7.500e-03, eta: 1 day, 14:54:14, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.6271, top5_acc: 0.8417, loss_cls: 1.4836, loss: 1.4836, grad_norm: 5.4595, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.1082, loss/aux0: 1.1082 2020-10-19 01:40:00,366 - mmaction - INFO - Epoch [16][780/792] lr: 7.500e-03, eta: 1 day, 14:56:06, time: 1.060, data_time: 0.002, memory: 8335, top1_acc: 0.6271, top5_acc: 0.8417, loss_cls: 1.4836, loss: 1.4836, grad_norm: 5.4982, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0981, loss/aux0: 1.0981 2020-10-19 01:40:27,108 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-19 01:43:22,616 - mmaction - INFO - Epoch [17][20/792] lr: 7.500e-03, eta: 1 day, 14:50:59, time: 1.083, data_time: 0.040, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8568, loss_cls: 1.4037, loss: 1.4037, grad_norm: 5.4257, top1_acc/aux0: 0.7100, top5_acc/aux0: 0.9046, loss_cls/aux0: 1.0802, loss/aux0: 1.0802 2020-10-19 01:43:23,210 - mmaction - INFO - Epoch [17][20/792] lr: 7.500e-03, eta: 1 day, 14:52:52, time: 1.085, data_time: 0.043, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8568, loss_cls: 1.4037, loss: 1.4037, grad_norm: 5.3775, top1_acc/aux0: 0.7094, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0809, loss/aux0: 1.0809 2020-10-19 01:44:03,377 - mmaction - INFO - Epoch [17][40/792] lr: 7.500e-03, eta: 1 day, 14:50:21, time: 1.062, data_time: 0.049, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8531, loss_cls: 1.4512, loss: 1.4512, grad_norm: 5.4058, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1036, loss/aux0: 1.1036 2020-10-19 01:44:04,606 - mmaction - INFO - Epoch [17][40/792] lr: 7.500e-03, eta: 1 day, 14:52:09, time: 1.028, data_time: 0.051, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8531, loss_cls: 1.4512, loss: 1.4512, grad_norm: 5.4361, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0977, loss/aux0: 1.0977 2020-10-19 01:44:45,675 - mmaction - INFO - Epoch [17][60/792] lr: 7.500e-03, eta: 1 day, 14:49:35, time: 1.033, data_time: 0.019, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8526, loss_cls: 1.4243, loss: 1.4243, grad_norm: 5.3230, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0359, loss/aux0: 1.0359 2020-10-19 01:44:48,188 - mmaction - INFO - Epoch [17][60/792] lr: 7.500e-03, eta: 1 day, 14:51:27, time: 1.077, data_time: 0.024, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8526, loss_cls: 1.4243, loss: 1.4243, grad_norm: 5.3029, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0380, loss/aux0: 1.0380 2020-10-19 01:45:26,029 - mmaction - INFO - Epoch [17][80/792] lr: 7.500e-03, eta: 1 day, 14:48:58, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8609, loss_cls: 1.4163, loss: 1.4163, grad_norm: 5.4631, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0654, loss/aux0: 1.0654 2020-10-19 01:45:29,052 - mmaction - INFO - Epoch [17][80/792] lr: 7.500e-03, eta: 1 day, 14:50:51, time: 1.090, data_time: 0.002, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8609, loss_cls: 1.4163, loss: 1.4163, grad_norm: 5.5217, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0848, loss/aux0: 1.0848 2020-10-19 01:46:09,437 - mmaction - INFO - Epoch [17][100/792] lr: 7.500e-03, eta: 1 day, 14:48:22, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8302, loss_cls: 1.4777, loss: 1.4777, grad_norm: 5.2609, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0949, loss/aux0: 1.0949 2020-10-19 01:46:12,407 - mmaction - INFO - Epoch [17][100/792] lr: 7.500e-03, eta: 1 day, 14:50:27, time: 1.199, data_time: 0.003, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8302, loss_cls: 1.4777, loss: 1.4777, grad_norm: 5.2191, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0656, loss/aux0: 1.0656 2020-10-19 01:46:52,718 - mmaction - INFO - Epoch [17][120/792] lr: 7.500e-03, eta: 1 day, 14:47:55, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8453, loss_cls: 1.4772, loss: 1.4772, grad_norm: 5.2701, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0452, loss/aux0: 1.0452 2020-10-19 01:46:54,989 - mmaction - INFO - Epoch [17][120/792] lr: 7.500e-03, eta: 1 day, 14:49:42, time: 1.035, data_time: 0.002, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8453, loss_cls: 1.4772, loss: 1.4772, grad_norm: 5.2258, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0479, loss/aux0: 1.0479 2020-10-19 01:47:36,464 - mmaction - INFO - Epoch [17][140/792] lr: 7.500e-03, eta: 1 day, 14:47:20, time: 1.140, data_time: 0.000, memory: 8335, top1_acc: 0.6464, top5_acc: 0.8526, loss_cls: 1.4028, loss: 1.4028, grad_norm: 5.4792, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0628, loss/aux0: 1.0628 2020-10-19 01:47:37,082 - mmaction - INFO - Epoch [17][140/792] lr: 7.500e-03, eta: 1 day, 14:49:15, time: 1.114, data_time: 0.003, memory: 8335, top1_acc: 0.6464, top5_acc: 0.8526, loss_cls: 1.4028, loss: 1.4028, grad_norm: 5.4489, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0785, loss/aux0: 1.0785 2020-10-19 01:48:16,432 - mmaction - INFO - Epoch [17][160/792] lr: 7.500e-03, eta: 1 day, 14:46:43, time: 1.040, data_time: 0.019, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8516, loss_cls: 1.4809, loss: 1.4809, grad_norm: 5.4101, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0756, loss/aux0: 1.0756 2020-10-19 01:48:17,025 - mmaction - INFO - Epoch [17][160/792] lr: 7.500e-03, eta: 1 day, 14:48:29, time: 1.026, data_time: 0.005, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8516, loss_cls: 1.4809, loss: 1.4809, grad_norm: 5.3697, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0532, loss/aux0: 1.0532 2020-10-19 01:49:01,243 - mmaction - INFO - Epoch [17][180/792] lr: 7.500e-03, eta: 1 day, 14:46:14, time: 1.202, data_time: 0.135, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8375, loss_cls: 1.4694, loss: 1.4694, grad_norm: 5.3064, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0750, loss/aux0: 1.0750 2020-10-19 01:49:01,856 - mmaction - INFO - Epoch [17][180/792] lr: 7.500e-03, eta: 1 day, 14:48:18, time: 1.203, data_time: 0.138, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8375, loss_cls: 1.4694, loss: 1.4694, grad_norm: 5.3412, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0889, loss/aux0: 1.0889 2020-10-19 01:49:41,234 - mmaction - INFO - Epoch [17][200/792] lr: 7.500e-03, eta: 1 day, 14:45:46, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8552, loss_cls: 1.3894, loss: 1.3894, grad_norm: 5.3944, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0913, loss/aux0: 1.0913 2020-10-19 01:49:43,732 - mmaction - INFO - Epoch [17][200/792] lr: 7.500e-03, eta: 1 day, 14:47:36, time: 1.071, data_time: 0.002, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8552, loss_cls: 1.3894, loss: 1.3894, grad_norm: 5.4247, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0964, loss/aux0: 1.0964 2020-10-19 01:50:23,235 - mmaction - INFO - Epoch [17][220/792] lr: 7.500e-03, eta: 1 day, 14:45:02, time: 1.013, data_time: 0.356, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8594, loss_cls: 1.3649, loss: 1.3649, grad_norm: 5.1778, top1_acc/aux0: 0.7313, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0273, loss/aux0: 1.0273 2020-10-19 01:50:23,836 - mmaction - INFO - Epoch [17][220/792] lr: 7.500e-03, eta: 1 day, 14:46:41, time: 0.960, data_time: 0.358, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8594, loss_cls: 1.3649, loss: 1.3649, grad_norm: 5.2500, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0396, loss/aux0: 1.0396 2020-10-19 01:51:05,379 - mmaction - INFO - Epoch [17][240/792] lr: 7.500e-03, eta: 1 day, 14:44:04, time: 0.991, data_time: 0.414, memory: 8335, top1_acc: 0.6349, top5_acc: 0.8370, loss_cls: 1.4596, loss: 1.4596, grad_norm: 5.4692, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0961, loss/aux0: 1.0961 2020-10-19 01:51:06,074 - mmaction - INFO - Epoch [17][240/792] lr: 7.500e-03, eta: 1 day, 14:45:47, time: 0.998, data_time: 0.416, memory: 8335, top1_acc: 0.6349, top5_acc: 0.8370, loss_cls: 1.4596, loss: 1.4596, grad_norm: 5.5006, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0865, loss/aux0: 1.0865 2020-10-19 01:51:49,717 - mmaction - INFO - Epoch [17][260/792] lr: 7.500e-03, eta: 1 day, 14:43:30, time: 1.181, data_time: 0.564, memory: 8335, top1_acc: 0.6313, top5_acc: 0.8443, loss_cls: 1.5353, loss: 1.5353, grad_norm: 5.5205, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0520, loss/aux0: 1.0520 2020-10-19 01:51:50,327 - mmaction - INFO - Epoch [17][260/792] lr: 7.500e-03, eta: 1 day, 14:45:28, time: 1.151, data_time: 0.567, memory: 8335, top1_acc: 0.6313, top5_acc: 0.8443, loss_cls: 1.5353, loss: 1.5353, grad_norm: 5.5159, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0461, loss/aux0: 1.0461 2020-10-19 01:52:31,254 - mmaction - INFO - Epoch [17][280/792] lr: 7.500e-03, eta: 1 day, 14:42:58, time: 1.051, data_time: 0.179, memory: 8335, top1_acc: 0.6187, top5_acc: 0.8359, loss_cls: 1.5173, loss: 1.5173, grad_norm: 5.4017, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0733, loss/aux0: 1.0733 2020-10-19 01:52:32,651 - mmaction - INFO - Epoch [17][280/792] lr: 7.500e-03, eta: 1 day, 14:44:40, time: 1.001, data_time: 0.182, memory: 8335, top1_acc: 0.6187, top5_acc: 0.8359, loss_cls: 1.5173, loss: 1.5173, grad_norm: 5.4159, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0750, loss/aux0: 1.0750 2020-10-19 01:53:12,373 - mmaction - INFO - Epoch [17][300/792] lr: 7.500e-03, eta: 1 day, 14:42:08, time: 1.033, data_time: 0.000, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8438, loss_cls: 1.4965, loss: 1.4965, grad_norm: 5.3069, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0429, loss/aux0: 1.0429 2020-10-19 01:53:13,891 - mmaction - INFO - Epoch [17][300/792] lr: 7.500e-03, eta: 1 day, 14:43:55, time: 1.045, data_time: 0.003, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8438, loss_cls: 1.4965, loss: 1.4965, grad_norm: 5.3028, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9156, loss_cls/aux0: 1.0345, loss/aux0: 1.0345 2020-10-19 01:53:53,295 - mmaction - INFO - Epoch [17][320/792] lr: 7.500e-03, eta: 1 day, 14:41:20, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8505, loss_cls: 1.4692, loss: 1.4692, grad_norm: 5.4891, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0769, loss/aux0: 1.0769 2020-10-19 01:53:54,254 - mmaction - INFO - Epoch [17][320/792] lr: 7.500e-03, eta: 1 day, 14:43:03, time: 1.014, data_time: 0.002, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8505, loss_cls: 1.4692, loss: 1.4692, grad_norm: 5.5026, top1_acc/aux0: 0.7083, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0833, loss/aux0: 1.0833 2020-10-19 01:54:34,846 - mmaction - INFO - Epoch [17][340/792] lr: 7.500e-03, eta: 1 day, 14:40:35, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8474, loss_cls: 1.4759, loss: 1.4759, grad_norm: 5.5257, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0879, loss/aux0: 1.0879 2020-10-19 01:54:35,682 - mmaction - INFO - Epoch [17][340/792] lr: 7.500e-03, eta: 1 day, 14:42:17, time: 0.996, data_time: 0.002, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8474, loss_cls: 1.4759, loss: 1.4759, grad_norm: 5.4259, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0908, loss/aux0: 1.0908 2020-10-19 01:55:18,888 - mmaction - INFO - Epoch [17][360/792] lr: 7.500e-03, eta: 1 day, 14:39:50, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8568, loss_cls: 1.4205, loss: 1.4205, grad_norm: 5.3154, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0271, loss/aux0: 1.0271 2020-10-19 01:55:21,860 - mmaction - INFO - Epoch [17][360/792] lr: 7.500e-03, eta: 1 day, 14:41:49, time: 1.174, data_time: 0.003, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8568, loss_cls: 1.4205, loss: 1.4205, grad_norm: 5.3414, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0259, loss/aux0: 1.0259 2020-10-19 01:56:04,614 - mmaction - INFO - Epoch [17][380/792] lr: 7.500e-03, eta: 1 day, 14:39:28, time: 1.132, data_time: 0.000, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8521, loss_cls: 1.4753, loss: 1.4753, grad_norm: 5.6050, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0812, loss/aux0: 1.0812 2020-10-19 01:56:07,053 - mmaction - INFO - Epoch [17][380/792] lr: 7.500e-03, eta: 1 day, 14:41:22, time: 1.117, data_time: 0.003, memory: 8335, top1_acc: 0.6146, top5_acc: 0.8521, loss_cls: 1.4753, loss: 1.4753, grad_norm: 5.5651, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0820, loss/aux0: 1.0820 2020-10-19 01:56:47,551 - mmaction - INFO - Epoch [17][400/792] lr: 7.500e-03, eta: 1 day, 14:39:05, time: 1.173, data_time: 0.154, memory: 8335, top1_acc: 0.6349, top5_acc: 0.8474, loss_cls: 1.4836, loss: 1.4836, grad_norm: 5.4055, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0477, loss/aux0: 1.0477 2020-10-19 01:56:48,195 - mmaction - INFO - Epoch [17][400/792] lr: 7.500e-03, eta: 1 day, 14:40:55, time: 1.086, data_time: 0.156, memory: 8335, top1_acc: 0.6349, top5_acc: 0.8474, loss_cls: 1.4836, loss: 1.4836, grad_norm: 5.4018, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0514, loss/aux0: 1.0514 2020-10-19 01:57:26,067 - mmaction - INFO - Epoch [17][420/792] lr: 7.500e-03, eta: 1 day, 14:38:28, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.6047, top5_acc: 0.8365, loss_cls: 1.5457, loss: 1.5457, grad_norm: 5.5876, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0976, loss/aux0: 1.0976 2020-10-19 01:57:28,272 - mmaction - INFO - Epoch [17][420/792] lr: 7.500e-03, eta: 1 day, 14:40:17, time: 1.078, data_time: 0.003, memory: 8335, top1_acc: 0.6047, top5_acc: 0.8365, loss_cls: 1.5457, loss: 1.5457, grad_norm: 5.5299, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0913, loss/aux0: 1.0913 2020-10-19 01:58:09,039 - mmaction - INFO - Epoch [17][440/792] lr: 7.500e-03, eta: 1 day, 14:37:44, time: 1.009, data_time: 0.000, memory: 8335, top1_acc: 0.6312, top5_acc: 0.8500, loss_cls: 1.4815, loss: 1.4815, grad_norm: 5.4798, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0584, loss/aux0: 1.0584 2020-10-19 01:58:09,622 - mmaction - INFO - Epoch [17][440/792] lr: 7.500e-03, eta: 1 day, 14:39:25, time: 0.996, data_time: 0.002, memory: 8335, top1_acc: 0.6312, top5_acc: 0.8500, loss_cls: 1.4815, loss: 1.4815, grad_norm: 5.4358, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0448, loss/aux0: 1.0448 2020-10-19 01:58:50,229 - mmaction - INFO - Epoch [17][460/792] lr: 7.500e-03, eta: 1 day, 14:36:49, time: 0.977, data_time: 0.000, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8594, loss_cls: 1.3847, loss: 1.3847, grad_norm: 5.3951, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0289, loss/aux0: 1.0289 2020-10-19 01:58:50,820 - mmaction - INFO - Epoch [17][460/792] lr: 7.500e-03, eta: 1 day, 14:38:27, time: 0.979, data_time: 0.002, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8594, loss_cls: 1.3847, loss: 1.3847, grad_norm: 5.4035, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0368, loss/aux0: 1.0368 2020-10-19 01:59:33,615 - mmaction - INFO - Epoch [17][480/792] lr: 7.500e-03, eta: 1 day, 14:36:09, time: 1.149, data_time: 0.000, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8432, loss_cls: 1.5079, loss: 1.5079, grad_norm: 5.3589, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0470, loss/aux0: 1.0470 2020-10-19 01:59:34,220 - mmaction - INFO - Epoch [17][480/792] lr: 7.500e-03, eta: 1 day, 14:38:03, time: 1.136, data_time: 0.002, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8432, loss_cls: 1.5079, loss: 1.5079, grad_norm: 5.4021, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0523, loss/aux0: 1.0523 2020-10-19 02:00:14,623 - mmaction - INFO - Epoch [17][500/792] lr: 7.500e-03, eta: 1 day, 14:35:34, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8547, loss_cls: 1.4207, loss: 1.4207, grad_norm: 5.5392, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9167, loss_cls/aux0: 1.0525, loss/aux0: 1.0525 2020-10-19 02:00:15,200 - mmaction - INFO - Epoch [17][500/792] lr: 7.500e-03, eta: 1 day, 14:37:19, time: 1.041, data_time: 0.001, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8547, loss_cls: 1.4207, loss: 1.4207, grad_norm: 5.5148, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9156, loss_cls/aux0: 1.0441, loss/aux0: 1.0441 2020-10-19 02:00:57,866 - mmaction - INFO - Epoch [17][520/792] lr: 7.500e-03, eta: 1 day, 14:34:59, time: 1.126, data_time: 0.000, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8443, loss_cls: 1.5006, loss: 1.5006, grad_norm: 5.4940, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0285, loss/aux0: 1.0285 2020-10-19 02:00:58,469 - mmaction - INFO - Epoch [17][520/792] lr: 7.500e-03, eta: 1 day, 14:36:51, time: 1.127, data_time: 0.003, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8443, loss_cls: 1.5006, loss: 1.5006, grad_norm: 5.4782, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0403, loss/aux0: 1.0403 2020-10-19 02:01:41,864 - mmaction - INFO - Epoch [17][540/792] lr: 7.500e-03, eta: 1 day, 14:34:28, time: 1.093, data_time: 0.284, memory: 8335, top1_acc: 0.6271, top5_acc: 0.8599, loss_cls: 1.4530, loss: 1.4530, grad_norm: 5.2694, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0126, loss/aux0: 1.0126 2020-10-19 02:01:43,931 - mmaction - INFO - Epoch [17][540/792] lr: 7.500e-03, eta: 1 day, 14:36:25, time: 1.168, data_time: 0.360, memory: 8335, top1_acc: 0.6271, top5_acc: 0.8599, loss_cls: 1.4530, loss: 1.4530, grad_norm: 5.2926, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9167, loss_cls/aux0: 1.0149, loss/aux0: 1.0149 2020-10-19 02:02:25,946 - mmaction - INFO - Epoch [17][560/792] lr: 7.500e-03, eta: 1 day, 14:34:04, time: 1.121, data_time: 0.000, memory: 8335, top1_acc: 0.6323, top5_acc: 0.8396, loss_cls: 1.4663, loss: 1.4663, grad_norm: 5.5120, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1046, loss/aux0: 1.1046 2020-10-19 02:02:26,526 - mmaction - INFO - Epoch [17][560/792] lr: 7.500e-03, eta: 1 day, 14:35:56, time: 1.121, data_time: 0.003, memory: 8335, top1_acc: 0.6323, top5_acc: 0.8396, loss_cls: 1.4663, loss: 1.4663, grad_norm: 5.5550, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.1115, loss/aux0: 1.1115 2020-10-19 02:03:09,098 - mmaction - INFO - Epoch [17][580/792] lr: 7.500e-03, eta: 1 day, 14:33:41, time: 1.169, data_time: 0.046, memory: 8335, top1_acc: 0.6438, top5_acc: 0.8531, loss_cls: 1.4054, loss: 1.4054, grad_norm: 5.1817, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0720, loss/aux0: 1.0720 2020-10-19 02:03:09,681 - mmaction - INFO - Epoch [17][580/792] lr: 7.500e-03, eta: 1 day, 14:35:28, time: 1.082, data_time: 0.049, memory: 8335, top1_acc: 0.6438, top5_acc: 0.8531, loss_cls: 1.4054, loss: 1.4054, grad_norm: 5.2297, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0707, loss/aux0: 1.0707 2020-10-19 02:03:53,119 - mmaction - INFO - Epoch [17][600/792] lr: 7.500e-03, eta: 1 day, 14:33:09, time: 1.129, data_time: 0.000, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8250, loss_cls: 1.6000, loss: 1.6000, grad_norm: 5.4791, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0490, loss/aux0: 1.0490 2020-10-19 02:03:53,727 - mmaction - INFO - Epoch [17][600/792] lr: 7.500e-03, eta: 1 day, 14:35:02, time: 1.131, data_time: 0.003, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8250, loss_cls: 1.6000, loss: 1.6000, grad_norm: 5.4118, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0395, loss/aux0: 1.0395 2020-10-19 02:04:31,115 - mmaction - INFO - Epoch [17][620/792] lr: 7.500e-03, eta: 1 day, 14:32:33, time: 1.034, data_time: 0.033, memory: 8335, top1_acc: 0.6203, top5_acc: 0.8505, loss_cls: 1.4640, loss: 1.4640, grad_norm: 5.3250, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0359, loss/aux0: 1.0359 2020-10-19 02:04:32,646 - mmaction - INFO - Epoch [17][620/792] lr: 7.500e-03, eta: 1 day, 14:34:11, time: 0.985, data_time: 0.002, memory: 8335, top1_acc: 0.6203, top5_acc: 0.8505, loss_cls: 1.4640, loss: 1.4640, grad_norm: 5.2895, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0380, loss/aux0: 1.0380 2020-10-19 02:05:13,019 - mmaction - INFO - Epoch [17][640/792] lr: 7.500e-03, eta: 1 day, 14:31:34, time: 0.945, data_time: 0.000, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8380, loss_cls: 1.4752, loss: 1.4752, grad_norm: 5.2822, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0182, loss/aux0: 1.0182 2020-10-19 02:05:15,084 - mmaction - INFO - Epoch [17][640/792] lr: 7.500e-03, eta: 1 day, 14:33:15, time: 1.020, data_time: 0.003, memory: 8335, top1_acc: 0.6193, top5_acc: 0.8380, loss_cls: 1.4752, loss: 1.4752, grad_norm: 5.2943, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0160, loss/aux0: 1.0160 2020-10-19 02:05:57,293 - mmaction - INFO - Epoch [17][660/792] lr: 7.500e-03, eta: 1 day, 14:31:02, time: 1.192, data_time: 0.001, memory: 8335, top1_acc: 0.6302, top5_acc: 0.8568, loss_cls: 1.4350, loss: 1.4350, grad_norm: 5.5137, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0891, loss/aux0: 1.0891 2020-10-19 02:05:58,624 - mmaction - INFO - Epoch [17][660/792] lr: 7.500e-03, eta: 1 day, 14:32:55, time: 1.142, data_time: 0.005, memory: 8335, top1_acc: 0.6302, top5_acc: 0.8568, loss_cls: 1.4350, loss: 1.4350, grad_norm: 5.4804, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0956, loss/aux0: 1.0956 2020-10-19 02:06:37,526 - mmaction - INFO - Epoch [17][680/792] lr: 7.500e-03, eta: 1 day, 14:30:28, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8365, loss_cls: 1.4873, loss: 1.4873, grad_norm: 5.6056, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0558, loss/aux0: 1.0558 2020-10-19 02:06:41,697 - mmaction - INFO - Epoch [17][680/792] lr: 7.500e-03, eta: 1 day, 14:32:18, time: 1.118, data_time: 0.003, memory: 8335, top1_acc: 0.6229, top5_acc: 0.8365, loss_cls: 1.4873, loss: 1.4873, grad_norm: 5.5856, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0471, loss/aux0: 1.0471 2020-10-19 02:07:20,164 - mmaction - INFO - Epoch [17][700/792] lr: 7.500e-03, eta: 1 day, 14:29:50, time: 1.033, data_time: 0.000, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8406, loss_cls: 1.4894, loss: 1.4894, grad_norm: 5.4066, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0359, loss/aux0: 1.0359 2020-10-19 02:07:22,325 - mmaction - INFO - Epoch [17][700/792] lr: 7.500e-03, eta: 1 day, 14:31:26, time: 0.975, data_time: 0.002, memory: 8335, top1_acc: 0.6182, top5_acc: 0.8406, loss_cls: 1.4894, loss: 1.4894, grad_norm: 5.4574, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0291, loss/aux0: 1.0291 2020-10-19 02:08:00,523 - mmaction - INFO - Epoch [17][720/792] lr: 7.500e-03, eta: 1 day, 14:28:53, time: 0.978, data_time: 0.000, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8474, loss_cls: 1.4819, loss: 1.4819, grad_norm: 5.5387, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0561, loss/aux0: 1.0561 2020-10-19 02:08:02,579 - mmaction - INFO - Epoch [17][720/792] lr: 7.500e-03, eta: 1 day, 14:30:33, time: 1.017, data_time: 0.002, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8474, loss_cls: 1.4819, loss: 1.4819, grad_norm: 5.5008, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0669, loss/aux0: 1.0669 2020-10-19 02:08:41,081 - mmaction - INFO - Epoch [17][740/792] lr: 7.500e-03, eta: 1 day, 14:28:03, time: 1.011, data_time: 0.050, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8349, loss_cls: 1.5745, loss: 1.5745, grad_norm: 5.4914, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0703, loss/aux0: 1.0703 2020-10-19 02:08:43,453 - mmaction - INFO - Epoch [17][740/792] lr: 7.500e-03, eta: 1 day, 14:29:42, time: 1.005, data_time: 0.053, memory: 8335, top1_acc: 0.6010, top5_acc: 0.8349, loss_cls: 1.5745, loss: 1.5745, grad_norm: 5.4758, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0735, loss/aux0: 1.0735 2020-10-19 02:09:23,537 - mmaction - INFO - Epoch [17][760/792] lr: 7.500e-03, eta: 1 day, 14:27:21, time: 1.104, data_time: 0.000, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8349, loss_cls: 1.5388, loss: 1.5388, grad_norm: 5.4097, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0285, loss/aux0: 1.0285 2020-10-19 02:09:24,124 - mmaction - INFO - Epoch [17][760/792] lr: 7.500e-03, eta: 1 day, 14:29:05, time: 1.054, data_time: 0.003, memory: 8335, top1_acc: 0.6167, top5_acc: 0.8349, loss_cls: 1.5388, loss: 1.5388, grad_norm: 5.3338, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0149, loss/aux0: 1.0149 2020-10-19 02:10:06,134 - mmaction - INFO - Epoch [17][780/792] lr: 7.500e-03, eta: 1 day, 14:26:38, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.6271, top5_acc: 0.8458, loss_cls: 1.4569, loss: 1.4569, grad_norm: 5.5873, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9167, loss_cls/aux0: 1.0601, loss/aux0: 1.0601 2020-10-19 02:10:07,816 - mmaction - INFO - Epoch [17][780/792] lr: 7.500e-03, eta: 1 day, 14:28:24, time: 1.088, data_time: 0.057, memory: 8335, top1_acc: 0.6271, top5_acc: 0.8458, loss_cls: 1.4569, loss: 1.4569, grad_norm: 5.5047, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0667, loss/aux0: 1.0667 2020-10-19 02:10:34,727 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-10-19 02:13:47,893 - mmaction - INFO - Epoch [18][20/792] lr: 7.500e-03, eta: 1 day, 14:23:33, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8583, loss_cls: 1.4185, loss: 1.4185, grad_norm: 5.3954, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9095, loss_cls/aux0: 1.0486, loss/aux0: 1.0486 2020-10-19 02:13:48,542 - mmaction - INFO - Epoch [18][20/792] lr: 7.500e-03, eta: 1 day, 14:25:19, time: 1.086, data_time: 0.007, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8583, loss_cls: 1.4185, loss: 1.4185, grad_norm: 5.3691, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0498, loss/aux0: 1.0498 2020-10-19 02:14:27,902 - mmaction - INFO - Epoch [18][40/792] lr: 7.500e-03, eta: 1 day, 14:22:48, time: 0.984, data_time: 0.000, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8562, loss_cls: 1.3678, loss: 1.3678, grad_norm: 5.2549, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0553, loss/aux0: 1.0553 2020-10-19 02:14:29,223 - mmaction - INFO - Epoch [18][40/792] lr: 7.500e-03, eta: 1 day, 14:24:27, time: 1.021, data_time: 0.002, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8562, loss_cls: 1.3678, loss: 1.3678, grad_norm: 5.3179, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0620, loss/aux0: 1.0620 2020-10-19 02:15:08,860 - mmaction - INFO - Epoch [18][60/792] lr: 7.500e-03, eta: 1 day, 14:22:02, time: 1.042, data_time: 0.109, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8391, loss_cls: 1.4845, loss: 1.4845, grad_norm: 5.4301, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0272, loss/aux0: 1.0272 2020-10-19 02:15:11,546 - mmaction - INFO - Epoch [18][60/792] lr: 7.500e-03, eta: 1 day, 14:23:50, time: 1.120, data_time: 0.084, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8391, loss_cls: 1.4845, loss: 1.4845, grad_norm: 5.4874, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0468, loss/aux0: 1.0468 2020-10-19 02:15:48,646 - mmaction - INFO - Epoch [18][80/792] lr: 7.500e-03, eta: 1 day, 14:21:16, time: 0.947, data_time: 0.204, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8458, loss_cls: 1.4692, loss: 1.4692, grad_norm: 5.5226, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0938, loss/aux0: 1.0938 2020-10-19 02:15:50,956 - mmaction - INFO - Epoch [18][80/792] lr: 7.500e-03, eta: 1 day, 14:22:52, time: 0.990, data_time: 0.292, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8458, loss_cls: 1.4692, loss: 1.4692, grad_norm: 5.5425, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0715, loss/aux0: 1.0715 2020-10-19 02:16:31,307 - mmaction - INFO - Epoch [18][100/792] lr: 7.500e-03, eta: 1 day, 14:20:18, time: 0.949, data_time: 0.254, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8672, loss_cls: 1.3425, loss: 1.3425, grad_norm: 5.1532, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0809, loss/aux0: 1.0809 2020-10-19 02:16:32,589 - mmaction - INFO - Epoch [18][100/792] lr: 7.500e-03, eta: 1 day, 14:21:53, time: 0.984, data_time: 0.289, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8672, loss_cls: 1.3425, loss: 1.3425, grad_norm: 5.2299, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0875, loss/aux0: 1.0875 2020-10-19 02:17:14,061 - mmaction - INFO - Epoch [18][120/792] lr: 7.500e-03, eta: 1 day, 14:19:32, time: 1.073, data_time: 0.459, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8615, loss_cls: 1.3827, loss: 1.3827, grad_norm: 5.2971, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0481, loss/aux0: 1.0481 2020-10-19 02:17:15,417 - mmaction - INFO - Epoch [18][120/792] lr: 7.500e-03, eta: 1 day, 14:21:10, time: 1.014, data_time: 0.402, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8615, loss_cls: 1.3827, loss: 1.3827, grad_norm: 5.3020, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0278, loss/aux0: 1.0278 2020-10-19 02:17:55,218 - mmaction - INFO - Epoch [18][140/792] lr: 7.500e-03, eta: 1 day, 14:18:44, time: 1.032, data_time: 0.463, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8521, loss_cls: 1.4031, loss: 1.4031, grad_norm: 5.4716, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0564, loss/aux0: 1.0564 2020-10-19 02:17:57,641 - mmaction - INFO - Epoch [18][140/792] lr: 7.500e-03, eta: 1 day, 14:20:25, time: 1.049, data_time: 0.480, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8521, loss_cls: 1.4031, loss: 1.4031, grad_norm: 5.4733, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0656, loss/aux0: 1.0656 2020-10-19 02:18:36,768 - mmaction - INFO - Epoch [18][160/792] lr: 7.500e-03, eta: 1 day, 14:17:55, time: 0.977, data_time: 0.285, memory: 8335, top1_acc: 0.6187, top5_acc: 0.8438, loss_cls: 1.4972, loss: 1.4972, grad_norm: 5.7327, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0571, loss/aux0: 1.0571 2020-10-19 02:18:38,631 - mmaction - INFO - Epoch [18][160/792] lr: 7.500e-03, eta: 1 day, 14:19:31, time: 0.999, data_time: 0.307, memory: 8335, top1_acc: 0.6187, top5_acc: 0.8438, loss_cls: 1.4972, loss: 1.4972, grad_norm: 5.7818, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0634, loss/aux0: 1.0634 2020-10-19 02:19:17,609 - mmaction - INFO - Epoch [18][180/792] lr: 7.500e-03, eta: 1 day, 14:16:54, time: 0.904, data_time: 0.038, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8516, loss_cls: 1.4541, loss: 1.4541, grad_norm: 5.3132, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0426, loss/aux0: 1.0426 2020-10-19 02:19:18,934 - mmaction - INFO - Epoch [18][180/792] lr: 7.500e-03, eta: 1 day, 14:18:24, time: 0.942, data_time: 0.077, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8516, loss_cls: 1.4541, loss: 1.4541, grad_norm: 5.3221, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9177, loss_cls/aux0: 1.0424, loss/aux0: 1.0424 2020-10-19 02:19:59,177 - mmaction - INFO - Epoch [18][200/792] lr: 7.500e-03, eta: 1 day, 14:15:56, time: 1.004, data_time: 0.050, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8500, loss_cls: 1.4480, loss: 1.4480, grad_norm: 5.4034, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0376, loss/aux0: 1.0376 2020-10-19 02:20:01,640 - mmaction - INFO - Epoch [18][200/792] lr: 7.500e-03, eta: 1 day, 14:17:38, time: 1.062, data_time: 0.051, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8500, loss_cls: 1.4480, loss: 1.4480, grad_norm: 5.3960, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0474, loss/aux0: 1.0474 2020-10-19 02:20:42,395 - mmaction - INFO - Epoch [18][220/792] lr: 7.500e-03, eta: 1 day, 14:15:15, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8385, loss_cls: 1.4681, loss: 1.4681, grad_norm: 5.2403, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0554, loss/aux0: 1.0554 2020-10-19 02:20:45,170 - mmaction - INFO - Epoch [18][220/792] lr: 7.500e-03, eta: 1 day, 14:16:58, time: 1.082, data_time: 0.003, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8385, loss_cls: 1.4681, loss: 1.4681, grad_norm: 5.2443, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0355, loss/aux0: 1.0355 2020-10-19 02:21:22,895 - mmaction - INFO - Epoch [18][240/792] lr: 7.500e-03, eta: 1 day, 14:14:31, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8474, loss_cls: 1.4503, loss: 1.4503, grad_norm: 5.4667, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0547, loss/aux0: 1.0547 2020-10-19 02:21:26,478 - mmaction - INFO - Epoch [18][240/792] lr: 7.500e-03, eta: 1 day, 14:16:15, time: 1.080, data_time: 0.002, memory: 8335, top1_acc: 0.6328, top5_acc: 0.8474, loss_cls: 1.4503, loss: 1.4503, grad_norm: 5.4526, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0519, loss/aux0: 1.0519 2020-10-19 02:22:07,551 - mmaction - INFO - Epoch [18][260/792] lr: 7.500e-03, eta: 1 day, 14:13:57, time: 1.102, data_time: 0.000, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8505, loss_cls: 1.4202, loss: 1.4202, grad_norm: 5.3000, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9973, loss/aux0: 0.9973 2020-10-19 02:22:08,140 - mmaction - INFO - Epoch [18][260/792] lr: 7.500e-03, eta: 1 day, 14:15:42, time: 1.101, data_time: 0.001, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8505, loss_cls: 1.4202, loss: 1.4202, grad_norm: 5.3138, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9992, loss/aux0: 0.9992 2020-10-19 02:22:48,973 - mmaction - INFO - Epoch [18][280/792] lr: 7.500e-03, eta: 1 day, 14:13:11, time: 0.956, data_time: 0.000, memory: 8335, top1_acc: 0.6323, top5_acc: 0.8547, loss_cls: 1.4410, loss: 1.4410, grad_norm: 5.4515, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.1209, loss/aux0: 1.1209 2020-10-19 02:22:50,681 - mmaction - INFO - Epoch [18][280/792] lr: 7.500e-03, eta: 1 day, 14:14:47, time: 1.013, data_time: 0.002, memory: 8335, top1_acc: 0.6323, top5_acc: 0.8547, loss_cls: 1.4410, loss: 1.4410, grad_norm: 5.4055, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.1165, loss/aux0: 1.1165 2020-10-19 02:23:28,831 - mmaction - INFO - Epoch [18][300/792] lr: 7.500e-03, eta: 1 day, 14:12:19, time: 0.992, data_time: 0.000, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8411, loss_cls: 1.4940, loss: 1.4940, grad_norm: 5.4216, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9918, loss/aux0: 0.9918 2020-10-19 02:23:31,374 - mmaction - INFO - Epoch [18][300/792] lr: 7.500e-03, eta: 1 day, 14:13:59, time: 1.042, data_time: 0.002, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8411, loss_cls: 1.4940, loss: 1.4940, grad_norm: 5.4377, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9224, loss_cls/aux0: 1.0016, loss/aux0: 1.0016 2020-10-19 02:24:11,633 - mmaction - INFO - Epoch [18][320/792] lr: 7.500e-03, eta: 1 day, 14:11:40, time: 1.086, data_time: 0.018, memory: 8335, top1_acc: 0.6188, top5_acc: 0.8422, loss_cls: 1.5066, loss: 1.5066, grad_norm: 5.5233, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0553, loss/aux0: 1.0553 2020-10-19 02:24:13,146 - mmaction - INFO - Epoch [18][320/792] lr: 7.500e-03, eta: 1 day, 14:13:22, time: 1.074, data_time: 0.020, memory: 8335, top1_acc: 0.6188, top5_acc: 0.8422, loss_cls: 1.5066, loss: 1.5066, grad_norm: 5.5439, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0454, loss/aux0: 1.0454 2020-10-19 02:24:54,878 - mmaction - INFO - Epoch [18][340/792] lr: 7.500e-03, eta: 1 day, 14:11:08, time: 1.132, data_time: 0.000, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8589, loss_cls: 1.4261, loss: 1.4261, grad_norm: 5.4913, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9526, loss/aux0: 0.9526 2020-10-19 02:24:55,472 - mmaction - INFO - Epoch [18][340/792] lr: 7.500e-03, eta: 1 day, 14:12:49, time: 1.071, data_time: 0.002, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8589, loss_cls: 1.4261, loss: 1.4261, grad_norm: 5.5204, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9672, loss/aux0: 0.9672 2020-10-19 02:25:35,641 - mmaction - INFO - Epoch [18][360/792] lr: 7.500e-03, eta: 1 day, 14:10:24, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8526, loss_cls: 1.3600, loss: 1.3600, grad_norm: 5.1661, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0246, loss/aux0: 1.0246 2020-10-19 02:25:36,331 - mmaction - INFO - Epoch [18][360/792] lr: 7.500e-03, eta: 1 day, 14:11:54, time: 0.962, data_time: 0.003, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8526, loss_cls: 1.3600, loss: 1.3600, grad_norm: 5.1437, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0107, loss/aux0: 1.0107 2020-10-19 02:26:15,787 - mmaction - INFO - Epoch [18][380/792] lr: 7.500e-03, eta: 1 day, 14:09:28, time: 1.003, data_time: 0.048, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8458, loss_cls: 1.4540, loss: 1.4540, grad_norm: 5.7768, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9967, loss/aux0: 0.9967 2020-10-19 02:26:18,369 - mmaction - INFO - Epoch [18][380/792] lr: 7.500e-03, eta: 1 day, 14:11:11, time: 1.089, data_time: 0.051, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8458, loss_cls: 1.4540, loss: 1.4540, grad_norm: 5.7144, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9977, loss/aux0: 0.9977 2020-10-19 02:26:59,152 - mmaction - INFO - Epoch [18][400/792] lr: 7.500e-03, eta: 1 day, 14:08:44, time: 0.984, data_time: 0.043, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8344, loss_cls: 1.5661, loss: 1.5661, grad_norm: 5.5428, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9902, loss/aux0: 0.9902 2020-10-19 02:27:00,869 - mmaction - INFO - Epoch [18][400/792] lr: 7.500e-03, eta: 1 day, 14:10:14, time: 0.953, data_time: 0.045, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8344, loss_cls: 1.5661, loss: 1.5661, grad_norm: 5.5416, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9911, loss/aux0: 0.9911 2020-10-19 02:27:42,878 - mmaction - INFO - Epoch [18][420/792] lr: 7.500e-03, eta: 1 day, 14:07:59, time: 1.118, data_time: 0.395, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8573, loss_cls: 1.4393, loss: 1.4393, grad_norm: 5.5412, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0819, loss/aux0: 1.0819 2020-10-19 02:27:43,475 - mmaction - INFO - Epoch [18][420/792] lr: 7.500e-03, eta: 1 day, 14:09:37, time: 1.043, data_time: 0.397, memory: 8335, top1_acc: 0.6219, top5_acc: 0.8573, loss_cls: 1.4393, loss: 1.4393, grad_norm: 5.5585, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0876, loss/aux0: 1.0876 2020-10-19 02:28:24,375 - mmaction - INFO - Epoch [18][440/792] lr: 7.500e-03, eta: 1 day, 14:07:22, time: 1.111, data_time: 0.024, memory: 8335, top1_acc: 0.6464, top5_acc: 0.8536, loss_cls: 1.4215, loss: 1.4215, grad_norm: 5.2885, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0820, loss/aux0: 1.0820 2020-10-19 02:28:26,922 - mmaction - INFO - Epoch [18][440/792] lr: 7.500e-03, eta: 1 day, 14:08:58, time: 1.032, data_time: 0.026, memory: 8335, top1_acc: 0.6464, top5_acc: 0.8536, loss_cls: 1.4215, loss: 1.4215, grad_norm: 5.2349, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0781, loss/aux0: 1.0781 2020-10-19 02:29:05,373 - mmaction - INFO - Epoch [18][460/792] lr: 7.500e-03, eta: 1 day, 14:06:31, time: 0.982, data_time: 0.150, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8427, loss_cls: 1.4654, loss: 1.4654, grad_norm: 5.4485, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0209, loss/aux0: 1.0209 2020-10-19 02:29:07,360 - mmaction - INFO - Epoch [18][460/792] lr: 7.500e-03, eta: 1 day, 14:08:07, time: 1.019, data_time: 0.153, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8427, loss_cls: 1.4654, loss: 1.4654, grad_norm: 5.4383, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0166, loss/aux0: 1.0166 2020-10-19 02:29:48,883 - mmaction - INFO - Epoch [18][480/792] lr: 7.500e-03, eta: 1 day, 14:05:44, time: 1.026, data_time: 0.443, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8443, loss_cls: 1.4838, loss: 1.4838, grad_norm: 5.5617, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0620, loss/aux0: 1.0620 2020-10-19 02:29:49,470 - mmaction - INFO - Epoch [18][480/792] lr: 7.500e-03, eta: 1 day, 14:07:20, time: 1.026, data_time: 0.446, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8443, loss_cls: 1.4838, loss: 1.4838, grad_norm: 5.5476, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0657, loss/aux0: 1.0657 2020-10-19 02:30:31,291 - mmaction - INFO - Epoch [18][500/792] lr: 7.500e-03, eta: 1 day, 14:04:47, time: 0.917, data_time: 0.331, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8370, loss_cls: 1.4669, loss: 1.4669, grad_norm: 5.2184, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9982, loss/aux0: 0.9982 2020-10-19 02:30:31,944 - mmaction - INFO - Epoch [18][500/792] lr: 7.500e-03, eta: 1 day, 14:06:13, time: 0.921, data_time: 0.333, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8370, loss_cls: 1.4669, loss: 1.4669, grad_norm: 5.1989, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0193, loss/aux0: 1.0193 2020-10-19 02:31:14,755 - mmaction - INFO - Epoch [18][520/792] lr: 7.500e-03, eta: 1 day, 14:03:58, time: 1.106, data_time: 0.310, memory: 8335, top1_acc: 0.6062, top5_acc: 0.8490, loss_cls: 1.5330, loss: 1.5330, grad_norm: 5.5543, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.1154, loss/aux0: 1.1154 2020-10-19 02:31:15,724 - mmaction - INFO - Epoch [18][520/792] lr: 7.500e-03, eta: 1 day, 14:05:39, time: 1.081, data_time: 0.312, memory: 8335, top1_acc: 0.6062, top5_acc: 0.8490, loss_cls: 1.5330, loss: 1.5330, grad_norm: 5.5412, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0874, loss/aux0: 1.0874 2020-10-19 02:31:56,430 - mmaction - INFO - Epoch [18][540/792] lr: 7.500e-03, eta: 1 day, 14:03:21, time: 1.072, data_time: 0.012, memory: 8335, top1_acc: 0.6062, top5_acc: 0.8391, loss_cls: 1.5302, loss: 1.5302, grad_norm: 5.3908, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9884, loss/aux0: 0.9884 2020-10-19 02:31:58,871 - mmaction - INFO - Epoch [18][540/792] lr: 7.500e-03, eta: 1 day, 14:05:02, time: 1.087, data_time: 0.014, memory: 8335, top1_acc: 0.6062, top5_acc: 0.8391, loss_cls: 1.5302, loss: 1.5302, grad_norm: 5.3979, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0031, loss/aux0: 1.0031 2020-10-19 02:32:42,425 - mmaction - INFO - Epoch [18][560/792] lr: 7.500e-03, eta: 1 day, 14:02:51, time: 1.150, data_time: 0.000, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8479, loss_cls: 1.5067, loss: 1.5067, grad_norm: 5.5836, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0638, loss/aux0: 1.0638 2020-10-19 02:32:43,054 - mmaction - INFO - Epoch [18][560/792] lr: 7.500e-03, eta: 1 day, 14:04:27, time: 1.026, data_time: 0.003, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8479, loss_cls: 1.5067, loss: 1.5067, grad_norm: 5.5023, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0542, loss/aux0: 1.0542 2020-10-19 02:33:21,413 - mmaction - INFO - Epoch [18][580/792] lr: 7.500e-03, eta: 1 day, 14:02:00, time: 0.974, data_time: 0.000, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8490, loss_cls: 1.4426, loss: 1.4426, grad_norm: 5.2608, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0263, loss/aux0: 1.0263 2020-10-19 02:33:22,756 - mmaction - INFO - Epoch [18][580/792] lr: 7.500e-03, eta: 1 day, 14:03:28, time: 0.946, data_time: 0.026, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8490, loss_cls: 1.4426, loss: 1.4426, grad_norm: 5.2402, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9156, loss_cls/aux0: 1.0214, loss/aux0: 1.0214 2020-10-19 02:34:03,100 - mmaction - INFO - Epoch [18][600/792] lr: 7.500e-03, eta: 1 day, 14:00:56, time: 0.923, data_time: 0.349, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8339, loss_cls: 1.5048, loss: 1.5048, grad_norm: 5.4224, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0631, loss/aux0: 1.0631 2020-10-19 02:34:03,827 - mmaction - INFO - Epoch [18][600/792] lr: 7.500e-03, eta: 1 day, 14:02:23, time: 0.930, data_time: 0.350, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8339, loss_cls: 1.5048, loss: 1.5048, grad_norm: 5.4225, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0848, loss/aux0: 1.0848 2020-10-19 02:34:44,579 - mmaction - INFO - Epoch [18][620/792] lr: 7.500e-03, eta: 1 day, 13:59:57, time: 0.985, data_time: 0.189, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8344, loss_cls: 1.4911, loss: 1.4911, grad_norm: 5.5427, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9987, loss/aux0: 0.9987 2020-10-19 02:34:45,180 - mmaction - INFO - Epoch [18][620/792] lr: 7.500e-03, eta: 1 day, 14:01:28, time: 0.987, data_time: 0.192, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8344, loss_cls: 1.4911, loss: 1.4911, grad_norm: 5.5401, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9957, loss/aux0: 0.9957 2020-10-19 02:35:26,632 - mmaction - INFO - Epoch [18][640/792] lr: 7.500e-03, eta: 1 day, 13:59:05, time: 1.001, data_time: 0.013, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8521, loss_cls: 1.4450, loss: 1.4450, grad_norm: 5.4228, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0764, loss/aux0: 1.0764 2020-10-19 02:35:28,920 - mmaction - INFO - Epoch [18][640/792] lr: 7.500e-03, eta: 1 day, 14:00:45, time: 1.087, data_time: 0.017, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8521, loss_cls: 1.4450, loss: 1.4450, grad_norm: 5.4417, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0861, loss/aux0: 1.0861 2020-10-19 02:36:08,472 - mmaction - INFO - Epoch [18][660/792] lr: 7.500e-03, eta: 1 day, 13:58:22, time: 1.001, data_time: 0.277, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8719, loss_cls: 1.3347, loss: 1.3347, grad_norm: 5.1731, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.9458, loss/aux0: 0.9458 2020-10-19 02:36:11,062 - mmaction - INFO - Epoch [18][660/792] lr: 7.500e-03, eta: 1 day, 14:00:01, time: 1.083, data_time: 0.308, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8719, loss_cls: 1.3347, loss: 1.3347, grad_norm: 5.1996, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.9275, loss/aux0: 0.9275 2020-10-19 02:36:50,421 - mmaction - INFO - Epoch [18][680/792] lr: 7.500e-03, eta: 1 day, 13:57:47, time: 1.094, data_time: 0.229, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8427, loss_cls: 1.5009, loss: 1.5009, grad_norm: 5.4032, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0718, loss/aux0: 1.0718 2020-10-19 02:36:51,181 - mmaction - INFO - Epoch [18][680/792] lr: 7.500e-03, eta: 1 day, 13:59:19, time: 1.008, data_time: 0.201, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8427, loss_cls: 1.5009, loss: 1.5009, grad_norm: 5.3834, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0605, loss/aux0: 1.0605 2020-10-19 02:37:34,145 - mmaction - INFO - Epoch [18][700/792] lr: 7.500e-03, eta: 1 day, 13:56:56, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8656, loss_cls: 1.3948, loss: 1.3948, grad_norm: 5.4910, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9913, loss/aux0: 0.9913 2020-10-19 02:37:34,773 - mmaction - INFO - Epoch [18][700/792] lr: 7.500e-03, eta: 1 day, 13:58:28, time: 1.004, data_time: 0.004, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8656, loss_cls: 1.3948, loss: 1.3948, grad_norm: 5.4782, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9208, loss_cls/aux0: 1.0031, loss/aux0: 1.0031 2020-10-19 02:38:19,429 - mmaction - INFO - Epoch [18][720/792] lr: 7.500e-03, eta: 1 day, 13:56:18, time: 1.140, data_time: 0.000, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8495, loss_cls: 1.3977, loss: 1.3977, grad_norm: 5.2926, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0834, loss/aux0: 1.0834 2020-10-19 02:38:20,028 - mmaction - INFO - Epoch [18][720/792] lr: 7.500e-03, eta: 1 day, 13:58:03, time: 1.144, data_time: 0.005, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8495, loss_cls: 1.3977, loss: 1.3977, grad_norm: 5.3040, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0786, loss/aux0: 1.0786 2020-10-19 02:39:00,458 - mmaction - INFO - Epoch [18][740/792] lr: 7.500e-03, eta: 1 day, 13:55:47, time: 1.075, data_time: 0.000, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8646, loss_cls: 1.3780, loss: 1.3780, grad_norm: 5.3424, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9582, loss/aux0: 0.9582 2020-10-19 02:39:01,057 - mmaction - INFO - Epoch [18][740/792] lr: 7.500e-03, eta: 1 day, 13:57:25, time: 1.075, data_time: 0.002, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8646, loss_cls: 1.3780, loss: 1.3780, grad_norm: 5.3271, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9569, loss/aux0: 0.9569 2020-10-19 02:39:42,801 - mmaction - INFO - Epoch [18][760/792] lr: 7.500e-03, eta: 1 day, 13:55:05, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8490, loss_cls: 1.4858, loss: 1.4858, grad_norm: 5.4920, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0412, loss/aux0: 1.0412 2020-10-19 02:39:43,401 - mmaction - INFO - Epoch [18][760/792] lr: 7.500e-03, eta: 1 day, 13:56:39, time: 1.028, data_time: 0.003, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8490, loss_cls: 1.4858, loss: 1.4858, grad_norm: 5.4945, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0446, loss/aux0: 1.0446 2020-10-19 02:40:22,450 - mmaction - INFO - Epoch [18][780/792] lr: 7.500e-03, eta: 1 day, 13:54:12, time: 0.953, data_time: 0.000, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8484, loss_cls: 1.4619, loss: 1.4619, grad_norm: 5.6145, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0911, loss/aux0: 1.0911 2020-10-19 02:40:25,504 - mmaction - INFO - Epoch [18][780/792] lr: 7.500e-03, eta: 1 day, 13:55:50, time: 1.074, data_time: 0.031, memory: 8335, top1_acc: 0.6198, top5_acc: 0.8484, loss_cls: 1.4619, loss: 1.4619, grad_norm: 5.5870, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0892, loss/aux0: 1.0892 2020-10-19 02:40:52,825 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-10-19 02:43:58,753 - mmaction - INFO - Epoch [19][20/792] lr: 7.500e-03, eta: 1 day, 13:51:11, time: 1.033, data_time: 0.009, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8594, loss_cls: 1.3974, loss: 1.3974, grad_norm: 5.3194, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0265, loss/aux0: 1.0265 2020-10-19 02:43:59,353 - mmaction - INFO - Epoch [19][20/792] lr: 7.500e-03, eta: 1 day, 13:52:37, time: 0.953, data_time: 0.013, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8594, loss_cls: 1.3974, loss: 1.3974, grad_norm: 5.2925, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0298, loss/aux0: 1.0298 2020-10-19 02:44:42,096 - mmaction - INFO - Epoch [19][40/792] lr: 7.500e-03, eta: 1 day, 13:50:26, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8500, loss_cls: 1.4471, loss: 1.4471, grad_norm: 5.7147, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0490, loss/aux0: 1.0490 2020-10-19 02:44:42,691 - mmaction - INFO - Epoch [19][40/792] lr: 7.500e-03, eta: 1 day, 13:52:07, time: 1.116, data_time: 0.001, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8500, loss_cls: 1.4471, loss: 1.4471, grad_norm: 5.6095, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0403, loss/aux0: 1.0403 2020-10-19 02:45:22,730 - mmaction - INFO - Epoch [19][60/792] lr: 7.500e-03, eta: 1 day, 13:49:48, time: 1.024, data_time: 0.007, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8432, loss_cls: 1.4827, loss: 1.4827, grad_norm: 5.6538, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0599, loss/aux0: 1.0599 2020-10-19 02:45:23,326 - mmaction - INFO - Epoch [19][60/792] lr: 7.500e-03, eta: 1 day, 13:51:21, time: 1.024, data_time: 0.009, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8432, loss_cls: 1.4827, loss: 1.4827, grad_norm: 5.6681, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0742, loss/aux0: 1.0742 2020-10-19 02:46:08,016 - mmaction - INFO - Epoch [19][80/792] lr: 7.500e-03, eta: 1 day, 13:49:17, time: 1.202, data_time: 0.000, memory: 8335, top1_acc: 0.6255, top5_acc: 0.8484, loss_cls: 1.4727, loss: 1.4727, grad_norm: 5.1601, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0612, loss/aux0: 1.0612 2020-10-19 02:46:08,643 - mmaction - INFO - Epoch [19][80/792] lr: 7.500e-03, eta: 1 day, 13:51:07, time: 1.206, data_time: 0.004, memory: 8335, top1_acc: 0.6255, top5_acc: 0.8484, loss_cls: 1.4727, loss: 1.4727, grad_norm: 5.1257, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0522, loss/aux0: 1.0522 2020-10-19 02:46:50,605 - mmaction - INFO - Epoch [19][100/792] lr: 7.500e-03, eta: 1 day, 13:48:51, time: 1.070, data_time: 0.000, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8474, loss_cls: 1.4565, loss: 1.4565, grad_norm: 5.4522, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0322, loss/aux0: 1.0322 2020-10-19 02:46:51,209 - mmaction - INFO - Epoch [19][100/792] lr: 7.500e-03, eta: 1 day, 13:50:28, time: 1.071, data_time: 0.002, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8474, loss_cls: 1.4565, loss: 1.4565, grad_norm: 5.4793, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0253, loss/aux0: 1.0253 2020-10-19 02:47:32,884 - mmaction - INFO - Epoch [19][120/792] lr: 7.500e-03, eta: 1 day, 13:48:18, time: 1.129, data_time: 0.000, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8677, loss_cls: 1.3120, loss: 1.3120, grad_norm: 5.1096, top1_acc/aux0: 0.7313, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0397, loss/aux0: 1.0397 2020-10-19 02:47:33,705 - mmaction - INFO - Epoch [19][120/792] lr: 7.500e-03, eta: 1 day, 13:50:01, time: 1.140, data_time: 0.003, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8677, loss_cls: 1.3120, loss: 1.3120, grad_norm: 5.1376, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0548, loss/aux0: 1.0548 2020-10-19 02:48:14,891 - mmaction - INFO - Epoch [19][140/792] lr: 7.500e-03, eta: 1 day, 13:47:43, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8594, loss_cls: 1.3885, loss: 1.3885, grad_norm: 5.2231, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9187, loss_cls/aux0: 1.0119, loss/aux0: 1.0119 2020-10-19 02:48:17,019 - mmaction - INFO - Epoch [19][140/792] lr: 7.500e-03, eta: 1 day, 13:49:16, time: 1.030, data_time: 0.004, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8594, loss_cls: 1.3885, loss: 1.3885, grad_norm: 5.2217, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9214, loss_cls/aux0: 1.0068, loss/aux0: 1.0068 2020-10-19 02:48:55,903 - mmaction - INFO - Epoch [19][160/792] lr: 7.500e-03, eta: 1 day, 13:46:58, time: 1.033, data_time: 0.067, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8464, loss_cls: 1.4412, loss: 1.4412, grad_norm: 5.4306, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0225, loss/aux0: 1.0225 2020-10-19 02:48:57,686 - mmaction - INFO - Epoch [19][160/792] lr: 7.500e-03, eta: 1 day, 13:48:28, time: 0.997, data_time: 0.081, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8464, loss_cls: 1.4412, loss: 1.4412, grad_norm: 5.4588, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0203, loss/aux0: 1.0203 2020-10-19 02:49:41,307 - mmaction - INFO - Epoch [19][180/792] lr: 7.500e-03, eta: 1 day, 13:46:12, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8469, loss_cls: 1.4319, loss: 1.4319, grad_norm: 5.6670, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.1156, loss/aux0: 1.1156 2020-10-19 02:49:41,917 - mmaction - INFO - Epoch [19][180/792] lr: 7.500e-03, eta: 1 day, 13:47:47, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8469, loss_cls: 1.4319, loss: 1.4319, grad_norm: 5.6988, top1_acc/aux0: 0.6979, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1342, loss/aux0: 1.1342 2020-10-19 02:50:20,125 - mmaction - INFO - Epoch [19][200/792] lr: 7.500e-03, eta: 1 day, 13:45:30, time: 1.046, data_time: 0.003, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8599, loss_cls: 1.3518, loss: 1.3518, grad_norm: 5.3806, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0438, loss/aux0: 1.0438 2020-10-19 02:50:20,724 - mmaction - INFO - Epoch [19][200/792] lr: 7.500e-03, eta: 1 day, 13:47:00, time: 1.004, data_time: 0.004, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8599, loss_cls: 1.3518, loss: 1.3518, grad_norm: 5.4002, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0338, loss/aux0: 1.0338 2020-10-19 02:51:00,881 - mmaction - INFO - Epoch [19][220/792] lr: 7.500e-03, eta: 1 day, 13:44:41, time: 1.014, data_time: 0.000, memory: 8335, top1_acc: 0.6323, top5_acc: 0.8521, loss_cls: 1.4728, loss: 1.4728, grad_norm: 5.4497, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0735, loss/aux0: 1.0735 2020-10-19 02:51:02,220 - mmaction - INFO - Epoch [19][220/792] lr: 7.500e-03, eta: 1 day, 13:46:15, time: 1.052, data_time: 0.001, memory: 8335, top1_acc: 0.6323, top5_acc: 0.8521, loss_cls: 1.4728, loss: 1.4728, grad_norm: 5.4720, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0736, loss/aux0: 1.0736 2020-10-19 02:51:42,072 - mmaction - INFO - Epoch [19][240/792] lr: 7.500e-03, eta: 1 day, 13:44:00, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8505, loss_cls: 1.4320, loss: 1.4320, grad_norm: 5.4822, top1_acc/aux0: 0.7193, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0473, loss/aux0: 1.0473 2020-10-19 02:51:42,830 - mmaction - INFO - Epoch [19][240/792] lr: 7.500e-03, eta: 1 day, 13:45:23, time: 0.931, data_time: 0.003, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8505, loss_cls: 1.4320, loss: 1.4320, grad_norm: 5.5171, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0428, loss/aux0: 1.0428 2020-10-19 02:52:25,890 - mmaction - INFO - Epoch [19][260/792] lr: 7.500e-03, eta: 1 day, 13:43:10, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8630, loss_cls: 1.3386, loss: 1.3386, grad_norm: 5.3197, top1_acc/aux0: 0.7104, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0671, loss/aux0: 1.0671 2020-10-19 02:52:27,324 - mmaction - INFO - Epoch [19][260/792] lr: 7.500e-03, eta: 1 day, 13:44:47, time: 1.090, data_time: 0.004, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8630, loss_cls: 1.3386, loss: 1.3386, grad_norm: 5.3848, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0605, loss/aux0: 1.0605 2020-10-19 02:53:05,703 - mmaction - INFO - Epoch [19][280/792] lr: 7.500e-03, eta: 1 day, 13:42:26, time: 0.982, data_time: 0.000, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8557, loss_cls: 1.3890, loss: 1.3890, grad_norm: 5.3349, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0388, loss/aux0: 1.0388 2020-10-19 02:53:07,592 - mmaction - INFO - Epoch [19][280/792] lr: 7.500e-03, eta: 1 day, 13:43:50, time: 0.948, data_time: 0.002, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8557, loss_cls: 1.3890, loss: 1.3890, grad_norm: 5.3342, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0488, loss/aux0: 1.0488 2020-10-19 02:53:47,925 - mmaction - INFO - Epoch [19][300/792] lr: 7.500e-03, eta: 1 day, 13:41:34, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8448, loss_cls: 1.4767, loss: 1.4767, grad_norm: 5.3663, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0505, loss/aux0: 1.0505 2020-10-19 02:53:48,633 - mmaction - INFO - Epoch [19][300/792] lr: 7.500e-03, eta: 1 day, 13:43:08, time: 1.052, data_time: 0.002, memory: 8335, top1_acc: 0.6234, top5_acc: 0.8448, loss_cls: 1.4767, loss: 1.4767, grad_norm: 5.3795, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0450, loss/aux0: 1.0450 2020-10-19 02:54:29,394 - mmaction - INFO - Epoch [19][320/792] lr: 7.500e-03, eta: 1 day, 13:40:54, time: 1.062, data_time: 0.078, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8479, loss_cls: 1.4367, loss: 1.4367, grad_norm: 5.3505, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0660, loss/aux0: 1.0660 2020-10-19 02:54:31,128 - mmaction - INFO - Epoch [19][320/792] lr: 7.500e-03, eta: 1 day, 13:42:33, time: 1.114, data_time: 0.080, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8479, loss_cls: 1.4367, loss: 1.4367, grad_norm: 5.3037, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0621, loss/aux0: 1.0621 2020-10-19 02:55:09,693 - mmaction - INFO - Epoch [19][340/792] lr: 7.500e-03, eta: 1 day, 13:40:13, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8568, loss_cls: 1.3902, loss: 1.3902, grad_norm: 5.3008, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0218, loss/aux0: 1.0218 2020-10-19 02:55:12,283 - mmaction - INFO - Epoch [19][340/792] lr: 7.500e-03, eta: 1 day, 13:41:42, time: 1.010, data_time: 0.003, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8568, loss_cls: 1.3902, loss: 1.3902, grad_norm: 5.3093, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0180, loss/aux0: 1.0180 2020-10-19 02:55:50,412 - mmaction - INFO - Epoch [19][360/792] lr: 7.500e-03, eta: 1 day, 13:39:23, time: 0.998, data_time: 0.000, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8443, loss_cls: 1.4438, loss: 1.4438, grad_norm: 5.4202, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0117, loss/aux0: 1.0117 2020-10-19 02:55:51,902 - mmaction - INFO - Epoch [19][360/792] lr: 7.500e-03, eta: 1 day, 13:40:46, time: 0.949, data_time: 0.002, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8443, loss_cls: 1.4438, loss: 1.4438, grad_norm: 5.4424, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0150, loss/aux0: 1.0150 2020-10-19 02:56:32,222 - mmaction - INFO - Epoch [19][380/792] lr: 7.500e-03, eta: 1 day, 13:38:30, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8635, loss_cls: 1.3628, loss: 1.3628, grad_norm: 5.4368, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9930, loss/aux0: 0.9930 2020-10-19 02:56:33,709 - mmaction - INFO - Epoch [19][380/792] lr: 7.500e-03, eta: 1 day, 13:40:01, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8635, loss_cls: 1.3628, loss: 1.3628, grad_norm: 5.4236, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9873, loss/aux0: 0.9873 2020-10-19 02:57:14,600 - mmaction - INFO - Epoch [19][400/792] lr: 7.500e-03, eta: 1 day, 13:37:44, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8609, loss_cls: 1.3964, loss: 1.3964, grad_norm: 5.3758, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9182, loss_cls/aux0: 1.0089, loss/aux0: 1.0089 2020-10-19 02:57:15,227 - mmaction - INFO - Epoch [19][400/792] lr: 7.500e-03, eta: 1 day, 13:39:10, time: 0.969, data_time: 0.004, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8609, loss_cls: 1.3964, loss: 1.3964, grad_norm: 5.4075, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9182, loss_cls/aux0: 1.0149, loss/aux0: 1.0149 2020-10-19 02:57:58,544 - mmaction - INFO - Epoch [19][420/792] lr: 7.500e-03, eta: 1 day, 13:37:11, time: 1.230, data_time: 0.000, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8453, loss_cls: 1.4825, loss: 1.4825, grad_norm: 5.4808, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0707, loss/aux0: 1.0707 2020-10-19 02:57:59,150 - mmaction - INFO - Epoch [19][420/792] lr: 7.500e-03, eta: 1 day, 13:38:59, time: 1.231, data_time: 0.003, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8453, loss_cls: 1.4825, loss: 1.4825, grad_norm: 5.4138, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0652, loss/aux0: 1.0652 2020-10-19 02:58:40,265 - mmaction - INFO - Epoch [19][440/792] lr: 7.500e-03, eta: 1 day, 13:36:42, time: 1.014, data_time: 0.000, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8547, loss_cls: 1.4605, loss: 1.4605, grad_norm: 5.2519, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9193, loss_cls/aux0: 1.0030, loss/aux0: 1.0030 2020-10-19 02:58:40,998 - mmaction - INFO - Epoch [19][440/792] lr: 7.500e-03, eta: 1 day, 13:38:12, time: 1.022, data_time: 0.010, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8547, loss_cls: 1.4605, loss: 1.4605, grad_norm: 5.2631, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9187, loss_cls/aux0: 1.0082, loss/aux0: 1.0082 2020-10-19 02:59:21,819 - mmaction - INFO - Epoch [19][460/792] lr: 7.500e-03, eta: 1 day, 13:35:58, time: 1.048, data_time: 0.295, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8396, loss_cls: 1.4720, loss: 1.4720, grad_norm: 5.4490, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0866, loss/aux0: 1.0866 2020-10-19 02:59:23,062 - mmaction - INFO - Epoch [19][460/792] lr: 7.500e-03, eta: 1 day, 13:37:28, time: 1.034, data_time: 0.282, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8396, loss_cls: 1.4720, loss: 1.4720, grad_norm: 5.4122, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0928, loss/aux0: 1.0928 2020-10-19 03:00:02,701 - mmaction - INFO - Epoch [19][480/792] lr: 7.500e-03, eta: 1 day, 13:35:15, time: 1.061, data_time: 0.281, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8526, loss_cls: 1.4380, loss: 1.4380, grad_norm: 5.5244, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9958, loss/aux0: 0.9958 2020-10-19 03:00:04,585 - mmaction - INFO - Epoch [19][480/792] lr: 7.500e-03, eta: 1 day, 13:36:44, time: 1.012, data_time: 0.202, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8526, loss_cls: 1.4380, loss: 1.4380, grad_norm: 5.4856, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9930, loss/aux0: 0.9930 2020-10-19 03:00:47,984 - mmaction - INFO - Epoch [19][500/792] lr: 7.500e-03, eta: 1 day, 13:34:32, time: 1.068, data_time: 0.265, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8568, loss_cls: 1.4038, loss: 1.4038, grad_norm: 5.1744, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0071, loss/aux0: 1.0071 2020-10-19 03:00:50,929 - mmaction - INFO - Epoch [19][500/792] lr: 7.500e-03, eta: 1 day, 13:36:07, time: 1.098, data_time: 0.179, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8568, loss_cls: 1.4038, loss: 1.4038, grad_norm: 5.1673, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9956, loss/aux0: 0.9956 2020-10-19 03:01:30,714 - mmaction - INFO - Epoch [19][520/792] lr: 7.500e-03, eta: 1 day, 13:33:47, time: 0.977, data_time: 0.000, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8458, loss_cls: 1.4049, loss: 1.4049, grad_norm: 5.3481, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0135, loss/aux0: 1.0135 2020-10-19 03:01:32,255 - mmaction - INFO - Epoch [19][520/792] lr: 7.500e-03, eta: 1 day, 13:35:17, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8458, loss_cls: 1.4049, loss: 1.4049, grad_norm: 5.3786, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0256, loss/aux0: 1.0256 2020-10-19 03:02:11,872 - mmaction - INFO - Epoch [19][540/792] lr: 7.500e-03, eta: 1 day, 13:32:57, time: 0.975, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8552, loss_cls: 1.4129, loss: 1.4129, grad_norm: 5.4402, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0007, loss/aux0: 1.0007 2020-10-19 03:02:13,857 - mmaction - INFO - Epoch [19][540/792] lr: 7.500e-03, eta: 1 day, 13:34:28, time: 1.046, data_time: 0.072, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8552, loss_cls: 1.4129, loss: 1.4129, grad_norm: 5.4641, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0108, loss/aux0: 1.0108 2020-10-19 03:02:54,729 - mmaction - INFO - Epoch [19][560/792] lr: 7.500e-03, eta: 1 day, 13:32:11, time: 1.009, data_time: 0.000, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8583, loss_cls: 1.4226, loss: 1.4226, grad_norm: 5.3301, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0468, loss/aux0: 1.0468 2020-10-19 03:02:57,574 - mmaction - INFO - Epoch [19][560/792] lr: 7.500e-03, eta: 1 day, 13:33:41, time: 1.031, data_time: 0.002, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8583, loss_cls: 1.4226, loss: 1.4226, grad_norm: 5.3333, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0400, loss/aux0: 1.0400 2020-10-19 03:03:36,073 - mmaction - INFO - Epoch [19][580/792] lr: 7.500e-03, eta: 1 day, 13:31:23, time: 0.998, data_time: 0.091, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8354, loss_cls: 1.4503, loss: 1.4503, grad_norm: 5.4187, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0461, loss/aux0: 1.0461 2020-10-19 03:03:36,950 - mmaction - INFO - Epoch [19][580/792] lr: 7.500e-03, eta: 1 day, 13:32:46, time: 0.960, data_time: 0.092, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8354, loss_cls: 1.4503, loss: 1.4503, grad_norm: 5.4316, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0420, loss/aux0: 1.0420 2020-10-19 03:04:20,096 - mmaction - INFO - Epoch [19][600/792] lr: 7.500e-03, eta: 1 day, 13:30:45, time: 1.180, data_time: 0.019, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8484, loss_cls: 1.4244, loss: 1.4244, grad_norm: 5.4409, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0351, loss/aux0: 1.0351 2020-10-19 03:04:20,767 - mmaction - INFO - Epoch [19][600/792] lr: 7.500e-03, eta: 1 day, 13:32:27, time: 1.186, data_time: 0.024, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8484, loss_cls: 1.4244, loss: 1.4244, grad_norm: 5.4454, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0281, loss/aux0: 1.0281 2020-10-19 03:04:59,987 - mmaction - INFO - Epoch [19][620/792] lr: 7.500e-03, eta: 1 day, 13:30:13, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8464, loss_cls: 1.4029, loss: 1.4029, grad_norm: 5.2364, top1_acc/aux0: 0.7313, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0165, loss/aux0: 1.0165 2020-10-19 03:05:00,640 - mmaction - INFO - Epoch [19][620/792] lr: 7.500e-03, eta: 1 day, 13:31:43, time: 1.037, data_time: 0.003, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8464, loss_cls: 1.4029, loss: 1.4029, grad_norm: 5.2460, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0280, loss/aux0: 1.0280 2020-10-19 03:05:41,459 - mmaction - INFO - Epoch [19][640/792] lr: 7.500e-03, eta: 1 day, 13:29:30, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8464, loss_cls: 1.4678, loss: 1.4678, grad_norm: 5.4817, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0412, loss/aux0: 1.0412 2020-10-19 03:05:42,783 - mmaction - INFO - Epoch [19][640/792] lr: 7.500e-03, eta: 1 day, 13:31:04, time: 1.085, data_time: 0.002, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8464, loss_cls: 1.4678, loss: 1.4678, grad_norm: 5.5075, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0366, loss/aux0: 1.0366 2020-10-19 03:06:23,024 - mmaction - INFO - Epoch [19][660/792] lr: 7.500e-03, eta: 1 day, 13:28:50, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8323, loss_cls: 1.5368, loss: 1.5368, grad_norm: 5.4920, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9182, loss_cls/aux0: 1.0062, loss/aux0: 1.0062 2020-10-19 03:06:24,913 - mmaction - INFO - Epoch [19][660/792] lr: 7.500e-03, eta: 1 day, 13:30:22, time: 1.069, data_time: 0.002, memory: 8335, top1_acc: 0.6099, top5_acc: 0.8323, loss_cls: 1.5368, loss: 1.5368, grad_norm: 5.4604, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9198, loss_cls/aux0: 1.0005, loss/aux0: 1.0005 2020-10-19 03:07:06,942 - mmaction - INFO - Epoch [19][680/792] lr: 7.500e-03, eta: 1 day, 13:28:12, time: 1.074, data_time: 0.001, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8422, loss_cls: 1.4669, loss: 1.4669, grad_norm: 5.6372, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9224, loss_cls/aux0: 1.0043, loss/aux0: 1.0043 2020-10-19 03:07:07,526 - mmaction - INFO - Epoch [19][680/792] lr: 7.500e-03, eta: 1 day, 13:29:44, time: 1.075, data_time: 0.002, memory: 8335, top1_acc: 0.6318, top5_acc: 0.8422, loss_cls: 1.4669, loss: 1.4669, grad_norm: 5.6666, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9203, loss_cls/aux0: 1.0137, loss/aux0: 1.0137 2020-10-19 03:07:47,503 - mmaction - INFO - Epoch [19][700/792] lr: 7.500e-03, eta: 1 day, 13:27:26, time: 0.983, data_time: 0.000, memory: 8335, top1_acc: 0.6464, top5_acc: 0.8427, loss_cls: 1.4508, loss: 1.4508, grad_norm: 5.3276, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0447, loss/aux0: 1.0447 2020-10-19 03:07:50,814 - mmaction - INFO - Epoch [19][700/792] lr: 7.500e-03, eta: 1 day, 13:29:03, time: 1.120, data_time: 0.002, memory: 8335, top1_acc: 0.6464, top5_acc: 0.8427, loss_cls: 1.4508, loss: 1.4508, grad_norm: 5.3441, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0307, loss/aux0: 1.0307 2020-10-19 03:08:31,177 - mmaction - INFO - Epoch [19][720/792] lr: 7.500e-03, eta: 1 day, 13:26:45, time: 0.983, data_time: 0.000, memory: 8335, top1_acc: 0.6255, top5_acc: 0.8313, loss_cls: 1.4909, loss: 1.4909, grad_norm: 5.4461, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0046, loss/aux0: 1.0046 2020-10-19 03:08:32,901 - mmaction - INFO - Epoch [19][720/792] lr: 7.500e-03, eta: 1 day, 13:28:09, time: 0.984, data_time: 0.002, memory: 8335, top1_acc: 0.6255, top5_acc: 0.8313, loss_cls: 1.4909, loss: 1.4909, grad_norm: 5.4078, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0103, loss/aux0: 1.0103 2020-10-19 03:09:12,160 - mmaction - INFO - Epoch [19][740/792] lr: 7.500e-03, eta: 1 day, 13:25:51, time: 0.976, data_time: 0.000, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8568, loss_cls: 1.4343, loss: 1.4343, grad_norm: 5.2097, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9031, loss_cls/aux0: 0.9998, loss/aux0: 0.9998 2020-10-19 03:09:14,545 - mmaction - INFO - Epoch [19][740/792] lr: 7.500e-03, eta: 1 day, 13:27:14, time: 0.972, data_time: 0.002, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8568, loss_cls: 1.4343, loss: 1.4343, grad_norm: 5.1451, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0006, loss/aux0: 1.0006 2020-10-19 03:09:54,099 - mmaction - INFO - Epoch [19][760/792] lr: 7.500e-03, eta: 1 day, 13:24:58, time: 1.000, data_time: 0.000, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8495, loss_cls: 1.4149, loss: 1.4149, grad_norm: 5.4055, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0260, loss/aux0: 1.0260 2020-10-19 03:09:57,039 - mmaction - INFO - Epoch [19][760/792] lr: 7.500e-03, eta: 1 day, 13:26:24, time: 1.011, data_time: 0.002, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8495, loss_cls: 1.4149, loss: 1.4149, grad_norm: 5.3899, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0253, loss/aux0: 1.0253 2020-10-19 03:10:35,466 - mmaction - INFO - Epoch [19][780/792] lr: 7.500e-03, eta: 1 day, 13:24:12, time: 1.036, data_time: 0.091, memory: 8335, top1_acc: 0.6349, top5_acc: 0.8438, loss_cls: 1.4653, loss: 1.4653, grad_norm: 5.4146, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0163, loss/aux0: 1.0163 2020-10-19 03:10:37,630 - mmaction - INFO - Epoch [19][780/792] lr: 7.500e-03, eta: 1 day, 13:25:43, time: 1.074, data_time: 0.094, memory: 8335, top1_acc: 0.6349, top5_acc: 0.8438, loss_cls: 1.4653, loss: 1.4653, grad_norm: 5.3861, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0105, loss/aux0: 1.0105 2020-10-19 03:11:11,252 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-10-19 03:14:25,449 - mmaction - INFO - Epoch [20][20/792] lr: 7.500e-03, eta: 1 day, 13:21:26, time: 1.127, data_time: 0.122, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8474, loss_cls: 1.4131, loss: 1.4131, grad_norm: 5.3486, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9134, loss_cls/aux0: 1.0109, loss/aux0: 1.0109 2020-10-19 03:14:26,037 - mmaction - INFO - Epoch [20][20/792] lr: 7.500e-03, eta: 1 day, 13:23:02, time: 1.129, data_time: 0.124, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8474, loss_cls: 1.4131, loss: 1.4131, grad_norm: 5.3357, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0085, loss/aux0: 1.0085 2020-10-19 03:15:06,251 - mmaction - INFO - Epoch [20][40/792] lr: 7.500e-03, eta: 1 day, 13:20:44, time: 0.961, data_time: 0.040, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8510, loss_cls: 1.4918, loss: 1.4918, grad_norm: 5.4710, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0580, loss/aux0: 1.0580 2020-10-19 03:15:09,844 - mmaction - INFO - Epoch [20][40/792] lr: 7.500e-03, eta: 1 day, 13:22:18, time: 1.113, data_time: 0.099, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8510, loss_cls: 1.4918, loss: 1.4918, grad_norm: 5.4433, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0627, loss/aux0: 1.0627 2020-10-19 03:15:51,339 - mmaction - INFO - Epoch [20][60/792] lr: 7.500e-03, eta: 1 day, 13:20:17, time: 1.162, data_time: 0.000, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8479, loss_cls: 1.4329, loss: 1.4329, grad_norm: 5.4461, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0011, loss/aux0: 1.0011 2020-10-19 03:15:53,195 - mmaction - INFO - Epoch [20][60/792] lr: 7.500e-03, eta: 1 day, 13:21:45, time: 1.042, data_time: 0.004, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8479, loss_cls: 1.4329, loss: 1.4329, grad_norm: 5.4225, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0058, loss/aux0: 1.0058 2020-10-19 03:16:33,312 - mmaction - INFO - Epoch [20][80/792] lr: 7.500e-03, eta: 1 day, 13:19:39, time: 1.107, data_time: 0.003, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8510, loss_cls: 1.3673, loss: 1.3673, grad_norm: 5.2729, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0296, loss/aux0: 1.0296 2020-10-19 03:16:35,496 - mmaction - INFO - Epoch [20][80/792] lr: 7.500e-03, eta: 1 day, 13:21:14, time: 1.122, data_time: 0.005, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8510, loss_cls: 1.3673, loss: 1.3673, grad_norm: 5.3048, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0213, loss/aux0: 1.0213 2020-10-19 03:17:12,727 - mmaction - INFO - Epoch [20][100/792] lr: 7.500e-03, eta: 1 day, 13:18:54, time: 0.943, data_time: 0.000, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8615, loss_cls: 1.4186, loss: 1.4186, grad_norm: 5.4109, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9336, loss/aux0: 0.9336 2020-10-19 03:17:13,914 - mmaction - INFO - Epoch [20][100/792] lr: 7.500e-03, eta: 1 day, 13:20:12, time: 0.912, data_time: 0.001, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8615, loss_cls: 1.4186, loss: 1.4186, grad_norm: 5.4327, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9454, loss/aux0: 0.9454 2020-10-19 03:17:55,797 - mmaction - INFO - Epoch [20][120/792] lr: 7.500e-03, eta: 1 day, 13:18:07, time: 1.119, data_time: 0.376, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8615, loss_cls: 1.3729, loss: 1.3729, grad_norm: 5.1679, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0559, loss/aux0: 1.0559 2020-10-19 03:17:56,381 - mmaction - INFO - Epoch [20][120/792] lr: 7.500e-03, eta: 1 day, 13:19:39, time: 1.093, data_time: 0.373, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8615, loss_cls: 1.3729, loss: 1.3729, grad_norm: 5.2070, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0502, loss/aux0: 1.0502 2020-10-19 03:18:37,879 - mmaction - INFO - Epoch [20][140/792] lr: 7.500e-03, eta: 1 day, 13:17:19, time: 0.930, data_time: 0.194, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8547, loss_cls: 1.3768, loss: 1.3768, grad_norm: 5.2839, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9167, loss_cls/aux0: 1.0186, loss/aux0: 1.0186 2020-10-19 03:18:40,111 - mmaction - INFO - Epoch [20][140/792] lr: 7.500e-03, eta: 1 day, 13:18:44, time: 1.012, data_time: 0.276, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8547, loss_cls: 1.3768, loss: 1.3768, grad_norm: 5.3284, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0194, loss/aux0: 1.0194 2020-10-19 03:19:19,786 - mmaction - INFO - Epoch [20][160/792] lr: 7.500e-03, eta: 1 day, 13:16:30, time: 1.003, data_time: 0.341, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8635, loss_cls: 1.3743, loss: 1.3743, grad_norm: 5.5054, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0707, loss/aux0: 1.0707 2020-10-19 03:19:22,419 - mmaction - INFO - Epoch [20][160/792] lr: 7.500e-03, eta: 1 day, 13:18:01, time: 1.086, data_time: 0.429, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8635, loss_cls: 1.3743, loss: 1.3743, grad_norm: 5.5164, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0642, loss/aux0: 1.0642 2020-10-19 03:20:02,462 - mmaction - INFO - Epoch [20][180/792] lr: 7.500e-03, eta: 1 day, 13:15:53, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.6313, top5_acc: 0.8422, loss_cls: 1.4481, loss: 1.4481, grad_norm: 5.5022, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0822, loss/aux0: 1.0822 2020-10-19 03:20:03,073 - mmaction - INFO - Epoch [20][180/792] lr: 7.500e-03, eta: 1 day, 13:17:22, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.6313, top5_acc: 0.8422, loss_cls: 1.4481, loss: 1.4481, grad_norm: 5.5217, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8974, loss_cls/aux0: 1.0962, loss/aux0: 1.0962 2020-10-19 03:20:45,841 - mmaction - INFO - Epoch [20][200/792] lr: 7.500e-03, eta: 1 day, 13:15:21, time: 1.150, data_time: 0.005, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8458, loss_cls: 1.4978, loss: 1.4978, grad_norm: 5.2662, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0305, loss/aux0: 1.0305 2020-10-19 03:20:46,425 - mmaction - INFO - Epoch [20][200/792] lr: 7.500e-03, eta: 1 day, 13:16:57, time: 1.150, data_time: 0.006, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8458, loss_cls: 1.4978, loss: 1.4978, grad_norm: 5.2813, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0237, loss/aux0: 1.0237 2020-10-19 03:21:27,199 - mmaction - INFO - Epoch [20][220/792] lr: 7.500e-03, eta: 1 day, 13:14:45, time: 1.026, data_time: 0.369, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8536, loss_cls: 1.4721, loss: 1.4721, grad_norm: 5.4249, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0407, loss/aux0: 1.0407 2020-10-19 03:21:27,819 - mmaction - INFO - Epoch [20][220/792] lr: 7.500e-03, eta: 1 day, 13:16:11, time: 1.029, data_time: 0.372, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8536, loss_cls: 1.4721, loss: 1.4721, grad_norm: 5.4428, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0291, loss/aux0: 1.0291 2020-10-19 03:22:10,048 - mmaction - INFO - Epoch [20][240/792] lr: 7.500e-03, eta: 1 day, 13:14:01, time: 1.040, data_time: 0.457, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8615, loss_cls: 1.3387, loss: 1.3387, grad_norm: 5.2600, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9187, loss_cls/aux0: 1.0003, loss/aux0: 1.0003 2020-10-19 03:22:10,638 - mmaction - INFO - Epoch [20][240/792] lr: 7.500e-03, eta: 1 day, 13:15:28, time: 1.041, data_time: 0.458, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8615, loss_cls: 1.3387, loss: 1.3387, grad_norm: 5.2788, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9182, loss_cls/aux0: 1.0085, loss/aux0: 1.0085 2020-10-19 03:22:50,734 - mmaction - INFO - Epoch [20][260/792] lr: 7.500e-03, eta: 1 day, 13:13:13, time: 0.984, data_time: 0.316, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8573, loss_cls: 1.3806, loss: 1.3806, grad_norm: 5.5515, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9156, loss_cls/aux0: 1.0397, loss/aux0: 1.0397 2020-10-19 03:22:51,569 - mmaction - INFO - Epoch [20][260/792] lr: 7.500e-03, eta: 1 day, 13:14:36, time: 0.998, data_time: 0.320, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8573, loss_cls: 1.3806, loss: 1.3806, grad_norm: 5.5927, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9156, loss_cls/aux0: 1.0454, loss/aux0: 1.0454 2020-10-19 03:23:33,103 - mmaction - INFO - Epoch [20][280/792] lr: 7.500e-03, eta: 1 day, 13:12:30, time: 1.082, data_time: 0.042, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8453, loss_cls: 1.4519, loss: 1.4519, grad_norm: 5.4905, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0349, loss/aux0: 1.0349 2020-10-19 03:23:34,305 - mmaction - INFO - Epoch [20][280/792] lr: 7.500e-03, eta: 1 day, 13:14:02, time: 1.113, data_time: 0.044, memory: 8335, top1_acc: 0.6276, top5_acc: 0.8453, loss_cls: 1.4519, loss: 1.4519, grad_norm: 5.4928, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0241, loss/aux0: 1.0241 2020-10-19 03:24:14,506 - mmaction - INFO - Epoch [20][300/792] lr: 7.500e-03, eta: 1 day, 13:11:48, time: 0.992, data_time: 0.000, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8464, loss_cls: 1.4680, loss: 1.4680, grad_norm: 5.5718, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0976, loss/aux0: 1.0976 2020-10-19 03:24:15,756 - mmaction - INFO - Epoch [20][300/792] lr: 7.500e-03, eta: 1 day, 13:13:12, time: 1.009, data_time: 0.003, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8464, loss_cls: 1.4680, loss: 1.4680, grad_norm: 5.4990, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8984, loss_cls/aux0: 1.0951, loss/aux0: 1.0951 2020-10-19 03:24:56,911 - mmaction - INFO - Epoch [20][320/792] lr: 7.500e-03, eta: 1 day, 13:11:02, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8464, loss_cls: 1.4406, loss: 1.4406, grad_norm: 5.4760, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0279, loss/aux0: 1.0279 2020-10-19 03:24:59,034 - mmaction - INFO - Epoch [20][320/792] lr: 7.500e-03, eta: 1 day, 13:12:29, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8464, loss_cls: 1.4406, loss: 1.4406, grad_norm: 5.5641, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0302, loss/aux0: 1.0302 2020-10-19 03:25:41,148 - mmaction - INFO - Epoch [20][340/792] lr: 7.500e-03, eta: 1 day, 13:10:22, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8510, loss_cls: 1.4015, loss: 1.4015, grad_norm: 5.0074, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9387, loss/aux0: 0.9387 2020-10-19 03:25:41,760 - mmaction - INFO - Epoch [20][340/792] lr: 7.500e-03, eta: 1 day, 13:11:51, time: 1.073, data_time: 0.003, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8510, loss_cls: 1.4015, loss: 1.4015, grad_norm: 5.0281, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9339, loss/aux0: 0.9339 2020-10-19 03:26:22,362 - mmaction - INFO - Epoch [20][360/792] lr: 7.500e-03, eta: 1 day, 13:09:41, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8396, loss_cls: 1.4282, loss: 1.4282, grad_norm: 5.4164, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9970, loss/aux0: 0.9970 2020-10-19 03:26:22,938 - mmaction - INFO - Epoch [20][360/792] lr: 7.500e-03, eta: 1 day, 13:11:07, time: 1.038, data_time: 0.002, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8396, loss_cls: 1.4282, loss: 1.4282, grad_norm: 5.3786, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0102, loss/aux0: 1.0102 2020-10-19 03:27:06,952 - mmaction - INFO - Epoch [20][380/792] lr: 7.500e-03, eta: 1 day, 13:09:09, time: 1.173, data_time: 0.000, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8495, loss_cls: 1.4183, loss: 1.4183, grad_norm: 5.3342, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9745, loss/aux0: 0.9745 2020-10-19 03:27:07,546 - mmaction - INFO - Epoch [20][380/792] lr: 7.500e-03, eta: 1 day, 13:10:39, time: 1.093, data_time: 0.003, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8495, loss_cls: 1.4183, loss: 1.4183, grad_norm: 5.3424, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9682, loss/aux0: 0.9682 2020-10-19 03:27:49,763 - mmaction - INFO - Epoch [20][400/792] lr: 7.500e-03, eta: 1 day, 13:08:35, time: 1.099, data_time: 0.000, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8479, loss_cls: 1.4431, loss: 1.4431, grad_norm: 5.2819, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0460, loss/aux0: 1.0460 2020-10-19 03:27:51,979 - mmaction - INFO - Epoch [20][400/792] lr: 7.500e-03, eta: 1 day, 13:10:09, time: 1.145, data_time: 0.002, memory: 8335, top1_acc: 0.6240, top5_acc: 0.8479, loss_cls: 1.4431, loss: 1.4431, grad_norm: 5.3577, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0584, loss/aux0: 1.0584 2020-10-19 03:28:30,143 - mmaction - INFO - Epoch [20][420/792] lr: 7.500e-03, eta: 1 day, 13:07:57, time: 1.000, data_time: 0.000, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8505, loss_cls: 1.4531, loss: 1.4531, grad_norm: 5.5935, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0314, loss/aux0: 1.0314 2020-10-19 03:28:31,738 - mmaction - INFO - Epoch [20][420/792] lr: 7.500e-03, eta: 1 day, 13:09:16, time: 0.956, data_time: 0.002, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8505, loss_cls: 1.4531, loss: 1.4531, grad_norm: 5.5645, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0138, loss/aux0: 1.0138 2020-10-19 03:29:15,050 - mmaction - INFO - Epoch [20][440/792] lr: 7.500e-03, eta: 1 day, 13:07:10, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8495, loss_cls: 1.4339, loss: 1.4339, grad_norm: 5.4757, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9867, loss/aux0: 0.9867 2020-10-19 03:29:18,798 - mmaction - INFO - Epoch [20][440/792] lr: 7.500e-03, eta: 1 day, 13:08:45, time: 1.159, data_time: 0.003, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8495, loss_cls: 1.4339, loss: 1.4339, grad_norm: 5.4521, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9819, loss/aux0: 0.9819 2020-10-19 03:30:01,449 - mmaction - INFO - Epoch [20][460/792] lr: 7.500e-03, eta: 1 day, 13:06:45, time: 1.138, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8583, loss_cls: 1.3645, loss: 1.3645, grad_norm: 5.2664, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0518, loss/aux0: 1.0518 2020-10-19 03:30:04,208 - mmaction - INFO - Epoch [20][460/792] lr: 7.500e-03, eta: 1 day, 13:08:14, time: 1.094, data_time: 0.003, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8583, loss_cls: 1.3645, loss: 1.3645, grad_norm: 5.2605, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0560, loss/aux0: 1.0560 2020-10-19 03:30:45,832 - mmaction - INFO - Epoch [20][480/792] lr: 7.500e-03, eta: 1 day, 13:06:14, time: 1.138, data_time: 0.068, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8547, loss_cls: 1.3912, loss: 1.3912, grad_norm: 5.4465, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9677, loss/aux0: 0.9677 2020-10-19 03:30:46,469 - mmaction - INFO - Epoch [20][480/792] lr: 7.500e-03, eta: 1 day, 13:07:40, time: 1.056, data_time: 0.072, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8547, loss_cls: 1.3912, loss: 1.3912, grad_norm: 5.4505, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9767, loss/aux0: 0.9767 2020-10-19 03:31:25,010 - mmaction - INFO - Epoch [20][500/792] lr: 7.500e-03, eta: 1 day, 13:05:27, time: 0.985, data_time: 0.067, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8510, loss_cls: 1.4506, loss: 1.4506, grad_norm: 5.3826, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0426, loss/aux0: 1.0426 2020-10-19 03:31:28,542 - mmaction - INFO - Epoch [20][500/792] lr: 7.500e-03, eta: 1 day, 13:06:58, time: 1.108, data_time: 0.069, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8510, loss_cls: 1.4506, loss: 1.4506, grad_norm: 5.3458, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0316, loss/aux0: 1.0316 2020-10-19 03:32:06,716 - mmaction - INFO - Epoch [20][520/792] lr: 7.500e-03, eta: 1 day, 13:04:52, time: 1.078, data_time: 0.085, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8542, loss_cls: 1.3850, loss: 1.3850, grad_norm: 5.4504, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0373, loss/aux0: 1.0373 2020-10-19 03:32:08,170 - mmaction - INFO - Epoch [20][520/792] lr: 7.500e-03, eta: 1 day, 13:06:12, time: 0.978, data_time: 0.087, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8542, loss_cls: 1.3850, loss: 1.3850, grad_norm: 5.4527, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0505, loss/aux0: 1.0505 2020-10-19 03:32:49,977 - mmaction - INFO - Epoch [20][540/792] lr: 7.500e-03, eta: 1 day, 13:04:04, time: 1.042, data_time: 0.452, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8432, loss_cls: 1.4454, loss: 1.4454, grad_norm: 5.4637, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0379, loss/aux0: 1.0379 2020-10-19 03:32:50,590 - mmaction - INFO - Epoch [20][540/792] lr: 7.500e-03, eta: 1 day, 13:05:29, time: 1.042, data_time: 0.453, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8432, loss_cls: 1.4454, loss: 1.4454, grad_norm: 5.4541, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0376, loss/aux0: 1.0376 2020-10-19 03:33:32,125 - mmaction - INFO - Epoch [20][560/792] lr: 7.500e-03, eta: 1 day, 13:03:22, time: 1.059, data_time: 0.484, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8604, loss_cls: 1.3821, loss: 1.3821, grad_norm: 5.4693, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0522, loss/aux0: 1.0522 2020-10-19 03:33:32,720 - mmaction - INFO - Epoch [20][560/792] lr: 7.500e-03, eta: 1 day, 13:04:49, time: 1.060, data_time: 0.486, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8604, loss_cls: 1.3821, loss: 1.3821, grad_norm: 5.4768, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0525, loss/aux0: 1.0525 2020-10-19 03:34:13,157 - mmaction - INFO - Epoch [20][580/792] lr: 7.500e-03, eta: 1 day, 13:02:47, time: 1.118, data_time: 0.252, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8526, loss_cls: 1.4544, loss: 1.4544, grad_norm: 5.4630, top1_acc/aux0: 0.7208, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0587, loss/aux0: 1.0587 2020-10-19 03:34:15,959 - mmaction - INFO - Epoch [20][580/792] lr: 7.500e-03, eta: 1 day, 13:04:24, time: 1.189, data_time: 0.215, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8526, loss_cls: 1.4544, loss: 1.4544, grad_norm: 5.4417, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0545, loss/aux0: 1.0545 2020-10-19 03:34:55,530 - mmaction - INFO - Epoch [20][600/792] lr: 7.500e-03, eta: 1 day, 13:02:20, time: 1.089, data_time: 0.064, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8536, loss_cls: 1.4158, loss: 1.4158, grad_norm: 5.5143, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0694, loss/aux0: 1.0694 2020-10-19 03:34:57,269 - mmaction - INFO - Epoch [20][600/792] lr: 7.500e-03, eta: 1 day, 13:03:46, time: 1.063, data_time: 0.066, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8536, loss_cls: 1.4158, loss: 1.4158, grad_norm: 5.5330, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0758, loss/aux0: 1.0758 2020-10-19 03:35:37,484 - mmaction - INFO - Epoch [20][620/792] lr: 7.500e-03, eta: 1 day, 13:01:35, time: 1.008, data_time: 0.292, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8599, loss_cls: 1.3388, loss: 1.3388, grad_norm: 5.3353, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0094, loss/aux0: 1.0094 2020-10-19 03:35:39,578 - mmaction - INFO - Epoch [20][620/792] lr: 7.500e-03, eta: 1 day, 13:02:56, time: 0.998, data_time: 0.367, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8599, loss_cls: 1.3388, loss: 1.3388, grad_norm: 5.3133, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0093, loss/aux0: 1.0093 2020-10-19 03:36:20,477 - mmaction - INFO - Epoch [20][640/792] lr: 7.500e-03, eta: 1 day, 13:00:48, time: 1.038, data_time: 0.435, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8479, loss_cls: 1.4339, loss: 1.4339, grad_norm: 5.0823, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9852, loss/aux0: 0.9852 2020-10-19 03:36:23,422 - mmaction - INFO - Epoch [20][640/792] lr: 7.500e-03, eta: 1 day, 13:02:16, time: 1.078, data_time: 0.475, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8479, loss_cls: 1.4339, loss: 1.4339, grad_norm: 5.0887, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9751, loss/aux0: 0.9751 2020-10-19 03:37:03,638 - mmaction - INFO - Epoch [20][660/792] lr: 7.500e-03, eta: 1 day, 13:00:06, time: 1.018, data_time: 0.444, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8615, loss_cls: 1.2982, loss: 1.2982, grad_norm: 5.4148, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0622, loss/aux0: 1.0622 2020-10-19 03:37:06,029 - mmaction - INFO - Epoch [20][660/792] lr: 7.500e-03, eta: 1 day, 13:01:26, time: 0.983, data_time: 0.409, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8615, loss_cls: 1.2982, loss: 1.2982, grad_norm: 5.3892, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0515, loss/aux0: 1.0515 2020-10-19 03:37:43,733 - mmaction - INFO - Epoch [20][680/792] lr: 7.500e-03, eta: 1 day, 12:59:18, time: 1.034, data_time: 0.409, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8474, loss_cls: 1.4269, loss: 1.4269, grad_norm: 5.2258, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9789, loss/aux0: 0.9789 2020-10-19 03:37:44,892 - mmaction - INFO - Epoch [20][680/792] lr: 7.500e-03, eta: 1 day, 13:00:43, time: 1.053, data_time: 0.439, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8474, loss_cls: 1.4269, loss: 1.4269, grad_norm: 5.2329, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0030, loss/aux0: 1.0030 2020-10-19 03:38:25,462 - mmaction - INFO - Epoch [20][700/792] lr: 7.500e-03, eta: 1 day, 12:58:35, time: 1.038, data_time: 0.445, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8604, loss_cls: 1.3801, loss: 1.3801, grad_norm: 5.1996, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9714, loss/aux0: 0.9714 2020-10-19 03:38:26,097 - mmaction - INFO - Epoch [20][700/792] lr: 7.500e-03, eta: 1 day, 12:59:59, time: 1.035, data_time: 0.449, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8604, loss_cls: 1.3801, loss: 1.3801, grad_norm: 5.2763, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9664, loss/aux0: 0.9664 2020-10-19 03:39:05,431 - mmaction - INFO - Epoch [20][720/792] lr: 7.500e-03, eta: 1 day, 12:57:45, time: 0.962, data_time: 0.051, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8469, loss_cls: 1.4473, loss: 1.4473, grad_norm: 5.3108, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9973, loss/aux0: 0.9973 2020-10-19 03:39:07,394 - mmaction - INFO - Epoch [20][720/792] lr: 7.500e-03, eta: 1 day, 12:59:03, time: 0.970, data_time: 0.053, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8469, loss_cls: 1.4473, loss: 1.4473, grad_norm: 5.3433, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0017, loss/aux0: 1.0017 2020-10-19 03:39:47,846 - mmaction - INFO - Epoch [20][740/792] lr: 7.500e-03, eta: 1 day, 12:57:02, time: 1.110, data_time: 0.140, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8453, loss_cls: 1.4526, loss: 1.4526, grad_norm: 5.2694, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0197, loss/aux0: 1.0197 2020-10-19 03:39:48,471 - mmaction - INFO - Epoch [20][740/792] lr: 7.500e-03, eta: 1 day, 12:58:26, time: 1.044, data_time: 0.134, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8453, loss_cls: 1.4526, loss: 1.4526, grad_norm: 5.2830, top1_acc/aux0: 0.7313, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0185, loss/aux0: 1.0185 2020-10-19 03:40:28,739 - mmaction - INFO - Epoch [20][760/792] lr: 7.500e-03, eta: 1 day, 12:56:21, time: 1.061, data_time: 0.162, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8510, loss_cls: 1.4293, loss: 1.4293, grad_norm: 5.4553, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0405, loss/aux0: 1.0405 2020-10-19 03:40:29,351 - mmaction - INFO - Epoch [20][760/792] lr: 7.500e-03, eta: 1 day, 12:57:41, time: 0.995, data_time: 0.096, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8510, loss_cls: 1.4293, loss: 1.4293, grad_norm: 5.4321, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0242, loss/aux0: 1.0242 2020-10-19 03:41:13,588 - mmaction - INFO - Epoch [20][780/792] lr: 7.500e-03, eta: 1 day, 12:55:43, time: 1.162, data_time: 0.000, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8500, loss_cls: 1.4398, loss: 1.4398, grad_norm: 5.2947, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9807, loss/aux0: 0.9807 2020-10-19 03:41:14,177 - mmaction - INFO - Epoch [20][780/792] lr: 7.500e-03, eta: 1 day, 12:57:16, time: 1.162, data_time: 0.002, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8500, loss_cls: 1.4398, loss: 1.4398, grad_norm: 5.3366, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9942, loss/aux0: 0.9942 2020-10-19 03:41:41,446 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-10-19 03:43:00,040 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 03:43:00,162 - mmaction - INFO - top1_acc 0.7261 top5_acc 0.9150 2020-10-19 03:43:00,162 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 03:43:00,179 - mmaction - INFO - mean_acc 0.7267 2020-10-19 03:43:00,179 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2020-10-19 03:43:00,200 - mmaction - INFO - Epoch(val) [20][792] top1_acc: 0.7261, top5_acc: 0.9150, mean_class_accuracy: 0.7267 2020-10-19 03:46:14,508 - mmaction - INFO - Epoch [21][20/792] lr: 7.500e-03, eta: 1 day, 12:53:08, time: 1.088, data_time: 0.501, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8583, loss_cls: 1.3669, loss: 1.3669, grad_norm: 5.5976, top1_acc/aux0: 0.7248, top5_acc/aux0: 0.9117, loss_cls/aux0: 1.0432, loss/aux0: 1.0432 2020-10-19 03:46:15,089 - mmaction - INFO - Epoch [21][20/792] lr: 7.500e-03, eta: 1 day, 12:54:35, time: 1.090, data_time: 0.504, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8583, loss_cls: 1.3669, loss: 1.3669, grad_norm: 5.5774, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0506, loss/aux0: 1.0506 2020-10-19 03:46:53,200 - mmaction - INFO - Epoch [21][40/792] lr: 7.500e-03, eta: 1 day, 12:52:24, time: 0.987, data_time: 0.015, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8594, loss_cls: 1.3644, loss: 1.3644, grad_norm: 5.3727, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0241, loss/aux0: 1.0241 2020-10-19 03:46:56,000 - mmaction - INFO - Epoch [21][40/792] lr: 7.500e-03, eta: 1 day, 12:53:43, time: 0.981, data_time: 0.017, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8594, loss_cls: 1.3644, loss: 1.3644, grad_norm: 5.3944, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0297, loss/aux0: 1.0297 2020-10-19 03:47:36,743 - mmaction - INFO - Epoch [21][60/792] lr: 7.500e-03, eta: 1 day, 12:51:42, time: 1.107, data_time: 0.000, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8464, loss_cls: 1.3724, loss: 1.3724, grad_norm: 5.4589, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0616, loss/aux0: 1.0616 2020-10-19 03:47:39,042 - mmaction - INFO - Epoch [21][60/792] lr: 7.500e-03, eta: 1 day, 12:53:05, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8464, loss_cls: 1.3724, loss: 1.3724, grad_norm: 5.4529, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0526, loss/aux0: 1.0526 2020-10-19 03:48:17,825 - mmaction - INFO - Epoch [21][80/792] lr: 7.500e-03, eta: 1 day, 12:50:57, time: 1.014, data_time: 0.065, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8552, loss_cls: 1.4312, loss: 1.4312, grad_norm: 5.3467, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0236, loss/aux0: 1.0236 2020-10-19 03:48:18,775 - mmaction - INFO - Epoch [21][80/792] lr: 7.500e-03, eta: 1 day, 12:52:14, time: 0.969, data_time: 0.066, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8552, loss_cls: 1.4312, loss: 1.4312, grad_norm: 5.3743, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0246, loss/aux0: 1.0246 2020-10-19 03:48:58,335 - mmaction - INFO - Epoch [21][100/792] lr: 7.500e-03, eta: 1 day, 12:50:05, time: 0.993, data_time: 0.413, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8453, loss_cls: 1.3976, loss: 1.3976, grad_norm: 5.4000, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0195, loss/aux0: 1.0195 2020-10-19 03:48:59,002 - mmaction - INFO - Epoch [21][100/792] lr: 7.500e-03, eta: 1 day, 12:51:24, time: 0.998, data_time: 0.415, memory: 8335, top1_acc: 0.6396, top5_acc: 0.8453, loss_cls: 1.3976, loss: 1.3976, grad_norm: 5.4312, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0081, loss/aux0: 1.0081 2020-10-19 03:49:42,878 - mmaction - INFO - Epoch [21][120/792] lr: 7.500e-03, eta: 1 day, 12:49:17, time: 1.020, data_time: 0.000, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8562, loss_cls: 1.3686, loss: 1.3686, grad_norm: 5.3352, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0550, loss/aux0: 1.0550 2020-10-19 03:49:43,620 - mmaction - INFO - Epoch [21][120/792] lr: 7.500e-03, eta: 1 day, 12:50:38, time: 1.028, data_time: 0.004, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8562, loss_cls: 1.3686, loss: 1.3686, grad_norm: 5.3820, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0728, loss/aux0: 1.0728 2020-10-19 03:50:22,223 - mmaction - INFO - Epoch [21][140/792] lr: 7.500e-03, eta: 1 day, 12:48:25, time: 0.942, data_time: 0.000, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8406, loss_cls: 1.4435, loss: 1.4435, grad_norm: 5.3698, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9182, loss_cls/aux0: 1.0007, loss/aux0: 1.0007 2020-10-19 03:50:22,816 - mmaction - INFO - Epoch [21][140/792] lr: 7.500e-03, eta: 1 day, 12:49:39, time: 0.943, data_time: 0.002, memory: 8335, top1_acc: 0.6333, top5_acc: 0.8406, loss_cls: 1.4435, loss: 1.4435, grad_norm: 5.3469, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9876, loss/aux0: 0.9876 2020-10-19 03:51:05,711 - mmaction - INFO - Epoch [21][160/792] lr: 7.500e-03, eta: 1 day, 12:47:40, time: 1.120, data_time: 0.178, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8479, loss_cls: 1.4094, loss: 1.4094, grad_norm: 5.4169, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0009, loss/aux0: 1.0009 2020-10-19 03:51:06,314 - mmaction - INFO - Epoch [21][160/792] lr: 7.500e-03, eta: 1 day, 12:49:00, time: 1.011, data_time: 0.070, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8479, loss_cls: 1.4094, loss: 1.4094, grad_norm: 5.4097, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0036, loss/aux0: 1.0036 2020-10-19 03:51:46,955 - mmaction - INFO - Epoch [21][180/792] lr: 7.500e-03, eta: 1 day, 12:46:54, time: 1.031, data_time: 0.419, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8599, loss_cls: 1.3689, loss: 1.3689, grad_norm: 5.3409, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0115, loss/aux0: 1.0115 2020-10-19 03:51:49,129 - mmaction - INFO - Epoch [21][180/792] lr: 7.500e-03, eta: 1 day, 12:48:13, time: 0.998, data_time: 0.385, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8599, loss_cls: 1.3689, loss: 1.3689, grad_norm: 5.3299, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0098, loss/aux0: 1.0098 2020-10-19 03:52:28,374 - mmaction - INFO - Epoch [21][200/792] lr: 7.500e-03, eta: 1 day, 12:46:06, time: 1.014, data_time: 0.181, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8474, loss_cls: 1.4090, loss: 1.4090, grad_norm: 5.3337, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0183, loss/aux0: 1.0183 2020-10-19 03:52:29,666 - mmaction - INFO - Epoch [21][200/792] lr: 7.500e-03, eta: 1 day, 12:47:24, time: 0.994, data_time: 0.160, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8474, loss_cls: 1.4090, loss: 1.4090, grad_norm: 5.3207, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0218, loss/aux0: 1.0218 2020-10-19 03:53:09,188 - mmaction - INFO - Epoch [21][220/792] lr: 7.500e-03, eta: 1 day, 12:45:13, time: 0.968, data_time: 0.393, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8714, loss_cls: 1.3641, loss: 1.3641, grad_norm: 5.3527, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0141, loss/aux0: 1.0141 2020-10-19 03:53:11,835 - mmaction - INFO - Epoch [21][220/792] lr: 7.500e-03, eta: 1 day, 12:46:30, time: 0.978, data_time: 0.402, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8714, loss_cls: 1.3641, loss: 1.3641, grad_norm: 5.3679, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0161, loss/aux0: 1.0161 2020-10-19 03:53:52,182 - mmaction - INFO - Epoch [21][240/792] lr: 7.500e-03, eta: 1 day, 12:44:25, time: 1.034, data_time: 0.247, memory: 8335, top1_acc: 0.6214, top5_acc: 0.8417, loss_cls: 1.4927, loss: 1.4927, grad_norm: 5.5845, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0497, loss/aux0: 1.0497 2020-10-19 03:53:53,613 - mmaction - INFO - Epoch [21][240/792] lr: 7.500e-03, eta: 1 day, 12:45:41, time: 0.970, data_time: 0.172, memory: 8335, top1_acc: 0.6214, top5_acc: 0.8417, loss_cls: 1.4927, loss: 1.4927, grad_norm: 5.6194, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0577, loss/aux0: 1.0577 2020-10-19 03:54:36,487 - mmaction - INFO - Epoch [21][260/792] lr: 7.500e-03, eta: 1 day, 12:43:48, time: 1.195, data_time: 0.000, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8495, loss_cls: 1.4048, loss: 1.4048, grad_norm: 5.5325, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0741, loss/aux0: 1.0741 2020-10-19 03:54:37,075 - mmaction - INFO - Epoch [21][260/792] lr: 7.500e-03, eta: 1 day, 12:45:18, time: 1.150, data_time: 0.003, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8495, loss_cls: 1.4048, loss: 1.4048, grad_norm: 5.4865, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0571, loss/aux0: 1.0571 2020-10-19 03:55:16,297 - mmaction - INFO - Epoch [21][280/792] lr: 7.500e-03, eta: 1 day, 12:43:12, time: 1.015, data_time: 0.188, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8604, loss_cls: 1.3815, loss: 1.3815, grad_norm: 5.5796, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0016, loss/aux0: 1.0016 2020-10-19 03:55:19,541 - mmaction - INFO - Epoch [21][280/792] lr: 7.500e-03, eta: 1 day, 12:44:36, time: 1.079, data_time: 0.119, memory: 8335, top1_acc: 0.6370, top5_acc: 0.8604, loss_cls: 1.3815, loss: 1.3815, grad_norm: 5.5756, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0144, loss/aux0: 1.0144 2020-10-19 03:55:58,525 - mmaction - INFO - Epoch [21][300/792] lr: 7.500e-03, eta: 1 day, 12:42:27, time: 0.977, data_time: 0.011, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8474, loss_cls: 1.4527, loss: 1.4527, grad_norm: 5.3883, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.8943, loss_cls/aux0: 1.0811, loss/aux0: 1.0811 2020-10-19 03:56:00,987 - mmaction - INFO - Epoch [21][300/792] lr: 7.500e-03, eta: 1 day, 12:43:45, time: 1.001, data_time: 0.012, memory: 8335, top1_acc: 0.6260, top5_acc: 0.8474, loss_cls: 1.4527, loss: 1.4527, grad_norm: 5.3827, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.8917, loss_cls/aux0: 1.0885, loss/aux0: 1.0885 2020-10-19 03:56:40,704 - mmaction - INFO - Epoch [21][320/792] lr: 7.500e-03, eta: 1 day, 12:41:42, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8656, loss_cls: 1.3882, loss: 1.3882, grad_norm: 5.5628, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0155, loss/aux0: 1.0155 2020-10-19 03:56:43,581 - mmaction - INFO - Epoch [21][320/792] lr: 7.500e-03, eta: 1 day, 12:43:03, time: 1.036, data_time: 0.003, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8656, loss_cls: 1.3882, loss: 1.3882, grad_norm: 5.5538, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0009, loss/aux0: 1.0009 2020-10-19 03:57:22,750 - mmaction - INFO - Epoch [21][340/792] lr: 7.500e-03, eta: 1 day, 12:41:04, time: 1.106, data_time: 0.000, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8599, loss_cls: 1.3559, loss: 1.3559, grad_norm: 5.4053, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.0973, loss/aux0: 1.0973 2020-10-19 03:57:24,398 - mmaction - INFO - Epoch [21][340/792] lr: 7.500e-03, eta: 1 day, 12:42:26, time: 1.056, data_time: 0.003, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8599, loss_cls: 1.3559, loss: 1.3559, grad_norm: 5.3994, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1103, loss/aux0: 1.1103 2020-10-19 03:58:05,806 - mmaction - INFO - Epoch [21][360/792] lr: 7.500e-03, eta: 1 day, 12:40:29, time: 1.126, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8656, loss_cls: 1.3778, loss: 1.3778, grad_norm: 5.5202, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0402, loss/aux0: 1.0402 2020-10-19 03:58:06,409 - mmaction - INFO - Epoch [21][360/792] lr: 7.500e-03, eta: 1 day, 12:41:56, time: 1.121, data_time: 0.003, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8656, loss_cls: 1.3778, loss: 1.3778, grad_norm: 5.4472, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0246, loss/aux0: 1.0246 2020-10-19 03:58:45,233 - mmaction - INFO - Epoch [21][380/792] lr: 7.500e-03, eta: 1 day, 12:39:45, time: 0.949, data_time: 0.000, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8510, loss_cls: 1.4214, loss: 1.4214, grad_norm: 5.3163, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9644, loss/aux0: 0.9644 2020-10-19 03:58:47,672 - mmaction - INFO - Epoch [21][380/792] lr: 7.500e-03, eta: 1 day, 12:41:06, time: 1.044, data_time: 0.003, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8510, loss_cls: 1.4214, loss: 1.4214, grad_norm: 5.3219, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9581, loss/aux0: 0.9581 2020-10-19 03:59:27,053 - mmaction - INFO - Epoch [21][400/792] lr: 7.500e-03, eta: 1 day, 12:39:03, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8578, loss_cls: 1.3984, loss: 1.3984, grad_norm: 5.2485, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0281, loss/aux0: 1.0281 2020-10-19 03:59:30,399 - mmaction - INFO - Epoch [21][400/792] lr: 7.500e-03, eta: 1 day, 12:40:29, time: 1.111, data_time: 0.004, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8578, loss_cls: 1.3984, loss: 1.3984, grad_norm: 5.2734, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0401, loss/aux0: 1.0401 2020-10-19 04:00:10,414 - mmaction - INFO - Epoch [21][420/792] lr: 7.500e-03, eta: 1 day, 12:38:40, time: 1.223, data_time: 0.228, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8521, loss_cls: 1.4334, loss: 1.4334, grad_norm: 5.3881, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0520, loss/aux0: 1.0520 2020-10-19 04:00:11,011 - mmaction - INFO - Epoch [21][420/792] lr: 7.500e-03, eta: 1 day, 12:40:05, time: 1.102, data_time: 0.220, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8521, loss_cls: 1.4334, loss: 1.4334, grad_norm: 5.4586, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0561, loss/aux0: 1.0561 2020-10-19 04:00:50,757 - mmaction - INFO - Epoch [21][440/792] lr: 7.500e-03, eta: 1 day, 12:37:54, time: 0.952, data_time: 0.247, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8568, loss_cls: 1.4548, loss: 1.4548, grad_norm: 5.4415, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0369, loss/aux0: 1.0369 2020-10-19 04:00:53,742 - mmaction - INFO - Epoch [21][440/792] lr: 7.500e-03, eta: 1 day, 12:39:17, time: 1.073, data_time: 0.291, memory: 8335, top1_acc: 0.6224, top5_acc: 0.8568, loss_cls: 1.4548, loss: 1.4548, grad_norm: 5.4513, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0276, loss/aux0: 1.0276 2020-10-19 04:01:36,974 - mmaction - INFO - Epoch [21][460/792] lr: 7.500e-03, eta: 1 day, 12:37:26, time: 1.201, data_time: 0.556, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8500, loss_cls: 1.4735, loss: 1.4735, grad_norm: 5.4553, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0260, loss/aux0: 1.0260 2020-10-19 04:01:37,567 - mmaction - INFO - Epoch [21][460/792] lr: 7.500e-03, eta: 1 day, 12:38:55, time: 1.155, data_time: 0.559, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8500, loss_cls: 1.4735, loss: 1.4735, grad_norm: 5.4750, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0289, loss/aux0: 1.0289 2020-10-19 04:02:15,179 - mmaction - INFO - Epoch [21][480/792] lr: 7.500e-03, eta: 1 day, 12:36:49, time: 1.001, data_time: 0.116, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8536, loss_cls: 1.4117, loss: 1.4117, grad_norm: 5.3210, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0057, loss/aux0: 1.0057 2020-10-19 04:02:17,533 - mmaction - INFO - Epoch [21][480/792] lr: 7.500e-03, eta: 1 day, 12:38:11, time: 1.068, data_time: 0.119, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8536, loss_cls: 1.4117, loss: 1.4117, grad_norm: 5.3415, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9967, loss/aux0: 0.9967 2020-10-19 04:02:57,656 - mmaction - INFO - Epoch [21][500/792] lr: 7.500e-03, eta: 1 day, 12:36:09, time: 1.052, data_time: 0.478, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8578, loss_cls: 1.3884, loss: 1.3884, grad_norm: 5.5761, top1_acc/aux0: 0.7151, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0623, loss/aux0: 1.0623 2020-10-19 04:02:59,765 - mmaction - INFO - Epoch [21][500/792] lr: 7.500e-03, eta: 1 day, 12:37:29, time: 1.041, data_time: 0.447, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8578, loss_cls: 1.3884, loss: 1.3884, grad_norm: 5.5665, top1_acc/aux0: 0.7141, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0595, loss/aux0: 1.0595 2020-10-19 04:03:40,796 - mmaction - INFO - Epoch [21][520/792] lr: 7.500e-03, eta: 1 day, 12:35:31, time: 1.111, data_time: 0.007, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8474, loss_cls: 1.4459, loss: 1.4459, grad_norm: 5.3643, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0123, loss/aux0: 1.0123 2020-10-19 04:03:41,419 - mmaction - INFO - Epoch [21][520/792] lr: 7.500e-03, eta: 1 day, 12:36:52, time: 1.055, data_time: 0.010, memory: 8335, top1_acc: 0.6250, top5_acc: 0.8474, loss_cls: 1.4459, loss: 1.4459, grad_norm: 5.3354, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0193, loss/aux0: 1.0193 2020-10-19 04:04:24,273 - mmaction - INFO - Epoch [21][540/792] lr: 7.500e-03, eta: 1 day, 12:34:50, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8562, loss_cls: 1.3914, loss: 1.3914, grad_norm: 5.5113, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0014, loss/aux0: 1.0014 2020-10-19 04:04:25,819 - mmaction - INFO - Epoch [21][540/792] lr: 7.500e-03, eta: 1 day, 12:36:14, time: 1.098, data_time: 0.002, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8562, loss_cls: 1.3914, loss: 1.3914, grad_norm: 5.5366, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0046, loss/aux0: 1.0046 2020-10-19 04:05:04,946 - mmaction - INFO - Epoch [21][560/792] lr: 7.500e-03, eta: 1 day, 12:34:06, time: 0.977, data_time: 0.000, memory: 8335, top1_acc: 0.6438, top5_acc: 0.8505, loss_cls: 1.4004, loss: 1.4004, grad_norm: 5.1748, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0040, loss/aux0: 1.0040 2020-10-19 04:05:07,312 - mmaction - INFO - Epoch [21][560/792] lr: 7.500e-03, eta: 1 day, 12:35:21, time: 0.973, data_time: 0.003, memory: 8335, top1_acc: 0.6438, top5_acc: 0.8505, loss_cls: 1.4004, loss: 1.4004, grad_norm: 5.1501, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0135, loss/aux0: 1.0135 2020-10-19 04:05:48,042 - mmaction - INFO - Epoch [21][580/792] lr: 7.500e-03, eta: 1 day, 12:33:18, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8687, loss_cls: 1.3446, loss: 1.3446, grad_norm: 5.2433, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9944, loss/aux0: 0.9944 2020-10-19 04:05:50,896 - mmaction - INFO - Epoch [21][580/792] lr: 7.500e-03, eta: 1 day, 12:34:42, time: 1.096, data_time: 0.002, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8687, loss_cls: 1.3446, loss: 1.3446, grad_norm: 5.2398, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9775, loss/aux0: 0.9775 2020-10-19 04:06:31,488 - mmaction - INFO - Epoch [21][600/792] lr: 7.500e-03, eta: 1 day, 12:32:41, time: 1.065, data_time: 0.000, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8448, loss_cls: 1.4886, loss: 1.4886, grad_norm: 5.3315, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9424, loss/aux0: 0.9424 2020-10-19 04:06:32,200 - mmaction - INFO - Epoch [21][600/792] lr: 7.500e-03, eta: 1 day, 12:33:53, time: 0.934, data_time: 0.002, memory: 8335, top1_acc: 0.6292, top5_acc: 0.8448, loss_cls: 1.4886, loss: 1.4886, grad_norm: 5.3097, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9519, loss/aux0: 0.9519 2020-10-19 04:07:12,984 - mmaction - INFO - Epoch [21][620/792] lr: 7.500e-03, eta: 1 day, 12:31:53, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8703, loss_cls: 1.3361, loss: 1.3361, grad_norm: 5.2611, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9599, loss/aux0: 0.9599 2020-10-19 04:07:14,716 - mmaction - INFO - Epoch [21][620/792] lr: 7.500e-03, eta: 1 day, 12:33:09, time: 1.000, data_time: 0.002, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8703, loss_cls: 1.3361, loss: 1.3361, grad_norm: 5.2435, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9440, loss/aux0: 0.9440 2020-10-19 04:07:55,820 - mmaction - INFO - Epoch [21][640/792] lr: 7.500e-03, eta: 1 day, 12:31:11, time: 1.094, data_time: 0.285, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8583, loss_cls: 1.3958, loss: 1.3958, grad_norm: 5.2878, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0307, loss/aux0: 1.0307 2020-10-19 04:07:56,420 - mmaction - INFO - Epoch [21][640/792] lr: 7.500e-03, eta: 1 day, 12:32:34, time: 1.094, data_time: 0.288, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8583, loss_cls: 1.3958, loss: 1.3958, grad_norm: 5.2852, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0475, loss/aux0: 1.0475 2020-10-19 04:08:36,064 - mmaction - INFO - Epoch [21][660/792] lr: 7.500e-03, eta: 1 day, 12:30:31, time: 1.022, data_time: 0.365, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8536, loss_cls: 1.4292, loss: 1.4292, grad_norm: 5.1114, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8986, loss/aux0: 0.8986 2020-10-19 04:08:36,650 - mmaction - INFO - Epoch [21][660/792] lr: 7.500e-03, eta: 1 day, 12:31:48, time: 1.022, data_time: 0.367, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8536, loss_cls: 1.4292, loss: 1.4292, grad_norm: 5.0996, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.8941, loss/aux0: 0.8941 2020-10-19 04:09:17,874 - mmaction - INFO - Epoch [21][680/792] lr: 7.500e-03, eta: 1 day, 12:29:48, time: 1.072, data_time: 0.408, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8609, loss_cls: 1.3624, loss: 1.3624, grad_norm: 5.6574, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0662, loss/aux0: 1.0662 2020-10-19 04:09:19,649 - mmaction - INFO - Epoch [21][680/792] lr: 7.500e-03, eta: 1 day, 12:31:14, time: 1.132, data_time: 0.410, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8609, loss_cls: 1.3624, loss: 1.3624, grad_norm: 5.6285, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0736, loss/aux0: 1.0736 2020-10-19 04:10:01,312 - mmaction - INFO - Epoch [21][700/792] lr: 7.500e-03, eta: 1 day, 12:29:10, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8505, loss_cls: 1.4186, loss: 1.4186, grad_norm: 5.2591, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9886, loss/aux0: 0.9886 2020-10-19 04:10:01,925 - mmaction - INFO - Epoch [21][700/792] lr: 7.500e-03, eta: 1 day, 12:30:26, time: 1.007, data_time: 0.003, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8505, loss_cls: 1.4186, loss: 1.4186, grad_norm: 5.2031, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9729, loss/aux0: 0.9729 2020-10-19 04:10:42,870 - mmaction - INFO - Epoch [21][720/792] lr: 7.500e-03, eta: 1 day, 12:28:21, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8479, loss_cls: 1.4300, loss: 1.4300, grad_norm: 5.3532, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9999, loss/aux0: 0.9999 2020-10-19 04:10:43,482 - mmaction - INFO - Epoch [21][720/792] lr: 7.500e-03, eta: 1 day, 12:29:38, time: 1.010, data_time: 0.003, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8479, loss_cls: 1.4300, loss: 1.4300, grad_norm: 5.3159, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9968, loss/aux0: 0.9968 2020-10-19 04:11:23,355 - mmaction - INFO - Epoch [21][740/792] lr: 7.500e-03, eta: 1 day, 12:27:31, time: 0.976, data_time: 0.000, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8526, loss_cls: 1.4460, loss: 1.4460, grad_norm: 5.3173, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9934, loss/aux0: 0.9934 2020-10-19 04:11:23,964 - mmaction - INFO - Epoch [21][740/792] lr: 7.500e-03, eta: 1 day, 12:28:45, time: 0.978, data_time: 0.002, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8526, loss_cls: 1.4460, loss: 1.4460, grad_norm: 5.3361, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0059, loss/aux0: 1.0059 2020-10-19 04:12:06,156 - mmaction - INFO - Epoch [21][760/792] lr: 7.500e-03, eta: 1 day, 12:26:49, time: 1.115, data_time: 0.000, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8563, loss_cls: 1.4258, loss: 1.4258, grad_norm: 5.4320, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9912, loss/aux0: 0.9912 2020-10-19 04:12:07,751 - mmaction - INFO - Epoch [21][760/792] lr: 7.500e-03, eta: 1 day, 12:28:17, time: 1.164, data_time: 0.009, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8563, loss_cls: 1.4258, loss: 1.4258, grad_norm: 5.4573, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9878, loss/aux0: 0.9878 2020-10-19 04:12:45,898 - mmaction - INFO - Epoch [21][780/792] lr: 7.500e-03, eta: 1 day, 12:26:18, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8589, loss_cls: 1.3576, loss: 1.3576, grad_norm: 5.3727, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9230, loss/aux0: 0.9230 2020-10-19 04:12:47,096 - mmaction - INFO - Epoch [21][780/792] lr: 7.500e-03, eta: 1 day, 12:27:37, time: 1.050, data_time: 0.003, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8589, loss_cls: 1.3576, loss: 1.3576, grad_norm: 5.4129, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9266, loss/aux0: 0.9266 2020-10-19 04:13:14,704 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-10-19 04:16:23,077 - mmaction - INFO - Epoch [22][20/792] lr: 7.500e-03, eta: 1 day, 12:23:30, time: 0.962, data_time: 0.000, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8583, loss_cls: 1.3954, loss: 1.3954, grad_norm: 5.3478, top1_acc/aux0: 0.7626, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.9415, loss/aux0: 0.9415 2020-10-19 04:16:23,660 - mmaction - INFO - Epoch [22][20/792] lr: 7.500e-03, eta: 1 day, 12:24:42, time: 0.963, data_time: 0.002, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8583, loss_cls: 1.3954, loss: 1.3954, grad_norm: 5.3164, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9519, loss/aux0: 0.9519 2020-10-19 04:17:04,930 - mmaction - INFO - Epoch [22][40/792] lr: 7.500e-03, eta: 1 day, 12:22:42, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8521, loss_cls: 1.3685, loss: 1.3685, grad_norm: 5.3751, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0171, loss/aux0: 1.0171 2020-10-19 04:17:06,419 - mmaction - INFO - Epoch [22][40/792] lr: 7.500e-03, eta: 1 day, 12:24:00, time: 1.041, data_time: 0.003, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8521, loss_cls: 1.3685, loss: 1.3685, grad_norm: 5.3851, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0165, loss/aux0: 1.0165 2020-10-19 04:17:48,000 - mmaction - INFO - Epoch [22][60/792] lr: 7.500e-03, eta: 1 day, 12:22:09, time: 1.172, data_time: 0.000, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8479, loss_cls: 1.4268, loss: 1.4268, grad_norm: 5.3955, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0454, loss/aux0: 1.0454 2020-10-19 04:17:49,265 - mmaction - INFO - Epoch [22][60/792] lr: 7.500e-03, eta: 1 day, 12:23:28, time: 1.047, data_time: 0.002, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8479, loss_cls: 1.4268, loss: 1.4268, grad_norm: 5.3701, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0374, loss/aux0: 1.0374 2020-10-19 04:18:27,621 - mmaction - INFO - Epoch [22][80/792] lr: 7.500e-03, eta: 1 day, 12:21:24, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.6281, top5_acc: 0.8578, loss_cls: 1.3996, loss: 1.3996, grad_norm: 5.4054, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9167, loss_cls/aux0: 1.0096, loss/aux0: 1.0096 2020-10-19 04:18:29,425 - mmaction - INFO - Epoch [22][80/792] lr: 7.500e-03, eta: 1 day, 12:22:41, time: 1.024, data_time: 0.002, memory: 8335, top1_acc: 0.6281, top5_acc: 0.8578, loss_cls: 1.3996, loss: 1.3996, grad_norm: 5.3805, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9193, loss_cls/aux0: 1.0074, loss/aux0: 1.0074 2020-10-19 04:19:11,078 - mmaction - INFO - Epoch [22][100/792] lr: 7.500e-03, eta: 1 day, 12:20:45, time: 1.103, data_time: 0.000, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8552, loss_cls: 1.3733, loss: 1.3733, grad_norm: 5.4937, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0278, loss/aux0: 1.0278 2020-10-19 04:19:11,703 - mmaction - INFO - Epoch [22][100/792] lr: 7.500e-03, eta: 1 day, 12:22:02, time: 1.029, data_time: 0.003, memory: 8335, top1_acc: 0.6427, top5_acc: 0.8552, loss_cls: 1.3733, loss: 1.3733, grad_norm: 5.4449, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0263, loss/aux0: 1.0263 2020-10-19 04:19:53,214 - mmaction - INFO - Epoch [22][120/792] lr: 7.500e-03, eta: 1 day, 12:19:58, time: 1.000, data_time: 0.000, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8443, loss_cls: 1.4742, loss: 1.4742, grad_norm: 5.4359, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9949, loss/aux0: 0.9949 2020-10-19 04:19:53,821 - mmaction - INFO - Epoch [22][120/792] lr: 7.500e-03, eta: 1 day, 12:21:13, time: 1.001, data_time: 0.003, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8443, loss_cls: 1.4742, loss: 1.4742, grad_norm: 5.3990, top1_acc/aux0: 0.7250, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0082, loss/aux0: 1.0082 2020-10-19 04:20:36,224 - mmaction - INFO - Epoch [22][140/792] lr: 7.500e-03, eta: 1 day, 12:19:11, time: 1.019, data_time: 0.000, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8552, loss_cls: 1.3948, loss: 1.3948, grad_norm: 5.1586, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9439, loss/aux0: 0.9439 2020-10-19 04:20:36,817 - mmaction - INFO - Epoch [22][140/792] lr: 7.500e-03, eta: 1 day, 12:20:27, time: 1.020, data_time: 0.002, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8552, loss_cls: 1.3948, loss: 1.3948, grad_norm: 5.1636, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9329, loss/aux0: 0.9329 2020-10-19 04:21:16,087 - mmaction - INFO - Epoch [22][160/792] lr: 7.500e-03, eta: 1 day, 12:18:21, time: 0.963, data_time: 0.096, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8531, loss_cls: 1.4043, loss: 1.4043, grad_norm: 5.2719, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9995, loss/aux0: 0.9995 2020-10-19 04:21:17,260 - mmaction - INFO - Epoch [22][160/792] lr: 7.500e-03, eta: 1 day, 12:19:34, time: 0.992, data_time: 0.127, memory: 8335, top1_acc: 0.6297, top5_acc: 0.8531, loss_cls: 1.4043, loss: 1.4043, grad_norm: 5.2363, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0030, loss/aux0: 1.0030 2020-10-19 04:22:00,772 - mmaction - INFO - Epoch [22][180/792] lr: 7.500e-03, eta: 1 day, 12:17:39, time: 1.111, data_time: 0.006, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8432, loss_cls: 1.4336, loss: 1.4336, grad_norm: 5.4054, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9945, loss/aux0: 0.9945 2020-10-19 04:22:01,432 - mmaction - INFO - Epoch [22][180/792] lr: 7.500e-03, eta: 1 day, 12:19:01, time: 1.105, data_time: 0.008, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8432, loss_cls: 1.4336, loss: 1.4336, grad_norm: 5.3332, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9826, loss/aux0: 0.9826 2020-10-19 04:22:43,138 - mmaction - INFO - Epoch [22][200/792] lr: 7.500e-03, eta: 1 day, 12:17:01, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8552, loss_cls: 1.4140, loss: 1.4140, grad_norm: 5.2172, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9573, loss/aux0: 0.9573 2020-10-19 04:22:43,806 - mmaction - INFO - Epoch [22][200/792] lr: 7.500e-03, eta: 1 day, 12:18:18, time: 1.042, data_time: 0.004, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8552, loss_cls: 1.4140, loss: 1.4140, grad_norm: 5.3067, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9791, loss/aux0: 0.9791 2020-10-19 04:23:24,014 - mmaction - INFO - Epoch [22][220/792] lr: 7.500e-03, eta: 1 day, 12:16:18, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8599, loss_cls: 1.3746, loss: 1.3746, grad_norm: 5.3246, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0426, loss/aux0: 1.0426 2020-10-19 04:23:24,622 - mmaction - INFO - Epoch [22][220/792] lr: 7.500e-03, eta: 1 day, 12:17:31, time: 0.994, data_time: 0.003, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8599, loss_cls: 1.3746, loss: 1.3746, grad_norm: 5.3046, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0316, loss/aux0: 1.0316 2020-10-19 04:24:06,096 - mmaction - INFO - Epoch [22][240/792] lr: 7.500e-03, eta: 1 day, 12:15:35, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8589, loss_cls: 1.3633, loss: 1.3633, grad_norm: 5.3426, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9939, loss/aux0: 0.9939 2020-10-19 04:24:08,537 - mmaction - INFO - Epoch [22][240/792] lr: 7.500e-03, eta: 1 day, 12:16:56, time: 1.104, data_time: 0.005, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8589, loss_cls: 1.3633, loss: 1.3633, grad_norm: 5.3724, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9926, loss/aux0: 0.9926 2020-10-19 04:24:50,070 - mmaction - INFO - Epoch [22][260/792] lr: 7.500e-03, eta: 1 day, 12:14:59, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8771, loss_cls: 1.3662, loss: 1.3662, grad_norm: 5.4402, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0086, loss/aux0: 1.0086 2020-10-19 04:24:50,663 - mmaction - INFO - Epoch [22][260/792] lr: 7.500e-03, eta: 1 day, 12:16:14, time: 1.005, data_time: 0.004, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8771, loss_cls: 1.3662, loss: 1.3662, grad_norm: 5.4426, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0085, loss/aux0: 1.0085 2020-10-19 04:25:29,664 - mmaction - INFO - Epoch [22][280/792] lr: 7.500e-03, eta: 1 day, 12:14:11, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8568, loss_cls: 1.3918, loss: 1.3918, grad_norm: 5.4018, top1_acc/aux0: 0.7203, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0306, loss/aux0: 1.0306 2020-10-19 04:25:31,979 - mmaction - INFO - Epoch [22][280/792] lr: 7.500e-03, eta: 1 day, 12:15:27, time: 1.041, data_time: 0.002, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8568, loss_cls: 1.3918, loss: 1.3918, grad_norm: 5.3340, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0242, loss/aux0: 1.0242 2020-10-19 04:26:12,955 - mmaction - INFO - Epoch [22][300/792] lr: 7.500e-03, eta: 1 day, 12:13:31, time: 1.081, data_time: 0.320, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8583, loss_cls: 1.3635, loss: 1.3635, grad_norm: 5.4038, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9978, loss/aux0: 0.9978 2020-10-19 04:26:14,046 - mmaction - INFO - Epoch [22][300/792] lr: 7.500e-03, eta: 1 day, 12:14:44, time: 1.001, data_time: 0.321, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8583, loss_cls: 1.3635, loss: 1.3635, grad_norm: 5.4199, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0130, loss/aux0: 1.0130 2020-10-19 04:26:55,172 - mmaction - INFO - Epoch [22][320/792] lr: 7.500e-03, eta: 1 day, 12:12:47, time: 1.064, data_time: 0.479, memory: 8335, top1_acc: 0.6437, top5_acc: 0.8620, loss_cls: 1.3782, loss: 1.3782, grad_norm: 5.3912, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0268, loss/aux0: 1.0268 2020-10-19 04:26:55,791 - mmaction - INFO - Epoch [22][320/792] lr: 7.500e-03, eta: 1 day, 12:14:05, time: 1.069, data_time: 0.485, memory: 8335, top1_acc: 0.6437, top5_acc: 0.8620, loss_cls: 1.3782, loss: 1.3782, grad_norm: 5.2765, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9182, loss_cls/aux0: 1.0063, loss/aux0: 1.0063 2020-10-19 04:27:34,867 - mmaction - INFO - Epoch [22][340/792] lr: 7.500e-03, eta: 1 day, 12:12:07, time: 1.057, data_time: 0.139, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8656, loss_cls: 1.3189, loss: 1.3189, grad_norm: 5.2306, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0132, loss/aux0: 1.0132 2020-10-19 04:27:36,773 - mmaction - INFO - Epoch [22][340/792] lr: 7.500e-03, eta: 1 day, 12:13:25, time: 1.064, data_time: 0.155, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8656, loss_cls: 1.3189, loss: 1.3189, grad_norm: 5.2818, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0271, loss/aux0: 1.0271 2020-10-19 04:28:19,989 - mmaction - INFO - Epoch [22][360/792] lr: 7.500e-03, eta: 1 day, 12:11:39, time: 1.213, data_time: 0.000, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8432, loss_cls: 1.4584, loss: 1.4584, grad_norm: 5.5864, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0735, loss/aux0: 1.0735 2020-10-19 04:28:20,868 - mmaction - INFO - Epoch [22][360/792] lr: 7.500e-03, eta: 1 day, 12:12:57, time: 1.075, data_time: 0.003, memory: 8335, top1_acc: 0.6286, top5_acc: 0.8432, loss_cls: 1.4584, loss: 1.4584, grad_norm: 5.5400, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0779, loss/aux0: 1.0779 2020-10-19 04:29:03,815 - mmaction - INFO - Epoch [22][380/792] lr: 7.500e-03, eta: 1 day, 12:11:02, time: 1.094, data_time: 0.457, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8635, loss_cls: 1.3305, loss: 1.3305, grad_norm: 5.1539, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9477, loss/aux0: 0.9477 2020-10-19 04:29:04,441 - mmaction - INFO - Epoch [22][380/792] lr: 7.500e-03, eta: 1 day, 12:12:23, time: 1.099, data_time: 0.461, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8635, loss_cls: 1.3305, loss: 1.3305, grad_norm: 5.1076, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9254, loss/aux0: 0.9254 2020-10-19 04:29:43,469 - mmaction - INFO - Epoch [22][400/792] lr: 7.500e-03, eta: 1 day, 12:10:19, time: 0.973, data_time: 0.283, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8521, loss_cls: 1.4156, loss: 1.4156, grad_norm: 5.5229, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0409, loss/aux0: 1.0409 2020-10-19 04:29:46,508 - mmaction - INFO - Epoch [22][400/792] lr: 7.500e-03, eta: 1 day, 12:11:39, time: 1.096, data_time: 0.284, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8521, loss_cls: 1.4156, loss: 1.4156, grad_norm: 5.5077, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0443, loss/aux0: 1.0443 2020-10-19 04:30:24,637 - mmaction - INFO - Epoch [22][420/792] lr: 7.500e-03, eta: 1 day, 12:09:37, time: 1.001, data_time: 0.000, memory: 8335, top1_acc: 0.6323, top5_acc: 0.8568, loss_cls: 1.4343, loss: 1.4343, grad_norm: 5.5622, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0096, loss/aux0: 1.0096 2020-10-19 04:30:26,306 - mmaction - INFO - Epoch [22][420/792] lr: 7.500e-03, eta: 1 day, 12:10:49, time: 0.982, data_time: 0.002, memory: 8335, top1_acc: 0.6323, top5_acc: 0.8568, loss_cls: 1.4343, loss: 1.4343, grad_norm: 5.5625, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0220, loss/aux0: 1.0220 2020-10-19 04:31:07,767 - mmaction - INFO - Epoch [22][440/792] lr: 7.500e-03, eta: 1 day, 12:08:49, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8568, loss_cls: 1.3894, loss: 1.3894, grad_norm: 5.3631, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0144, loss/aux0: 1.0144 2020-10-19 04:31:09,580 - mmaction - INFO - Epoch [22][440/792] lr: 7.500e-03, eta: 1 day, 12:10:03, time: 1.009, data_time: 0.003, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8568, loss_cls: 1.3894, loss: 1.3894, grad_norm: 5.2841, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0098, loss/aux0: 1.0098 2020-10-19 04:31:48,032 - mmaction - INFO - Epoch [22][460/792] lr: 7.500e-03, eta: 1 day, 12:08:04, time: 1.035, data_time: 0.027, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8609, loss_cls: 1.3518, loss: 1.3518, grad_norm: 5.2726, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0184, loss/aux0: 1.0184 2020-10-19 04:31:49,946 - mmaction - INFO - Epoch [22][460/792] lr: 7.500e-03, eta: 1 day, 12:09:16, time: 0.989, data_time: 0.032, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8609, loss_cls: 1.3518, loss: 1.3518, grad_norm: 5.2627, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0238, loss/aux0: 1.0238 2020-10-19 04:32:30,465 - mmaction - INFO - Epoch [22][480/792] lr: 7.500e-03, eta: 1 day, 12:07:20, time: 1.080, data_time: 0.004, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8589, loss_cls: 1.3689, loss: 1.3689, grad_norm: 5.1044, top1_acc/aux0: 0.7135, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0806, loss/aux0: 1.0806 2020-10-19 04:32:33,146 - mmaction - INFO - Epoch [22][480/792] lr: 7.500e-03, eta: 1 day, 12:08:43, time: 1.144, data_time: 0.005, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8589, loss_cls: 1.3689, loss: 1.3689, grad_norm: 5.1327, top1_acc/aux0: 0.7099, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0845, loss/aux0: 1.0845 2020-10-19 04:33:12,334 - mmaction - INFO - Epoch [22][500/792] lr: 7.500e-03, eta: 1 day, 12:06:41, time: 0.986, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8651, loss_cls: 1.3668, loss: 1.3668, grad_norm: 5.2079, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9897, loss/aux0: 0.9897 2020-10-19 04:33:15,010 - mmaction - INFO - Epoch [22][500/792] lr: 7.500e-03, eta: 1 day, 12:07:53, time: 1.005, data_time: 0.002, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8651, loss_cls: 1.3668, loss: 1.3668, grad_norm: 5.1984, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9913, loss/aux0: 0.9913 2020-10-19 04:33:55,463 - mmaction - INFO - Epoch [22][520/792] lr: 7.500e-03, eta: 1 day, 12:06:01, time: 1.116, data_time: 0.000, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8396, loss_cls: 1.5039, loss: 1.5039, grad_norm: 5.4509, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0121, loss/aux0: 1.0121 2020-10-19 04:33:56,063 - mmaction - INFO - Epoch [22][520/792] lr: 7.500e-03, eta: 1 day, 12:07:13, time: 0.999, data_time: 0.002, memory: 8335, top1_acc: 0.6208, top5_acc: 0.8396, loss_cls: 1.5039, loss: 1.5039, grad_norm: 5.4621, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0179, loss/aux0: 1.0179 2020-10-19 04:34:35,974 - mmaction - INFO - Epoch [22][540/792] lr: 7.500e-03, eta: 1 day, 12:05:14, time: 1.025, data_time: 0.027, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8500, loss_cls: 1.3836, loss: 1.3836, grad_norm: 5.3937, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0012, loss/aux0: 1.0012 2020-10-19 04:34:36,575 - mmaction - INFO - Epoch [22][540/792] lr: 7.500e-03, eta: 1 day, 12:06:23, time: 0.968, data_time: 0.029, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8500, loss_cls: 1.3836, loss: 1.3836, grad_norm: 5.4208, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0033, loss/aux0: 1.0033 2020-10-19 04:35:16,999 - mmaction - INFO - Epoch [22][560/792] lr: 7.500e-03, eta: 1 day, 12:04:28, time: 1.072, data_time: 0.082, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8563, loss_cls: 1.3764, loss: 1.3764, grad_norm: 5.1720, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0096, loss/aux0: 1.0096 2020-10-19 04:35:17,633 - mmaction - INFO - Epoch [22][560/792] lr: 7.500e-03, eta: 1 day, 12:05:38, time: 0.976, data_time: 0.086, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8563, loss_cls: 1.3764, loss: 1.3764, grad_norm: 5.1205, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9886, loss/aux0: 0.9886 2020-10-19 04:35:56,946 - mmaction - INFO - Epoch [22][580/792] lr: 7.500e-03, eta: 1 day, 12:03:39, time: 1.019, data_time: 0.121, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8562, loss_cls: 1.4282, loss: 1.4282, grad_norm: 5.2286, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9425, loss/aux0: 0.9425 2020-10-19 04:35:58,596 - mmaction - INFO - Epoch [22][580/792] lr: 7.500e-03, eta: 1 day, 12:04:51, time: 1.001, data_time: 0.123, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8562, loss_cls: 1.4282, loss: 1.4282, grad_norm: 5.2548, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9432, loss/aux0: 0.9432 2020-10-19 04:36:41,188 - mmaction - INFO - Epoch [22][600/792] lr: 7.500e-03, eta: 1 day, 12:02:53, time: 1.039, data_time: 0.180, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8589, loss_cls: 1.4052, loss: 1.4052, grad_norm: 5.3498, top1_acc/aux0: 0.7266, top5_acc/aux0: 0.9187, loss_cls/aux0: 1.0238, loss/aux0: 1.0238 2020-10-19 04:36:42,777 - mmaction - INFO - Epoch [22][600/792] lr: 7.500e-03, eta: 1 day, 12:04:11, time: 1.089, data_time: 0.182, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8589, loss_cls: 1.4052, loss: 1.4052, grad_norm: 5.3380, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9198, loss_cls/aux0: 1.0102, loss/aux0: 1.0102 2020-10-19 04:37:22,379 - mmaction - INFO - Epoch [22][620/792] lr: 7.500e-03, eta: 1 day, 12:02:09, time: 0.982, data_time: 0.153, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8542, loss_cls: 1.4228, loss: 1.4228, grad_norm: 5.2438, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9096, loss/aux0: 0.9096 2020-10-19 04:37:23,373 - mmaction - INFO - Epoch [22][620/792] lr: 7.500e-03, eta: 1 day, 12:03:21, time: 1.003, data_time: 0.161, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8542, loss_cls: 1.4228, loss: 1.4228, grad_norm: 5.3071, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9410, loss/aux0: 0.9410 2020-10-19 04:38:02,907 - mmaction - INFO - Epoch [22][640/792] lr: 7.500e-03, eta: 1 day, 12:01:16, time: 0.937, data_time: 0.326, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8500, loss_cls: 1.4193, loss: 1.4193, grad_norm: 5.4263, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9928, loss/aux0: 0.9928 2020-10-19 04:38:07,050 - mmaction - INFO - Epoch [22][640/792] lr: 7.500e-03, eta: 1 day, 12:02:37, time: 1.118, data_time: 0.506, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8500, loss_cls: 1.4193, loss: 1.4193, grad_norm: 5.4087, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9773, loss/aux0: 0.9773 2020-10-19 04:38:48,146 - mmaction - INFO - Epoch [22][660/792] lr: 7.500e-03, eta: 1 day, 12:00:39, time: 1.036, data_time: 0.457, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8651, loss_cls: 1.3123, loss: 1.3123, grad_norm: 5.0822, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9184, loss/aux0: 0.9184 2020-10-19 04:38:49,518 - mmaction - INFO - Epoch [22][660/792] lr: 7.500e-03, eta: 1 day, 12:01:50, time: 1.001, data_time: 0.421, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8651, loss_cls: 1.3123, loss: 1.3123, grad_norm: 5.0701, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9110, loss/aux0: 0.9110 2020-10-19 04:39:29,705 - mmaction - INFO - Epoch [22][680/792] lr: 7.500e-03, eta: 1 day, 11:59:56, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8651, loss_cls: 1.3462, loss: 1.3462, grad_norm: 5.1210, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9513, loss/aux0: 0.9513 2020-10-19 04:39:30,293 - mmaction - INFO - Epoch [22][680/792] lr: 7.500e-03, eta: 1 day, 12:01:12, time: 1.075, data_time: 0.001, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8651, loss_cls: 1.3462, loss: 1.3462, grad_norm: 5.1574, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9623, loss/aux0: 0.9623 2020-10-19 04:40:12,225 - mmaction - INFO - Epoch [22][700/792] lr: 7.500e-03, eta: 1 day, 11:59:14, time: 1.021, data_time: 0.313, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8641, loss_cls: 1.3740, loss: 1.3740, grad_norm: 5.4115, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9710, loss/aux0: 0.9710 2020-10-19 04:40:14,596 - mmaction - INFO - Epoch [22][700/792] lr: 7.500e-03, eta: 1 day, 12:00:28, time: 1.045, data_time: 0.338, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8641, loss_cls: 1.3740, loss: 1.3740, grad_norm: 5.4070, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9756, loss/aux0: 0.9756 2020-10-19 04:40:53,949 - mmaction - INFO - Epoch [22][720/792] lr: 7.500e-03, eta: 1 day, 11:58:32, time: 1.056, data_time: 0.230, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8578, loss_cls: 1.3809, loss: 1.3809, grad_norm: 5.3883, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0086, loss/aux0: 1.0086 2020-10-19 04:40:55,782 - mmaction - INFO - Epoch [22][720/792] lr: 7.500e-03, eta: 1 day, 11:59:46, time: 1.038, data_time: 0.180, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8578, loss_cls: 1.3809, loss: 1.3809, grad_norm: 5.3252, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0027, loss/aux0: 1.0027 2020-10-19 04:41:34,301 - mmaction - INFO - Epoch [22][740/792] lr: 7.500e-03, eta: 1 day, 11:57:41, time: 0.925, data_time: 0.264, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8484, loss_cls: 1.4051, loss: 1.4051, grad_norm: 5.2924, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9444, loss/aux0: 0.9444 2020-10-19 04:41:36,118 - mmaction - INFO - Epoch [22][740/792] lr: 7.500e-03, eta: 1 day, 11:58:48, time: 0.933, data_time: 0.327, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8484, loss_cls: 1.4051, loss: 1.4051, grad_norm: 5.2849, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9436, loss/aux0: 0.9436 2020-10-19 04:42:18,921 - mmaction - INFO - Epoch [22][760/792] lr: 7.500e-03, eta: 1 day, 11:56:58, time: 1.145, data_time: 0.000, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8505, loss_cls: 1.3858, loss: 1.3858, grad_norm: 5.1210, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0064, loss/aux0: 1.0064 2020-10-19 04:42:19,855 - mmaction - INFO - Epoch [22][760/792] lr: 7.500e-03, eta: 1 day, 11:58:17, time: 1.112, data_time: 0.005, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8505, loss_cls: 1.3858, loss: 1.3858, grad_norm: 5.1614, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0137, loss/aux0: 1.0137 2020-10-19 04:43:00,988 - mmaction - INFO - Epoch [22][780/792] lr: 7.500e-03, eta: 1 day, 11:56:24, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8380, loss_cls: 1.4975, loss: 1.4975, grad_norm: 5.2396, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9928, loss/aux0: 0.9928 2020-10-19 04:43:02,710 - mmaction - INFO - Epoch [22][780/792] lr: 7.500e-03, eta: 1 day, 11:57:38, time: 1.042, data_time: 0.003, memory: 8335, top1_acc: 0.6245, top5_acc: 0.8380, loss_cls: 1.4975, loss: 1.4975, grad_norm: 5.2672, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9922, loss/aux0: 0.9922 2020-10-19 04:43:28,042 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-10-19 04:46:21,154 - mmaction - INFO - Epoch [23][20/792] lr: 7.500e-03, eta: 1 day, 11:53:43, time: 0.985, data_time: 0.000, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8516, loss_cls: 1.4248, loss: 1.4248, grad_norm: 5.3053, top1_acc/aux0: 0.7544, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.8981, loss/aux0: 0.8981 2020-10-19 04:46:21,751 - mmaction - INFO - Epoch [23][20/792] lr: 7.500e-03, eta: 1 day, 11:54:53, time: 0.986, data_time: 0.002, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8516, loss_cls: 1.4248, loss: 1.4248, grad_norm: 5.3439, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.9082, loss/aux0: 0.9082 2020-10-19 04:47:02,479 - mmaction - INFO - Epoch [23][40/792] lr: 7.500e-03, eta: 1 day, 11:52:53, time: 0.992, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8661, loss_cls: 1.3772, loss: 1.3772, grad_norm: 5.2462, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0168, loss/aux0: 1.0168 2020-10-19 04:47:05,119 - mmaction - INFO - Epoch [23][40/792] lr: 7.500e-03, eta: 1 day, 11:54:11, time: 1.097, data_time: 0.003, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8661, loss_cls: 1.3772, loss: 1.3772, grad_norm: 5.2264, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0128, loss/aux0: 1.0128 2020-10-19 04:47:45,177 - mmaction - INFO - Epoch [23][60/792] lr: 7.500e-03, eta: 1 day, 11:52:20, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8677, loss_cls: 1.2637, loss: 1.2637, grad_norm: 5.2408, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9755, loss/aux0: 0.9755 2020-10-19 04:47:46,767 - mmaction - INFO - Epoch [23][60/792] lr: 7.500e-03, eta: 1 day, 11:53:36, time: 1.081, data_time: 0.003, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8677, loss_cls: 1.2637, loss: 1.2637, grad_norm: 5.2529, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9920, loss/aux0: 0.9920 2020-10-19 04:48:27,624 - mmaction - INFO - Epoch [23][80/792] lr: 7.500e-03, eta: 1 day, 11:51:43, time: 1.083, data_time: 0.062, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8651, loss_cls: 1.3529, loss: 1.3529, grad_norm: 5.2483, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9956, loss/aux0: 0.9956 2020-10-19 04:48:29,704 - mmaction - INFO - Epoch [23][80/792] lr: 7.500e-03, eta: 1 day, 11:53:03, time: 1.130, data_time: 0.065, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8651, loss_cls: 1.3529, loss: 1.3529, grad_norm: 5.2425, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9705, loss/aux0: 0.9705 2020-10-19 04:49:09,084 - mmaction - INFO - Epoch [23][100/792] lr: 7.500e-03, eta: 1 day, 11:51:06, time: 1.031, data_time: 0.456, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8573, loss_cls: 1.3457, loss: 1.3457, grad_norm: 5.1532, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9716, loss/aux0: 0.9716 2020-10-19 04:49:09,692 - mmaction - INFO - Epoch [23][100/792] lr: 7.500e-03, eta: 1 day, 11:52:19, time: 1.033, data_time: 0.458, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8573, loss_cls: 1.3457, loss: 1.3457, grad_norm: 5.2195, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9845, loss/aux0: 0.9845 2020-10-19 04:49:50,311 - mmaction - INFO - Epoch [23][120/792] lr: 7.500e-03, eta: 1 day, 11:50:28, time: 1.105, data_time: 0.428, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8479, loss_cls: 1.4227, loss: 1.4227, grad_norm: 5.4046, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0347, loss/aux0: 1.0347 2020-10-19 04:49:50,902 - mmaction - INFO - Epoch [23][120/792] lr: 7.500e-03, eta: 1 day, 11:51:45, time: 1.099, data_time: 0.430, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8479, loss_cls: 1.4227, loss: 1.4227, grad_norm: 5.4221, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0339, loss/aux0: 1.0339 2020-10-19 04:50:31,777 - mmaction - INFO - Epoch [23][140/792] lr: 7.500e-03, eta: 1 day, 11:49:46, time: 0.994, data_time: 0.000, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8474, loss_cls: 1.3507, loss: 1.3507, grad_norm: 5.2128, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9942, loss/aux0: 0.9942 2020-10-19 04:50:32,390 - mmaction - INFO - Epoch [23][140/792] lr: 7.500e-03, eta: 1 day, 11:50:56, time: 0.995, data_time: 0.002, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8474, loss_cls: 1.3507, loss: 1.3507, grad_norm: 5.2116, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9886, loss/aux0: 0.9886 2020-10-19 04:51:14,127 - mmaction - INFO - Epoch [23][160/792] lr: 7.500e-03, eta: 1 day, 11:48:57, time: 1.000, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8687, loss_cls: 1.3250, loss: 1.3250, grad_norm: 5.4845, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9656, loss/aux0: 0.9656 2020-10-19 04:51:15,588 - mmaction - INFO - Epoch [23][160/792] lr: 7.500e-03, eta: 1 day, 11:50:10, time: 1.045, data_time: 0.003, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8687, loss_cls: 1.3250, loss: 1.3250, grad_norm: 5.5260, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9663, loss/aux0: 0.9663 2020-10-19 04:51:57,850 - mmaction - INFO - Epoch [23][180/792] lr: 7.500e-03, eta: 1 day, 11:48:24, time: 1.175, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8594, loss_cls: 1.3718, loss: 1.3718, grad_norm: 5.4332, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9373, loss/aux0: 0.9373 2020-10-19 04:52:01,041 - mmaction - INFO - Epoch [23][180/792] lr: 7.500e-03, eta: 1 day, 11:49:50, time: 1.225, data_time: 0.003, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8594, loss_cls: 1.3718, loss: 1.3718, grad_norm: 5.4222, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9316, loss/aux0: 0.9316 2020-10-19 04:52:41,221 - mmaction - INFO - Epoch [23][200/792] lr: 7.500e-03, eta: 1 day, 11:47:58, time: 1.089, data_time: 0.000, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8677, loss_cls: 1.3362, loss: 1.3362, grad_norm: 5.0728, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9490, loss/aux0: 0.9490 2020-10-19 04:52:43,887 - mmaction - INFO - Epoch [23][200/792] lr: 7.500e-03, eta: 1 day, 11:49:15, time: 1.109, data_time: 0.002, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8677, loss_cls: 1.3362, loss: 1.3362, grad_norm: 5.0937, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9716, loss/aux0: 0.9716 2020-10-19 04:53:22,823 - mmaction - INFO - Epoch [23][220/792] lr: 7.500e-03, eta: 1 day, 11:47:19, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8635, loss_cls: 1.3707, loss: 1.3707, grad_norm: 5.3896, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0311, loss/aux0: 1.0311 2020-10-19 04:53:26,246 - mmaction - INFO - Epoch [23][220/792] lr: 7.500e-03, eta: 1 day, 11:48:37, time: 1.114, data_time: 0.001, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8635, loss_cls: 1.3707, loss: 1.3707, grad_norm: 5.3835, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9167, loss_cls/aux0: 1.0085, loss/aux0: 1.0085 2020-10-19 04:54:04,466 - mmaction - INFO - Epoch [23][240/792] lr: 7.500e-03, eta: 1 day, 11:46:40, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8568, loss_cls: 1.3566, loss: 1.3566, grad_norm: 5.4793, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9695, loss/aux0: 0.9695 2020-10-19 04:54:05,548 - mmaction - INFO - Epoch [23][240/792] lr: 7.500e-03, eta: 1 day, 11:47:46, time: 0.936, data_time: 0.003, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8568, loss_cls: 1.3566, loss: 1.3566, grad_norm: 5.4223, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9675, loss/aux0: 0.9675 2020-10-19 04:54:45,090 - mmaction - INFO - Epoch [23][260/792] lr: 7.500e-03, eta: 1 day, 11:45:54, time: 1.098, data_time: 0.110, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8552, loss_cls: 1.4140, loss: 1.4140, grad_norm: 5.3617, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9877, loss/aux0: 0.9877 2020-10-19 04:54:45,917 - mmaction - INFO - Epoch [23][260/792] lr: 7.500e-03, eta: 1 day, 11:47:06, time: 1.024, data_time: 0.053, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8552, loss_cls: 1.4140, loss: 1.4140, grad_norm: 5.4272, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9932, loss/aux0: 0.9932 2020-10-19 04:55:27,220 - mmaction - INFO - Epoch [23][280/792] lr: 7.500e-03, eta: 1 day, 11:45:14, time: 1.091, data_time: 0.169, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.3766, loss: 1.3766, grad_norm: 5.4117, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0307, loss/aux0: 1.0307 2020-10-19 04:55:27,812 - mmaction - INFO - Epoch [23][280/792] lr: 7.500e-03, eta: 1 day, 11:46:30, time: 1.091, data_time: 0.172, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8516, loss_cls: 1.3766, loss: 1.3766, grad_norm: 5.3871, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0312, loss/aux0: 1.0312 2020-10-19 04:56:07,761 - mmaction - INFO - Epoch [23][300/792] lr: 7.500e-03, eta: 1 day, 11:44:31, time: 0.987, data_time: 0.000, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8531, loss_cls: 1.4100, loss: 1.4100, grad_norm: 5.1145, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9547, loss/aux0: 0.9547 2020-10-19 04:56:08,339 - mmaction - INFO - Epoch [23][300/792] lr: 7.500e-03, eta: 1 day, 11:45:40, time: 0.988, data_time: 0.002, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8531, loss_cls: 1.4100, loss: 1.4100, grad_norm: 5.1129, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9458, loss/aux0: 0.9458 2020-10-19 04:56:50,094 - mmaction - INFO - Epoch [23][320/792] lr: 7.500e-03, eta: 1 day, 11:43:45, time: 1.048, data_time: 0.000, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8646, loss_cls: 1.3488, loss: 1.3488, grad_norm: 5.0764, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8891, loss/aux0: 0.8891 2020-10-19 04:56:50,697 - mmaction - INFO - Epoch [23][320/792] lr: 7.500e-03, eta: 1 day, 11:44:58, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8646, loss_cls: 1.3488, loss: 1.3488, grad_norm: 5.0600, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9060, loss/aux0: 0.9060 2020-10-19 04:57:29,935 - mmaction - INFO - Epoch [23][340/792] lr: 7.500e-03, eta: 1 day, 11:43:03, time: 1.036, data_time: 0.034, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8651, loss_cls: 1.2976, loss: 1.2976, grad_norm: 5.2318, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9156, loss_cls/aux0: 1.0037, loss/aux0: 1.0037 2020-10-19 04:57:32,603 - mmaction - INFO - Epoch [23][340/792] lr: 7.500e-03, eta: 1 day, 11:44:19, time: 1.098, data_time: 0.036, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8651, loss_cls: 1.2976, loss: 1.2976, grad_norm: 5.2317, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9942, loss/aux0: 0.9942 2020-10-19 04:58:13,816 - mmaction - INFO - Epoch [23][360/792] lr: 7.500e-03, eta: 1 day, 11:42:20, time: 0.980, data_time: 0.000, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8609, loss_cls: 1.3518, loss: 1.3518, grad_norm: 5.2707, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0436, loss/aux0: 1.0436 2020-10-19 04:58:14,405 - mmaction - INFO - Epoch [23][360/792] lr: 7.500e-03, eta: 1 day, 11:43:28, time: 0.982, data_time: 0.002, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8609, loss_cls: 1.3518, loss: 1.3518, grad_norm: 5.3010, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0365, loss/aux0: 1.0365 2020-10-19 04:58:55,143 - mmaction - INFO - Epoch [23][380/792] lr: 7.500e-03, eta: 1 day, 11:41:30, time: 0.988, data_time: 0.026, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8562, loss_cls: 1.3709, loss: 1.3709, grad_norm: 5.2537, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9666, loss/aux0: 0.9666 2020-10-19 04:58:57,106 - mmaction - INFO - Epoch [23][380/792] lr: 7.500e-03, eta: 1 day, 11:42:43, time: 1.058, data_time: 0.027, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8562, loss_cls: 1.3709, loss: 1.3709, grad_norm: 5.2763, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9755, loss/aux0: 0.9755 2020-10-19 04:59:38,261 - mmaction - INFO - Epoch [23][400/792] lr: 7.500e-03, eta: 1 day, 11:40:53, time: 1.115, data_time: 0.000, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8458, loss_cls: 1.4040, loss: 1.4040, grad_norm: 5.4500, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9918, loss/aux0: 0.9918 2020-10-19 04:59:40,122 - mmaction - INFO - Epoch [23][400/792] lr: 7.500e-03, eta: 1 day, 11:42:05, time: 1.038, data_time: 0.002, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8458, loss_cls: 1.4040, loss: 1.4040, grad_norm: 5.4172, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9787, loss/aux0: 0.9787 2020-10-19 05:00:21,578 - mmaction - INFO - Epoch [23][420/792] lr: 7.500e-03, eta: 1 day, 11:40:20, time: 1.176, data_time: 0.000, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.3000, loss: 1.3000, grad_norm: 5.1409, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9448, loss/aux0: 0.9448 2020-10-19 05:00:22,804 - mmaction - INFO - Epoch [23][420/792] lr: 7.500e-03, eta: 1 day, 11:41:36, time: 1.109, data_time: 0.002, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8656, loss_cls: 1.3000, loss: 1.3000, grad_norm: 5.2063, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9682, loss/aux0: 0.9682 2020-10-19 05:01:01,845 - mmaction - INFO - Epoch [23][440/792] lr: 7.500e-03, eta: 1 day, 11:39:43, time: 1.051, data_time: 0.180, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8432, loss_cls: 1.4531, loss: 1.4531, grad_norm: 5.3492, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9867, loss/aux0: 0.9867 2020-10-19 05:01:03,878 - mmaction - INFO - Epoch [23][440/792] lr: 7.500e-03, eta: 1 day, 11:40:55, time: 1.056, data_time: 0.183, memory: 8335, top1_acc: 0.6365, top5_acc: 0.8432, loss_cls: 1.4531, loss: 1.4531, grad_norm: 5.3673, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9730, loss/aux0: 0.9730 2020-10-19 05:01:44,445 - mmaction - INFO - Epoch [23][460/792] lr: 7.500e-03, eta: 1 day, 11:39:06, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8620, loss_cls: 1.4171, loss: 1.4171, grad_norm: 5.3143, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0429, loss/aux0: 1.0429 2020-10-19 05:01:46,132 - mmaction - INFO - Epoch [23][460/792] lr: 7.500e-03, eta: 1 day, 11:40:21, time: 1.096, data_time: 0.002, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8620, loss_cls: 1.4171, loss: 1.4171, grad_norm: 5.2911, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0494, loss/aux0: 1.0494 2020-10-19 05:02:25,075 - mmaction - INFO - Epoch [23][480/792] lr: 7.500e-03, eta: 1 day, 11:38:24, time: 0.998, data_time: 0.000, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8557, loss_cls: 1.3875, loss: 1.3875, grad_norm: 5.3925, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9703, loss/aux0: 0.9703 2020-10-19 05:02:27,012 - mmaction - INFO - Epoch [23][480/792] lr: 7.500e-03, eta: 1 day, 11:39:36, time: 1.039, data_time: 0.002, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8557, loss_cls: 1.3875, loss: 1.3875, grad_norm: 5.3986, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9670, loss/aux0: 0.9670 2020-10-19 05:03:06,074 - mmaction - INFO - Epoch [23][500/792] lr: 7.500e-03, eta: 1 day, 11:37:37, time: 0.979, data_time: 0.000, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8474, loss_cls: 1.4590, loss: 1.4590, grad_norm: 5.4199, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9752, loss/aux0: 0.9752 2020-10-19 05:03:07,951 - mmaction - INFO - Epoch [23][500/792] lr: 7.500e-03, eta: 1 day, 11:38:43, time: 0.955, data_time: 0.018, memory: 8335, top1_acc: 0.6344, top5_acc: 0.8474, loss_cls: 1.4590, loss: 1.4590, grad_norm: 5.4358, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9776, loss/aux0: 0.9776 2020-10-19 05:03:47,147 - mmaction - INFO - Epoch [23][520/792] lr: 7.500e-03, eta: 1 day, 11:36:47, time: 1.007, data_time: 0.031, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8505, loss_cls: 1.3586, loss: 1.3586, grad_norm: 5.2380, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9566, loss/aux0: 0.9566 2020-10-19 05:03:48,715 - mmaction - INFO - Epoch [23][520/792] lr: 7.500e-03, eta: 1 day, 11:37:59, time: 1.056, data_time: 0.033, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8505, loss_cls: 1.3586, loss: 1.3586, grad_norm: 5.2591, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9566, loss/aux0: 0.9566 2020-10-19 05:04:28,497 - mmaction - INFO - Epoch [23][540/792] lr: 7.500e-03, eta: 1 day, 11:36:05, time: 1.045, data_time: 0.000, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8682, loss_cls: 1.3934, loss: 1.3934, grad_norm: 5.4605, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0464, loss/aux0: 1.0464 2020-10-19 05:04:30,841 - mmaction - INFO - Epoch [23][540/792] lr: 7.500e-03, eta: 1 day, 11:37:19, time: 1.087, data_time: 0.002, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8682, loss_cls: 1.3934, loss: 1.3934, grad_norm: 5.3838, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9156, loss_cls/aux0: 1.0349, loss/aux0: 1.0349 2020-10-19 05:05:10,277 - mmaction - INFO - Epoch [23][560/792] lr: 7.500e-03, eta: 1 day, 11:35:27, time: 1.055, data_time: 0.064, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8453, loss_cls: 1.4091, loss: 1.4091, grad_norm: 5.2134, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0411, loss/aux0: 1.0411 2020-10-19 05:05:10,884 - mmaction - INFO - Epoch [23][560/792] lr: 7.500e-03, eta: 1 day, 11:36:34, time: 0.985, data_time: 0.050, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8453, loss_cls: 1.4091, loss: 1.4091, grad_norm: 5.2207, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0648, loss/aux0: 1.0648 2020-10-19 05:05:50,019 - mmaction - INFO - Epoch [23][580/792] lr: 7.500e-03, eta: 1 day, 11:34:39, time: 1.017, data_time: 0.305, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8661, loss_cls: 1.3106, loss: 1.3106, grad_norm: 5.2486, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9559, loss/aux0: 0.9559 2020-10-19 05:05:50,592 - mmaction - INFO - Epoch [23][580/792] lr: 7.500e-03, eta: 1 day, 11:35:46, time: 0.995, data_time: 0.308, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8661, loss_cls: 1.3106, loss: 1.3106, grad_norm: 5.2538, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9435, loss/aux0: 0.9435 2020-10-19 05:06:31,769 - mmaction - INFO - Epoch [23][600/792] lr: 7.500e-03, eta: 1 day, 11:33:56, time: 1.084, data_time: 0.118, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8609, loss_cls: 1.3573, loss: 1.3573, grad_norm: 5.2795, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9869, loss/aux0: 0.9869 2020-10-19 05:06:32,377 - mmaction - INFO - Epoch [23][600/792] lr: 7.500e-03, eta: 1 day, 11:35:09, time: 1.071, data_time: 0.120, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8609, loss_cls: 1.3573, loss: 1.3573, grad_norm: 5.2138, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9816, loss/aux0: 0.9816 2020-10-19 05:07:13,567 - mmaction - INFO - Epoch [23][620/792] lr: 7.500e-03, eta: 1 day, 11:33:15, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8448, loss_cls: 1.4184, loss: 1.4184, grad_norm: 5.5062, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0444, loss/aux0: 1.0444 2020-10-19 05:07:14,165 - mmaction - INFO - Epoch [23][620/792] lr: 7.500e-03, eta: 1 day, 11:34:26, time: 1.038, data_time: 0.003, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8448, loss_cls: 1.4184, loss: 1.4184, grad_norm: 5.4468, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9156, loss_cls/aux0: 1.0324, loss/aux0: 1.0324 2020-10-19 05:07:54,504 - mmaction - INFO - Epoch [23][640/792] lr: 7.500e-03, eta: 1 day, 11:32:29, time: 0.991, data_time: 0.000, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8510, loss_cls: 1.4428, loss: 1.4428, grad_norm: 5.4811, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9535, loss/aux0: 0.9535 2020-10-19 05:07:56,616 - mmaction - INFO - Epoch [23][640/792] lr: 7.500e-03, eta: 1 day, 11:33:41, time: 1.059, data_time: 0.003, memory: 8335, top1_acc: 0.6385, top5_acc: 0.8510, loss_cls: 1.4428, loss: 1.4428, grad_norm: 5.4546, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9775, loss/aux0: 0.9775 2020-10-19 05:08:37,594 - mmaction - INFO - Epoch [23][660/792] lr: 7.500e-03, eta: 1 day, 11:31:46, time: 1.017, data_time: 0.070, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8484, loss_cls: 1.3836, loss: 1.3836, grad_norm: 5.5908, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0505, loss/aux0: 1.0505 2020-10-19 05:08:38,532 - mmaction - INFO - Epoch [23][660/792] lr: 7.500e-03, eta: 1 day, 11:32:56, time: 1.037, data_time: 0.090, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8484, loss_cls: 1.3836, loss: 1.3836, grad_norm: 5.5780, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0450, loss/aux0: 1.0450 2020-10-19 05:09:20,889 - mmaction - INFO - Epoch [23][680/792] lr: 7.500e-03, eta: 1 day, 11:31:08, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8510, loss_cls: 1.3978, loss: 1.3978, grad_norm: 5.2691, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9812, loss/aux0: 0.9812 2020-10-19 05:09:21,491 - mmaction - INFO - Epoch [23][680/792] lr: 7.500e-03, eta: 1 day, 11:32:23, time: 1.110, data_time: 0.003, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8510, loss_cls: 1.3978, loss: 1.3978, grad_norm: 5.2924, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9913, loss/aux0: 0.9913 2020-10-19 05:10:03,103 - mmaction - INFO - Epoch [23][700/792] lr: 7.500e-03, eta: 1 day, 11:30:37, time: 1.144, data_time: 0.003, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8693, loss_cls: 1.3534, loss: 1.3534, grad_norm: 5.3658, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9420, loss/aux0: 0.9420 2020-10-19 05:10:05,749 - mmaction - INFO - Epoch [23][700/792] lr: 7.500e-03, eta: 1 day, 11:31:52, time: 1.108, data_time: 0.002, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8693, loss_cls: 1.3534, loss: 1.3534, grad_norm: 5.3410, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9302, loss/aux0: 0.9302 2020-10-19 05:10:44,911 - mmaction - INFO - Epoch [23][720/792] lr: 7.500e-03, eta: 1 day, 11:30:03, time: 1.091, data_time: 0.482, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8615, loss_cls: 1.3840, loss: 1.3840, grad_norm: 5.3487, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9193, loss_cls/aux0: 1.0174, loss/aux0: 1.0174 2020-10-19 05:10:45,508 - mmaction - INFO - Epoch [23][720/792] lr: 7.500e-03, eta: 1 day, 11:31:14, time: 1.065, data_time: 0.485, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8615, loss_cls: 1.3840, loss: 1.3840, grad_norm: 5.4205, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9177, loss_cls/aux0: 1.0347, loss/aux0: 1.0347 2020-10-19 05:11:25,626 - mmaction - INFO - Epoch [23][740/792] lr: 7.500e-03, eta: 1 day, 11:29:20, time: 1.020, data_time: 0.129, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8568, loss_cls: 1.3717, loss: 1.3717, grad_norm: 5.2290, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9538, loss/aux0: 0.9538 2020-10-19 05:11:28,160 - mmaction - INFO - Epoch [23][740/792] lr: 7.500e-03, eta: 1 day, 11:30:35, time: 1.119, data_time: 0.131, memory: 8335, top1_acc: 0.6510, top5_acc: 0.8568, loss_cls: 1.3717, loss: 1.3717, grad_norm: 5.2332, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9383, loss/aux0: 0.9383 2020-10-19 05:12:09,379 - mmaction - INFO - Epoch [23][760/792] lr: 7.500e-03, eta: 1 day, 11:28:48, time: 1.120, data_time: 0.000, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8583, loss_cls: 1.4044, loss: 1.4044, grad_norm: 5.3240, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9464, loss/aux0: 0.9464 2020-10-19 05:12:10,117 - mmaction - INFO - Epoch [23][760/792] lr: 7.500e-03, eta: 1 day, 11:30:01, time: 1.084, data_time: 0.003, memory: 8335, top1_acc: 0.6443, top5_acc: 0.8583, loss_cls: 1.4044, loss: 1.4044, grad_norm: 5.3488, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9514, loss/aux0: 0.9514 2020-10-19 05:12:49,225 - mmaction - INFO - Epoch [23][780/792] lr: 7.500e-03, eta: 1 day, 11:28:07, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8609, loss_cls: 1.4004, loss: 1.4004, grad_norm: 5.2509, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9759, loss/aux0: 0.9759 2020-10-19 05:12:52,119 - mmaction - INFO - Epoch [23][780/792] lr: 7.500e-03, eta: 1 day, 11:29:17, time: 1.047, data_time: 0.002, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8609, loss_cls: 1.4004, loss: 1.4004, grad_norm: 5.2824, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9773, loss/aux0: 0.9773 2020-10-19 05:13:18,334 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-10-19 05:16:13,966 - mmaction - INFO - Epoch [24][20/792] lr: 7.500e-03, eta: 1 day, 11:25:36, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8740, loss_cls: 1.2729, loss: 1.2729, grad_norm: 4.9874, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9189, loss_cls/aux0: 0.9395, loss/aux0: 0.9395 2020-10-19 05:16:14,580 - mmaction - INFO - Epoch [24][20/792] lr: 7.500e-03, eta: 1 day, 11:26:46, time: 1.048, data_time: 0.007, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8740, loss_cls: 1.2729, loss: 1.2729, grad_norm: 4.9679, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9283, loss/aux0: 0.9283 2020-10-19 05:16:55,099 - mmaction - INFO - Epoch [24][40/792] lr: 7.500e-03, eta: 1 day, 11:24:45, time: 0.911, data_time: 0.000, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8599, loss_cls: 1.3735, loss: 1.3735, grad_norm: 5.2429, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9644, loss/aux0: 0.9644 2020-10-19 05:16:55,704 - mmaction - INFO - Epoch [24][40/792] lr: 7.500e-03, eta: 1 day, 11:25:46, time: 0.912, data_time: 0.002, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8599, loss_cls: 1.3735, loss: 1.3735, grad_norm: 5.2926, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9803, loss/aux0: 0.9803 2020-10-19 05:17:36,337 - mmaction - INFO - Epoch [24][60/792] lr: 7.500e-03, eta: 1 day, 11:23:50, time: 0.976, data_time: 0.000, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8615, loss_cls: 1.3600, loss: 1.3600, grad_norm: 5.2176, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9826, loss/aux0: 0.9826 2020-10-19 05:17:38,442 - mmaction - INFO - Epoch [24][60/792] lr: 7.500e-03, eta: 1 day, 11:25:00, time: 1.054, data_time: 0.002, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8615, loss_cls: 1.3600, loss: 1.3600, grad_norm: 5.2412, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9756, loss/aux0: 0.9756 2020-10-19 05:18:17,654 - mmaction - INFO - Epoch [24][80/792] lr: 7.500e-03, eta: 1 day, 11:23:04, time: 0.983, data_time: 0.000, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8703, loss_cls: 1.2637, loss: 1.2637, grad_norm: 5.3186, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0240, loss/aux0: 1.0240 2020-10-19 05:18:19,093 - mmaction - INFO - Epoch [24][80/792] lr: 7.500e-03, eta: 1 day, 11:24:09, time: 0.974, data_time: 0.002, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8703, loss_cls: 1.2637, loss: 1.2637, grad_norm: 5.3125, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0312, loss/aux0: 1.0312 2020-10-19 05:19:01,067 - mmaction - INFO - Epoch [24][100/792] lr: 7.500e-03, eta: 1 day, 11:22:23, time: 1.127, data_time: 0.000, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8573, loss_cls: 1.3692, loss: 1.3692, grad_norm: 5.4103, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9512, loss/aux0: 0.9512 2020-10-19 05:19:01,666 - mmaction - INFO - Epoch [24][100/792] lr: 7.500e-03, eta: 1 day, 11:23:38, time: 1.119, data_time: 0.003, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8573, loss_cls: 1.3692, loss: 1.3692, grad_norm: 5.4015, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9395, loss/aux0: 0.9395 2020-10-19 05:19:43,418 - mmaction - INFO - Epoch [24][120/792] lr: 7.500e-03, eta: 1 day, 11:21:46, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8568, loss_cls: 1.3661, loss: 1.3661, grad_norm: 4.9817, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9629, loss/aux0: 0.9629 2020-10-19 05:19:44,050 - mmaction - INFO - Epoch [24][120/792] lr: 7.500e-03, eta: 1 day, 11:22:56, time: 1.052, data_time: 0.004, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8568, loss_cls: 1.3661, loss: 1.3661, grad_norm: 4.9685, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9592, loss/aux0: 0.9592 2020-10-19 05:20:26,253 - mmaction - INFO - Epoch [24][140/792] lr: 7.500e-03, eta: 1 day, 11:21:03, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8531, loss_cls: 1.3783, loss: 1.3783, grad_norm: 5.5808, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0075, loss/aux0: 1.0075 2020-10-19 05:20:27,209 - mmaction - INFO - Epoch [24][140/792] lr: 7.500e-03, eta: 1 day, 11:22:11, time: 1.033, data_time: 0.002, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8531, loss_cls: 1.3783, loss: 1.3783, grad_norm: 5.5523, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0113, loss/aux0: 1.0113 2020-10-19 05:21:06,896 - mmaction - INFO - Epoch [24][160/792] lr: 7.500e-03, eta: 1 day, 11:20:21, time: 1.060, data_time: 0.000, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8693, loss_cls: 1.3433, loss: 1.3433, grad_norm: 5.4045, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9582, loss/aux0: 0.9582 2020-10-19 05:21:09,426 - mmaction - INFO - Epoch [24][160/792] lr: 7.500e-03, eta: 1 day, 11:21:33, time: 1.086, data_time: 0.003, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8693, loss_cls: 1.3433, loss: 1.3433, grad_norm: 5.3933, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9663, loss/aux0: 0.9663 2020-10-19 05:21:49,086 - mmaction - INFO - Epoch [24][180/792] lr: 7.500e-03, eta: 1 day, 11:19:41, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8557, loss_cls: 1.3366, loss: 1.3366, grad_norm: 5.2019, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0155, loss/aux0: 1.0155 2020-10-19 05:21:51,254 - mmaction - INFO - Epoch [24][180/792] lr: 7.500e-03, eta: 1 day, 11:20:50, time: 1.041, data_time: 0.002, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8557, loss_cls: 1.3366, loss: 1.3366, grad_norm: 5.2615, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9057, loss_cls/aux0: 1.0274, loss/aux0: 1.0274 2020-10-19 05:22:30,095 - mmaction - INFO - Epoch [24][200/792] lr: 7.500e-03, eta: 1 day, 11:18:59, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8594, loss_cls: 1.3597, loss: 1.3597, grad_norm: 5.2284, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9960, loss/aux0: 0.9960 2020-10-19 05:22:31,528 - mmaction - INFO - Epoch [24][200/792] lr: 7.500e-03, eta: 1 day, 11:20:07, time: 1.026, data_time: 0.001, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8594, loss_cls: 1.3597, loss: 1.3597, grad_norm: 5.2005, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9949, loss/aux0: 0.9949 2020-10-19 05:23:11,292 - mmaction - INFO - Epoch [24][220/792] lr: 7.500e-03, eta: 1 day, 11:18:13, time: 0.995, data_time: 0.080, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8651, loss_cls: 1.3767, loss: 1.3767, grad_norm: 5.5191, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0547, loss/aux0: 1.0547 2020-10-19 05:23:13,471 - mmaction - INFO - Epoch [24][220/792] lr: 7.500e-03, eta: 1 day, 11:19:17, time: 0.974, data_time: 0.161, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8651, loss_cls: 1.3767, loss: 1.3767, grad_norm: 5.4835, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0509, loss/aux0: 1.0509 2020-10-19 05:23:53,031 - mmaction - INFO - Epoch [24][240/792] lr: 7.500e-03, eta: 1 day, 11:17:26, time: 1.039, data_time: 0.094, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8724, loss_cls: 1.2828, loss: 1.2828, grad_norm: 5.3459, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9916, loss/aux0: 0.9916 2020-10-19 05:23:53,946 - mmaction - INFO - Epoch [24][240/792] lr: 7.500e-03, eta: 1 day, 11:18:31, time: 0.987, data_time: 0.026, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8724, loss_cls: 1.2828, loss: 1.2828, grad_norm: 5.3952, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9910, loss/aux0: 0.9910 2020-10-19 05:24:35,220 - mmaction - INFO - Epoch [24][260/792] lr: 7.500e-03, eta: 1 day, 11:16:43, time: 1.094, data_time: 0.010, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8609, loss_cls: 1.3698, loss: 1.3698, grad_norm: 5.3860, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9927, loss/aux0: 0.9927 2020-10-19 05:24:38,412 - mmaction - INFO - Epoch [24][260/792] lr: 7.500e-03, eta: 1 day, 11:18:01, time: 1.194, data_time: 0.013, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8609, loss_cls: 1.3698, loss: 1.3698, grad_norm: 5.3285, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9702, loss/aux0: 0.9702 2020-10-19 05:25:15,974 - mmaction - INFO - Epoch [24][280/792] lr: 7.500e-03, eta: 1 day, 11:16:08, time: 1.003, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8531, loss_cls: 1.3685, loss: 1.3685, grad_norm: 5.2528, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9653, loss/aux0: 0.9653 2020-10-19 05:25:17,411 - mmaction - INFO - Epoch [24][280/792] lr: 7.500e-03, eta: 1 day, 11:17:12, time: 0.977, data_time: 0.002, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8531, loss_cls: 1.3685, loss: 1.3685, grad_norm: 5.2943, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9725, loss/aux0: 0.9725 2020-10-19 05:25:55,718 - mmaction - INFO - Epoch [24][300/792] lr: 7.500e-03, eta: 1 day, 11:15:18, time: 0.994, data_time: 0.014, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8422, loss_cls: 1.4501, loss: 1.4501, grad_norm: 5.3965, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9843, loss/aux0: 0.9843 2020-10-19 05:25:58,848 - mmaction - INFO - Epoch [24][300/792] lr: 7.500e-03, eta: 1 day, 11:16:28, time: 1.058, data_time: 0.052, memory: 8335, top1_acc: 0.6307, top5_acc: 0.8422, loss_cls: 1.4501, loss: 1.4501, grad_norm: 5.4047, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9907, loss/aux0: 0.9907 2020-10-19 05:26:37,750 - mmaction - INFO - Epoch [24][320/792] lr: 7.500e-03, eta: 1 day, 11:14:36, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8667, loss_cls: 1.3283, loss: 1.3283, grad_norm: 5.2593, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9650, loss/aux0: 0.9650 2020-10-19 05:26:39,002 - mmaction - INFO - Epoch [24][320/792] lr: 7.500e-03, eta: 1 day, 11:15:39, time: 0.971, data_time: 0.003, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8667, loss_cls: 1.3283, loss: 1.3283, grad_norm: 5.2281, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9626, loss/aux0: 0.9626 2020-10-19 05:27:19,834 - mmaction - INFO - Epoch [24][340/792] lr: 7.500e-03, eta: 1 day, 11:13:53, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8688, loss_cls: 1.3225, loss: 1.3225, grad_norm: 5.0097, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9156, loss/aux0: 0.9156 2020-10-19 05:27:21,508 - mmaction - INFO - Epoch [24][340/792] lr: 7.500e-03, eta: 1 day, 11:15:04, time: 1.087, data_time: 0.002, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8688, loss_cls: 1.3225, loss: 1.3225, grad_norm: 5.0331, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9189, loss/aux0: 0.9189 2020-10-19 05:28:02,040 - mmaction - INFO - Epoch [24][360/792] lr: 7.500e-03, eta: 1 day, 11:13:21, time: 1.148, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8693, loss_cls: 1.3292, loss: 1.3292, grad_norm: 5.2741, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0134, loss/aux0: 1.0134 2020-10-19 05:28:02,625 - mmaction - INFO - Epoch [24][360/792] lr: 7.500e-03, eta: 1 day, 11:14:34, time: 1.119, data_time: 0.002, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8693, loss_cls: 1.3292, loss: 1.3292, grad_norm: 5.2769, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0124, loss/aux0: 1.0124 2020-10-19 05:28:46,718 - mmaction - INFO - Epoch [24][380/792] lr: 7.500e-03, eta: 1 day, 11:12:43, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8656, loss_cls: 1.3322, loss: 1.3322, grad_norm: 5.3791, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9866, loss/aux0: 0.9866 2020-10-19 05:28:47,305 - mmaction - INFO - Epoch [24][380/792] lr: 7.500e-03, eta: 1 day, 11:13:50, time: 1.028, data_time: 0.002, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8656, loss_cls: 1.3322, loss: 1.3322, grad_norm: 5.3736, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9897, loss/aux0: 0.9897 2020-10-19 05:29:26,919 - mmaction - INFO - Epoch [24][400/792] lr: 7.500e-03, eta: 1 day, 11:11:55, time: 0.971, data_time: 0.000, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8526, loss_cls: 1.4084, loss: 1.4084, grad_norm: 5.5783, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0096, loss/aux0: 1.0096 2020-10-19 05:29:27,514 - mmaction - INFO - Epoch [24][400/792] lr: 7.500e-03, eta: 1 day, 11:12:58, time: 0.972, data_time: 0.002, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8526, loss_cls: 1.4084, loss: 1.4084, grad_norm: 5.5151, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0083, loss/aux0: 1.0083 2020-10-19 05:30:11,551 - mmaction - INFO - Epoch [24][420/792] lr: 7.500e-03, eta: 1 day, 11:11:16, time: 1.166, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8604, loss_cls: 1.3649, loss: 1.3649, grad_norm: 5.0529, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9542, loss/aux0: 0.9542 2020-10-19 05:30:12,141 - mmaction - INFO - Epoch [24][420/792] lr: 7.500e-03, eta: 1 day, 11:12:32, time: 1.167, data_time: 0.002, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8604, loss_cls: 1.3649, loss: 1.3649, grad_norm: 5.0941, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9644, loss/aux0: 0.9644 2020-10-19 05:30:54,857 - mmaction - INFO - Epoch [24][440/792] lr: 7.500e-03, eta: 1 day, 11:10:47, time: 1.113, data_time: 0.000, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8682, loss_cls: 1.3469, loss: 1.3469, grad_norm: 5.1718, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9999, loss/aux0: 0.9999 2020-10-19 05:30:55,437 - mmaction - INFO - Epoch [24][440/792] lr: 7.500e-03, eta: 1 day, 11:11:52, time: 1.011, data_time: 0.002, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8682, loss_cls: 1.3469, loss: 1.3469, grad_norm: 5.1720, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9927, loss/aux0: 0.9927 2020-10-19 05:31:34,370 - mmaction - INFO - Epoch [24][460/792] lr: 7.500e-03, eta: 1 day, 11:09:58, time: 0.974, data_time: 0.101, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8490, loss_cls: 1.4250, loss: 1.4250, grad_norm: 5.4738, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0229, loss/aux0: 1.0229 2020-10-19 05:31:35,092 - mmaction - INFO - Epoch [24][460/792] lr: 7.500e-03, eta: 1 day, 11:11:02, time: 0.981, data_time: 0.110, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8490, loss_cls: 1.4250, loss: 1.4250, grad_norm: 5.4766, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9125, loss_cls/aux0: 1.0184, loss/aux0: 1.0184 2020-10-19 05:32:17,491 - mmaction - INFO - Epoch [24][480/792] lr: 7.500e-03, eta: 1 day, 11:09:15, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8516, loss_cls: 1.4230, loss: 1.4230, grad_norm: 5.4235, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0664, loss/aux0: 1.0664 2020-10-19 05:32:18,083 - mmaction - INFO - Epoch [24][480/792] lr: 7.500e-03, eta: 1 day, 11:10:22, time: 1.033, data_time: 0.002, memory: 8335, top1_acc: 0.6380, top5_acc: 0.8516, loss_cls: 1.4230, loss: 1.4230, grad_norm: 5.4006, top1_acc/aux0: 0.7188, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0675, loss/aux0: 1.0675 2020-10-19 05:32:58,635 - mmaction - INFO - Epoch [24][500/792] lr: 7.500e-03, eta: 1 day, 11:08:33, time: 1.051, data_time: 0.034, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8719, loss_cls: 1.3164, loss: 1.3164, grad_norm: 5.3182, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0281, loss/aux0: 1.0281 2020-10-19 05:33:01,144 - mmaction - INFO - Epoch [24][500/792] lr: 7.500e-03, eta: 1 day, 11:09:47, time: 1.147, data_time: 0.035, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8719, loss_cls: 1.3164, loss: 1.3164, grad_norm: 5.2748, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0315, loss/aux0: 1.0315 2020-10-19 05:33:40,774 - mmaction - INFO - Epoch [24][520/792] lr: 7.500e-03, eta: 1 day, 11:08:00, time: 1.082, data_time: 0.000, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8672, loss_cls: 1.3754, loss: 1.3754, grad_norm: 5.1766, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9660, loss/aux0: 0.9660 2020-10-19 05:33:43,219 - mmaction - INFO - Epoch [24][520/792] lr: 7.500e-03, eta: 1 day, 11:09:10, time: 1.095, data_time: 0.003, memory: 8335, top1_acc: 0.6458, top5_acc: 0.8672, loss_cls: 1.3754, loss: 1.3754, grad_norm: 5.2091, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9562, loss/aux0: 0.9562 2020-10-19 05:34:26,179 - mmaction - INFO - Epoch [24][540/792] lr: 7.500e-03, eta: 1 day, 11:07:24, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8599, loss_cls: 1.3839, loss: 1.3839, grad_norm: 5.2909, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0355, loss/aux0: 1.0355 2020-10-19 05:34:28,745 - mmaction - INFO - Epoch [24][540/792] lr: 7.500e-03, eta: 1 day, 11:08:36, time: 1.123, data_time: 0.002, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8599, loss_cls: 1.3839, loss: 1.3839, grad_norm: 5.3220, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0467, loss/aux0: 1.0467 2020-10-19 05:35:09,898 - mmaction - INFO - Epoch [24][560/792] lr: 7.500e-03, eta: 1 day, 11:06:45, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8510, loss_cls: 1.4245, loss: 1.4245, grad_norm: 5.2774, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9309, loss/aux0: 0.9309 2020-10-19 05:35:12,212 - mmaction - INFO - Epoch [24][560/792] lr: 7.500e-03, eta: 1 day, 11:07:47, time: 0.970, data_time: 0.003, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8510, loss_cls: 1.4245, loss: 1.4245, grad_norm: 5.2631, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9172, loss/aux0: 0.9172 2020-10-19 05:35:53,055 - mmaction - INFO - Epoch [24][580/792] lr: 7.500e-03, eta: 1 day, 11:05:59, time: 1.062, data_time: 0.000, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8656, loss_cls: 1.3730, loss: 1.3730, grad_norm: 5.5085, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9473, loss/aux0: 0.9473 2020-10-19 05:35:54,609 - mmaction - INFO - Epoch [24][580/792] lr: 7.500e-03, eta: 1 day, 11:07:05, time: 1.029, data_time: 0.002, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8656, loss_cls: 1.3730, loss: 1.3730, grad_norm: 5.5106, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9521, loss/aux0: 0.9521 2020-10-19 05:36:33,867 - mmaction - INFO - Epoch [24][600/792] lr: 7.500e-03, eta: 1 day, 11:05:17, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8417, loss_cls: 1.4391, loss: 1.4391, grad_norm: 5.1885, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9464, loss/aux0: 0.9464 2020-10-19 05:36:36,799 - mmaction - INFO - Epoch [24][600/792] lr: 7.500e-03, eta: 1 day, 11:06:27, time: 1.097, data_time: 0.003, memory: 8335, top1_acc: 0.6359, top5_acc: 0.8417, loss_cls: 1.4391, loss: 1.4391, grad_norm: 5.1305, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9553, loss/aux0: 0.9553 2020-10-19 05:37:17,255 - mmaction - INFO - Epoch [24][620/792] lr: 7.500e-03, eta: 1 day, 11:04:38, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8542, loss_cls: 1.3918, loss: 1.3918, grad_norm: 5.2610, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9660, loss/aux0: 0.9660 2020-10-19 05:37:20,195 - mmaction - INFO - Epoch [24][620/792] lr: 7.500e-03, eta: 1 day, 11:05:48, time: 1.092, data_time: 0.002, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8542, loss_cls: 1.3918, loss: 1.3918, grad_norm: 5.2789, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9702, loss/aux0: 0.9702 2020-10-19 05:38:01,796 - mmaction - INFO - Epoch [24][640/792] lr: 7.500e-03, eta: 1 day, 11:04:09, time: 1.196, data_time: 0.000, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8552, loss_cls: 1.4192, loss: 1.4192, grad_norm: 5.3927, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9564, loss/aux0: 0.9564 2020-10-19 05:38:03,217 - mmaction - INFO - Epoch [24][640/792] lr: 7.500e-03, eta: 1 day, 11:05:18, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8552, loss_cls: 1.4192, loss: 1.4192, grad_norm: 5.3943, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9479, loss/aux0: 0.9479 2020-10-19 05:38:40,614 - mmaction - INFO - Epoch [24][660/792] lr: 7.500e-03, eta: 1 day, 11:03:24, time: 0.964, data_time: 0.000, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8490, loss_cls: 1.4241, loss: 1.4241, grad_norm: 5.1447, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9207, loss/aux0: 0.9207 2020-10-19 05:38:42,356 - mmaction - INFO - Epoch [24][660/792] lr: 7.500e-03, eta: 1 day, 11:04:26, time: 0.962, data_time: 0.002, memory: 8335, top1_acc: 0.6391, top5_acc: 0.8490, loss_cls: 1.4241, loss: 1.4241, grad_norm: 5.1774, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9249, loss/aux0: 0.9249 2020-10-19 05:39:24,926 - mmaction - INFO - Epoch [24][680/792] lr: 7.500e-03, eta: 1 day, 11:02:43, time: 1.138, data_time: 0.003, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8677, loss_cls: 1.2898, loss: 1.2898, grad_norm: 5.3563, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9986, loss/aux0: 0.9986 2020-10-19 05:39:27,252 - mmaction - INFO - Epoch [24][680/792] lr: 7.500e-03, eta: 1 day, 11:03:58, time: 1.178, data_time: 0.005, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8677, loss_cls: 1.2898, loss: 1.2898, grad_norm: 5.3167, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9901, loss/aux0: 0.9901 2020-10-19 05:40:05,374 - mmaction - INFO - Epoch [24][700/792] lr: 7.500e-03, eta: 1 day, 11:02:08, time: 1.029, data_time: 0.276, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8724, loss_cls: 1.2802, loss: 1.2802, grad_norm: 5.2122, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9854, loss/aux0: 0.9854 2020-10-19 05:40:07,252 - mmaction - INFO - Epoch [24][700/792] lr: 7.500e-03, eta: 1 day, 11:03:10, time: 0.968, data_time: 0.215, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8724, loss_cls: 1.2802, loss: 1.2802, grad_norm: 5.1931, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9956, loss/aux0: 0.9956 2020-10-19 05:40:47,009 - mmaction - INFO - Epoch [24][720/792] lr: 7.500e-03, eta: 1 day, 11:01:24, time: 1.093, data_time: 0.079, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8729, loss_cls: 1.2952, loss: 1.2952, grad_norm: 5.0628, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9513, loss/aux0: 0.9513 2020-10-19 05:40:48,389 - mmaction - INFO - Epoch [24][720/792] lr: 7.500e-03, eta: 1 day, 11:02:31, time: 1.045, data_time: 0.047, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8729, loss_cls: 1.2952, loss: 1.2952, grad_norm: 5.1493, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9561, loss/aux0: 0.9561 2020-10-19 05:41:29,150 - mmaction - INFO - Epoch [24][740/792] lr: 7.500e-03, eta: 1 day, 11:00:40, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8677, loss_cls: 1.3651, loss: 1.3651, grad_norm: 5.2808, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9799, loss/aux0: 0.9799 2020-10-19 05:41:29,844 - mmaction - INFO - Epoch [24][740/792] lr: 7.500e-03, eta: 1 day, 11:01:44, time: 1.008, data_time: 0.001, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8677, loss_cls: 1.3651, loss: 1.3651, grad_norm: 5.2976, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9670, loss/aux0: 0.9670 2020-10-19 05:42:10,071 - mmaction - INFO - Epoch [24][760/792] lr: 7.500e-03, eta: 1 day, 10:59:56, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8453, loss_cls: 1.3856, loss: 1.3856, grad_norm: 5.3539, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9454, loss/aux0: 0.9454 2020-10-19 05:42:10,661 - mmaction - INFO - Epoch [24][760/792] lr: 7.500e-03, eta: 1 day, 11:01:00, time: 1.003, data_time: 0.002, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8453, loss_cls: 1.3856, loss: 1.3856, grad_norm: 5.3811, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9558, loss/aux0: 0.9558 2020-10-19 05:42:49,570 - mmaction - INFO - Epoch [24][780/792] lr: 7.500e-03, eta: 1 day, 10:59:06, time: 0.951, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.3490, loss: 1.3490, grad_norm: 5.1944, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9729, loss/aux0: 0.9729 2020-10-19 05:42:50,247 - mmaction - INFO - Epoch [24][780/792] lr: 7.500e-03, eta: 1 day, 11:00:06, time: 0.956, data_time: 0.002, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8547, loss_cls: 1.3490, loss: 1.3490, grad_norm: 5.2541, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9757, loss/aux0: 0.9757 2020-10-19 05:43:19,073 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-19 05:46:15,759 - mmaction - INFO - Epoch [25][20/792] lr: 7.500e-03, eta: 1 day, 10:56:37, time: 1.095, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8812, loss_cls: 1.2319, loss: 1.2319, grad_norm: 5.0593, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9178, loss_cls/aux0: 0.9272, loss/aux0: 0.9272 2020-10-19 05:46:16,369 - mmaction - INFO - Epoch [25][20/792] lr: 7.500e-03, eta: 1 day, 10:57:46, time: 1.096, data_time: 0.002, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8812, loss_cls: 1.2319, loss: 1.2319, grad_norm: 5.0416, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9383, loss/aux0: 0.9383 2020-10-19 05:47:00,223 - mmaction - INFO - Epoch [25][40/792] lr: 7.500e-03, eta: 1 day, 10:56:04, time: 1.139, data_time: 0.120, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8740, loss_cls: 1.3209, loss: 1.3209, grad_norm: 5.2586, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9975, loss/aux0: 0.9975 2020-10-19 05:47:00,821 - mmaction - INFO - Epoch [25][40/792] lr: 7.500e-03, eta: 1 day, 10:57:14, time: 1.109, data_time: 0.090, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8740, loss_cls: 1.3209, loss: 1.3209, grad_norm: 5.2418, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9872, loss/aux0: 0.9872 2020-10-19 05:47:38,836 - mmaction - INFO - Epoch [25][60/792] lr: 7.500e-03, eta: 1 day, 10:55:15, time: 0.865, data_time: 0.062, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8661, loss_cls: 1.3114, loss: 1.3114, grad_norm: 5.1797, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0039, loss/aux0: 1.0039 2020-10-19 05:47:42,932 - mmaction - INFO - Epoch [25][60/792] lr: 7.500e-03, eta: 1 day, 10:56:20, time: 1.039, data_time: 0.063, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8661, loss_cls: 1.3114, loss: 1.3114, grad_norm: 5.2227, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0205, loss/aux0: 1.0205 2020-10-19 05:48:23,192 - mmaction - INFO - Epoch [25][80/792] lr: 7.500e-03, eta: 1 day, 10:54:35, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8724, loss_cls: 1.3452, loss: 1.3452, grad_norm: 5.4079, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9720, loss/aux0: 0.9720 2020-10-19 05:48:25,979 - mmaction - INFO - Epoch [25][80/792] lr: 7.500e-03, eta: 1 day, 10:55:46, time: 1.117, data_time: 0.002, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8724, loss_cls: 1.3452, loss: 1.3452, grad_norm: 5.4070, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9531, loss/aux0: 0.9531 2020-10-19 05:49:05,140 - mmaction - INFO - Epoch [25][100/792] lr: 7.500e-03, eta: 1 day, 10:53:58, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8661, loss_cls: 1.3369, loss: 1.3369, grad_norm: 5.2776, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0184, loss/aux0: 1.0184 2020-10-19 05:49:05,814 - mmaction - INFO - Epoch [25][100/792] lr: 7.500e-03, eta: 1 day, 10:54:59, time: 0.964, data_time: 0.002, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8661, loss_cls: 1.3369, loss: 1.3369, grad_norm: 5.3353, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0193, loss/aux0: 1.0193 2020-10-19 05:49:48,063 - mmaction - INFO - Epoch [25][120/792] lr: 7.500e-03, eta: 1 day, 10:53:12, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8745, loss_cls: 1.2645, loss: 1.2645, grad_norm: 4.9951, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9773, loss/aux0: 0.9773 2020-10-19 05:49:48,642 - mmaction - INFO - Epoch [25][120/792] lr: 7.500e-03, eta: 1 day, 10:54:18, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8745, loss_cls: 1.2645, loss: 1.2645, grad_norm: 5.0198, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9975, loss/aux0: 0.9975 2020-10-19 05:50:31,514 - mmaction - INFO - Epoch [25][140/792] lr: 7.500e-03, eta: 1 day, 10:52:32, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8464, loss_cls: 1.3705, loss: 1.3705, grad_norm: 5.4074, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0147, loss/aux0: 1.0147 2020-10-19 05:50:32,111 - mmaction - INFO - Epoch [25][140/792] lr: 7.500e-03, eta: 1 day, 10:53:39, time: 1.065, data_time: 0.003, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8464, loss_cls: 1.3705, loss: 1.3705, grad_norm: 5.3868, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0031, loss/aux0: 1.0031 2020-10-19 05:51:15,047 - mmaction - INFO - Epoch [25][160/792] lr: 7.500e-03, eta: 1 day, 10:51:59, time: 1.165, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8688, loss_cls: 1.3482, loss: 1.3482, grad_norm: 5.3730, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0268, loss/aux0: 1.0268 2020-10-19 05:51:15,656 - mmaction - INFO - Epoch [25][160/792] lr: 7.500e-03, eta: 1 day, 10:53:12, time: 1.167, data_time: 0.003, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8688, loss_cls: 1.3482, loss: 1.3482, grad_norm: 5.3760, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0275, loss/aux0: 1.0275 2020-10-19 05:51:53,349 - mmaction - INFO - Epoch [25][180/792] lr: 7.500e-03, eta: 1 day, 10:51:18, time: 0.944, data_time: 0.001, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8703, loss_cls: 1.3267, loss: 1.3267, grad_norm: 5.3032, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9504, loss/aux0: 0.9504 2020-10-19 05:51:55,735 - mmaction - INFO - Epoch [25][180/792] lr: 7.500e-03, eta: 1 day, 10:52:23, time: 1.035, data_time: 0.004, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8703, loss_cls: 1.3267, loss: 1.3267, grad_norm: 5.3602, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9405, loss/aux0: 0.9405 2020-10-19 05:52:37,082 - mmaction - INFO - Epoch [25][200/792] lr: 7.500e-03, eta: 1 day, 10:50:42, time: 1.137, data_time: 0.000, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8573, loss_cls: 1.3288, loss: 1.3288, grad_norm: 5.2837, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0181, loss/aux0: 1.0181 2020-10-19 05:52:39,291 - mmaction - INFO - Epoch [25][200/792] lr: 7.500e-03, eta: 1 day, 10:51:50, time: 1.092, data_time: 0.002, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8573, loss_cls: 1.3288, loss: 1.3288, grad_norm: 5.2677, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0214, loss/aux0: 1.0214 2020-10-19 05:53:16,600 - mmaction - INFO - Epoch [25][220/792] lr: 7.500e-03, eta: 1 day, 10:49:56, time: 0.937, data_time: 0.000, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8734, loss_cls: 1.3428, loss: 1.3428, grad_norm: 5.1936, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0137, loss/aux0: 1.0137 2020-10-19 05:53:19,763 - mmaction - INFO - Epoch [25][220/792] lr: 7.500e-03, eta: 1 day, 10:50:56, time: 0.972, data_time: 0.002, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8734, loss_cls: 1.3428, loss: 1.3428, grad_norm: 5.1944, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0122, loss/aux0: 1.0122 2020-10-19 05:53:59,519 - mmaction - INFO - Epoch [25][240/792] lr: 7.500e-03, eta: 1 day, 10:49:06, time: 0.993, data_time: 0.000, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8635, loss_cls: 1.3936, loss: 1.3936, grad_norm: 5.5719, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0683, loss/aux0: 1.0683 2020-10-19 05:54:00,102 - mmaction - INFO - Epoch [25][240/792] lr: 7.500e-03, eta: 1 day, 10:50:08, time: 0.995, data_time: 0.001, memory: 8335, top1_acc: 0.6448, top5_acc: 0.8635, loss_cls: 1.3936, loss: 1.3936, grad_norm: 5.6190, top1_acc/aux0: 0.7120, top5_acc/aux0: 0.9167, loss_cls/aux0: 1.0688, loss/aux0: 1.0688 2020-10-19 05:54:42,134 - mmaction - INFO - Epoch [25][260/792] lr: 7.500e-03, eta: 1 day, 10:48:23, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8667, loss_cls: 1.3238, loss: 1.3238, grad_norm: 5.2019, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9762, loss/aux0: 0.9762 2020-10-19 05:54:42,726 - mmaction - INFO - Epoch [25][260/792] lr: 7.500e-03, eta: 1 day, 10:49:29, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8667, loss_cls: 1.3238, loss: 1.3238, grad_norm: 5.2271, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9838, loss/aux0: 0.9838 2020-10-19 05:55:21,910 - mmaction - INFO - Epoch [25][280/792] lr: 7.500e-03, eta: 1 day, 10:47:45, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8641, loss_cls: 1.3574, loss: 1.3574, grad_norm: 5.4285, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9828, loss/aux0: 0.9828 2020-10-19 05:55:22,508 - mmaction - INFO - Epoch [25][280/792] lr: 7.500e-03, eta: 1 day, 10:48:50, time: 1.051, data_time: 0.002, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8641, loss_cls: 1.3574, loss: 1.3574, grad_norm: 5.4387, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9836, loss/aux0: 0.9836 2020-10-19 05:56:04,837 - mmaction - INFO - Epoch [25][300/792] lr: 7.500e-03, eta: 1 day, 10:47:06, time: 1.080, data_time: 0.071, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8516, loss_cls: 1.4060, loss: 1.4060, grad_norm: 5.2429, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9436, loss/aux0: 0.9436 2020-10-19 05:56:05,433 - mmaction - INFO - Epoch [25][300/792] lr: 7.500e-03, eta: 1 day, 10:48:11, time: 1.063, data_time: 0.053, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8516, loss_cls: 1.4060, loss: 1.4060, grad_norm: 5.2826, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9279, loss/aux0: 0.9279 2020-10-19 05:56:44,506 - mmaction - INFO - Epoch [25][320/792] lr: 7.500e-03, eta: 1 day, 10:46:21, time: 0.989, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8797, loss_cls: 1.2651, loss: 1.2651, grad_norm: 5.2056, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9191, loss/aux0: 0.9191 2020-10-19 05:56:45,794 - mmaction - INFO - Epoch [25][320/792] lr: 7.500e-03, eta: 1 day, 10:47:24, time: 1.009, data_time: 0.002, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8797, loss_cls: 1.2651, loss: 1.2651, grad_norm: 5.2255, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9253, loss/aux0: 0.9253 2020-10-19 05:57:25,845 - mmaction - INFO - Epoch [25][340/792] lr: 7.500e-03, eta: 1 day, 10:45:39, time: 1.068, data_time: 0.010, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8615, loss_cls: 1.3358, loss: 1.3358, grad_norm: 5.2896, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9439, loss/aux0: 0.9439 2020-10-19 05:57:27,306 - mmaction - INFO - Epoch [25][340/792] lr: 7.500e-03, eta: 1 day, 10:46:40, time: 0.984, data_time: 0.012, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8615, loss_cls: 1.3358, loss: 1.3358, grad_norm: 5.3013, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9409, loss/aux0: 0.9409 2020-10-19 05:58:05,848 - mmaction - INFO - Epoch [25][360/792] lr: 7.500e-03, eta: 1 day, 10:44:51, time: 1.006, data_time: 0.000, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8510, loss_cls: 1.4087, loss: 1.4087, grad_norm: 5.2228, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9365, loss/aux0: 0.9365 2020-10-19 05:58:06,967 - mmaction - INFO - Epoch [25][360/792] lr: 7.500e-03, eta: 1 day, 10:45:47, time: 0.913, data_time: 0.002, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8510, loss_cls: 1.4087, loss: 1.4087, grad_norm: 5.2522, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9427, loss/aux0: 0.9427 2020-10-19 05:58:46,228 - mmaction - INFO - Epoch [25][380/792] lr: 7.500e-03, eta: 1 day, 10:43:57, time: 0.983, data_time: 0.000, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8724, loss_cls: 1.3267, loss: 1.3267, grad_norm: 5.2583, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0052, loss/aux0: 1.0052 2020-10-19 05:58:48,185 - mmaction - INFO - Epoch [25][380/792] lr: 7.500e-03, eta: 1 day, 10:44:58, time: 0.996, data_time: 0.002, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8724, loss_cls: 1.3267, loss: 1.3267, grad_norm: 5.3026, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0009, loss/aux0: 1.0009 2020-10-19 05:59:28,752 - mmaction - INFO - Epoch [25][400/792] lr: 7.500e-03, eta: 1 day, 10:43:11, time: 1.033, data_time: 0.217, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8682, loss_cls: 1.2893, loss: 1.2893, grad_norm: 5.4485, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9828, loss/aux0: 0.9828 2020-10-19 05:59:30,856 - mmaction - INFO - Epoch [25][400/792] lr: 7.500e-03, eta: 1 day, 10:44:17, time: 1.071, data_time: 0.247, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8682, loss_cls: 1.2893, loss: 1.2893, grad_norm: 5.4663, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9954, loss/aux0: 0.9954 2020-10-19 06:00:15,442 - mmaction - INFO - Epoch [25][420/792] lr: 7.500e-03, eta: 1 day, 10:42:42, time: 1.229, data_time: 0.000, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8516, loss_cls: 1.4140, loss: 1.4140, grad_norm: 5.5830, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0185, loss/aux0: 1.0185 2020-10-19 06:00:18,262 - mmaction - INFO - Epoch [25][420/792] lr: 7.500e-03, eta: 1 day, 10:43:56, time: 1.203, data_time: 0.009, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8516, loss_cls: 1.4140, loss: 1.4140, grad_norm: 5.5960, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0113, loss/aux0: 1.0113 2020-10-19 06:00:56,068 - mmaction - INFO - Epoch [25][440/792] lr: 7.500e-03, eta: 1 day, 10:42:06, time: 0.971, data_time: 0.000, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8641, loss_cls: 1.3651, loss: 1.3651, grad_norm: 5.1566, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9584, loss/aux0: 0.9584 2020-10-19 06:00:59,375 - mmaction - INFO - Epoch [25][440/792] lr: 7.500e-03, eta: 1 day, 10:43:12, time: 1.074, data_time: 0.001, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8641, loss_cls: 1.3651, loss: 1.3651, grad_norm: 5.1711, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9554, loss/aux0: 0.9554 2020-10-19 06:01:39,690 - mmaction - INFO - Epoch [25][460/792] lr: 7.500e-03, eta: 1 day, 10:41:25, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8589, loss_cls: 1.3562, loss: 1.3562, grad_norm: 5.3451, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9612, loss/aux0: 0.9612 2020-10-19 06:01:40,318 - mmaction - INFO - Epoch [25][460/792] lr: 7.500e-03, eta: 1 day, 10:42:29, time: 1.036, data_time: 0.003, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8589, loss_cls: 1.3562, loss: 1.3562, grad_norm: 5.2649, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9488, loss/aux0: 0.9488 2020-10-19 06:02:22,136 - mmaction - INFO - Epoch [25][480/792] lr: 7.500e-03, eta: 1 day, 10:40:43, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8823, loss_cls: 1.3068, loss: 1.3068, grad_norm: 5.2680, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9953, loss/aux0: 0.9953 2020-10-19 06:02:23,799 - mmaction - INFO - Epoch [25][480/792] lr: 7.500e-03, eta: 1 day, 10:41:50, time: 1.100, data_time: 0.002, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8823, loss_cls: 1.3068, loss: 1.3068, grad_norm: 5.2160, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9970, loss/aux0: 0.9970 2020-10-19 06:03:03,146 - mmaction - INFO - Epoch [25][500/792] lr: 7.500e-03, eta: 1 day, 10:40:05, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8667, loss_cls: 1.3424, loss: 1.3424, grad_norm: 5.1723, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9605, loss/aux0: 0.9605 2020-10-19 06:03:05,471 - mmaction - INFO - Epoch [25][500/792] lr: 7.500e-03, eta: 1 day, 10:41:08, time: 1.037, data_time: 0.002, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8667, loss_cls: 1.3424, loss: 1.3424, grad_norm: 5.1335, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9717, loss/aux0: 0.9717 2020-10-19 06:03:46,969 - mmaction - INFO - Epoch [25][520/792] lr: 7.500e-03, eta: 1 day, 10:39:26, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8562, loss_cls: 1.3560, loss: 1.3560, grad_norm: 5.3336, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9665, loss/aux0: 0.9665 2020-10-19 06:03:48,331 - mmaction - INFO - Epoch [25][520/792] lr: 7.500e-03, eta: 1 day, 10:40:25, time: 0.974, data_time: 0.004, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8562, loss_cls: 1.3560, loss: 1.3560, grad_norm: 5.2880, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9646, loss/aux0: 0.9646 2020-10-19 06:04:26,866 - mmaction - INFO - Epoch [25][540/792] lr: 7.500e-03, eta: 1 day, 10:38:40, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8578, loss_cls: 1.3472, loss: 1.3472, grad_norm: 5.1326, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9378, loss/aux0: 0.9378 2020-10-19 06:04:28,159 - mmaction - INFO - Epoch [25][540/792] lr: 7.500e-03, eta: 1 day, 10:39:35, time: 0.912, data_time: 0.014, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8578, loss_cls: 1.3472, loss: 1.3472, grad_norm: 5.1705, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9362, loss/aux0: 0.9362 2020-10-19 06:05:10,991 - mmaction - INFO - Epoch [25][560/792] lr: 7.500e-03, eta: 1 day, 10:37:52, time: 1.088, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8687, loss_cls: 1.3567, loss: 1.3567, grad_norm: 5.3751, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9768, loss/aux0: 0.9768 2020-10-19 06:05:13,217 - mmaction - INFO - Epoch [25][560/792] lr: 7.500e-03, eta: 1 day, 10:38:54, time: 1.010, data_time: 0.002, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8687, loss_cls: 1.3567, loss: 1.3567, grad_norm: 5.3677, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9768, loss/aux0: 0.9768 2020-10-19 06:05:55,021 - mmaction - INFO - Epoch [25][580/792] lr: 7.500e-03, eta: 1 day, 10:37:02, time: 0.945, data_time: 0.000, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8646, loss_cls: 1.3803, loss: 1.3803, grad_norm: 5.1742, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9890, loss/aux0: 0.9890 2020-10-19 06:05:57,009 - mmaction - INFO - Epoch [25][580/792] lr: 7.500e-03, eta: 1 day, 10:38:04, time: 1.015, data_time: 0.002, memory: 8335, top1_acc: 0.6354, top5_acc: 0.8646, loss_cls: 1.3803, loss: 1.3803, grad_norm: 5.2217, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9947, loss/aux0: 0.9947 2020-10-19 06:06:39,343 - mmaction - INFO - Epoch [25][600/792] lr: 7.500e-03, eta: 1 day, 10:36:25, time: 1.144, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8646, loss_cls: 1.3667, loss: 1.3667, grad_norm: 5.3105, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9938, loss/aux0: 0.9938 2020-10-19 06:06:39,944 - mmaction - INFO - Epoch [25][600/792] lr: 7.500e-03, eta: 1 day, 10:37:32, time: 1.111, data_time: 0.003, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8646, loss_cls: 1.3667, loss: 1.3667, grad_norm: 5.3265, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9901, loss/aux0: 0.9901 2020-10-19 06:07:21,332 - mmaction - INFO - Epoch [25][620/792] lr: 7.500e-03, eta: 1 day, 10:35:48, time: 1.069, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8495, loss_cls: 1.3692, loss: 1.3692, grad_norm: 5.3784, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9164, loss/aux0: 0.9164 2020-10-19 06:07:21,927 - mmaction - INFO - Epoch [25][620/792] lr: 7.500e-03, eta: 1 day, 10:36:53, time: 1.070, data_time: 0.002, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8495, loss_cls: 1.3692, loss: 1.3692, grad_norm: 5.3307, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9208, loss/aux0: 0.9208 2020-10-19 06:08:01,932 - mmaction - INFO - Epoch [25][640/792] lr: 7.500e-03, eta: 1 day, 10:35:00, time: 0.913, data_time: 0.058, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8656, loss_cls: 1.3786, loss: 1.3786, grad_norm: 5.3054, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9832, loss/aux0: 0.9832 2020-10-19 06:08:05,057 - mmaction - INFO - Epoch [25][640/792] lr: 7.500e-03, eta: 1 day, 10:36:03, time: 1.040, data_time: 0.185, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8656, loss_cls: 1.3786, loss: 1.3786, grad_norm: 5.3405, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9808, loss/aux0: 0.9808 2020-10-19 06:08:46,370 - mmaction - INFO - Epoch [25][660/792] lr: 7.500e-03, eta: 1 day, 10:34:23, time: 1.135, data_time: 0.122, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8667, loss_cls: 1.3410, loss: 1.3410, grad_norm: 5.3203, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9760, loss/aux0: 0.9760 2020-10-19 06:08:46,966 - mmaction - INFO - Epoch [25][660/792] lr: 7.500e-03, eta: 1 day, 10:35:31, time: 1.114, data_time: 0.102, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8667, loss_cls: 1.3410, loss: 1.3410, grad_norm: 5.3454, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9709, loss/aux0: 0.9709 2020-10-19 06:09:28,132 - mmaction - INFO - Epoch [25][680/792] lr: 7.500e-03, eta: 1 day, 10:33:52, time: 1.147, data_time: 0.000, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8562, loss_cls: 1.4099, loss: 1.4099, grad_norm: 5.5553, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9751, loss/aux0: 0.9751 2020-10-19 06:09:28,739 - mmaction - INFO - Epoch [25][680/792] lr: 7.500e-03, eta: 1 day, 10:35:00, time: 1.132, data_time: 0.003, memory: 8335, top1_acc: 0.6432, top5_acc: 0.8562, loss_cls: 1.4099, loss: 1.4099, grad_norm: 5.6096, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9790, loss/aux0: 0.9790 2020-10-19 06:10:13,370 - mmaction - INFO - Epoch [25][700/792] lr: 7.500e-03, eta: 1 day, 10:33:18, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8641, loss_cls: 1.3298, loss: 1.3298, grad_norm: 5.2397, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.9112, loss/aux0: 0.9112 2020-10-19 06:10:14,004 - mmaction - INFO - Epoch [25][700/792] lr: 7.500e-03, eta: 1 day, 10:34:24, time: 1.096, data_time: 0.007, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8641, loss_cls: 1.3298, loss: 1.3298, grad_norm: 5.2811, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.9160, loss/aux0: 0.9160 2020-10-19 06:10:51,341 - mmaction - INFO - Epoch [25][720/792] lr: 7.500e-03, eta: 1 day, 10:32:29, time: 0.870, data_time: 0.002, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8479, loss_cls: 1.4165, loss: 1.4165, grad_norm: 5.1706, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9508, loss/aux0: 0.9508 2020-10-19 06:10:55,227 - mmaction - INFO - Epoch [25][720/792] lr: 7.500e-03, eta: 1 day, 10:33:31, time: 1.030, data_time: 0.004, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8479, loss_cls: 1.4165, loss: 1.4165, grad_norm: 5.1791, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9474, loss/aux0: 0.9474 2020-10-19 06:11:33,978 - mmaction - INFO - Epoch [25][740/792] lr: 7.500e-03, eta: 1 day, 10:31:40, time: 0.956, data_time: 0.049, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8510, loss_cls: 1.4130, loss: 1.4130, grad_norm: 5.3917, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0055, loss/aux0: 1.0055 2020-10-19 06:11:36,792 - mmaction - INFO - Epoch [25][740/792] lr: 7.500e-03, eta: 1 day, 10:32:45, time: 1.073, data_time: 0.055, memory: 8335, top1_acc: 0.6406, top5_acc: 0.8510, loss_cls: 1.4130, loss: 1.4130, grad_norm: 5.3702, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9978, loss/aux0: 0.9978 2020-10-19 06:12:15,988 - mmaction - INFO - Epoch [25][760/792] lr: 7.500e-03, eta: 1 day, 10:30:59, time: 1.031, data_time: 0.120, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8568, loss_cls: 1.3736, loss: 1.3736, grad_norm: 5.3049, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9192, loss/aux0: 0.9192 2020-10-19 06:12:17,643 - mmaction - INFO - Epoch [25][760/792] lr: 7.500e-03, eta: 1 day, 10:32:02, time: 1.042, data_time: 0.122, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8568, loss_cls: 1.3736, loss: 1.3736, grad_norm: 5.2536, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9183, loss/aux0: 0.9183 2020-10-19 06:12:59,406 - mmaction - INFO - Epoch [25][780/792] lr: 7.500e-03, eta: 1 day, 10:30:18, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8573, loss_cls: 1.3725, loss: 1.3725, grad_norm: 5.4864, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9948, loss/aux0: 0.9948 2020-10-19 06:13:01,152 - mmaction - INFO - Epoch [25][780/792] lr: 7.500e-03, eta: 1 day, 10:31:16, time: 0.970, data_time: 0.001, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8573, loss_cls: 1.3725, loss: 1.3725, grad_norm: 5.5331, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0111, loss/aux0: 1.0111 2020-10-19 06:13:33,691 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-10-19 06:15:07,113 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 06:15:07,275 - mmaction - INFO - top1_acc 0.7274 top5_acc 0.9155 2020-10-19 06:15:07,275 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 06:15:07,298 - mmaction - INFO - mean_acc 0.7278 2020-10-19 06:15:07,298 - mmaction - INFO - Now best checkpoint is epoch_25.pth 2020-10-19 06:15:07,303 - mmaction - INFO - Epoch(val) [25][792] top1_acc: 0.7274, top5_acc: 0.9155, mean_class_accuracy: 0.7278 2020-10-19 06:18:02,411 - mmaction - INFO - Epoch [26][20/792] lr: 7.500e-03, eta: 1 day, 10:27:54, time: 1.082, data_time: 0.145, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8646, loss_cls: 1.3193, loss: 1.3193, grad_norm: 5.1210, top1_acc/aux0: 0.7582, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.9388, loss/aux0: 0.9388 2020-10-19 06:18:03,040 - mmaction - INFO - Epoch [26][20/792] lr: 7.500e-03, eta: 1 day, 10:28:59, time: 1.086, data_time: 0.150, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8646, loss_cls: 1.3193, loss: 1.3193, grad_norm: 5.1207, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9386, loss/aux0: 0.9386 2020-10-19 06:18:42,527 - mmaction - INFO - Epoch [26][40/792] lr: 7.500e-03, eta: 1 day, 10:27:10, time: 0.970, data_time: 0.248, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8755, loss_cls: 1.3059, loss: 1.3059, grad_norm: 5.4808, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0029, loss/aux0: 1.0029 2020-10-19 06:18:43,134 - mmaction - INFO - Epoch [26][40/792] lr: 7.500e-03, eta: 1 day, 10:28:08, time: 0.972, data_time: 0.250, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8755, loss_cls: 1.3059, loss: 1.3059, grad_norm: 5.4838, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0039, loss/aux0: 1.0039 2020-10-19 06:19:24,485 - mmaction - INFO - Epoch [26][60/792] lr: 7.500e-03, eta: 1 day, 10:26:24, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8578, loss_cls: 1.3594, loss: 1.3594, grad_norm: 5.2232, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0226, loss/aux0: 1.0226 2020-10-19 06:19:25,076 - mmaction - INFO - Epoch [26][60/792] lr: 7.500e-03, eta: 1 day, 10:27:21, time: 0.955, data_time: 0.002, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8578, loss_cls: 1.3594, loss: 1.3594, grad_norm: 5.2257, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0155, loss/aux0: 1.0155 2020-10-19 06:20:05,515 - mmaction - INFO - Epoch [26][80/792] lr: 7.500e-03, eta: 1 day, 10:25:34, time: 1.003, data_time: 0.000, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8724, loss_cls: 1.2945, loss: 1.2945, grad_norm: 5.3739, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9878, loss/aux0: 0.9878 2020-10-19 06:20:06,674 - mmaction - INFO - Epoch [26][80/792] lr: 7.500e-03, eta: 1 day, 10:26:36, time: 1.032, data_time: 0.001, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8724, loss_cls: 1.2945, loss: 1.2945, grad_norm: 5.3760, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9993, loss/aux0: 0.9993 2020-10-19 06:20:48,611 - mmaction - INFO - Epoch [26][100/792] lr: 7.500e-03, eta: 1 day, 10:24:48, time: 0.989, data_time: 0.000, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8661, loss_cls: 1.3518, loss: 1.3518, grad_norm: 5.2720, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9156, loss_cls/aux0: 1.0234, loss/aux0: 1.0234 2020-10-19 06:20:49,199 - mmaction - INFO - Epoch [26][100/792] lr: 7.500e-03, eta: 1 day, 10:25:47, time: 0.990, data_time: 0.002, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8661, loss_cls: 1.3518, loss: 1.3518, grad_norm: 5.2978, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0239, loss/aux0: 1.0239 2020-10-19 06:21:28,691 - mmaction - INFO - Epoch [26][120/792] lr: 7.500e-03, eta: 1 day, 10:24:03, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8635, loss_cls: 1.3327, loss: 1.3327, grad_norm: 5.3570, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.9177, loss/aux0: 0.9177 2020-10-19 06:21:31,035 - mmaction - INFO - Epoch [26][120/792] lr: 7.500e-03, eta: 1 day, 10:25:08, time: 1.080, data_time: 0.002, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8635, loss_cls: 1.3327, loss: 1.3327, grad_norm: 5.3303, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.9046, loss/aux0: 0.9046 2020-10-19 06:22:11,834 - mmaction - INFO - Epoch [26][140/792] lr: 7.500e-03, eta: 1 day, 10:23:28, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8677, loss_cls: 1.2853, loss: 1.2853, grad_norm: 5.0298, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9743, loss/aux0: 0.9743 2020-10-19 06:22:13,908 - mmaction - INFO - Epoch [26][140/792] lr: 7.500e-03, eta: 1 day, 10:24:33, time: 1.098, data_time: 0.001, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8677, loss_cls: 1.2853, loss: 1.2853, grad_norm: 5.0346, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9780, loss/aux0: 0.9780 2020-10-19 06:22:53,737 - mmaction - INFO - Epoch [26][160/792] lr: 7.500e-03, eta: 1 day, 10:22:54, time: 1.130, data_time: 0.000, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8708, loss_cls: 1.3233, loss: 1.3233, grad_norm: 5.2443, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9308, loss/aux0: 0.9308 2020-10-19 06:22:55,103 - mmaction - INFO - Epoch [26][160/792] lr: 7.500e-03, eta: 1 day, 10:24:00, time: 1.112, data_time: 0.003, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8708, loss_cls: 1.3233, loss: 1.3233, grad_norm: 5.2532, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9304, loss/aux0: 0.9304 2020-10-19 06:23:35,050 - mmaction - INFO - Epoch [26][180/792] lr: 7.500e-03, eta: 1 day, 10:22:16, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8792, loss_cls: 1.3057, loss: 1.3057, grad_norm: 5.0903, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9126, loss/aux0: 0.9126 2020-10-19 06:23:38,390 - mmaction - INFO - Epoch [26][180/792] lr: 7.500e-03, eta: 1 day, 10:23:21, time: 1.100, data_time: 0.004, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8792, loss_cls: 1.3057, loss: 1.3057, grad_norm: 5.0795, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9129, loss/aux0: 0.9129 2020-10-19 06:24:15,883 - mmaction - INFO - Epoch [26][200/792] lr: 7.500e-03, eta: 1 day, 10:21:37, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8635, loss_cls: 1.3312, loss: 1.3312, grad_norm: 5.3460, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9510, loss/aux0: 0.9510 2020-10-19 06:24:16,460 - mmaction - INFO - Epoch [26][200/792] lr: 7.500e-03, eta: 1 day, 10:22:34, time: 0.966, data_time: 0.001, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8635, loss_cls: 1.3312, loss: 1.3312, grad_norm: 5.3829, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9483, loss/aux0: 0.9483 2020-10-19 06:24:56,817 - mmaction - INFO - Epoch [26][220/792] lr: 7.500e-03, eta: 1 day, 10:20:50, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8495, loss_cls: 1.3956, loss: 1.3956, grad_norm: 4.9679, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9125, loss/aux0: 0.9125 2020-10-19 06:24:59,100 - mmaction - INFO - Epoch [26][220/792] lr: 7.500e-03, eta: 1 day, 10:21:53, time: 1.057, data_time: 0.002, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8495, loss_cls: 1.3956, loss: 1.3956, grad_norm: 5.0224, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9344, loss/aux0: 0.9344 2020-10-19 06:25:41,031 - mmaction - INFO - Epoch [26][240/792] lr: 7.500e-03, eta: 1 day, 10:20:13, time: 1.115, data_time: 0.000, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8656, loss_cls: 1.3086, loss: 1.3086, grad_norm: 5.0982, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9825, loss/aux0: 0.9825 2020-10-19 06:25:43,804 - mmaction - INFO - Epoch [26][240/792] lr: 7.500e-03, eta: 1 day, 10:21:23, time: 1.176, data_time: 0.004, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8656, loss_cls: 1.3086, loss: 1.3086, grad_norm: 5.1070, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9636, loss/aux0: 0.9636 2020-10-19 06:26:22,607 - mmaction - INFO - Epoch [26][260/792] lr: 7.500e-03, eta: 1 day, 10:19:40, time: 1.051, data_time: 0.029, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8651, loss_cls: 1.3169, loss: 1.3169, grad_norm: 5.0353, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9044, loss/aux0: 0.9044 2020-10-19 06:26:23,209 - mmaction - INFO - Epoch [26][260/792] lr: 7.500e-03, eta: 1 day, 10:20:41, time: 1.033, data_time: 0.031, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8651, loss_cls: 1.3169, loss: 1.3169, grad_norm: 5.0629, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9229, loss/aux0: 0.9229 2020-10-19 06:27:07,076 - mmaction - INFO - Epoch [26][280/792] lr: 7.500e-03, eta: 1 day, 10:18:57, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8625, loss_cls: 1.3692, loss: 1.3692, grad_norm: 5.3124, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9689, loss/aux0: 0.9689 2020-10-19 06:27:07,693 - mmaction - INFO - Epoch [26][280/792] lr: 7.500e-03, eta: 1 day, 10:19:58, time: 1.040, data_time: 0.004, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8625, loss_cls: 1.3692, loss: 1.3692, grad_norm: 5.3546, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9578, loss/aux0: 0.9578 2020-10-19 06:27:47,353 - mmaction - INFO - Epoch [26][300/792] lr: 7.500e-03, eta: 1 day, 10:18:14, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8609, loss_cls: 1.3362, loss: 1.3362, grad_norm: 5.1829, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9643, loss/aux0: 0.9643 2020-10-19 06:27:47,949 - mmaction - INFO - Epoch [26][300/792] lr: 7.500e-03, eta: 1 day, 10:19:14, time: 1.024, data_time: 0.002, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8609, loss_cls: 1.3362, loss: 1.3362, grad_norm: 5.2303, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9669, loss/aux0: 0.9669 2020-10-19 06:28:29,822 - mmaction - INFO - Epoch [26][320/792] lr: 7.500e-03, eta: 1 day, 10:17:30, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8599, loss_cls: 1.3789, loss: 1.3789, grad_norm: 5.3109, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9801, loss/aux0: 0.9801 2020-10-19 06:28:30,426 - mmaction - INFO - Epoch [26][320/792] lr: 7.500e-03, eta: 1 day, 10:18:31, time: 1.036, data_time: 0.003, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8599, loss_cls: 1.3789, loss: 1.3789, grad_norm: 5.3327, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9801, loss/aux0: 0.9801 2020-10-19 06:29:07,938 - mmaction - INFO - Epoch [26][340/792] lr: 7.500e-03, eta: 1 day, 10:16:44, time: 0.992, data_time: 0.041, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8615, loss_cls: 1.3448, loss: 1.3448, grad_norm: 5.2369, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0048, loss/aux0: 1.0048 2020-10-19 06:29:08,822 - mmaction - INFO - Epoch [26][340/792] lr: 7.500e-03, eta: 1 day, 10:17:43, time: 1.006, data_time: 0.039, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8615, loss_cls: 1.3448, loss: 1.3448, grad_norm: 5.2841, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0067, loss/aux0: 1.0067 2020-10-19 06:29:52,184 - mmaction - INFO - Epoch [26][360/792] lr: 7.500e-03, eta: 1 day, 10:16:08, time: 1.179, data_time: 0.000, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8641, loss_cls: 1.3585, loss: 1.3585, grad_norm: 5.4152, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0085, loss/aux0: 1.0085 2020-10-19 06:29:52,841 - mmaction - INFO - Epoch [26][360/792] lr: 7.500e-03, eta: 1 day, 10:17:16, time: 1.157, data_time: 0.005, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8641, loss_cls: 1.3585, loss: 1.3585, grad_norm: 5.3880, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9921, loss/aux0: 0.9921 2020-10-19 06:30:35,497 - mmaction - INFO - Epoch [26][380/792] lr: 7.500e-03, eta: 1 day, 10:15:31, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8661, loss_cls: 1.3514, loss: 1.3514, grad_norm: 5.3532, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9105, loss/aux0: 0.9105 2020-10-19 06:30:36,089 - mmaction - INFO - Epoch [26][380/792] lr: 7.500e-03, eta: 1 day, 10:16:29, time: 1.000, data_time: 0.002, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8661, loss_cls: 1.3514, loss: 1.3514, grad_norm: 5.3538, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9335, loss/aux0: 0.9335 2020-10-19 06:31:17,459 - mmaction - INFO - Epoch [26][400/792] lr: 7.500e-03, eta: 1 day, 10:14:49, time: 1.098, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8542, loss_cls: 1.3943, loss: 1.3943, grad_norm: 5.2184, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0077, loss/aux0: 1.0077 2020-10-19 06:31:18,961 - mmaction - INFO - Epoch [26][400/792] lr: 7.500e-03, eta: 1 day, 10:15:56, time: 1.144, data_time: 0.003, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8542, loss_cls: 1.3943, loss: 1.3943, grad_norm: 5.2577, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9893, loss/aux0: 0.9893 2020-10-19 06:32:00,466 - mmaction - INFO - Epoch [26][420/792] lr: 7.500e-03, eta: 1 day, 10:14:13, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8677, loss_cls: 1.2907, loss: 1.2907, grad_norm: 5.2357, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9510, loss/aux0: 0.9510 2020-10-19 06:32:01,047 - mmaction - INFO - Epoch [26][420/792] lr: 7.500e-03, eta: 1 day, 10:15:12, time: 1.010, data_time: 0.003, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8677, loss_cls: 1.2907, loss: 1.2907, grad_norm: 5.2551, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9701, loss/aux0: 0.9701 2020-10-19 06:32:40,562 - mmaction - INFO - Epoch [26][440/792] lr: 7.500e-03, eta: 1 day, 10:13:31, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8594, loss_cls: 1.3796, loss: 1.3796, grad_norm: 5.2753, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9840, loss/aux0: 0.9840 2020-10-19 06:32:41,138 - mmaction - INFO - Epoch [26][440/792] lr: 7.500e-03, eta: 1 day, 10:14:34, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8594, loss_cls: 1.3796, loss: 1.3796, grad_norm: 5.2928, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9837, loss/aux0: 0.9837 2020-10-19 06:33:22,780 - mmaction - INFO - Epoch [26][460/792] lr: 7.500e-03, eta: 1 day, 10:12:56, time: 1.120, data_time: 0.012, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8542, loss_cls: 1.3456, loss: 1.3456, grad_norm: 5.3752, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9533, loss/aux0: 0.9533 2020-10-19 06:33:23,409 - mmaction - INFO - Epoch [26][460/792] lr: 7.500e-03, eta: 1 day, 10:14:01, time: 1.122, data_time: 0.015, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8542, loss_cls: 1.3456, loss: 1.3456, grad_norm: 5.4068, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9337, loss/aux0: 0.9337 2020-10-19 06:34:02,390 - mmaction - INFO - Epoch [26][480/792] lr: 7.500e-03, eta: 1 day, 10:12:17, time: 1.028, data_time: 0.012, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8521, loss_cls: 1.4074, loss: 1.4074, grad_norm: 5.5866, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9863, loss/aux0: 0.9863 2020-10-19 06:34:05,291 - mmaction - INFO - Epoch [26][480/792] lr: 7.500e-03, eta: 1 day, 10:13:21, time: 1.091, data_time: 0.014, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8521, loss_cls: 1.4074, loss: 1.4074, grad_norm: 5.5545, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9807, loss/aux0: 0.9807 2020-10-19 06:34:43,560 - mmaction - INFO - Epoch [26][500/792] lr: 7.500e-03, eta: 1 day, 10:11:35, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8719, loss_cls: 1.2893, loss: 1.2893, grad_norm: 5.0602, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9434, loss/aux0: 0.9434 2020-10-19 06:34:46,304 - mmaction - INFO - Epoch [26][500/792] lr: 7.500e-03, eta: 1 day, 10:12:35, time: 1.032, data_time: 0.031, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8719, loss_cls: 1.2893, loss: 1.2893, grad_norm: 5.1201, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9625, loss/aux0: 0.9625 2020-10-19 06:35:24,771 - mmaction - INFO - Epoch [26][520/792] lr: 7.500e-03, eta: 1 day, 10:10:54, time: 1.068, data_time: 0.396, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8651, loss_cls: 1.2899, loss: 1.2899, grad_norm: 5.4989, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9591, loss/aux0: 0.9591 2020-10-19 06:35:27,543 - mmaction - INFO - Epoch [26][520/792] lr: 7.500e-03, eta: 1 day, 10:11:57, time: 1.092, data_time: 0.451, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8651, loss_cls: 1.2899, loss: 1.2899, grad_norm: 5.5001, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9465, loss/aux0: 0.9465 2020-10-19 06:36:08,535 - mmaction - INFO - Epoch [26][540/792] lr: 7.500e-03, eta: 1 day, 10:10:17, time: 1.082, data_time: 0.452, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8594, loss_cls: 1.3866, loss: 1.3866, grad_norm: 5.3351, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9441, loss/aux0: 0.9441 2020-10-19 06:36:10,552 - mmaction - INFO - Epoch [26][540/792] lr: 7.500e-03, eta: 1 day, 10:11:17, time: 1.039, data_time: 0.409, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8594, loss_cls: 1.3866, loss: 1.3866, grad_norm: 5.3771, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9637, loss/aux0: 0.9637 2020-10-19 06:36:49,539 - mmaction - INFO - Epoch [26][560/792] lr: 7.500e-03, eta: 1 day, 10:09:36, time: 1.059, data_time: 0.100, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8526, loss_cls: 1.3746, loss: 1.3746, grad_norm: 5.3560, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9135, loss_cls/aux0: 1.0177, loss/aux0: 1.0177 2020-10-19 06:36:50,920 - mmaction - INFO - Epoch [26][560/792] lr: 7.500e-03, eta: 1 day, 10:10:37, time: 1.052, data_time: 0.122, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8526, loss_cls: 1.3746, loss: 1.3746, grad_norm: 5.3909, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0103, loss/aux0: 1.0103 2020-10-19 06:37:31,354 - mmaction - INFO - Epoch [26][580/792] lr: 7.500e-03, eta: 1 day, 10:08:56, time: 1.074, data_time: 0.125, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8609, loss_cls: 1.3488, loss: 1.3488, grad_norm: 5.2624, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0012, loss/aux0: 1.0012 2020-10-19 06:37:31,940 - mmaction - INFO - Epoch [26][580/792] lr: 7.500e-03, eta: 1 day, 10:09:58, time: 1.076, data_time: 0.127, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8609, loss_cls: 1.3488, loss: 1.3488, grad_norm: 5.3114, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0034, loss/aux0: 1.0034 2020-10-19 06:38:14,273 - mmaction - INFO - Epoch [26][600/792] lr: 7.500e-03, eta: 1 day, 10:08:14, time: 1.019, data_time: 0.007, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8536, loss_cls: 1.3260, loss: 1.3260, grad_norm: 5.4835, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9700, loss/aux0: 0.9700 2020-10-19 06:38:14,891 - mmaction - INFO - Epoch [26][600/792] lr: 7.500e-03, eta: 1 day, 10:09:13, time: 1.022, data_time: 0.009, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8536, loss_cls: 1.3260, loss: 1.3260, grad_norm: 5.4862, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9595, loss/aux0: 0.9595 2020-10-19 06:38:53,009 - mmaction - INFO - Epoch [26][620/792] lr: 7.500e-03, eta: 1 day, 10:07:31, time: 1.035, data_time: 0.132, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8557, loss_cls: 1.3402, loss: 1.3402, grad_norm: 5.4113, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9724, loss/aux0: 0.9724 2020-10-19 06:38:55,592 - mmaction - INFO - Epoch [26][620/792] lr: 7.500e-03, eta: 1 day, 10:08:32, time: 1.058, data_time: 0.128, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8557, loss_cls: 1.3402, loss: 1.3402, grad_norm: 5.3315, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9675, loss/aux0: 0.9675 2020-10-19 06:39:35,238 - mmaction - INFO - Epoch [26][640/792] lr: 7.500e-03, eta: 1 day, 10:06:52, time: 1.079, data_time: 0.066, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8604, loss_cls: 1.3259, loss: 1.3259, grad_norm: 5.3877, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9562, loss/aux0: 0.9562 2020-10-19 06:39:35,832 - mmaction - INFO - Epoch [26][640/792] lr: 7.500e-03, eta: 1 day, 10:07:50, time: 1.013, data_time: 0.067, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8604, loss_cls: 1.3259, loss: 1.3259, grad_norm: 5.2838, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9571, loss/aux0: 0.9571 2020-10-19 06:40:16,391 - mmaction - INFO - Epoch [26][660/792] lr: 7.500e-03, eta: 1 day, 10:06:13, time: 1.126, data_time: 0.393, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8510, loss_cls: 1.3915, loss: 1.3915, grad_norm: 5.2145, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9153, loss/aux0: 0.9153 2020-10-19 06:40:16,992 - mmaction - INFO - Epoch [26][660/792] lr: 7.500e-03, eta: 1 day, 10:07:15, time: 1.084, data_time: 0.394, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8510, loss_cls: 1.3915, loss: 1.3915, grad_norm: 5.2243, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9114, loss/aux0: 0.9114 2020-10-19 06:40:56,073 - mmaction - INFO - Epoch [26][680/792] lr: 7.500e-03, eta: 1 day, 10:05:35, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8604, loss_cls: 1.3655, loss: 1.3655, grad_norm: 5.2686, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9220, loss/aux0: 0.9220 2020-10-19 06:40:57,486 - mmaction - INFO - Epoch [26][680/792] lr: 7.500e-03, eta: 1 day, 10:06:34, time: 1.040, data_time: 0.003, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8604, loss_cls: 1.3655, loss: 1.3655, grad_norm: 5.2226, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9275, loss/aux0: 0.9275 2020-10-19 06:41:39,286 - mmaction - INFO - Epoch [26][700/792] lr: 7.500e-03, eta: 1 day, 10:04:53, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8635, loss_cls: 1.2723, loss: 1.2723, grad_norm: 5.1927, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9773, loss/aux0: 0.9773 2020-10-19 06:41:40,347 - mmaction - INFO - Epoch [26][700/792] lr: 7.500e-03, eta: 1 day, 10:05:54, time: 1.074, data_time: 0.003, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8635, loss_cls: 1.2723, loss: 1.2723, grad_norm: 5.1972, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9872, loss/aux0: 0.9872 2020-10-19 06:42:17,809 - mmaction - INFO - Epoch [26][720/792] lr: 7.500e-03, eta: 1 day, 10:04:06, time: 0.927, data_time: 0.004, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8672, loss_cls: 1.3128, loss: 1.3128, grad_norm: 5.1798, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9433, loss/aux0: 0.9433 2020-10-19 06:42:20,918 - mmaction - INFO - Epoch [26][720/792] lr: 7.500e-03, eta: 1 day, 10:05:00, time: 0.949, data_time: 0.006, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8672, loss_cls: 1.3128, loss: 1.3128, grad_norm: 5.2369, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9341, loss/aux0: 0.9341 2020-10-19 06:43:01,570 - mmaction - INFO - Epoch [26][740/792] lr: 7.500e-03, eta: 1 day, 10:03:20, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8615, loss_cls: 1.3401, loss: 1.3401, grad_norm: 5.2563, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9052, loss_cls/aux0: 0.9708, loss/aux0: 0.9708 2020-10-19 06:43:02,156 - mmaction - INFO - Epoch [26][740/792] lr: 7.500e-03, eta: 1 day, 10:04:20, time: 1.061, data_time: 0.003, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8615, loss_cls: 1.3401, loss: 1.3401, grad_norm: 5.2896, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9036, loss_cls/aux0: 0.9786, loss/aux0: 0.9786 2020-10-19 06:43:44,128 - mmaction - INFO - Epoch [26][760/792] lr: 7.500e-03, eta: 1 day, 10:02:41, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8458, loss_cls: 1.3930, loss: 1.3930, grad_norm: 5.1224, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8965, loss/aux0: 0.8965 2020-10-19 06:43:44,717 - mmaction - INFO - Epoch [26][760/792] lr: 7.500e-03, eta: 1 day, 10:03:42, time: 1.079, data_time: 0.002, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8458, loss_cls: 1.3930, loss: 1.3930, grad_norm: 5.2126, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.9097, loss/aux0: 0.9097 2020-10-19 06:44:25,153 - mmaction - INFO - Epoch [26][780/792] lr: 7.500e-03, eta: 1 day, 10:02:00, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8521, loss_cls: 1.4386, loss: 1.4386, grad_norm: 5.4562, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9427, loss/aux0: 0.9427 2020-10-19 06:44:25,735 - mmaction - INFO - Epoch [26][780/792] lr: 7.500e-03, eta: 1 day, 10:02:58, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8521, loss_cls: 1.4386, loss: 1.4386, grad_norm: 5.4465, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9240, loss/aux0: 0.9240 2020-10-19 06:44:53,580 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-10-19 06:47:44,684 - mmaction - INFO - Epoch [27][20/792] lr: 7.500e-03, eta: 1 day, 9:59:42, time: 1.082, data_time: 0.000, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8661, loss_cls: 1.3017, loss: 1.3017, grad_norm: 5.2562, top1_acc/aux0: 0.7533, top5_acc/aux0: 0.9178, loss_cls/aux0: 0.9297, loss/aux0: 0.9297 2020-10-19 06:47:46,412 - mmaction - INFO - Epoch [27][20/792] lr: 7.500e-03, eta: 1 day, 10:00:42, time: 1.055, data_time: 0.002, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8661, loss_cls: 1.3017, loss: 1.3017, grad_norm: 5.2133, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9242, loss/aux0: 0.9242 2020-10-19 06:48:27,114 - mmaction - INFO - Epoch [27][40/792] lr: 7.500e-03, eta: 1 day, 9:59:06, time: 1.135, data_time: 0.034, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8776, loss_cls: 1.2736, loss: 1.2736, grad_norm: 5.2949, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9564, loss/aux0: 0.9564 2020-10-19 06:48:27,699 - mmaction - INFO - Epoch [27][40/792] lr: 7.500e-03, eta: 1 day, 10:00:11, time: 1.138, data_time: 0.037, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8776, loss_cls: 1.2736, loss: 1.2736, grad_norm: 5.3299, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9732, loss/aux0: 0.9732 2020-10-19 06:49:08,421 - mmaction - INFO - Epoch [27][60/792] lr: 7.500e-03, eta: 1 day, 9:58:29, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8734, loss_cls: 1.3252, loss: 1.3252, grad_norm: 5.3779, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9717, loss/aux0: 0.9717 2020-10-19 06:49:10,131 - mmaction - INFO - Epoch [27][60/792] lr: 7.500e-03, eta: 1 day, 9:59:27, time: 1.028, data_time: 0.003, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8734, loss_cls: 1.3252, loss: 1.3252, grad_norm: 5.3481, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9561, loss/aux0: 0.9561 2020-10-19 06:49:50,280 - mmaction - INFO - Epoch [27][80/792] lr: 7.500e-03, eta: 1 day, 9:57:51, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8651, loss_cls: 1.3053, loss: 1.3053, grad_norm: 5.0924, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9564, loss/aux0: 0.9564 2020-10-19 06:49:50,915 - mmaction - INFO - Epoch [27][80/792] lr: 7.500e-03, eta: 1 day, 9:58:50, time: 1.044, data_time: 0.002, memory: 8335, top1_acc: 0.6531, top5_acc: 0.8651, loss_cls: 1.3053, loss: 1.3053, grad_norm: 5.0829, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9595, loss/aux0: 0.9595 2020-10-19 06:50:31,320 - mmaction - INFO - Epoch [27][100/792] lr: 7.500e-03, eta: 1 day, 9:57:12, time: 1.103, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8703, loss_cls: 1.2945, loss: 1.2945, grad_norm: 5.4574, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9756, loss/aux0: 0.9756 2020-10-19 06:50:35,408 - mmaction - INFO - Epoch [27][100/792] lr: 7.500e-03, eta: 1 day, 9:58:17, time: 1.153, data_time: 0.003, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8703, loss_cls: 1.2945, loss: 1.2945, grad_norm: 5.3912, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9603, loss/aux0: 0.9603 2020-10-19 06:51:12,842 - mmaction - INFO - Epoch [27][120/792] lr: 7.500e-03, eta: 1 day, 9:56:37, time: 1.060, data_time: 0.000, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8589, loss_cls: 1.3920, loss: 1.3920, grad_norm: 5.5568, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9477, loss/aux0: 0.9477 2020-10-19 06:51:13,430 - mmaction - INFO - Epoch [27][120/792] lr: 7.500e-03, eta: 1 day, 9:57:34, time: 0.995, data_time: 0.002, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8589, loss_cls: 1.3920, loss: 1.3920, grad_norm: 5.5937, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9805, loss/aux0: 0.9805 2020-10-19 06:51:56,056 - mmaction - INFO - Epoch [27][140/792] lr: 7.500e-03, eta: 1 day, 9:55:56, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8698, loss_cls: 1.2998, loss: 1.2998, grad_norm: 5.3537, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0225, loss/aux0: 1.0225 2020-10-19 06:51:56,670 - mmaction - INFO - Epoch [27][140/792] lr: 7.500e-03, eta: 1 day, 9:56:57, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8698, loss_cls: 1.2998, loss: 1.2998, grad_norm: 5.4012, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9120, loss_cls/aux0: 1.0259, loss/aux0: 1.0259 2020-10-19 06:52:37,610 - mmaction - INFO - Epoch [27][160/792] lr: 7.500e-03, eta: 1 day, 9:55:16, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8573, loss_cls: 1.3074, loss: 1.3074, grad_norm: 5.1082, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9210, loss/aux0: 0.9210 2020-10-19 06:52:38,397 - mmaction - INFO - Epoch [27][160/792] lr: 7.500e-03, eta: 1 day, 9:56:15, time: 1.051, data_time: 0.012, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8573, loss_cls: 1.3074, loss: 1.3074, grad_norm: 5.1493, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9123, loss/aux0: 0.9123 2020-10-19 06:53:20,987 - mmaction - INFO - Epoch [27][180/792] lr: 7.500e-03, eta: 1 day, 9:54:34, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8583, loss_cls: 1.3161, loss: 1.3161, grad_norm: 5.2196, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9911, loss/aux0: 0.9911 2020-10-19 06:53:22,345 - mmaction - INFO - Epoch [27][180/792] lr: 7.500e-03, eta: 1 day, 9:55:32, time: 1.035, data_time: 0.003, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8583, loss_cls: 1.3161, loss: 1.3161, grad_norm: 5.2068, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9807, loss/aux0: 0.9807 2020-10-19 06:54:00,982 - mmaction - INFO - Epoch [27][200/792] lr: 7.500e-03, eta: 1 day, 9:53:48, time: 0.978, data_time: 0.000, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8609, loss_cls: 1.3433, loss: 1.3433, grad_norm: 5.1323, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9272, loss/aux0: 0.9272 2020-10-19 06:54:03,403 - mmaction - INFO - Epoch [27][200/792] lr: 7.500e-03, eta: 1 day, 9:54:42, time: 0.959, data_time: 0.002, memory: 8335, top1_acc: 0.6505, top5_acc: 0.8609, loss_cls: 1.3433, loss: 1.3433, grad_norm: 5.1387, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9274, loss/aux0: 0.9274 2020-10-19 06:54:45,806 - mmaction - INFO - Epoch [27][220/792] lr: 7.500e-03, eta: 1 day, 9:53:03, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8641, loss_cls: 1.3521, loss: 1.3521, grad_norm: 5.4407, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9582, loss/aux0: 0.9582 2020-10-19 06:54:48,003 - mmaction - INFO - Epoch [27][220/792] lr: 7.500e-03, eta: 1 day, 9:53:59, time: 1.011, data_time: 0.002, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8641, loss_cls: 1.3521, loss: 1.3521, grad_norm: 5.4620, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9659, loss/aux0: 0.9659 2020-10-19 06:55:27,873 - mmaction - INFO - Epoch [27][240/792] lr: 7.500e-03, eta: 1 day, 9:52:20, time: 1.066, data_time: 0.141, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8724, loss_cls: 1.2728, loss: 1.2728, grad_norm: 5.1869, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9146, loss_cls/aux0: 1.0028, loss/aux0: 1.0028 2020-10-19 06:55:29,544 - mmaction - INFO - Epoch [27][240/792] lr: 7.500e-03, eta: 1 day, 9:53:23, time: 1.121, data_time: 0.144, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8724, loss_cls: 1.2728, loss: 1.2728, grad_norm: 5.2070, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9960, loss/aux0: 0.9960 2020-10-19 06:56:07,207 - mmaction - INFO - Epoch [27][260/792] lr: 7.500e-03, eta: 1 day, 9:51:38, time: 0.969, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8687, loss_cls: 1.3078, loss: 1.3078, grad_norm: 5.3248, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9709, loss/aux0: 0.9709 2020-10-19 06:56:10,045 - mmaction - INFO - Epoch [27][260/792] lr: 7.500e-03, eta: 1 day, 9:52:32, time: 0.957, data_time: 0.002, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8687, loss_cls: 1.3078, loss: 1.3078, grad_norm: 5.3123, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9726, loss/aux0: 0.9726 2020-10-19 06:56:50,175 - mmaction - INFO - Epoch [27][280/792] lr: 7.500e-03, eta: 1 day, 9:50:53, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8562, loss_cls: 1.3290, loss: 1.3290, grad_norm: 5.2364, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9626, loss/aux0: 0.9626 2020-10-19 06:56:53,627 - mmaction - INFO - Epoch [27][280/792] lr: 7.500e-03, eta: 1 day, 9:51:54, time: 1.087, data_time: 0.002, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8562, loss_cls: 1.3290, loss: 1.3290, grad_norm: 5.2536, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9631, loss/aux0: 0.9631 2020-10-19 06:57:32,657 - mmaction - INFO - Epoch [27][300/792] lr: 7.500e-03, eta: 1 day, 9:50:11, time: 0.983, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8667, loss_cls: 1.2892, loss: 1.2892, grad_norm: 5.0669, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9319, loss/aux0: 0.9319 2020-10-19 06:57:34,691 - mmaction - INFO - Epoch [27][300/792] lr: 7.500e-03, eta: 1 day, 9:51:05, time: 0.968, data_time: 0.002, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8667, loss_cls: 1.2892, loss: 1.2892, grad_norm: 5.1379, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9405, loss/aux0: 0.9405 2020-10-19 06:58:17,025 - mmaction - INFO - Epoch [27][320/792] lr: 7.500e-03, eta: 1 day, 9:49:27, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8604, loss_cls: 1.3090, loss: 1.3090, grad_norm: 5.2152, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9272, loss/aux0: 0.9272 2020-10-19 06:58:17,641 - mmaction - INFO - Epoch [27][320/792] lr: 7.500e-03, eta: 1 day, 9:50:27, time: 1.073, data_time: 0.003, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8604, loss_cls: 1.3090, loss: 1.3090, grad_norm: 5.2128, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9086, loss/aux0: 0.9086 2020-10-19 06:58:56,377 - mmaction - INFO - Epoch [27][340/792] lr: 7.500e-03, eta: 1 day, 9:48:48, time: 1.060, data_time: 0.005, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8661, loss_cls: 1.3018, loss: 1.3018, grad_norm: 5.1654, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.9213, loss/aux0: 0.9213 2020-10-19 06:58:58,319 - mmaction - INFO - Epoch [27][340/792] lr: 7.500e-03, eta: 1 day, 9:49:46, time: 1.054, data_time: 0.008, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8661, loss_cls: 1.3018, loss: 1.3018, grad_norm: 5.1590, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9270, loss/aux0: 0.9270 2020-10-19 06:59:38,177 - mmaction - INFO - Epoch [27][360/792] lr: 7.500e-03, eta: 1 day, 9:48:10, time: 1.103, data_time: 0.106, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8698, loss_cls: 1.3305, loss: 1.3305, grad_norm: 5.4317, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9532, loss/aux0: 0.9532 2020-10-19 06:59:38,775 - mmaction - INFO - Epoch [27][360/792] lr: 7.500e-03, eta: 1 day, 9:49:06, time: 1.005, data_time: 0.107, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8698, loss_cls: 1.3305, loss: 1.3305, grad_norm: 5.4531, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9723, loss/aux0: 0.9723 2020-10-19 07:00:20,926 - mmaction - INFO - Epoch [27][380/792] lr: 7.500e-03, eta: 1 day, 9:47:32, time: 1.165, data_time: 0.019, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8651, loss_cls: 1.3581, loss: 1.3581, grad_norm: 5.2302, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9929, loss/aux0: 0.9929 2020-10-19 07:00:23,683 - mmaction - INFO - Epoch [27][380/792] lr: 7.500e-03, eta: 1 day, 9:48:39, time: 1.199, data_time: 0.022, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8651, loss_cls: 1.3581, loss: 1.3581, grad_norm: 5.2531, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9909, loss/aux0: 0.9909 2020-10-19 07:01:03,424 - mmaction - INFO - Epoch [27][400/792] lr: 7.500e-03, eta: 1 day, 9:47:01, time: 1.076, data_time: 0.114, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8625, loss_cls: 1.3271, loss: 1.3271, grad_norm: 5.3614, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0359, loss/aux0: 1.0359 2020-10-19 07:01:05,742 - mmaction - INFO - Epoch [27][400/792] lr: 7.500e-03, eta: 1 day, 9:48:01, time: 1.078, data_time: 0.116, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8625, loss_cls: 1.3271, loss: 1.3271, grad_norm: 5.3169, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0230, loss/aux0: 1.0230 2020-10-19 07:01:45,407 - mmaction - INFO - Epoch [27][420/792] lr: 7.500e-03, eta: 1 day, 9:46:14, time: 0.916, data_time: 0.026, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8563, loss_cls: 1.3416, loss: 1.3416, grad_norm: 5.3472, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9390, loss/aux0: 0.9390 2020-10-19 07:01:47,407 - mmaction - INFO - Epoch [27][420/792] lr: 7.500e-03, eta: 1 day, 9:47:08, time: 0.985, data_time: 0.027, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8563, loss_cls: 1.3416, loss: 1.3416, grad_norm: 5.3710, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9462, loss/aux0: 0.9462 2020-10-19 07:02:29,152 - mmaction - INFO - Epoch [27][440/792] lr: 7.500e-03, eta: 1 day, 9:45:31, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.6844, top5_acc: 0.8792, loss_cls: 1.2634, loss: 1.2634, grad_norm: 5.2078, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9529, loss/aux0: 0.9529 2020-10-19 07:02:32,041 - mmaction - INFO - Epoch [27][440/792] lr: 7.500e-03, eta: 1 day, 9:46:38, time: 1.208, data_time: 0.002, memory: 8335, top1_acc: 0.6844, top5_acc: 0.8792, loss_cls: 1.2634, loss: 1.2634, grad_norm: 5.2658, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9496, loss/aux0: 0.9496 2020-10-19 07:03:08,755 - mmaction - INFO - Epoch [27][460/792] lr: 7.500e-03, eta: 1 day, 9:44:56, time: 0.999, data_time: 0.072, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8672, loss_cls: 1.2607, loss: 1.2607, grad_norm: 5.2495, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9793, loss/aux0: 0.9793 2020-10-19 07:03:09,760 - mmaction - INFO - Epoch [27][460/792] lr: 7.500e-03, eta: 1 day, 9:45:50, time: 0.972, data_time: 0.074, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8672, loss_cls: 1.2607, loss: 1.2607, grad_norm: 5.2337, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9745, loss/aux0: 0.9745 2020-10-19 07:03:51,173 - mmaction - INFO - Epoch [27][480/792] lr: 7.500e-03, eta: 1 day, 9:44:12, time: 1.081, data_time: 0.135, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8698, loss_cls: 1.2899, loss: 1.2899, grad_norm: 5.3248, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9281, loss/aux0: 0.9281 2020-10-19 07:03:51,798 - mmaction - INFO - Epoch [27][480/792] lr: 7.500e-03, eta: 1 day, 9:45:09, time: 1.019, data_time: 0.138, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8698, loss_cls: 1.2899, loss: 1.2899, grad_norm: 5.3211, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9359, loss/aux0: 0.9359 2020-10-19 07:04:33,802 - mmaction - INFO - Epoch [27][500/792] lr: 7.500e-03, eta: 1 day, 9:43:31, time: 1.083, data_time: 0.330, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8677, loss_cls: 1.3716, loss: 1.3716, grad_norm: 5.4245, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9734, loss/aux0: 0.9734 2020-10-19 07:04:34,410 - mmaction - INFO - Epoch [27][500/792] lr: 7.500e-03, eta: 1 day, 9:44:31, time: 1.077, data_time: 0.334, memory: 8335, top1_acc: 0.6453, top5_acc: 0.8677, loss_cls: 1.3716, loss: 1.3716, grad_norm: 5.4644, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9754, loss/aux0: 0.9754 2020-10-19 07:05:15,042 - mmaction - INFO - Epoch [27][520/792] lr: 7.500e-03, eta: 1 day, 9:42:47, time: 0.966, data_time: 0.287, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8562, loss_cls: 1.3513, loss: 1.3513, grad_norm: 5.1245, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9698, loss/aux0: 0.9698 2020-10-19 07:05:15,650 - mmaction - INFO - Epoch [27][520/792] lr: 7.500e-03, eta: 1 day, 9:43:40, time: 0.969, data_time: 0.290, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8562, loss_cls: 1.3513, loss: 1.3513, grad_norm: 5.1092, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9518, loss/aux0: 0.9518 2020-10-19 07:05:55,661 - mmaction - INFO - Epoch [27][540/792] lr: 7.500e-03, eta: 1 day, 9:41:59, time: 1.012, data_time: 0.280, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8687, loss_cls: 1.2749, loss: 1.2749, grad_norm: 5.2222, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9631, loss/aux0: 0.9631 2020-10-19 07:05:58,043 - mmaction - INFO - Epoch [27][540/792] lr: 7.500e-03, eta: 1 day, 9:43:00, time: 1.102, data_time: 0.282, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8687, loss_cls: 1.2749, loss: 1.2749, grad_norm: 5.1834, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9609, loss/aux0: 0.9609 2020-10-19 07:06:38,119 - mmaction - INFO - Epoch [27][560/792] lr: 7.500e-03, eta: 1 day, 9:41:20, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8484, loss_cls: 1.3876, loss: 1.3876, grad_norm: 5.3465, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9196, loss/aux0: 0.9196 2020-10-19 07:06:39,997 - mmaction - INFO - Epoch [27][560/792] lr: 7.500e-03, eta: 1 day, 9:42:14, time: 0.996, data_time: 0.002, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8484, loss_cls: 1.3876, loss: 1.3876, grad_norm: 5.2763, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9251, loss/aux0: 0.9251 2020-10-19 07:07:20,679 - mmaction - INFO - Epoch [27][580/792] lr: 7.500e-03, eta: 1 day, 9:40:40, time: 1.134, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8594, loss_cls: 1.3330, loss: 1.3330, grad_norm: 5.2356, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.9531, loss/aux0: 0.9531 2020-10-19 07:07:24,247 - mmaction - INFO - Epoch [27][580/792] lr: 7.500e-03, eta: 1 day, 9:41:47, time: 1.225, data_time: 0.002, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8594, loss_cls: 1.3330, loss: 1.3330, grad_norm: 5.2416, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.9498, loss/aux0: 0.9498 2020-10-19 07:08:02,326 - mmaction - INFO - Epoch [27][600/792] lr: 7.500e-03, eta: 1 day, 9:40:08, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8672, loss_cls: 1.3324, loss: 1.3324, grad_norm: 5.4409, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9532, loss/aux0: 0.9532 2020-10-19 07:08:04,236 - mmaction - INFO - Epoch [27][600/792] lr: 7.500e-03, eta: 1 day, 9:41:04, time: 1.030, data_time: 0.003, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8672, loss_cls: 1.3324, loss: 1.3324, grad_norm: 5.4943, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9706, loss/aux0: 0.9706 2020-10-19 07:08:44,578 - mmaction - INFO - Epoch [27][620/792] lr: 7.500e-03, eta: 1 day, 9:39:26, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8599, loss_cls: 1.3339, loss: 1.3339, grad_norm: 5.7582, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9478, loss/aux0: 0.9478 2020-10-19 07:08:45,182 - mmaction - INFO - Epoch [27][620/792] lr: 7.500e-03, eta: 1 day, 9:40:24, time: 1.057, data_time: 0.003, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8599, loss_cls: 1.3339, loss: 1.3339, grad_norm: 5.7977, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9477, loss/aux0: 0.9477 2020-10-19 07:09:24,525 - mmaction - INFO - Epoch [27][640/792] lr: 7.500e-03, eta: 1 day, 9:38:41, time: 0.972, data_time: 0.000, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8635, loss_cls: 1.3200, loss: 1.3200, grad_norm: 5.2287, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9767, loss/aux0: 0.9767 2020-10-19 07:09:26,269 - mmaction - INFO - Epoch [27][640/792] lr: 7.500e-03, eta: 1 day, 9:39:34, time: 0.980, data_time: 0.001, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8635, loss_cls: 1.3200, loss: 1.3200, grad_norm: 5.2120, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9701, loss/aux0: 0.9701 2020-10-19 07:10:04,758 - mmaction - INFO - Epoch [27][660/792] lr: 7.500e-03, eta: 1 day, 9:37:54, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8589, loss_cls: 1.3852, loss: 1.3852, grad_norm: 5.4002, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9629, loss/aux0: 0.9629 2020-10-19 07:10:05,361 - mmaction - INFO - Epoch [27][660/792] lr: 7.500e-03, eta: 1 day, 9:38:46, time: 0.946, data_time: 0.002, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8589, loss_cls: 1.3852, loss: 1.3852, grad_norm: 5.4356, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9733, loss/aux0: 0.9733 2020-10-19 07:10:47,233 - mmaction - INFO - Epoch [27][680/792] lr: 7.500e-03, eta: 1 day, 9:37:07, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8531, loss_cls: 1.3586, loss: 1.3586, grad_norm: 5.6038, top1_acc/aux0: 0.7370, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0272, loss/aux0: 1.0272 2020-10-19 07:10:47,842 - mmaction - INFO - Epoch [27][680/792] lr: 7.500e-03, eta: 1 day, 9:38:04, time: 1.047, data_time: 0.002, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8531, loss_cls: 1.3586, loss: 1.3586, grad_norm: 5.7039, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0156, loss/aux0: 1.0156 2020-10-19 07:11:29,280 - mmaction - INFO - Epoch [27][700/792] lr: 7.500e-03, eta: 1 day, 9:36:27, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8573, loss_cls: 1.3820, loss: 1.3820, grad_norm: 5.3992, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9323, loss/aux0: 0.9323 2020-10-19 07:11:29,874 - mmaction - INFO - Epoch [27][700/792] lr: 7.500e-03, eta: 1 day, 9:37:26, time: 1.076, data_time: 0.002, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8573, loss_cls: 1.3820, loss: 1.3820, grad_norm: 5.3933, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9278, loss/aux0: 0.9278 2020-10-19 07:12:08,639 - mmaction - INFO - Epoch [27][720/792] lr: 7.500e-03, eta: 1 day, 9:35:45, time: 1.013, data_time: 0.239, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8615, loss_cls: 1.3348, loss: 1.3348, grad_norm: 5.0274, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9253, loss/aux0: 0.9253 2020-10-19 07:12:10,995 - mmaction - INFO - Epoch [27][720/792] lr: 7.500e-03, eta: 1 day, 9:36:42, time: 1.044, data_time: 0.216, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8615, loss_cls: 1.3348, loss: 1.3348, grad_norm: 5.0253, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9260, loss/aux0: 0.9260 2020-10-19 07:12:51,795 - mmaction - INFO - Epoch [27][740/792] lr: 7.500e-03, eta: 1 day, 9:35:07, time: 1.104, data_time: 0.306, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8615, loss_cls: 1.3641, loss: 1.3641, grad_norm: 5.5767, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9749, loss/aux0: 0.9749 2020-10-19 07:12:53,222 - mmaction - INFO - Epoch [27][740/792] lr: 7.500e-03, eta: 1 day, 9:36:07, time: 1.114, data_time: 0.308, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8615, loss_cls: 1.3641, loss: 1.3641, grad_norm: 5.5144, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9734, loss/aux0: 0.9734 2020-10-19 07:13:33,478 - mmaction - INFO - Epoch [27][760/792] lr: 7.500e-03, eta: 1 day, 9:34:30, time: 1.068, data_time: 0.048, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8583, loss_cls: 1.3747, loss: 1.3747, grad_norm: 5.2881, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9458, loss/aux0: 0.9458 2020-10-19 07:13:36,492 - mmaction - INFO - Epoch [27][760/792] lr: 7.500e-03, eta: 1 day, 9:35:30, time: 1.107, data_time: 0.050, memory: 8335, top1_acc: 0.6479, top5_acc: 0.8583, loss_cls: 1.3747, loss: 1.3747, grad_norm: 5.2154, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9416, loss/aux0: 0.9416 2020-10-19 07:14:13,952 - mmaction - INFO - Epoch [27][780/792] lr: 7.500e-03, eta: 1 day, 9:33:53, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8651, loss_cls: 1.3786, loss: 1.3786, grad_norm: 5.3196, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9477, loss/aux0: 0.9477 2020-10-19 07:14:16,149 - mmaction - INFO - Epoch [27][780/792] lr: 7.500e-03, eta: 1 day, 9:34:47, time: 0.996, data_time: 0.002, memory: 8335, top1_acc: 0.6484, top5_acc: 0.8651, loss_cls: 1.3786, loss: 1.3786, grad_norm: 5.2868, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9507, loss/aux0: 0.9507 2020-10-19 07:14:43,139 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-10-19 07:17:48,853 - mmaction - INFO - Epoch [28][20/792] lr: 7.500e-03, eta: 1 day, 9:31:37, time: 1.061, data_time: 0.296, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8708, loss_cls: 1.2718, loss: 1.2718, grad_norm: 5.3014, top1_acc/aux0: 0.7489, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0045, loss/aux0: 1.0045 2020-10-19 07:17:51,437 - mmaction - INFO - Epoch [28][20/792] lr: 7.500e-03, eta: 1 day, 9:32:40, time: 1.163, data_time: 0.399, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8708, loss_cls: 1.2718, loss: 1.2718, grad_norm: 5.2214, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9959, loss/aux0: 0.9959 2020-10-19 07:18:33,418 - mmaction - INFO - Epoch [28][40/792] lr: 7.500e-03, eta: 1 day, 9:31:03, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8677, loss_cls: 1.2842, loss: 1.2842, grad_norm: 5.1270, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9559, loss/aux0: 0.9559 2020-10-19 07:18:36,427 - mmaction - INFO - Epoch [28][40/792] lr: 7.500e-03, eta: 1 day, 9:32:02, time: 1.096, data_time: 0.002, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8677, loss_cls: 1.2842, loss: 1.2842, grad_norm: 5.1413, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9592, loss/aux0: 0.9592 2020-10-19 07:19:14,345 - mmaction - INFO - Epoch [28][60/792] lr: 7.500e-03, eta: 1 day, 9:30:17, time: 0.925, data_time: 0.000, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8667, loss_cls: 1.3139, loss: 1.3139, grad_norm: 5.3579, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9891, loss/aux0: 0.9891 2020-10-19 07:19:15,929 - mmaction - INFO - Epoch [28][60/792] lr: 7.500e-03, eta: 1 day, 9:31:07, time: 0.928, data_time: 0.002, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8667, loss_cls: 1.3139, loss: 1.3139, grad_norm: 5.3781, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9875, loss/aux0: 0.9875 2020-10-19 07:19:56,355 - mmaction - INFO - Epoch [28][80/792] lr: 7.500e-03, eta: 1 day, 9:29:30, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8599, loss_cls: 1.3364, loss: 1.3364, grad_norm: 5.1155, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9635, loss/aux0: 0.9635 2020-10-19 07:19:58,463 - mmaction - INFO - Epoch [28][80/792] lr: 7.500e-03, eta: 1 day, 9:30:26, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8599, loss_cls: 1.3364, loss: 1.3364, grad_norm: 5.1019, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9782, loss/aux0: 0.9782 2020-10-19 07:20:37,994 - mmaction - INFO - Epoch [28][100/792] lr: 7.500e-03, eta: 1 day, 9:28:46, time: 0.993, data_time: 0.000, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8583, loss_cls: 1.3477, loss: 1.3477, grad_norm: 5.1714, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9801, loss/aux0: 0.9801 2020-10-19 07:20:40,689 - mmaction - INFO - Epoch [28][100/792] lr: 7.500e-03, eta: 1 day, 9:29:43, time: 1.068, data_time: 0.002, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8583, loss_cls: 1.3477, loss: 1.3477, grad_norm: 5.1517, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9726, loss/aux0: 0.9726 2020-10-19 07:21:20,007 - mmaction - INFO - Epoch [28][120/792] lr: 7.500e-03, eta: 1 day, 9:28:05, time: 1.040, data_time: 0.166, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8526, loss_cls: 1.3990, loss: 1.3990, grad_norm: 5.2757, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.9337, loss/aux0: 0.9337 2020-10-19 07:21:20,696 - mmaction - INFO - Epoch [28][120/792] lr: 7.500e-03, eta: 1 day, 9:28:52, time: 0.884, data_time: 0.169, memory: 8335, top1_acc: 0.6375, top5_acc: 0.8526, loss_cls: 1.3990, loss: 1.3990, grad_norm: 5.2815, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.9389, loss/aux0: 0.9389 2020-10-19 07:22:02,822 - mmaction - INFO - Epoch [28][140/792] lr: 7.500e-03, eta: 1 day, 9:27:14, time: 1.037, data_time: 0.267, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.3128, loss: 1.3128, grad_norm: 5.3325, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9261, loss/aux0: 0.9261 2020-10-19 07:22:04,083 - mmaction - INFO - Epoch [28][140/792] lr: 7.500e-03, eta: 1 day, 9:28:09, time: 1.023, data_time: 0.268, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.3128, loss: 1.3128, grad_norm: 5.2965, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9151, loss/aux0: 0.9151 2020-10-19 07:22:44,724 - mmaction - INFO - Epoch [28][160/792] lr: 7.500e-03, eta: 1 day, 9:26:30, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8630, loss_cls: 1.3542, loss: 1.3542, grad_norm: 5.2183, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9321, loss/aux0: 0.9321 2020-10-19 07:22:47,175 - mmaction - INFO - Epoch [28][160/792] lr: 7.500e-03, eta: 1 day, 9:27:26, time: 1.045, data_time: 0.095, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8630, loss_cls: 1.3542, loss: 1.3542, grad_norm: 5.2425, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9388, loss/aux0: 0.9388 2020-10-19 07:23:31,104 - mmaction - INFO - Epoch [28][180/792] lr: 7.500e-03, eta: 1 day, 9:25:54, time: 1.162, data_time: 0.000, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8714, loss_cls: 1.2745, loss: 1.2745, grad_norm: 5.3956, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9759, loss/aux0: 0.9759 2020-10-19 07:23:34,091 - mmaction - INFO - Epoch [28][180/792] lr: 7.500e-03, eta: 1 day, 9:26:59, time: 1.212, data_time: 0.002, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8714, loss_cls: 1.2745, loss: 1.2745, grad_norm: 5.3505, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9645, loss/aux0: 0.9645 2020-10-19 07:24:14,324 - mmaction - INFO - Epoch [28][200/792] lr: 7.500e-03, eta: 1 day, 9:25:23, time: 1.070, data_time: 0.417, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8703, loss_cls: 1.2799, loss: 1.2799, grad_norm: 5.3658, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9947, loss/aux0: 0.9947 2020-10-19 07:24:14,927 - mmaction - INFO - Epoch [28][200/792] lr: 7.500e-03, eta: 1 day, 9:26:18, time: 1.025, data_time: 0.419, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8703, loss_cls: 1.2799, loss: 1.2799, grad_norm: 5.3721, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9909, loss/aux0: 0.9909 2020-10-19 07:24:55,049 - mmaction - INFO - Epoch [28][220/792] lr: 7.500e-03, eta: 1 day, 9:24:39, time: 1.026, data_time: 0.382, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8714, loss_cls: 1.3318, loss: 1.3318, grad_norm: 5.3882, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9264, loss/aux0: 0.9264 2020-10-19 07:24:55,637 - mmaction - INFO - Epoch [28][220/792] lr: 7.500e-03, eta: 1 day, 9:25:31, time: 0.970, data_time: 0.384, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8714, loss_cls: 1.3318, loss: 1.3318, grad_norm: 5.3741, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.9354, loss/aux0: 0.9354 2020-10-19 07:25:35,424 - mmaction - INFO - Epoch [28][240/792] lr: 7.500e-03, eta: 1 day, 9:23:52, time: 1.014, data_time: 0.278, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8667, loss_cls: 1.3238, loss: 1.3238, grad_norm: 5.4856, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9233, loss/aux0: 0.9233 2020-10-19 07:25:36,587 - mmaction - INFO - Epoch [28][240/792] lr: 7.500e-03, eta: 1 day, 9:24:45, time: 1.000, data_time: 0.244, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8667, loss_cls: 1.3238, loss: 1.3238, grad_norm: 5.5369, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9272, loss/aux0: 0.9272 2020-10-19 07:26:16,432 - mmaction - INFO - Epoch [28][260/792] lr: 7.500e-03, eta: 1 day, 9:23:07, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8729, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.3061, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9733, loss/aux0: 0.9733 2020-10-19 07:26:18,368 - mmaction - INFO - Epoch [28][260/792] lr: 7.500e-03, eta: 1 day, 9:24:01, time: 1.013, data_time: 0.003, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8729, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.2561, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9652, loss/aux0: 0.9652 2020-10-19 07:26:57,838 - mmaction - INFO - Epoch [28][280/792] lr: 7.500e-03, eta: 1 day, 9:22:23, time: 1.033, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8708, loss_cls: 1.3398, loss: 1.3398, grad_norm: 5.1951, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0115, loss/aux0: 1.0115 2020-10-19 07:27:00,229 - mmaction - INFO - Epoch [28][280/792] lr: 7.500e-03, eta: 1 day, 9:23:16, time: 0.996, data_time: 0.002, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8708, loss_cls: 1.3398, loss: 1.3398, grad_norm: 5.2073, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0300, loss/aux0: 1.0300 2020-10-19 07:27:40,913 - mmaction - INFO - Epoch [28][300/792] lr: 7.500e-03, eta: 1 day, 9:21:37, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8661, loss_cls: 1.3253, loss: 1.3253, grad_norm: 5.4598, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9549, loss/aux0: 0.9549 2020-10-19 07:27:43,520 - mmaction - INFO - Epoch [28][300/792] lr: 7.500e-03, eta: 1 day, 9:22:31, time: 1.011, data_time: 0.002, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8661, loss_cls: 1.3253, loss: 1.3253, grad_norm: 5.4129, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9366, loss/aux0: 0.9366 2020-10-19 07:28:24,186 - mmaction - INFO - Epoch [28][320/792] lr: 7.500e-03, eta: 1 day, 9:20:55, time: 1.075, data_time: 0.000, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8630, loss_cls: 1.3191, loss: 1.3191, grad_norm: 5.3601, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9309, loss/aux0: 0.9309 2020-10-19 07:28:26,681 - mmaction - INFO - Epoch [28][320/792] lr: 7.500e-03, eta: 1 day, 9:21:53, time: 1.086, data_time: 0.003, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8630, loss_cls: 1.3191, loss: 1.3191, grad_norm: 5.3728, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9461, loss/aux0: 0.9461 2020-10-19 07:29:06,472 - mmaction - INFO - Epoch [28][340/792] lr: 7.500e-03, eta: 1 day, 9:20:17, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8687, loss_cls: 1.2851, loss: 1.2851, grad_norm: 5.1999, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9133, loss/aux0: 0.9133 2020-10-19 07:29:08,609 - mmaction - INFO - Epoch [28][340/792] lr: 7.500e-03, eta: 1 day, 9:21:13, time: 1.041, data_time: 0.003, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8687, loss_cls: 1.2851, loss: 1.2851, grad_norm: 5.2172, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9128, loss/aux0: 0.9128 2020-10-19 07:29:50,154 - mmaction - INFO - Epoch [28][360/792] lr: 7.500e-03, eta: 1 day, 9:19:38, time: 1.086, data_time: 0.461, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8568, loss_cls: 1.3099, loss: 1.3099, grad_norm: 5.3385, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9933, loss/aux0: 0.9933 2020-10-19 07:29:50,743 - mmaction - INFO - Epoch [28][360/792] lr: 7.500e-03, eta: 1 day, 9:20:35, time: 1.086, data_time: 0.463, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8568, loss_cls: 1.3099, loss: 1.3099, grad_norm: 5.3339, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9792, loss/aux0: 0.9792 2020-10-19 07:30:30,843 - mmaction - INFO - Epoch [28][380/792] lr: 7.500e-03, eta: 1 day, 9:18:53, time: 0.937, data_time: 0.148, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8526, loss_cls: 1.3783, loss: 1.3783, grad_norm: 5.4619, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9200, loss/aux0: 0.9200 2020-10-19 07:30:34,201 - mmaction - INFO - Epoch [28][380/792] lr: 7.500e-03, eta: 1 day, 9:19:49, time: 1.075, data_time: 0.151, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8526, loss_cls: 1.3783, loss: 1.3783, grad_norm: 5.4409, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9235, loss/aux0: 0.9235 2020-10-19 07:31:13,905 - mmaction - INFO - Epoch [28][400/792] lr: 7.500e-03, eta: 1 day, 9:18:09, time: 0.973, data_time: 0.000, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8604, loss_cls: 1.3348, loss: 1.3348, grad_norm: 5.3594, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9622, loss/aux0: 0.9622 2020-10-19 07:31:15,785 - mmaction - INFO - Epoch [28][400/792] lr: 7.500e-03, eta: 1 day, 9:18:59, time: 0.960, data_time: 0.002, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8604, loss_cls: 1.3348, loss: 1.3348, grad_norm: 5.2894, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9560, loss/aux0: 0.9560 2020-10-19 07:31:55,577 - mmaction - INFO - Epoch [28][420/792] lr: 7.500e-03, eta: 1 day, 9:17:21, time: 1.014, data_time: 0.010, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8510, loss_cls: 1.3693, loss: 1.3693, grad_norm: 5.3423, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.9199, loss/aux0: 0.9199 2020-10-19 07:31:57,549 - mmaction - INFO - Epoch [28][420/792] lr: 7.500e-03, eta: 1 day, 9:18:17, time: 1.060, data_time: 0.081, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8510, loss_cls: 1.3693, loss: 1.3693, grad_norm: 5.3035, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9308, loss/aux0: 0.9308 2020-10-19 07:32:36,581 - mmaction - INFO - Epoch [28][440/792] lr: 7.500e-03, eta: 1 day, 9:16:38, time: 0.999, data_time: 0.007, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8573, loss_cls: 1.3737, loss: 1.3737, grad_norm: 5.3485, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9937, loss/aux0: 0.9937 2020-10-19 07:32:37,243 - mmaction - INFO - Epoch [28][440/792] lr: 7.500e-03, eta: 1 day, 9:17:30, time: 0.999, data_time: 0.003, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8573, loss_cls: 1.3737, loss: 1.3737, grad_norm: 5.3016, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9950, loss/aux0: 0.9950 2020-10-19 07:33:20,507 - mmaction - INFO - Epoch [28][460/792] lr: 7.500e-03, eta: 1 day, 9:15:57, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8630, loss_cls: 1.2740, loss: 1.2740, grad_norm: 5.0674, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9327, loss/aux0: 0.9327 2020-10-19 07:33:21,110 - mmaction - INFO - Epoch [28][460/792] lr: 7.500e-03, eta: 1 day, 9:16:54, time: 1.102, data_time: 0.002, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8630, loss_cls: 1.2740, loss: 1.2740, grad_norm: 5.0461, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9268, loss/aux0: 0.9268 2020-10-19 07:34:02,226 - mmaction - INFO - Epoch [28][480/792] lr: 7.500e-03, eta: 1 day, 9:15:17, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8667, loss_cls: 1.3074, loss: 1.3074, grad_norm: 5.2315, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9065, loss/aux0: 0.9065 2020-10-19 07:34:02,817 - mmaction - INFO - Epoch [28][480/792] lr: 7.500e-03, eta: 1 day, 9:16:12, time: 1.039, data_time: 0.002, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8667, loss_cls: 1.3074, loss: 1.3074, grad_norm: 5.2694, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8986, loss/aux0: 0.8986 2020-10-19 07:34:45,333 - mmaction - INFO - Epoch [28][500/792] lr: 7.500e-03, eta: 1 day, 9:14:38, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8693, loss_cls: 1.2908, loss: 1.2908, grad_norm: 5.2159, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8928, loss/aux0: 0.8928 2020-10-19 07:34:45,956 - mmaction - INFO - Epoch [28][500/792] lr: 7.500e-03, eta: 1 day, 9:15:36, time: 1.097, data_time: 0.003, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8693, loss_cls: 1.2908, loss: 1.2908, grad_norm: 5.2848, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.9028, loss/aux0: 0.9028 2020-10-19 07:35:25,529 - mmaction - INFO - Epoch [28][520/792] lr: 7.500e-03, eta: 1 day, 9:13:56, time: 0.990, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8542, loss_cls: 1.3641, loss: 1.3641, grad_norm: 5.3048, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9214, loss_cls/aux0: 1.0008, loss/aux0: 1.0008 2020-10-19 07:35:29,266 - mmaction - INFO - Epoch [28][520/792] lr: 7.500e-03, eta: 1 day, 9:14:56, time: 1.148, data_time: 0.003, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8542, loss_cls: 1.3641, loss: 1.3641, grad_norm: 5.3609, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9187, loss_cls/aux0: 1.0131, loss/aux0: 1.0131 2020-10-19 07:36:10,090 - mmaction - INFO - Epoch [28][540/792] lr: 7.500e-03, eta: 1 day, 9:13:17, time: 0.982, data_time: 0.000, memory: 8335, top1_acc: 0.6563, top5_acc: 0.8552, loss_cls: 1.3468, loss: 1.3468, grad_norm: 5.2037, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.9179, loss/aux0: 0.9179 2020-10-19 07:36:11,309 - mmaction - INFO - Epoch [28][540/792] lr: 7.500e-03, eta: 1 day, 9:14:10, time: 1.014, data_time: 0.003, memory: 8335, top1_acc: 0.6563, top5_acc: 0.8552, loss_cls: 1.3468, loss: 1.3468, grad_norm: 5.1290, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.9109, loss/aux0: 0.9109 2020-10-19 07:36:52,096 - mmaction - INFO - Epoch [28][560/792] lr: 7.500e-03, eta: 1 day, 9:12:35, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8698, loss_cls: 1.2807, loss: 1.2807, grad_norm: 5.2018, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9853, loss/aux0: 0.9853 2020-10-19 07:36:52,719 - mmaction - INFO - Epoch [28][560/792] lr: 7.500e-03, eta: 1 day, 9:13:28, time: 1.030, data_time: 0.004, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8698, loss_cls: 1.2807, loss: 1.2807, grad_norm: 5.1666, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9733, loss/aux0: 0.9733 2020-10-19 07:37:35,897 - mmaction - INFO - Epoch [28][580/792] lr: 7.500e-03, eta: 1 day, 9:11:54, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8755, loss_cls: 1.3026, loss: 1.3026, grad_norm: 5.3776, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9675, loss/aux0: 0.9675 2020-10-19 07:37:36,507 - mmaction - INFO - Epoch [28][580/792] lr: 7.500e-03, eta: 1 day, 9:12:51, time: 1.088, data_time: 0.002, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8755, loss_cls: 1.3026, loss: 1.3026, grad_norm: 5.3835, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9713, loss/aux0: 0.9713 2020-10-19 07:38:18,336 - mmaction - INFO - Epoch [28][600/792] lr: 7.500e-03, eta: 1 day, 9:11:17, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8641, loss_cls: 1.3177, loss: 1.3177, grad_norm: 5.0508, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9431, loss/aux0: 0.9431 2020-10-19 07:38:18,932 - mmaction - INFO - Epoch [28][600/792] lr: 7.500e-03, eta: 1 day, 9:12:14, time: 1.088, data_time: 0.003, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8641, loss_cls: 1.3177, loss: 1.3177, grad_norm: 5.0321, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9390, loss/aux0: 0.9390 2020-10-19 07:38:57,936 - mmaction - INFO - Epoch [28][620/792] lr: 7.500e-03, eta: 1 day, 9:10:30, time: 0.905, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8719, loss_cls: 1.3406, loss: 1.3406, grad_norm: 5.4355, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9595, loss/aux0: 0.9595 2020-10-19 07:38:59,616 - mmaction - INFO - Epoch [28][620/792] lr: 7.500e-03, eta: 1 day, 9:11:20, time: 0.962, data_time: 0.003, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8719, loss_cls: 1.3406, loss: 1.3406, grad_norm: 5.4631, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9756, loss/aux0: 0.9756 2020-10-19 07:39:40,592 - mmaction - INFO - Epoch [28][640/792] lr: 7.500e-03, eta: 1 day, 9:09:50, time: 1.153, data_time: 0.000, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8667, loss_cls: 1.3062, loss: 1.3062, grad_norm: 5.1386, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9165, loss/aux0: 0.9165 2020-10-19 07:39:41,176 - mmaction - INFO - Epoch [28][640/792] lr: 7.500e-03, eta: 1 day, 9:10:47, time: 1.089, data_time: 0.002, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8667, loss_cls: 1.3062, loss: 1.3062, grad_norm: 5.2340, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9140, loss/aux0: 0.9140 2020-10-19 07:40:20,558 - mmaction - INFO - Epoch [28][660/792] lr: 7.500e-03, eta: 1 day, 9:09:07, time: 0.974, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.3475, loss: 1.3475, grad_norm: 5.1060, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9709, loss/aux0: 0.9709 2020-10-19 07:40:21,156 - mmaction - INFO - Epoch [28][660/792] lr: 7.500e-03, eta: 1 day, 9:09:58, time: 0.976, data_time: 0.003, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.3475, loss: 1.3475, grad_norm: 5.0294, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9533, loss/aux0: 0.9533 2020-10-19 07:41:03,362 - mmaction - INFO - Epoch [28][680/792] lr: 7.500e-03, eta: 1 day, 9:08:21, time: 1.026, data_time: 0.000, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8589, loss_cls: 1.3428, loss: 1.3428, grad_norm: 5.2300, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9437, loss/aux0: 0.9437 2020-10-19 07:41:03,976 - mmaction - INFO - Epoch [28][680/792] lr: 7.500e-03, eta: 1 day, 9:09:14, time: 1.028, data_time: 0.003, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8589, loss_cls: 1.3428, loss: 1.3428, grad_norm: 5.2161, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9571, loss/aux0: 0.9571 2020-10-19 07:41:45,319 - mmaction - INFO - Epoch [28][700/792] lr: 7.500e-03, eta: 1 day, 9:07:38, time: 1.048, data_time: 0.076, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8583, loss_cls: 1.3115, loss: 1.3115, grad_norm: 5.1203, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9263, loss/aux0: 0.9263 2020-10-19 07:41:46,279 - mmaction - INFO - Epoch [28][700/792] lr: 7.500e-03, eta: 1 day, 9:08:34, time: 1.067, data_time: 0.096, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8583, loss_cls: 1.3115, loss: 1.3115, grad_norm: 5.1573, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9229, loss/aux0: 0.9229 2020-10-19 07:42:26,679 - mmaction - INFO - Epoch [28][720/792] lr: 7.500e-03, eta: 1 day, 9:06:58, time: 1.046, data_time: 0.466, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8609, loss_cls: 1.3450, loss: 1.3450, grad_norm: 5.2495, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9618, loss/aux0: 0.9618 2020-10-19 07:42:28,877 - mmaction - INFO - Epoch [28][720/792] lr: 7.500e-03, eta: 1 day, 9:07:51, time: 1.035, data_time: 0.455, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8609, loss_cls: 1.3450, loss: 1.3450, grad_norm: 5.2132, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9557, loss/aux0: 0.9557 2020-10-19 07:43:06,741 - mmaction - INFO - Epoch [28][740/792] lr: 7.500e-03, eta: 1 day, 9:06:16, time: 1.054, data_time: 0.306, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8792, loss_cls: 1.3118, loss: 1.3118, grad_norm: 5.1679, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9606, loss/aux0: 0.9606 2020-10-19 07:43:07,743 - mmaction - INFO - Epoch [28][740/792] lr: 7.500e-03, eta: 1 day, 9:07:09, time: 1.020, data_time: 0.273, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8792, loss_cls: 1.3118, loss: 1.3118, grad_norm: 5.2355, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9729, loss/aux0: 0.9729 2020-10-19 07:43:46,330 - mmaction - INFO - Epoch [28][760/792] lr: 7.500e-03, eta: 1 day, 9:05:30, time: 0.989, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8635, loss_cls: 1.3426, loss: 1.3426, grad_norm: 5.2938, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9108, loss/aux0: 0.9108 2020-10-19 07:43:47,932 - mmaction - INFO - Epoch [28][760/792] lr: 7.500e-03, eta: 1 day, 9:06:24, time: 1.042, data_time: 0.003, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8635, loss_cls: 1.3426, loss: 1.3426, grad_norm: 5.3146, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9092, loss/aux0: 0.9092 2020-10-19 07:44:29,066 - mmaction - INFO - Epoch [28][780/792] lr: 7.500e-03, eta: 1 day, 9:04:47, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8630, loss_cls: 1.3194, loss: 1.3194, grad_norm: 5.2592, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9548, loss/aux0: 0.9548 2020-10-19 07:44:31,116 - mmaction - INFO - Epoch [28][780/792] lr: 7.500e-03, eta: 1 day, 9:05:39, time: 1.005, data_time: 0.003, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8630, loss_cls: 1.3194, loss: 1.3194, grad_norm: 5.3311, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9600, loss/aux0: 0.9600 2020-10-19 07:45:00,249 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-10-19 07:47:50,060 - mmaction - INFO - Epoch [29][20/792] lr: 7.500e-03, eta: 1 day, 9:02:32, time: 1.009, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8708, loss_cls: 1.2651, loss: 1.2651, grad_norm: 5.1930, top1_acc/aux0: 0.7621, top5_acc/aux0: 0.9221, loss_cls/aux0: 0.9138, loss/aux0: 0.9138 2020-10-19 07:47:51,348 - mmaction - INFO - Epoch [29][20/792] lr: 7.500e-03, eta: 1 day, 9:03:26, time: 1.044, data_time: 0.002, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8708, loss_cls: 1.2651, loss: 1.2651, grad_norm: 5.1820, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8996, loss/aux0: 0.8996 2020-10-19 07:48:31,889 - mmaction - INFO - Epoch [29][40/792] lr: 7.500e-03, eta: 1 day, 9:01:51, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8672, loss_cls: 1.3418, loss: 1.3418, grad_norm: 5.3277, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9251, loss/aux0: 0.9251 2020-10-19 07:48:32,488 - mmaction - INFO - Epoch [29][40/792] lr: 7.500e-03, eta: 1 day, 9:02:45, time: 1.054, data_time: 0.002, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8672, loss_cls: 1.3418, loss: 1.3418, grad_norm: 5.3219, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9452, loss/aux0: 0.9452 2020-10-19 07:49:16,847 - mmaction - INFO - Epoch [29][60/792] lr: 7.500e-03, eta: 1 day, 9:01:14, time: 1.121, data_time: 0.035, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8698, loss_cls: 1.3640, loss: 1.3640, grad_norm: 5.4395, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9700, loss/aux0: 0.9700 2020-10-19 07:49:17,427 - mmaction - INFO - Epoch [29][60/792] lr: 7.500e-03, eta: 1 day, 9:02:12, time: 1.122, data_time: 0.037, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8698, loss_cls: 1.3640, loss: 1.3640, grad_norm: 5.4573, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9633, loss/aux0: 0.9633 2020-10-19 07:49:58,781 - mmaction - INFO - Epoch [29][80/792] lr: 7.500e-03, eta: 1 day, 9:00:37, time: 1.062, data_time: 0.000, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.3107, loss: 1.3107, grad_norm: 5.3129, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8952, loss/aux0: 0.8952 2020-10-19 07:50:02,310 - mmaction - INFO - Epoch [29][80/792] lr: 7.500e-03, eta: 1 day, 9:01:33, time: 1.087, data_time: 0.004, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8688, loss_cls: 1.3107, loss: 1.3107, grad_norm: 5.2937, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9009, loss/aux0: 0.9009 2020-10-19 07:50:39,417 - mmaction - INFO - Epoch [29][100/792] lr: 7.500e-03, eta: 1 day, 8:59:53, time: 0.947, data_time: 0.000, memory: 8335, top1_acc: 0.6563, top5_acc: 0.8630, loss_cls: 1.3640, loss: 1.3640, grad_norm: 5.2421, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9262, loss/aux0: 0.9262 2020-10-19 07:50:40,899 - mmaction - INFO - Epoch [29][100/792] lr: 7.500e-03, eta: 1 day, 9:00:40, time: 0.929, data_time: 0.002, memory: 8335, top1_acc: 0.6563, top5_acc: 0.8630, loss_cls: 1.3640, loss: 1.3640, grad_norm: 5.2338, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9203, loss/aux0: 0.9203 2020-10-19 07:51:20,763 - mmaction - INFO - Epoch [29][120/792] lr: 7.500e-03, eta: 1 day, 8:59:06, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8854, loss_cls: 1.2346, loss: 1.2346, grad_norm: 5.1026, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.9195, loss/aux0: 0.9195 2020-10-19 07:51:21,702 - mmaction - INFO - Epoch [29][120/792] lr: 7.500e-03, eta: 1 day, 9:00:01, time: 1.074, data_time: 0.001, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8854, loss_cls: 1.2346, loss: 1.2346, grad_norm: 5.1696, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.9227, loss/aux0: 0.9227 2020-10-19 07:52:02,668 - mmaction - INFO - Epoch [29][140/792] lr: 7.500e-03, eta: 1 day, 8:58:25, time: 1.033, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8609, loss_cls: 1.3021, loss: 1.3021, grad_norm: 5.3917, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.9176, loss/aux0: 0.9176 2020-10-19 07:52:04,080 - mmaction - INFO - Epoch [29][140/792] lr: 7.500e-03, eta: 1 day, 8:59:16, time: 0.991, data_time: 0.002, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8609, loss_cls: 1.3021, loss: 1.3021, grad_norm: 5.4163, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9251, loss/aux0: 0.9251 2020-10-19 07:52:43,821 - mmaction - INFO - Epoch [29][160/792] lr: 7.500e-03, eta: 1 day, 8:57:38, time: 0.990, data_time: 0.000, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8641, loss_cls: 1.3172, loss: 1.3172, grad_norm: 5.1790, top1_acc/aux0: 0.7313, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0263, loss/aux0: 1.0263 2020-10-19 07:52:46,588 - mmaction - INFO - Epoch [29][160/792] lr: 7.500e-03, eta: 1 day, 8:58:32, time: 1.052, data_time: 0.002, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8641, loss_cls: 1.3172, loss: 1.3172, grad_norm: 5.1918, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9130, loss_cls/aux0: 1.0156, loss/aux0: 1.0156 2020-10-19 07:53:27,224 - mmaction - INFO - Epoch [29][180/792] lr: 7.500e-03, eta: 1 day, 8:57:01, time: 1.126, data_time: 0.000, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8708, loss_cls: 1.2915, loss: 1.2915, grad_norm: 4.9965, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9325, loss/aux0: 0.9325 2020-10-19 07:53:27,835 - mmaction - INFO - Epoch [29][180/792] lr: 7.500e-03, eta: 1 day, 8:57:58, time: 1.115, data_time: 0.003, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8708, loss_cls: 1.2915, loss: 1.2915, grad_norm: 4.9401, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9288, loss/aux0: 0.9288 2020-10-19 07:54:09,272 - mmaction - INFO - Epoch [29][200/792] lr: 7.500e-03, eta: 1 day, 8:56:24, time: 1.062, data_time: 0.005, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8651, loss_cls: 1.2928, loss: 1.2928, grad_norm: 5.3042, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9473, loss/aux0: 0.9473 2020-10-19 07:54:09,884 - mmaction - INFO - Epoch [29][200/792] lr: 7.500e-03, eta: 1 day, 8:57:18, time: 1.062, data_time: 0.006, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8651, loss_cls: 1.2928, loss: 1.2928, grad_norm: 5.2760, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9660, loss/aux0: 0.9660 2020-10-19 07:54:49,017 - mmaction - INFO - Epoch [29][220/792] lr: 7.500e-03, eta: 1 day, 8:55:39, time: 0.970, data_time: 0.000, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8677, loss_cls: 1.2973, loss: 1.2973, grad_norm: 5.4738, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0535, loss/aux0: 1.0535 2020-10-19 07:54:49,646 - mmaction - INFO - Epoch [29][220/792] lr: 7.500e-03, eta: 1 day, 8:56:29, time: 0.969, data_time: 0.002, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8677, loss_cls: 1.2973, loss: 1.2973, grad_norm: 5.5040, top1_acc/aux0: 0.7229, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0379, loss/aux0: 1.0379 2020-10-19 07:55:31,836 - mmaction - INFO - Epoch [29][240/792] lr: 7.500e-03, eta: 1 day, 8:54:56, time: 1.077, data_time: 0.022, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8750, loss_cls: 1.2736, loss: 1.2736, grad_norm: 5.3774, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9647, loss/aux0: 0.9647 2020-10-19 07:55:33,041 - mmaction - INFO - Epoch [29][240/792] lr: 7.500e-03, eta: 1 day, 8:55:50, time: 1.076, data_time: 0.020, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8750, loss_cls: 1.2736, loss: 1.2736, grad_norm: 5.4390, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9701, loss/aux0: 0.9701 2020-10-19 07:56:14,496 - mmaction - INFO - Epoch [29][260/792] lr: 7.500e-03, eta: 1 day, 8:54:14, time: 1.022, data_time: 0.000, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8688, loss_cls: 1.2742, loss: 1.2742, grad_norm: 5.3646, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0036, loss/aux0: 1.0036 2020-10-19 07:56:15,086 - mmaction - INFO - Epoch [29][260/792] lr: 7.500e-03, eta: 1 day, 8:55:06, time: 1.023, data_time: 0.002, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8688, loss_cls: 1.2742, loss: 1.2742, grad_norm: 5.4069, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0037, loss/aux0: 1.0037 2020-10-19 07:56:55,796 - mmaction - INFO - Epoch [29][280/792] lr: 7.500e-03, eta: 1 day, 8:53:33, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8510, loss_cls: 1.3585, loss: 1.3585, grad_norm: 5.3582, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8934, loss/aux0: 0.8934 2020-10-19 07:56:56,400 - mmaction - INFO - Epoch [29][280/792] lr: 7.500e-03, eta: 1 day, 8:54:26, time: 1.055, data_time: 0.003, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8510, loss_cls: 1.3585, loss: 1.3585, grad_norm: 5.3759, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8984, loss/aux0: 0.8984 2020-10-19 07:57:34,929 - mmaction - INFO - Epoch [29][300/792] lr: 7.500e-03, eta: 1 day, 8:52:50, time: 1.015, data_time: 0.237, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8807, loss_cls: 1.2242, loss: 1.2242, grad_norm: 5.2610, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9151, loss_cls/aux0: 1.0116, loss/aux0: 1.0116 2020-10-19 07:57:36,768 - mmaction - INFO - Epoch [29][300/792] lr: 7.500e-03, eta: 1 day, 8:53:42, time: 1.032, data_time: 0.292, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8807, loss_cls: 1.2242, loss: 1.2242, grad_norm: 5.2753, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0033, loss/aux0: 1.0033 2020-10-19 07:58:18,675 - mmaction - INFO - Epoch [29][320/792] lr: 7.500e-03, eta: 1 day, 8:52:13, time: 1.143, data_time: 0.470, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8781, loss_cls: 1.2611, loss: 1.2611, grad_norm: 5.1749, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9986, loss/aux0: 0.9986 2020-10-19 07:58:22,311 - mmaction - INFO - Epoch [29][320/792] lr: 7.500e-03, eta: 1 day, 8:53:14, time: 1.205, data_time: 0.531, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8781, loss_cls: 1.2611, loss: 1.2611, grad_norm: 5.2177, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9161, loss_cls/aux0: 1.0040, loss/aux0: 1.0040 2020-10-19 07:58:58,676 - mmaction - INFO - Epoch [29][340/792] lr: 7.500e-03, eta: 1 day, 8:51:34, time: 0.948, data_time: 0.294, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.3214, loss: 1.3214, grad_norm: 5.3280, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9616, loss/aux0: 0.9616 2020-10-19 07:59:00,297 - mmaction - INFO - Epoch [29][340/792] lr: 7.500e-03, eta: 1 day, 8:52:22, time: 0.948, data_time: 0.295, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.3214, loss: 1.3214, grad_norm: 5.3193, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9605, loss/aux0: 0.9605 2020-10-19 07:59:39,342 - mmaction - INFO - Epoch [29][360/792] lr: 7.500e-03, eta: 1 day, 8:50:46, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8708, loss_cls: 1.2877, loss: 1.2877, grad_norm: 5.1139, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9483, loss/aux0: 0.9483 2020-10-19 07:59:40,899 - mmaction - INFO - Epoch [29][360/792] lr: 7.500e-03, eta: 1 day, 8:51:37, time: 1.023, data_time: 0.003, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8708, loss_cls: 1.2877, loss: 1.2877, grad_norm: 5.1095, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9369, loss/aux0: 0.9369 2020-10-19 08:00:21,636 - mmaction - INFO - Epoch [29][380/792] lr: 7.500e-03, eta: 1 day, 8:50:05, time: 1.085, data_time: 0.221, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8682, loss_cls: 1.2769, loss: 1.2769, grad_norm: 5.3363, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9646, loss/aux0: 0.9646 2020-10-19 08:00:23,851 - mmaction - INFO - Epoch [29][380/792] lr: 7.500e-03, eta: 1 day, 8:51:03, time: 1.145, data_time: 0.222, memory: 8335, top1_acc: 0.6589, top5_acc: 0.8682, loss_cls: 1.2769, loss: 1.2769, grad_norm: 5.2657, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9579, loss/aux0: 0.9579 2020-10-19 08:01:06,212 - mmaction - INFO - Epoch [29][400/792] lr: 7.500e-03, eta: 1 day, 8:49:31, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8760, loss_cls: 1.2893, loss: 1.2893, grad_norm: 5.4267, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.9005, loss/aux0: 0.9005 2020-10-19 08:01:06,814 - mmaction - INFO - Epoch [29][400/792] lr: 7.500e-03, eta: 1 day, 8:50:24, time: 1.056, data_time: 0.002, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8760, loss_cls: 1.2893, loss: 1.2893, grad_norm: 5.4551, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.9139, loss/aux0: 0.9139 2020-10-19 08:01:45,817 - mmaction - INFO - Epoch [29][420/792] lr: 7.500e-03, eta: 1 day, 8:48:52, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8594, loss_cls: 1.3050, loss: 1.3050, grad_norm: 5.0468, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8974, loss/aux0: 0.8974 2020-10-19 08:01:46,428 - mmaction - INFO - Epoch [29][420/792] lr: 7.500e-03, eta: 1 day, 8:49:47, time: 1.094, data_time: 0.002, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8594, loss_cls: 1.3050, loss: 1.3050, grad_norm: 5.0174, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8995, loss/aux0: 0.8995 2020-10-19 08:02:29,127 - mmaction - INFO - Epoch [29][440/792] lr: 7.500e-03, eta: 1 day, 8:48:16, time: 1.111, data_time: 0.012, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8646, loss_cls: 1.3294, loss: 1.3294, grad_norm: 5.4579, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9156, loss/aux0: 0.9156 2020-10-19 08:02:29,745 - mmaction - INFO - Epoch [29][440/792] lr: 7.500e-03, eta: 1 day, 8:49:12, time: 1.113, data_time: 0.014, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8646, loss_cls: 1.3294, loss: 1.3294, grad_norm: 5.4059, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.9051, loss/aux0: 0.9051 2020-10-19 08:03:12,340 - mmaction - INFO - Epoch [29][460/792] lr: 7.500e-03, eta: 1 day, 8:47:38, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8771, loss_cls: 1.2484, loss: 1.2484, grad_norm: 5.3972, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9643, loss/aux0: 0.9643 2020-10-19 08:03:12,939 - mmaction - INFO - Epoch [29][460/792] lr: 7.500e-03, eta: 1 day, 8:48:30, time: 1.043, data_time: 0.002, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8771, loss_cls: 1.2484, loss: 1.2484, grad_norm: 5.3627, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9665, loss/aux0: 0.9665 2020-10-19 08:03:56,512 - mmaction - INFO - Epoch [29][480/792] lr: 7.500e-03, eta: 1 day, 8:46:57, time: 1.069, data_time: 0.000, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8562, loss_cls: 1.4099, loss: 1.4099, grad_norm: 5.3289, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9265, loss/aux0: 0.9265 2020-10-19 08:03:57,100 - mmaction - INFO - Epoch [29][480/792] lr: 7.500e-03, eta: 1 day, 8:47:51, time: 1.070, data_time: 0.002, memory: 8335, top1_acc: 0.6474, top5_acc: 0.8562, loss_cls: 1.4099, loss: 1.4099, grad_norm: 5.3522, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9369, loss/aux0: 0.9369 2020-10-19 08:04:35,683 - mmaction - INFO - Epoch [29][500/792] lr: 7.500e-03, eta: 1 day, 8:46:14, time: 0.990, data_time: 0.079, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8562, loss_cls: 1.3561, loss: 1.3561, grad_norm: 5.2333, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9197, loss/aux0: 0.9197 2020-10-19 08:04:36,968 - mmaction - INFO - Epoch [29][500/792] lr: 7.500e-03, eta: 1 day, 8:47:05, time: 1.024, data_time: 0.082, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8562, loss_cls: 1.3561, loss: 1.3561, grad_norm: 5.1841, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9081, loss/aux0: 0.9081 2020-10-19 08:05:18,478 - mmaction - INFO - Epoch [29][520/792] lr: 7.500e-03, eta: 1 day, 8:45:32, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3450, loss: 1.3450, grad_norm: 5.3782, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8679, loss/aux0: 0.8679 2020-10-19 08:05:20,453 - mmaction - INFO - Epoch [29][520/792] lr: 7.500e-03, eta: 1 day, 8:46:28, time: 1.120, data_time: 0.003, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3450, loss: 1.3450, grad_norm: 5.3174, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8830, loss/aux0: 0.8830 2020-10-19 08:06:00,099 - mmaction - INFO - Epoch [29][540/792] lr: 7.500e-03, eta: 1 day, 8:44:56, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8651, loss_cls: 1.2895, loss: 1.2895, grad_norm: 5.3350, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.9776, loss/aux0: 0.9776 2020-10-19 08:06:00,690 - mmaction - INFO - Epoch [29][540/792] lr: 7.500e-03, eta: 1 day, 8:45:50, time: 1.081, data_time: 0.002, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8651, loss_cls: 1.2895, loss: 1.2895, grad_norm: 5.3269, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.9637, loss/aux0: 0.9637 2020-10-19 08:06:39,042 - mmaction - INFO - Epoch [29][560/792] lr: 7.500e-03, eta: 1 day, 8:44:08, time: 0.885, data_time: 0.000, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8646, loss_cls: 1.2944, loss: 1.2944, grad_norm: 5.4164, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0271, loss/aux0: 1.0271 2020-10-19 08:06:41,287 - mmaction - INFO - Epoch [29][560/792] lr: 7.500e-03, eta: 1 day, 8:44:56, time: 0.967, data_time: 0.080, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8646, loss_cls: 1.2944, loss: 1.2944, grad_norm: 5.3210, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0275, loss/aux0: 1.0275 2020-10-19 08:07:21,099 - mmaction - INFO - Epoch [29][580/792] lr: 7.500e-03, eta: 1 day, 8:43:25, time: 1.092, data_time: 0.483, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8781, loss_cls: 1.2754, loss: 1.2754, grad_norm: 5.2876, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9377, loss/aux0: 0.9377 2020-10-19 08:07:24,196 - mmaction - INFO - Epoch [29][580/792] lr: 7.500e-03, eta: 1 day, 8:44:21, time: 1.131, data_time: 0.411, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8781, loss_cls: 1.2754, loss: 1.2754, grad_norm: 5.2823, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9519, loss/aux0: 0.9519 2020-10-19 08:08:03,232 - mmaction - INFO - Epoch [29][600/792] lr: 7.500e-03, eta: 1 day, 8:42:50, time: 1.084, data_time: 0.025, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8594, loss_cls: 1.3046, loss: 1.3046, grad_norm: 5.5224, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0412, loss/aux0: 1.0412 2020-10-19 08:08:05,067 - mmaction - INFO - Epoch [29][600/792] lr: 7.500e-03, eta: 1 day, 8:43:42, time: 1.062, data_time: 0.028, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8594, loss_cls: 1.3046, loss: 1.3046, grad_norm: 5.4943, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0352, loss/aux0: 1.0352 2020-10-19 08:08:44,379 - mmaction - INFO - Epoch [29][620/792] lr: 7.500e-03, eta: 1 day, 8:42:07, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8563, loss_cls: 1.2925, loss: 1.2925, grad_norm: 5.0936, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9794, loss/aux0: 0.9794 2020-10-19 08:08:44,967 - mmaction - INFO - Epoch [29][620/792] lr: 7.500e-03, eta: 1 day, 8:42:56, time: 1.000, data_time: 0.002, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8563, loss_cls: 1.2925, loss: 1.2925, grad_norm: 5.0051, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9652, loss/aux0: 0.9652 2020-10-19 08:09:25,274 - mmaction - INFO - Epoch [29][640/792] lr: 7.500e-03, eta: 1 day, 8:41:23, time: 1.034, data_time: 0.010, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8604, loss_cls: 1.3344, loss: 1.3344, grad_norm: 5.2945, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9181, loss/aux0: 0.9181 2020-10-19 08:09:25,869 - mmaction - INFO - Epoch [29][640/792] lr: 7.500e-03, eta: 1 day, 8:42:08, time: 0.924, data_time: 0.012, memory: 8335, top1_acc: 0.6536, top5_acc: 0.8604, loss_cls: 1.3344, loss: 1.3344, grad_norm: 5.2722, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9253, loss/aux0: 0.9253 2020-10-19 08:10:08,400 - mmaction - INFO - Epoch [29][660/792] lr: 7.500e-03, eta: 1 day, 8:40:36, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8604, loss_cls: 1.3707, loss: 1.3707, grad_norm: 5.0696, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8874, loss/aux0: 0.8874 2020-10-19 08:10:08,996 - mmaction - INFO - Epoch [29][660/792] lr: 7.500e-03, eta: 1 day, 8:41:29, time: 1.069, data_time: 0.002, memory: 8335, top1_acc: 0.6495, top5_acc: 0.8604, loss_cls: 1.3707, loss: 1.3707, grad_norm: 5.1331, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8946, loss/aux0: 0.8946 2020-10-19 08:10:49,739 - mmaction - INFO - Epoch [29][680/792] lr: 7.500e-03, eta: 1 day, 8:39:56, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8677, loss_cls: 1.3277, loss: 1.3277, grad_norm: 5.3074, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9324, loss/aux0: 0.9324 2020-10-19 08:10:50,352 - mmaction - INFO - Epoch [29][680/792] lr: 7.500e-03, eta: 1 day, 8:40:48, time: 1.058, data_time: 0.004, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8677, loss_cls: 1.3277, loss: 1.3277, grad_norm: 5.3024, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9391, loss/aux0: 0.9391 2020-10-19 08:11:31,152 - mmaction - INFO - Epoch [29][700/792] lr: 7.500e-03, eta: 1 day, 8:39:16, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8505, loss_cls: 1.3843, loss: 1.3843, grad_norm: 5.2871, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9211, loss/aux0: 0.9211 2020-10-19 08:11:31,756 - mmaction - INFO - Epoch [29][700/792] lr: 7.500e-03, eta: 1 day, 8:40:08, time: 1.061, data_time: 0.003, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8505, loss_cls: 1.3843, loss: 1.3843, grad_norm: 5.3080, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9113, loss/aux0: 0.9113 2020-10-19 08:12:13,561 - mmaction - INFO - Epoch [29][720/792] lr: 7.500e-03, eta: 1 day, 8:38:34, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8714, loss_cls: 1.2846, loss: 1.2846, grad_norm: 5.1759, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.8598, loss/aux0: 0.8598 2020-10-19 08:12:14,835 - mmaction - INFO - Epoch [29][720/792] lr: 7.500e-03, eta: 1 day, 8:39:26, time: 1.061, data_time: 0.003, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8714, loss_cls: 1.2846, loss: 1.2846, grad_norm: 5.1500, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.8559, loss/aux0: 0.8559 2020-10-19 08:12:55,672 - mmaction - INFO - Epoch [29][740/792] lr: 7.500e-03, eta: 1 day, 8:37:54, time: 1.052, data_time: 0.216, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8583, loss_cls: 1.3780, loss: 1.3780, grad_norm: 5.3463, top1_acc/aux0: 0.7328, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0178, loss/aux0: 1.0178 2020-10-19 08:12:59,033 - mmaction - INFO - Epoch [29][740/792] lr: 7.500e-03, eta: 1 day, 8:38:48, time: 1.100, data_time: 0.219, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8583, loss_cls: 1.3780, loss: 1.3780, grad_norm: 5.2731, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9099, loss_cls/aux0: 1.0175, loss/aux0: 1.0175 2020-10-19 08:13:38,579 - mmaction - INFO - Epoch [29][760/792] lr: 7.500e-03, eta: 1 day, 8:37:15, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8583, loss_cls: 1.3665, loss: 1.3665, grad_norm: 5.2410, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8992, loss/aux0: 0.8992 2020-10-19 08:13:39,499 - mmaction - INFO - Epoch [29][760/792] lr: 7.500e-03, eta: 1 day, 8:38:07, time: 1.056, data_time: 0.003, memory: 8335, top1_acc: 0.6401, top5_acc: 0.8583, loss_cls: 1.3665, loss: 1.3665, grad_norm: 5.2749, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9010, loss/aux0: 0.9010 2020-10-19 08:14:22,432 - mmaction - INFO - Epoch [29][780/792] lr: 7.500e-03, eta: 1 day, 8:36:37, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8714, loss_cls: 1.3197, loss: 1.3197, grad_norm: 5.3590, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9177, loss_cls/aux0: 1.0082, loss/aux0: 1.0082 2020-10-19 08:14:23,032 - mmaction - INFO - Epoch [29][780/792] lr: 7.500e-03, eta: 1 day, 8:37:30, time: 1.094, data_time: 0.003, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8714, loss_cls: 1.3197, loss: 1.3197, grad_norm: 5.3600, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0231, loss/aux0: 1.0231 2020-10-19 08:14:49,813 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-10-19 08:17:56,782 - mmaction - INFO - Epoch [30][20/792] lr: 7.500e-03, eta: 1 day, 8:34:28, time: 0.977, data_time: 0.000, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8750, loss_cls: 1.2613, loss: 1.2613, grad_norm: 5.2527, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9194, loss_cls/aux0: 0.9570, loss/aux0: 0.9570 2020-10-19 08:17:58,012 - mmaction - INFO - Epoch [30][20/792] lr: 7.500e-03, eta: 1 day, 8:35:17, time: 1.009, data_time: 0.002, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8750, loss_cls: 1.2613, loss: 1.2613, grad_norm: 5.2600, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9525, loss/aux0: 0.9525 2020-10-19 08:18:41,981 - mmaction - INFO - Epoch [30][40/792] lr: 7.500e-03, eta: 1 day, 8:33:45, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8740, loss_cls: 1.3083, loss: 1.3083, grad_norm: 5.1166, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9283, loss/aux0: 0.9283 2020-10-19 08:18:42,617 - mmaction - INFO - Epoch [30][40/792] lr: 7.500e-03, eta: 1 day, 8:34:37, time: 1.059, data_time: 0.003, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8740, loss_cls: 1.3083, loss: 1.3083, grad_norm: 5.1495, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9522, loss/aux0: 0.9522 2020-10-19 08:19:23,884 - mmaction - INFO - Epoch [30][60/792] lr: 7.500e-03, eta: 1 day, 8:33:11, time: 1.185, data_time: 0.610, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8818, loss_cls: 1.2927, loss: 1.2927, grad_norm: 5.4271, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9371, loss/aux0: 0.9371 2020-10-19 08:19:24,504 - mmaction - INFO - Epoch [30][60/792] lr: 7.500e-03, eta: 1 day, 8:34:09, time: 1.186, data_time: 0.612, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8818, loss_cls: 1.2927, loss: 1.2927, grad_norm: 5.4843, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9284, loss/aux0: 0.9284 2020-10-19 08:20:05,203 - mmaction - INFO - Epoch [30][80/792] lr: 7.500e-03, eta: 1 day, 8:32:37, time: 1.069, data_time: 0.000, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8807, loss_cls: 1.2381, loss: 1.2381, grad_norm: 5.2861, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9413, loss/aux0: 0.9413 2020-10-19 08:20:07,391 - mmaction - INFO - Epoch [30][80/792] lr: 7.500e-03, eta: 1 day, 8:33:30, time: 1.076, data_time: 0.002, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8807, loss_cls: 1.2381, loss: 1.2381, grad_norm: 5.3522, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9364, loss/aux0: 0.9364 2020-10-19 08:20:47,479 - mmaction - INFO - Epoch [30][100/792] lr: 7.500e-03, eta: 1 day, 8:31:56, time: 1.012, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8641, loss_cls: 1.3092, loss: 1.3092, grad_norm: 5.3589, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0154, loss/aux0: 1.0154 2020-10-19 08:20:50,131 - mmaction - INFO - Epoch [30][100/792] lr: 7.500e-03, eta: 1 day, 8:32:46, time: 1.030, data_time: 0.003, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8641, loss_cls: 1.3092, loss: 1.3092, grad_norm: 5.4361, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0123, loss/aux0: 1.0123 2020-10-19 08:21:27,919 - mmaction - INFO - Epoch [30][120/792] lr: 7.500e-03, eta: 1 day, 8:31:14, time: 1.053, data_time: 0.047, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8693, loss_cls: 1.2902, loss: 1.2902, grad_norm: 5.2424, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9688, loss/aux0: 0.9688 2020-10-19 08:21:29,194 - mmaction - INFO - Epoch [30][120/792] lr: 7.500e-03, eta: 1 day, 8:32:04, time: 1.041, data_time: 0.053, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8693, loss_cls: 1.2902, loss: 1.2902, grad_norm: 5.2084, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9633, loss/aux0: 0.9633 2020-10-19 08:22:10,193 - mmaction - INFO - Epoch [30][140/792] lr: 7.500e-03, eta: 1 day, 8:30:33, time: 1.062, data_time: 0.267, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8693, loss_cls: 1.3031, loss: 1.3031, grad_norm: 5.2689, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9570, loss/aux0: 0.9570 2020-10-19 08:22:11,248 - mmaction - INFO - Epoch [30][140/792] lr: 7.500e-03, eta: 1 day, 8:31:21, time: 0.997, data_time: 0.248, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8693, loss_cls: 1.3031, loss: 1.3031, grad_norm: 5.2958, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9771, loss/aux0: 0.9771 2020-10-19 08:22:52,792 - mmaction - INFO - Epoch [30][160/792] lr: 7.500e-03, eta: 1 day, 8:29:52, time: 1.102, data_time: 0.042, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8703, loss_cls: 1.2912, loss: 1.2912, grad_norm: 5.2597, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9659, loss/aux0: 0.9659 2020-10-19 08:22:53,405 - mmaction - INFO - Epoch [30][160/792] lr: 7.500e-03, eta: 1 day, 8:30:45, time: 1.104, data_time: 0.044, memory: 8335, top1_acc: 0.6599, top5_acc: 0.8703, loss_cls: 1.2912, loss: 1.2912, grad_norm: 5.2703, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9464, loss/aux0: 0.9464 2020-10-19 08:23:32,139 - mmaction - INFO - Epoch [30][180/792] lr: 7.500e-03, eta: 1 day, 8:29:07, time: 0.909, data_time: 0.140, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8786, loss_cls: 1.2139, loss: 1.2139, grad_norm: 5.1463, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8840, loss/aux0: 0.8840 2020-10-19 08:23:34,866 - mmaction - INFO - Epoch [30][180/792] lr: 7.500e-03, eta: 1 day, 8:29:56, time: 1.017, data_time: 0.249, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8786, loss_cls: 1.2139, loss: 1.2139, grad_norm: 5.1390, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8885, loss/aux0: 0.8885 2020-10-19 08:24:13,530 - mmaction - INFO - Epoch [30][200/792] lr: 7.500e-03, eta: 1 day, 8:28:20, time: 0.959, data_time: 0.066, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8615, loss_cls: 1.3081, loss: 1.3081, grad_norm: 5.2936, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.8704, loss/aux0: 0.8704 2020-10-19 08:24:14,601 - mmaction - INFO - Epoch [30][200/792] lr: 7.500e-03, eta: 1 day, 8:29:07, time: 0.979, data_time: 0.085, memory: 8335, top1_acc: 0.6734, top5_acc: 0.8615, loss_cls: 1.3081, loss: 1.3081, grad_norm: 5.2739, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.8637, loss/aux0: 0.8637 2020-10-19 08:24:56,756 - mmaction - INFO - Epoch [30][220/792] lr: 7.500e-03, eta: 1 day, 8:27:34, time: 1.033, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8646, loss_cls: 1.3300, loss: 1.3300, grad_norm: 4.9501, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8875, loss/aux0: 0.8875 2020-10-19 08:24:57,427 - mmaction - INFO - Epoch [30][220/792] lr: 7.500e-03, eta: 1 day, 8:28:24, time: 1.039, data_time: 0.003, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8646, loss_cls: 1.3300, loss: 1.3300, grad_norm: 5.0104, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8908, loss/aux0: 0.8908 2020-10-19 08:25:36,267 - mmaction - INFO - Epoch [30][240/792] lr: 7.500e-03, eta: 1 day, 8:26:48, time: 0.965, data_time: 0.000, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8734, loss_cls: 1.2550, loss: 1.2550, grad_norm: 5.1525, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9442, loss/aux0: 0.9442 2020-10-19 08:25:37,508 - mmaction - INFO - Epoch [30][240/792] lr: 7.500e-03, eta: 1 day, 8:27:37, time: 0.996, data_time: 0.027, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8734, loss_cls: 1.2550, loss: 1.2550, grad_norm: 5.1842, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9557, loss/aux0: 0.9557 2020-10-19 08:26:21,460 - mmaction - INFO - Epoch [30][260/792] lr: 7.500e-03, eta: 1 day, 8:26:07, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8693, loss_cls: 1.3117, loss: 1.3117, grad_norm: 5.2017, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9468, loss/aux0: 0.9468 2020-10-19 08:26:22,037 - mmaction - INFO - Epoch [30][260/792] lr: 7.500e-03, eta: 1 day, 8:26:59, time: 1.087, data_time: 0.002, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8693, loss_cls: 1.3117, loss: 1.3117, grad_norm: 5.1899, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9362, loss/aux0: 0.9362 2020-10-19 08:27:02,943 - mmaction - INFO - Epoch [30][280/792] lr: 7.500e-03, eta: 1 day, 8:25:33, time: 1.176, data_time: 0.062, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8729, loss_cls: 1.2853, loss: 1.2853, grad_norm: 5.0253, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9202, loss/aux0: 0.9202 2020-10-19 08:27:03,569 - mmaction - INFO - Epoch [30][280/792] lr: 7.500e-03, eta: 1 day, 8:26:29, time: 1.164, data_time: 0.064, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8729, loss_cls: 1.2853, loss: 1.2853, grad_norm: 5.0630, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9231, loss/aux0: 0.9231 2020-10-19 08:27:44,126 - mmaction - INFO - Epoch [30][300/792] lr: 7.500e-03, eta: 1 day, 8:25:01, time: 1.107, data_time: 0.019, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8552, loss_cls: 1.4015, loss: 1.4015, grad_norm: 5.5543, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9361, loss/aux0: 0.9361 2020-10-19 08:27:44,715 - mmaction - INFO - Epoch [30][300/792] lr: 7.500e-03, eta: 1 day, 8:25:54, time: 1.109, data_time: 0.021, memory: 8335, top1_acc: 0.6469, top5_acc: 0.8552, loss_cls: 1.4015, loss: 1.4015, grad_norm: 5.5506, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9451, loss/aux0: 0.9451 2020-10-19 08:28:24,543 - mmaction - INFO - Epoch [30][320/792] lr: 7.500e-03, eta: 1 day, 8:24:16, time: 0.917, data_time: 0.148, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8646, loss_cls: 1.2740, loss: 1.2740, grad_norm: 5.3739, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9884, loss/aux0: 0.9884 2020-10-19 08:28:25,434 - mmaction - INFO - Epoch [30][320/792] lr: 7.500e-03, eta: 1 day, 8:25:01, time: 0.934, data_time: 0.150, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8646, loss_cls: 1.2740, loss: 1.2740, grad_norm: 5.4160, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9837, loss/aux0: 0.9837 2020-10-19 08:29:06,644 - mmaction - INFO - Epoch [30][340/792] lr: 7.500e-03, eta: 1 day, 8:23:33, time: 1.118, data_time: 0.027, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8557, loss_cls: 1.3188, loss: 1.3188, grad_norm: 5.2486, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9725, loss/aux0: 0.9725 2020-10-19 08:29:08,831 - mmaction - INFO - Epoch [30][340/792] lr: 7.500e-03, eta: 1 day, 8:24:26, time: 1.114, data_time: 0.002, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8557, loss_cls: 1.3188, loss: 1.3188, grad_norm: 5.2364, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9736, loss/aux0: 0.9736 2020-10-19 08:29:47,401 - mmaction - INFO - Epoch [30][360/792] lr: 7.500e-03, eta: 1 day, 8:22:53, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8734, loss_cls: 1.3207, loss: 1.3207, grad_norm: 5.4298, top1_acc/aux0: 0.7354, top5_acc/aux0: 0.9203, loss_cls/aux0: 1.0160, loss/aux0: 1.0160 2020-10-19 08:29:49,585 - mmaction - INFO - Epoch [30][360/792] lr: 7.500e-03, eta: 1 day, 8:23:39, time: 0.963, data_time: 0.004, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8734, loss_cls: 1.3207, loss: 1.3207, grad_norm: 5.3259, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9936, loss/aux0: 0.9936 2020-10-19 08:30:29,897 - mmaction - INFO - Epoch [30][380/792] lr: 7.500e-03, eta: 1 day, 8:22:10, time: 1.085, data_time: 0.042, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8599, loss_cls: 1.3550, loss: 1.3550, grad_norm: 5.4627, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9372, loss/aux0: 0.9372 2020-10-19 08:30:31,612 - mmaction - INFO - Epoch [30][380/792] lr: 7.500e-03, eta: 1 day, 8:23:01, time: 1.077, data_time: 0.043, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8599, loss_cls: 1.3550, loss: 1.3550, grad_norm: 5.4340, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9392, loss/aux0: 0.9392 2020-10-19 08:31:11,973 - mmaction - INFO - Epoch [30][400/792] lr: 7.500e-03, eta: 1 day, 8:21:28, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8672, loss_cls: 1.3034, loss: 1.3034, grad_norm: 5.4287, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9760, loss/aux0: 0.9760 2020-10-19 08:31:12,883 - mmaction - INFO - Epoch [30][400/792] lr: 7.500e-03, eta: 1 day, 8:22:15, time: 0.979, data_time: 0.003, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8672, loss_cls: 1.3034, loss: 1.3034, grad_norm: 5.3521, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9868, loss/aux0: 0.9868 2020-10-19 08:31:54,402 - mmaction - INFO - Epoch [30][420/792] lr: 7.500e-03, eta: 1 day, 8:20:45, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8542, loss_cls: 1.3865, loss: 1.3865, grad_norm: 5.3103, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9468, loss/aux0: 0.9468 2020-10-19 08:31:55,000 - mmaction - INFO - Epoch [30][420/792] lr: 7.500e-03, eta: 1 day, 8:21:37, time: 1.083, data_time: 0.004, memory: 8335, top1_acc: 0.6490, top5_acc: 0.8542, loss_cls: 1.3865, loss: 1.3865, grad_norm: 5.2716, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9508, loss/aux0: 0.9508 2020-10-19 08:32:35,614 - mmaction - INFO - Epoch [30][440/792] lr: 7.500e-03, eta: 1 day, 8:20:08, time: 1.096, data_time: 0.044, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8630, loss_cls: 1.3336, loss: 1.3336, grad_norm: 5.3830, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9888, loss/aux0: 0.9888 2020-10-19 08:32:38,202 - mmaction - INFO - Epoch [30][440/792] lr: 7.500e-03, eta: 1 day, 8:21:03, time: 1.154, data_time: 0.002, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8630, loss_cls: 1.3336, loss: 1.3336, grad_norm: 5.3419, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9776, loss/aux0: 0.9776 2020-10-19 08:33:16,721 - mmaction - INFO - Epoch [30][460/792] lr: 7.500e-03, eta: 1 day, 8:19:30, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8635, loss_cls: 1.3469, loss: 1.3469, grad_norm: 5.3002, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9152, loss/aux0: 0.9152 2020-10-19 08:33:18,671 - mmaction - INFO - Epoch [30][460/792] lr: 7.500e-03, eta: 1 day, 8:20:17, time: 0.973, data_time: 0.002, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8635, loss_cls: 1.3469, loss: 1.3469, grad_norm: 5.3057, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9337, loss/aux0: 0.9337 2020-10-19 08:33:58,047 - mmaction - INFO - Epoch [30][480/792] lr: 7.500e-03, eta: 1 day, 8:18:44, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8745, loss_cls: 1.2299, loss: 1.2299, grad_norm: 5.0537, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9331, loss/aux0: 0.9331 2020-10-19 08:33:59,972 - mmaction - INFO - Epoch [30][480/792] lr: 7.500e-03, eta: 1 day, 8:19:35, time: 1.069, data_time: 0.002, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8745, loss_cls: 1.2299, loss: 1.2299, grad_norm: 5.0662, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.9127, loss/aux0: 0.9127 2020-10-19 08:34:39,780 - mmaction - INFO - Epoch [30][500/792] lr: 7.500e-03, eta: 1 day, 8:18:05, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8661, loss_cls: 1.3122, loss: 1.3122, grad_norm: 5.4106, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9570, loss/aux0: 0.9570 2020-10-19 08:34:42,064 - mmaction - INFO - Epoch [30][500/792] lr: 7.500e-03, eta: 1 day, 8:19:00, time: 1.152, data_time: 0.004, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8661, loss_cls: 1.3122, loss: 1.3122, grad_norm: 5.3236, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9598, loss/aux0: 0.9598 2020-10-19 08:35:22,460 - mmaction - INFO - Epoch [30][520/792] lr: 7.500e-03, eta: 1 day, 8:17:30, time: 1.083, data_time: 0.314, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8661, loss_cls: 1.3220, loss: 1.3220, grad_norm: 5.1734, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9225, loss/aux0: 0.9225 2020-10-19 08:35:23,611 - mmaction - INFO - Epoch [30][520/792] lr: 7.500e-03, eta: 1 day, 8:18:20, time: 1.052, data_time: 0.282, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8661, loss_cls: 1.3220, loss: 1.3220, grad_norm: 5.1318, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9123, loss/aux0: 0.9123 2020-10-19 08:36:04,538 - mmaction - INFO - Epoch [30][540/792] lr: 7.500e-03, eta: 1 day, 8:16:50, time: 1.062, data_time: 0.390, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8672, loss_cls: 1.3164, loss: 1.3164, grad_norm: 5.3614, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9492, loss/aux0: 0.9492 2020-10-19 08:36:05,131 - mmaction - INFO - Epoch [30][540/792] lr: 7.500e-03, eta: 1 day, 8:17:37, time: 1.000, data_time: 0.329, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8672, loss_cls: 1.3164, loss: 1.3164, grad_norm: 5.3104, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9630, loss/aux0: 0.9630 2020-10-19 08:36:46,999 - mmaction - INFO - Epoch [30][560/792] lr: 7.500e-03, eta: 1 day, 8:16:06, time: 1.050, data_time: 0.118, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8677, loss_cls: 1.2864, loss: 1.2864, grad_norm: 5.3177, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9122, loss/aux0: 0.9122 2020-10-19 08:36:47,587 - mmaction - INFO - Epoch [30][560/792] lr: 7.500e-03, eta: 1 day, 8:16:56, time: 1.049, data_time: 0.119, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8677, loss_cls: 1.2864, loss: 1.2864, grad_norm: 5.2924, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9166, loss/aux0: 0.9166 2020-10-19 08:37:27,991 - mmaction - INFO - Epoch [30][580/792] lr: 7.500e-03, eta: 1 day, 8:15:26, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8729, loss_cls: 1.3019, loss: 1.3019, grad_norm: 5.3270, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9034, loss/aux0: 0.9034 2020-10-19 08:37:28,650 - mmaction - INFO - Epoch [30][580/792] lr: 7.500e-03, eta: 1 day, 8:16:16, time: 1.067, data_time: 0.001, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8729, loss_cls: 1.3019, loss: 1.3019, grad_norm: 5.3104, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8944, loss/aux0: 0.8944 2020-10-19 08:38:08,701 - mmaction - INFO - Epoch [30][600/792] lr: 7.500e-03, eta: 1 day, 8:14:43, time: 0.999, data_time: 0.034, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8698, loss_cls: 1.2777, loss: 1.2777, grad_norm: 5.2812, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9636, loss/aux0: 0.9636 2020-10-19 08:38:11,398 - mmaction - INFO - Epoch [30][600/792] lr: 7.500e-03, eta: 1 day, 8:15:34, time: 1.083, data_time: 0.036, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8698, loss_cls: 1.2777, loss: 1.2777, grad_norm: 5.2862, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9783, loss/aux0: 0.9783 2020-10-19 08:38:50,548 - mmaction - INFO - Epoch [30][620/792] lr: 7.500e-03, eta: 1 day, 8:14:02, time: 1.029, data_time: 0.040, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8693, loss_cls: 1.2995, loss: 1.2995, grad_norm: 5.2409, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9433, loss/aux0: 0.9433 2020-10-19 08:38:52,719 - mmaction - INFO - Epoch [30][620/792] lr: 7.500e-03, eta: 1 day, 8:14:52, time: 1.049, data_time: 0.041, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8693, loss_cls: 1.2995, loss: 1.2995, grad_norm: 5.2463, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9278, loss/aux0: 0.9278 2020-10-19 08:39:33,368 - mmaction - INFO - Epoch [30][640/792] lr: 7.500e-03, eta: 1 day, 8:13:23, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8859, loss_cls: 1.2291, loss: 1.2291, grad_norm: 5.4265, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9615, loss/aux0: 0.9615 2020-10-19 08:39:36,568 - mmaction - INFO - Epoch [30][640/792] lr: 7.500e-03, eta: 1 day, 8:14:16, time: 1.112, data_time: 0.003, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8859, loss_cls: 1.2291, loss: 1.2291, grad_norm: 5.3634, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9699, loss/aux0: 0.9699 2020-10-19 08:40:15,999 - mmaction - INFO - Epoch [30][660/792] lr: 7.500e-03, eta: 1 day, 8:12:44, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8479, loss_cls: 1.3494, loss: 1.3494, grad_norm: 5.3421, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8962, loss/aux0: 0.8962 2020-10-19 08:40:18,585 - mmaction - INFO - Epoch [30][660/792] lr: 7.500e-03, eta: 1 day, 8:13:33, time: 1.056, data_time: 0.005, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8479, loss_cls: 1.3494, loss: 1.3494, grad_norm: 5.3426, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8970, loss/aux0: 0.8970 2020-10-19 08:40:56,884 - mmaction - INFO - Epoch [30][680/792] lr: 7.500e-03, eta: 1 day, 8:12:02, time: 1.036, data_time: 0.427, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8661, loss_cls: 1.3224, loss: 1.3224, grad_norm: 5.2617, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9030, loss/aux0: 0.9030 2020-10-19 08:40:57,486 - mmaction - INFO - Epoch [30][680/792] lr: 7.500e-03, eta: 1 day, 8:12:50, time: 1.007, data_time: 0.429, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8661, loss_cls: 1.3224, loss: 1.3224, grad_norm: 5.3533, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9145, loss/aux0: 0.9145 2020-10-19 08:41:38,882 - mmaction - INFO - Epoch [30][700/792] lr: 7.500e-03, eta: 1 day, 8:11:16, time: 0.990, data_time: 0.413, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8849, loss_cls: 1.2204, loss: 1.2204, grad_norm: 5.2442, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9583, loss/aux0: 0.9583 2020-10-19 08:41:40,438 - mmaction - INFO - Epoch [30][700/792] lr: 7.500e-03, eta: 1 day, 8:12:05, time: 1.040, data_time: 0.463, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8849, loss_cls: 1.2204, loss: 1.2204, grad_norm: 5.2541, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9464, loss/aux0: 0.9464 2020-10-19 08:42:18,165 - mmaction - INFO - Epoch [30][720/792] lr: 7.500e-03, eta: 1 day, 8:10:33, time: 1.009, data_time: 0.423, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8656, loss_cls: 1.2960, loss: 1.2960, grad_norm: 5.2028, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9327, loss/aux0: 0.9327 2020-10-19 08:42:18,770 - mmaction - INFO - Epoch [30][720/792] lr: 7.500e-03, eta: 1 day, 8:11:17, time: 0.938, data_time: 0.351, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8656, loss_cls: 1.2960, loss: 1.2960, grad_norm: 5.1398, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9273, loss/aux0: 0.9273 2020-10-19 08:42:59,285 - mmaction - INFO - Epoch [30][740/792] lr: 7.500e-03, eta: 1 day, 8:09:44, time: 0.997, data_time: 0.251, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8646, loss_cls: 1.3186, loss: 1.3186, grad_norm: 5.3247, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8732, loss/aux0: 0.8732 2020-10-19 08:43:00,176 - mmaction - INFO - Epoch [30][740/792] lr: 7.500e-03, eta: 1 day, 8:10:31, time: 1.012, data_time: 0.253, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8646, loss_cls: 1.3186, loss: 1.3186, grad_norm: 5.3565, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8820, loss/aux0: 0.8820 2020-10-19 08:43:38,324 - mmaction - INFO - Epoch [30][760/792] lr: 7.500e-03, eta: 1 day, 8:08:58, time: 0.986, data_time: 0.000, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8641, loss_cls: 1.3595, loss: 1.3595, grad_norm: 5.3940, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9622, loss/aux0: 0.9622 2020-10-19 08:43:40,966 - mmaction - INFO - Epoch [30][760/792] lr: 7.500e-03, eta: 1 day, 8:09:47, time: 1.048, data_time: 0.003, memory: 8335, top1_acc: 0.6500, top5_acc: 0.8641, loss_cls: 1.3595, loss: 1.3595, grad_norm: 5.4034, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9655, loss/aux0: 0.9655 2020-10-19 08:44:19,455 - mmaction - INFO - Epoch [30][780/792] lr: 7.500e-03, eta: 1 day, 8:08:13, time: 0.973, data_time: 0.114, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8620, loss_cls: 1.3542, loss: 1.3542, grad_norm: 5.2184, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8970, loss/aux0: 0.8970 2020-10-19 08:44:23,079 - mmaction - INFO - Epoch [30][780/792] lr: 7.500e-03, eta: 1 day, 8:09:05, time: 1.108, data_time: 0.115, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8620, loss_cls: 1.3542, loss: 1.3542, grad_norm: 5.2049, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8879, loss/aux0: 0.8879 2020-10-19 08:44:50,064 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-10-19 08:46:11,689 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 08:46:11,823 - mmaction - INFO - top1_acc 0.7317 top5_acc 0.9186 2020-10-19 08:46:11,824 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 08:46:11,843 - mmaction - INFO - mean_acc 0.7322 2020-10-19 08:46:11,843 - mmaction - INFO - Now best checkpoint is epoch_30.pth 2020-10-19 08:46:11,848 - mmaction - INFO - Epoch(val) [30][792] top1_acc: 0.7317, top5_acc: 0.9186, mean_class_accuracy: 0.7322 2020-10-19 08:49:07,070 - mmaction - INFO - Epoch [31][20/792] lr: 7.500e-03, eta: 1 day, 8:06:09, time: 1.004, data_time: 0.013, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8641, loss_cls: 1.3300, loss: 1.3300, grad_norm: 5.3969, top1_acc/aux0: 0.7533, top5_acc/aux0: 0.9249, loss_cls/aux0: 0.9258, loss/aux0: 0.9258 2020-10-19 08:49:07,710 - mmaction - INFO - Epoch [31][20/792] lr: 7.500e-03, eta: 1 day, 8:06:56, time: 1.008, data_time: 0.015, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8641, loss_cls: 1.3300, loss: 1.3300, grad_norm: 5.4282, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9310, loss/aux0: 0.9310 2020-10-19 08:49:51,030 - mmaction - INFO - Epoch [31][40/792] lr: 7.500e-03, eta: 1 day, 8:05:26, time: 1.048, data_time: 0.000, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8797, loss_cls: 1.2148, loss: 1.2148, grad_norm: 5.0276, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.8956, loss/aux0: 0.8956 2020-10-19 08:49:51,627 - mmaction - INFO - Epoch [31][40/792] lr: 7.500e-03, eta: 1 day, 8:06:15, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8797, loss_cls: 1.2148, loss: 1.2148, grad_norm: 5.0705, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.8953, loss/aux0: 0.8953 2020-10-19 08:50:33,496 - mmaction - INFO - Epoch [31][60/792] lr: 7.500e-03, eta: 1 day, 8:04:49, time: 1.127, data_time: 0.000, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8734, loss_cls: 1.2785, loss: 1.2785, grad_norm: 5.1969, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9190, loss/aux0: 0.9190 2020-10-19 08:50:34,097 - mmaction - INFO - Epoch [31][60/792] lr: 7.500e-03, eta: 1 day, 8:05:38, time: 1.066, data_time: 0.004, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8734, loss_cls: 1.2785, loss: 1.2785, grad_norm: 5.1371, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9251, loss/aux0: 0.9251 2020-10-19 08:51:15,462 - mmaction - INFO - Epoch [31][80/792] lr: 7.500e-03, eta: 1 day, 8:04:07, time: 1.014, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8724, loss_cls: 1.2591, loss: 1.2591, grad_norm: 5.1159, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9358, loss/aux0: 0.9358 2020-10-19 08:51:16,046 - mmaction - INFO - Epoch [31][80/792] lr: 7.500e-03, eta: 1 day, 8:04:54, time: 1.012, data_time: 0.002, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8724, loss_cls: 1.2591, loss: 1.2591, grad_norm: 5.1064, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9218, loss/aux0: 0.9218 2020-10-19 08:51:56,167 - mmaction - INFO - Epoch [31][100/792] lr: 7.500e-03, eta: 1 day, 8:03:25, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8641, loss_cls: 1.3245, loss: 1.3245, grad_norm: 5.2474, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9222, loss/aux0: 0.9222 2020-10-19 08:51:57,371 - mmaction - INFO - Epoch [31][100/792] lr: 7.500e-03, eta: 1 day, 8:04:13, time: 1.036, data_time: 0.002, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8641, loss_cls: 1.3245, loss: 1.3245, grad_norm: 5.2362, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9286, loss/aux0: 0.9286 2020-10-19 08:52:41,951 - mmaction - INFO - Epoch [31][120/792] lr: 7.500e-03, eta: 1 day, 8:02:50, time: 1.192, data_time: 0.000, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8740, loss_cls: 1.2376, loss: 1.2376, grad_norm: 4.9974, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9532, loss/aux0: 0.9532 2020-10-19 08:52:42,557 - mmaction - INFO - Epoch [31][120/792] lr: 7.500e-03, eta: 1 day, 8:03:45, time: 1.181, data_time: 0.004, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8740, loss_cls: 1.2376, loss: 1.2376, grad_norm: 5.0011, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9502, loss/aux0: 0.9502 2020-10-19 08:53:19,721 - mmaction - INFO - Epoch [31][140/792] lr: 7.500e-03, eta: 1 day, 8:02:11, time: 0.971, data_time: 0.006, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8724, loss_cls: 1.2704, loss: 1.2704, grad_norm: 5.4589, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9515, loss/aux0: 0.9515 2020-10-19 08:53:21,088 - mmaction - INFO - Epoch [31][140/792] lr: 7.500e-03, eta: 1 day, 8:02:58, time: 1.012, data_time: 0.047, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8724, loss_cls: 1.2704, loss: 1.2704, grad_norm: 5.4931, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9600, loss/aux0: 0.9600 2020-10-19 08:54:01,488 - mmaction - INFO - Epoch [31][160/792] lr: 7.500e-03, eta: 1 day, 8:01:29, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8656, loss_cls: 1.2654, loss: 1.2654, grad_norm: 5.2604, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8929, loss/aux0: 0.8929 2020-10-19 08:54:04,075 - mmaction - INFO - Epoch [31][160/792] lr: 7.500e-03, eta: 1 day, 8:02:19, time: 1.061, data_time: 0.002, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8656, loss_cls: 1.2654, loss: 1.2654, grad_norm: 5.2763, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8957, loss/aux0: 0.8957 2020-10-19 08:54:43,694 - mmaction - INFO - Epoch [31][180/792] lr: 7.500e-03, eta: 1 day, 8:00:47, time: 1.004, data_time: 0.048, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8797, loss_cls: 1.2417, loss: 1.2417, grad_norm: 5.2700, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.9028, loss/aux0: 0.9028 2020-10-19 08:54:45,443 - mmaction - INFO - Epoch [31][180/792] lr: 7.500e-03, eta: 1 day, 8:01:32, time: 0.972, data_time: 0.050, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8797, loss_cls: 1.2417, loss: 1.2417, grad_norm: 5.2784, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8891, loss/aux0: 0.8891 2020-10-19 08:55:23,391 - mmaction - INFO - Epoch [31][200/792] lr: 7.500e-03, eta: 1 day, 8:00:00, time: 0.994, data_time: 0.178, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8714, loss_cls: 1.2962, loss: 1.2962, grad_norm: 5.4526, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9557, loss/aux0: 0.9557 2020-10-19 08:55:25,261 - mmaction - INFO - Epoch [31][200/792] lr: 7.500e-03, eta: 1 day, 8:00:46, time: 1.007, data_time: 0.233, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8714, loss_cls: 1.2962, loss: 1.2962, grad_norm: 5.4576, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9540, loss/aux0: 0.9540 2020-10-19 08:56:03,690 - mmaction - INFO - Epoch [31][220/792] lr: 7.500e-03, eta: 1 day, 7:59:14, time: 0.985, data_time: 0.399, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8750, loss_cls: 1.2305, loss: 1.2305, grad_norm: 5.0179, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9907, loss/aux0: 0.9907 2020-10-19 08:56:05,635 - mmaction - INFO - Epoch [31][220/792] lr: 7.500e-03, eta: 1 day, 8:00:00, time: 1.005, data_time: 0.419, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8750, loss_cls: 1.2305, loss: 1.2305, grad_norm: 5.1291, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9931, loss/aux0: 0.9931 2020-10-19 08:56:45,625 - mmaction - INFO - Epoch [31][240/792] lr: 7.500e-03, eta: 1 day, 7:58:30, time: 1.045, data_time: 0.456, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8667, loss_cls: 1.3186, loss: 1.3186, grad_norm: 5.5485, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9141, loss_cls/aux0: 1.0348, loss/aux0: 1.0348 2020-10-19 08:56:49,555 - mmaction - INFO - Epoch [31][240/792] lr: 7.500e-03, eta: 1 day, 7:59:21, time: 1.105, data_time: 0.448, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8667, loss_cls: 1.3186, loss: 1.3186, grad_norm: 5.5050, top1_acc/aux0: 0.7339, top5_acc/aux0: 0.9115, loss_cls/aux0: 1.0418, loss/aux0: 1.0418 2020-10-19 08:57:27,666 - mmaction - INFO - Epoch [31][260/792] lr: 7.500e-03, eta: 1 day, 7:57:52, time: 1.049, data_time: 0.013, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8734, loss_cls: 1.3040, loss: 1.3040, grad_norm: 5.3772, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9689, loss/aux0: 0.9689 2020-10-19 08:57:30,057 - mmaction - INFO - Epoch [31][260/792] lr: 7.500e-03, eta: 1 day, 7:58:41, time: 1.066, data_time: 0.003, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8734, loss_cls: 1.3040, loss: 1.3040, grad_norm: 5.3454, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9602, loss/aux0: 0.9602 2020-10-19 08:58:11,597 - mmaction - INFO - Epoch [31][280/792] lr: 7.500e-03, eta: 1 day, 7:57:16, time: 1.147, data_time: 0.000, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8667, loss_cls: 1.2936, loss: 1.2936, grad_norm: 5.1915, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.8633, loss/aux0: 0.8633 2020-10-19 08:58:12,200 - mmaction - INFO - Epoch [31][280/792] lr: 7.500e-03, eta: 1 day, 7:58:05, time: 1.070, data_time: 0.003, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8667, loss_cls: 1.2936, loss: 1.2936, grad_norm: 5.1796, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.8606, loss/aux0: 0.8606 2020-10-19 08:58:54,824 - mmaction - INFO - Epoch [31][300/792] lr: 7.500e-03, eta: 1 day, 7:56:37, time: 1.069, data_time: 0.047, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8641, loss_cls: 1.3246, loss: 1.3246, grad_norm: 5.5481, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9567, loss/aux0: 0.9567 2020-10-19 08:58:55,424 - mmaction - INFO - Epoch [31][300/792] lr: 7.500e-03, eta: 1 day, 7:57:26, time: 1.070, data_time: 0.049, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8641, loss_cls: 1.3246, loss: 1.3246, grad_norm: 5.4338, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9613, loss/aux0: 0.9613 2020-10-19 08:59:33,578 - mmaction - INFO - Epoch [31][320/792] lr: 7.500e-03, eta: 1 day, 7:55:54, time: 1.000, data_time: 0.000, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8839, loss_cls: 1.2505, loss: 1.2505, grad_norm: 5.0096, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9001, loss/aux0: 0.9001 2020-10-19 08:59:34,831 - mmaction - INFO - Epoch [31][320/792] lr: 7.500e-03, eta: 1 day, 7:56:41, time: 1.019, data_time: 0.002, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8839, loss_cls: 1.2505, loss: 1.2505, grad_norm: 4.9638, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8892, loss/aux0: 0.8892 2020-10-19 09:00:19,539 - mmaction - INFO - Epoch [31][340/792] lr: 7.500e-03, eta: 1 day, 7:55:21, time: 1.243, data_time: 0.190, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8839, loss_cls: 1.2380, loss: 1.2380, grad_norm: 5.3858, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9064, loss/aux0: 0.9064 2020-10-19 09:00:22,166 - mmaction - INFO - Epoch [31][340/792] lr: 7.500e-03, eta: 1 day, 7:56:17, time: 1.245, data_time: 0.196, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8839, loss_cls: 1.2380, loss: 1.2380, grad_norm: 5.3195, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9163, loss/aux0: 0.9163 2020-10-19 09:01:03,174 - mmaction - INFO - Epoch [31][360/792] lr: 7.500e-03, eta: 1 day, 7:54:50, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8552, loss_cls: 1.3557, loss: 1.3557, grad_norm: 5.3400, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9513, loss/aux0: 0.9513 2020-10-19 09:01:04,702 - mmaction - INFO - Epoch [31][360/792] lr: 7.500e-03, eta: 1 day, 7:55:37, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8552, loss_cls: 1.3557, loss: 1.3557, grad_norm: 5.2769, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9550, loss/aux0: 0.9550 2020-10-19 09:01:45,745 - mmaction - INFO - Epoch [31][380/792] lr: 7.500e-03, eta: 1 day, 7:54:09, time: 1.089, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8750, loss_cls: 1.2233, loss: 1.2233, grad_norm: 5.1391, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9292, loss/aux0: 0.9292 2020-10-19 09:01:46,394 - mmaction - INFO - Epoch [31][380/792] lr: 7.500e-03, eta: 1 day, 7:54:59, time: 1.093, data_time: 0.005, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8750, loss_cls: 1.2233, loss: 1.2233, grad_norm: 5.0960, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9270, loss/aux0: 0.9270 2020-10-19 09:02:27,656 - mmaction - INFO - Epoch [31][400/792] lr: 7.500e-03, eta: 1 day, 7:53:36, time: 1.170, data_time: 0.135, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8630, loss_cls: 1.3092, loss: 1.3092, grad_norm: 5.5583, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9053, loss/aux0: 0.9053 2020-10-19 09:02:29,293 - mmaction - INFO - Epoch [31][400/792] lr: 7.500e-03, eta: 1 day, 7:54:28, time: 1.146, data_time: 0.140, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8630, loss_cls: 1.3092, loss: 1.3092, grad_norm: 5.5576, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9019, loss/aux0: 0.9019 2020-10-19 09:03:10,158 - mmaction - INFO - Epoch [31][420/792] lr: 7.500e-03, eta: 1 day, 7:52:58, time: 1.022, data_time: 0.444, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8802, loss_cls: 1.2120, loss: 1.2120, grad_norm: 5.1801, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9700, loss/aux0: 0.9700 2020-10-19 09:03:10,744 - mmaction - INFO - Epoch [31][420/792] lr: 7.500e-03, eta: 1 day, 7:53:44, time: 1.024, data_time: 0.446, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8802, loss_cls: 1.2120, loss: 1.2120, grad_norm: 5.1753, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9725, loss/aux0: 0.9725 2020-10-19 09:03:53,342 - mmaction - INFO - Epoch [31][440/792] lr: 7.500e-03, eta: 1 day, 7:52:17, time: 1.095, data_time: 0.075, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8698, loss_cls: 1.2709, loss: 1.2709, grad_norm: 5.2954, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9295, loss/aux0: 0.9295 2020-10-19 09:03:53,929 - mmaction - INFO - Epoch [31][440/792] lr: 7.500e-03, eta: 1 day, 7:53:05, time: 1.046, data_time: 0.077, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8698, loss_cls: 1.2709, loss: 1.2709, grad_norm: 5.3461, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9413, loss/aux0: 0.9413 2020-10-19 09:04:34,964 - mmaction - INFO - Epoch [31][460/792] lr: 7.500e-03, eta: 1 day, 7:51:36, time: 1.045, data_time: 0.045, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8708, loss_cls: 1.3459, loss: 1.3459, grad_norm: 5.3757, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9293, loss/aux0: 0.9293 2020-10-19 09:04:35,592 - mmaction - INFO - Epoch [31][460/792] lr: 7.500e-03, eta: 1 day, 7:52:23, time: 1.047, data_time: 0.048, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8708, loss_cls: 1.3459, loss: 1.3459, grad_norm: 5.3646, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9207, loss/aux0: 0.9207 2020-10-19 09:05:18,022 - mmaction - INFO - Epoch [31][480/792] lr: 7.500e-03, eta: 1 day, 7:50:55, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8703, loss_cls: 1.2934, loss: 1.2934, grad_norm: 5.2248, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9574, loss/aux0: 0.9574 2020-10-19 09:05:21,112 - mmaction - INFO - Epoch [31][480/792] lr: 7.500e-03, eta: 1 day, 7:51:44, time: 1.071, data_time: 0.002, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8703, loss_cls: 1.2934, loss: 1.2934, grad_norm: 5.2494, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9599, loss/aux0: 0.9599 2020-10-19 09:06:01,418 - mmaction - INFO - Epoch [31][500/792] lr: 7.500e-03, eta: 1 day, 7:50:18, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8646, loss_cls: 1.3326, loss: 1.3326, grad_norm: 5.3142, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8522, loss/aux0: 0.8522 2020-10-19 09:06:02,006 - mmaction - INFO - Epoch [31][500/792] lr: 7.500e-03, eta: 1 day, 7:51:08, time: 1.112, data_time: 0.002, memory: 8335, top1_acc: 0.6547, top5_acc: 0.8646, loss_cls: 1.3326, loss: 1.3326, grad_norm: 5.3561, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.8531, loss/aux0: 0.8531 2020-10-19 09:06:43,301 - mmaction - INFO - Epoch [31][520/792] lr: 7.500e-03, eta: 1 day, 7:49:39, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8635, loss_cls: 1.3247, loss: 1.3247, grad_norm: 5.3661, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9256, loss/aux0: 0.9256 2020-10-19 09:06:43,920 - mmaction - INFO - Epoch [31][520/792] lr: 7.500e-03, eta: 1 day, 7:50:26, time: 1.034, data_time: 0.002, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8635, loss_cls: 1.3247, loss: 1.3247, grad_norm: 5.3029, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9173, loss/aux0: 0.9173 2020-10-19 09:07:23,471 - mmaction - INFO - Epoch [31][540/792] lr: 7.500e-03, eta: 1 day, 7:48:58, time: 1.062, data_time: 0.000, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8568, loss_cls: 1.3661, loss: 1.3661, grad_norm: 5.4670, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9456, loss/aux0: 0.9456 2020-10-19 09:07:24,866 - mmaction - INFO - Epoch [31][540/792] lr: 7.500e-03, eta: 1 day, 7:49:47, time: 1.102, data_time: 0.002, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8568, loss_cls: 1.3661, loss: 1.3661, grad_norm: 5.4364, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9419, loss/aux0: 0.9419 2020-10-19 09:08:08,488 - mmaction - INFO - Epoch [31][560/792] lr: 7.500e-03, eta: 1 day, 7:48:23, time: 1.138, data_time: 0.000, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8672, loss_cls: 1.3687, loss: 1.3687, grad_norm: 5.4323, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.9294, loss/aux0: 0.9294 2020-10-19 09:08:09,095 - mmaction - INFO - Epoch [31][560/792] lr: 7.500e-03, eta: 1 day, 7:49:14, time: 1.140, data_time: 0.003, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8672, loss_cls: 1.3687, loss: 1.3687, grad_norm: 5.3418, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.9325, loss/aux0: 0.9325 2020-10-19 09:08:50,182 - mmaction - INFO - Epoch [31][580/792] lr: 7.500e-03, eta: 1 day, 7:47:45, time: 1.039, data_time: 0.261, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8641, loss_cls: 1.3254, loss: 1.3254, grad_norm: 5.1414, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9280, loss/aux0: 0.9280 2020-10-19 09:08:51,752 - mmaction - INFO - Epoch [31][580/792] lr: 7.500e-03, eta: 1 day, 7:48:32, time: 1.038, data_time: 0.211, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8641, loss_cls: 1.3254, loss: 1.3254, grad_norm: 5.1126, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9195, loss/aux0: 0.9195 2020-10-19 09:09:32,829 - mmaction - INFO - Epoch [31][600/792] lr: 7.500e-03, eta: 1 day, 7:47:03, time: 1.046, data_time: 0.001, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8708, loss_cls: 1.3120, loss: 1.3120, grad_norm: 5.4846, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9757, loss/aux0: 0.9757 2020-10-19 09:09:33,422 - mmaction - INFO - Epoch [31][600/792] lr: 7.500e-03, eta: 1 day, 7:47:50, time: 1.047, data_time: 0.003, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8708, loss_cls: 1.3120, loss: 1.3120, grad_norm: 5.4353, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9837, loss/aux0: 0.9837 2020-10-19 09:10:14,797 - mmaction - INFO - Epoch [31][620/792] lr: 7.500e-03, eta: 1 day, 7:46:26, time: 1.143, data_time: 0.000, memory: 8335, top1_acc: 0.6688, top5_acc: 0.8667, loss_cls: 1.2988, loss: 1.2988, grad_norm: 5.3611, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9373, loss/aux0: 0.9373 2020-10-19 09:10:15,413 - mmaction - INFO - Epoch [31][620/792] lr: 7.500e-03, eta: 1 day, 7:47:17, time: 1.131, data_time: 0.004, memory: 8335, top1_acc: 0.6688, top5_acc: 0.8667, loss_cls: 1.2988, loss: 1.2988, grad_norm: 5.3334, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9415, loss/aux0: 0.9415 2020-10-19 09:10:55,280 - mmaction - INFO - Epoch [31][640/792] lr: 7.500e-03, eta: 1 day, 7:45:50, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8693, loss_cls: 1.3108, loss: 1.3108, grad_norm: 5.2641, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9149, loss/aux0: 0.9149 2020-10-19 09:10:57,406 - mmaction - INFO - Epoch [31][640/792] lr: 7.500e-03, eta: 1 day, 7:46:37, time: 1.029, data_time: 0.001, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8693, loss_cls: 1.3108, loss: 1.3108, grad_norm: 5.2588, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9154, loss/aux0: 0.9154 2020-10-19 09:11:36,541 - mmaction - INFO - Epoch [31][660/792] lr: 7.500e-03, eta: 1 day, 7:45:10, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8719, loss_cls: 1.3295, loss: 1.3295, grad_norm: 5.3313, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9450, loss/aux0: 0.9450 2020-10-19 09:11:38,107 - mmaction - INFO - Epoch [31][660/792] lr: 7.500e-03, eta: 1 day, 7:45:55, time: 1.003, data_time: 0.002, memory: 8335, top1_acc: 0.6630, top5_acc: 0.8719, loss_cls: 1.3295, loss: 1.3295, grad_norm: 5.3322, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9432, loss/aux0: 0.9432 2020-10-19 09:12:16,709 - mmaction - INFO - Epoch [31][680/792] lr: 7.500e-03, eta: 1 day, 7:44:25, time: 1.012, data_time: 0.078, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8771, loss_cls: 1.2147, loss: 1.2147, grad_norm: 5.1756, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9589, loss/aux0: 0.9589 2020-10-19 09:12:18,376 - mmaction - INFO - Epoch [31][680/792] lr: 7.500e-03, eta: 1 day, 7:45:08, time: 0.974, data_time: 0.111, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8771, loss_cls: 1.2147, loss: 1.2147, grad_norm: 5.1626, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9548, loss/aux0: 0.9548 2020-10-19 09:12:57,530 - mmaction - INFO - Epoch [31][700/792] lr: 7.500e-03, eta: 1 day, 7:43:37, time: 0.983, data_time: 0.159, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8729, loss_cls: 1.2736, loss: 1.2736, grad_norm: 5.3542, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9248, loss/aux0: 0.9248 2020-10-19 09:12:59,980 - mmaction - INFO - Epoch [31][700/792] lr: 7.500e-03, eta: 1 day, 7:44:23, time: 1.023, data_time: 0.201, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8729, loss_cls: 1.2736, loss: 1.2736, grad_norm: 5.3954, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9341, loss/aux0: 0.9341 2020-10-19 09:13:39,781 - mmaction - INFO - Epoch [31][720/792] lr: 7.500e-03, eta: 1 day, 7:42:53, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8625, loss_cls: 1.3040, loss: 1.3040, grad_norm: 5.1683, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9556, loss/aux0: 0.9556 2020-10-19 09:13:40,391 - mmaction - INFO - Epoch [31][720/792] lr: 7.500e-03, eta: 1 day, 7:43:38, time: 1.006, data_time: 0.002, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8625, loss_cls: 1.3040, loss: 1.3040, grad_norm: 5.1530, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9476, loss/aux0: 0.9476 2020-10-19 09:14:20,800 - mmaction - INFO - Epoch [31][740/792] lr: 7.500e-03, eta: 1 day, 7:42:08, time: 1.023, data_time: 0.007, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8682, loss_cls: 1.2581, loss: 1.2581, grad_norm: 5.2491, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9393, loss/aux0: 0.9393 2020-10-19 09:14:21,416 - mmaction - INFO - Epoch [31][740/792] lr: 7.500e-03, eta: 1 day, 7:42:54, time: 1.026, data_time: 0.011, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8682, loss_cls: 1.2581, loss: 1.2581, grad_norm: 5.2272, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9407, loss/aux0: 0.9407 2020-10-19 09:15:02,816 - mmaction - INFO - Epoch [31][760/792] lr: 7.500e-03, eta: 1 day, 7:41:29, time: 1.103, data_time: 0.000, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8703, loss_cls: 1.2872, loss: 1.2872, grad_norm: 5.2688, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9791, loss/aux0: 0.9791 2020-10-19 09:15:03,428 - mmaction - INFO - Epoch [31][760/792] lr: 7.500e-03, eta: 1 day, 7:42:16, time: 1.068, data_time: 0.002, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8703, loss_cls: 1.2872, loss: 1.2872, grad_norm: 5.2903, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9893, loss/aux0: 0.9893 2020-10-19 09:15:44,247 - mmaction - INFO - Epoch [31][780/792] lr: 7.500e-03, eta: 1 day, 7:40:47, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8510, loss_cls: 1.3801, loss: 1.3801, grad_norm: 5.4435, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9410, loss/aux0: 0.9410 2020-10-19 09:15:44,842 - mmaction - INFO - Epoch [31][780/792] lr: 7.500e-03, eta: 1 day, 7:41:32, time: 1.013, data_time: 0.001, memory: 8335, top1_acc: 0.6417, top5_acc: 0.8510, loss_cls: 1.3801, loss: 1.3801, grad_norm: 5.4863, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9445, loss/aux0: 0.9445 2020-10-19 09:16:16,174 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-10-19 09:19:24,679 - mmaction - INFO - Epoch [32][20/792] lr: 7.500e-03, eta: 1 day, 7:38:42, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8661, loss_cls: 1.3385, loss: 1.3385, grad_norm: 5.6916, top1_acc/aux0: 0.7681, top5_acc/aux0: 0.9254, loss_cls/aux0: 0.9012, loss/aux0: 0.9012 2020-10-19 09:19:25,268 - mmaction - INFO - Epoch [32][20/792] lr: 7.500e-03, eta: 1 day, 7:39:28, time: 1.024, data_time: 0.003, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8661, loss_cls: 1.3385, loss: 1.3385, grad_norm: 5.6166, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8979, loss/aux0: 0.8979 2020-10-19 09:20:03,946 - mmaction - INFO - Epoch [32][40/792] lr: 7.500e-03, eta: 1 day, 7:37:55, time: 0.935, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8792, loss_cls: 1.2479, loss: 1.2479, grad_norm: 5.1535, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9479, loss/aux0: 0.9479 2020-10-19 09:20:04,705 - mmaction - INFO - Epoch [32][40/792] lr: 7.500e-03, eta: 1 day, 7:38:37, time: 0.944, data_time: 0.002, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8792, loss_cls: 1.2479, loss: 1.2479, grad_norm: 5.0766, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9548, loss/aux0: 0.9548 2020-10-19 09:20:47,487 - mmaction - INFO - Epoch [32][60/792] lr: 7.500e-03, eta: 1 day, 7:37:11, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8714, loss_cls: 1.2781, loss: 1.2781, grad_norm: 5.3096, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9433, loss/aux0: 0.9433 2020-10-19 09:20:48,084 - mmaction - INFO - Epoch [32][60/792] lr: 7.500e-03, eta: 1 day, 7:37:56, time: 1.020, data_time: 0.002, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8714, loss_cls: 1.2781, loss: 1.2781, grad_norm: 5.3236, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9346, loss/aux0: 0.9346 2020-10-19 09:21:28,401 - mmaction - INFO - Epoch [32][80/792] lr: 7.500e-03, eta: 1 day, 7:36:29, time: 1.075, data_time: 0.001, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8750, loss_cls: 1.2655, loss: 1.2655, grad_norm: 5.3851, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9291, loss/aux0: 0.9291 2020-10-19 09:21:30,330 - mmaction - INFO - Epoch [32][80/792] lr: 7.500e-03, eta: 1 day, 7:37:18, time: 1.102, data_time: 0.003, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8750, loss_cls: 1.2655, loss: 1.2655, grad_norm: 5.3621, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9258, loss/aux0: 0.9258 2020-10-19 09:22:09,481 - mmaction - INFO - Epoch [32][100/792] lr: 7.500e-03, eta: 1 day, 7:35:50, time: 1.045, data_time: 0.000, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8797, loss_cls: 1.2571, loss: 1.2571, grad_norm: 5.1428, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9371, loss/aux0: 0.9371 2020-10-19 09:22:10,807 - mmaction - INFO - Epoch [32][100/792] lr: 7.500e-03, eta: 1 day, 7:36:32, time: 0.931, data_time: 0.002, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8797, loss_cls: 1.2571, loss: 1.2571, grad_norm: 5.1144, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9441, loss/aux0: 0.9441 2020-10-19 09:22:50,247 - mmaction - INFO - Epoch [32][120/792] lr: 7.500e-03, eta: 1 day, 7:35:02, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8740, loss_cls: 1.2516, loss: 1.2516, grad_norm: 5.2199, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8982, loss/aux0: 0.8982 2020-10-19 09:22:51,499 - mmaction - INFO - Epoch [32][120/792] lr: 7.500e-03, eta: 1 day, 7:35:49, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8740, loss_cls: 1.2516, loss: 1.2516, grad_norm: 5.2742, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9007, loss/aux0: 0.9007 2020-10-19 09:23:31,450 - mmaction - INFO - Epoch [32][140/792] lr: 7.500e-03, eta: 1 day, 7:34:22, time: 1.069, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8635, loss_cls: 1.3032, loss: 1.3032, grad_norm: 5.3399, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8881, loss/aux0: 0.8881 2020-10-19 09:23:34,400 - mmaction - INFO - Epoch [32][140/792] lr: 7.500e-03, eta: 1 day, 7:35:11, time: 1.107, data_time: 0.003, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8635, loss_cls: 1.3032, loss: 1.3032, grad_norm: 5.3544, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8796, loss/aux0: 0.8796 2020-10-19 09:24:11,767 - mmaction - INFO - Epoch [32][160/792] lr: 7.500e-03, eta: 1 day, 7:33:40, time: 0.971, data_time: 0.000, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8500, loss_cls: 1.3618, loss: 1.3618, grad_norm: 5.2479, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9303, loss/aux0: 0.9303 2020-10-19 09:24:12,935 - mmaction - INFO - Epoch [32][160/792] lr: 7.500e-03, eta: 1 day, 7:34:20, time: 0.901, data_time: 0.002, memory: 8335, top1_acc: 0.6516, top5_acc: 0.8500, loss_cls: 1.3618, loss: 1.3618, grad_norm: 5.2768, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9457, loss/aux0: 0.9457 2020-10-19 09:24:55,419 - mmaction - INFO - Epoch [32][180/792] lr: 7.500e-03, eta: 1 day, 7:32:58, time: 1.178, data_time: 0.000, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8693, loss_cls: 1.2745, loss: 1.2745, grad_norm: 5.4644, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9358, loss/aux0: 0.9358 2020-10-19 09:24:56,044 - mmaction - INFO - Epoch [32][180/792] lr: 7.500e-03, eta: 1 day, 7:33:47, time: 1.104, data_time: 0.005, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8693, loss_cls: 1.2745, loss: 1.2745, grad_norm: 5.4196, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9237, loss/aux0: 0.9237 2020-10-19 09:25:37,714 - mmaction - INFO - Epoch [32][200/792] lr: 7.500e-03, eta: 1 day, 7:32:22, time: 1.096, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8661, loss_cls: 1.2959, loss: 1.2959, grad_norm: 5.2340, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9864, loss/aux0: 0.9864 2020-10-19 09:25:40,470 - mmaction - INFO - Epoch [32][200/792] lr: 7.500e-03, eta: 1 day, 7:33:09, time: 1.071, data_time: 0.004, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8661, loss_cls: 1.2959, loss: 1.2959, grad_norm: 5.2394, top1_acc/aux0: 0.7349, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9875, loss/aux0: 0.9875 2020-10-19 09:26:19,645 - mmaction - INFO - Epoch [32][220/792] lr: 7.500e-03, eta: 1 day, 7:31:45, time: 1.142, data_time: 0.000, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8776, loss_cls: 1.2611, loss: 1.2611, grad_norm: 5.0743, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9444, loss/aux0: 0.9444 2020-10-19 09:26:21,612 - mmaction - INFO - Epoch [32][220/792] lr: 7.500e-03, eta: 1 day, 7:32:32, time: 1.071, data_time: 0.003, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8776, loss_cls: 1.2611, loss: 1.2611, grad_norm: 5.0429, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9420, loss/aux0: 0.9420 2020-10-19 09:27:00,950 - mmaction - INFO - Epoch [32][240/792] lr: 7.500e-03, eta: 1 day, 7:31:04, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8609, loss_cls: 1.3087, loss: 1.3087, grad_norm: 5.4531, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9645, loss/aux0: 0.9645 2020-10-19 09:27:03,311 - mmaction - INFO - Epoch [32][240/792] lr: 7.500e-03, eta: 1 day, 7:31:45, time: 0.942, data_time: 0.002, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8609, loss_cls: 1.3087, loss: 1.3087, grad_norm: 5.4885, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9820, loss/aux0: 0.9820 2020-10-19 09:27:42,455 - mmaction - INFO - Epoch [32][260/792] lr: 7.500e-03, eta: 1 day, 7:30:17, time: 1.020, data_time: 0.053, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8573, loss_cls: 1.3599, loss: 1.3599, grad_norm: 5.1197, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9362, loss/aux0: 0.9362 2020-10-19 09:27:44,577 - mmaction - INFO - Epoch [32][260/792] lr: 7.500e-03, eta: 1 day, 7:31:04, time: 1.075, data_time: 0.056, memory: 8335, top1_acc: 0.6526, top5_acc: 0.8573, loss_cls: 1.3599, loss: 1.3599, grad_norm: 5.1122, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9323, loss/aux0: 0.9323 2020-10-19 09:28:22,378 - mmaction - INFO - Epoch [32][280/792] lr: 7.500e-03, eta: 1 day, 7:29:36, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8828, loss_cls: 1.2564, loss: 1.2564, grad_norm: 5.2552, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9140, loss/aux0: 0.9140 2020-10-19 09:28:24,168 - mmaction - INFO - Epoch [32][280/792] lr: 7.500e-03, eta: 1 day, 7:30:21, time: 1.029, data_time: 0.002, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8828, loss_cls: 1.2564, loss: 1.2564, grad_norm: 5.2192, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9049, loss/aux0: 0.9049 2020-10-19 09:29:01,607 - mmaction - INFO - Epoch [32][300/792] lr: 7.500e-03, eta: 1 day, 7:28:49, time: 0.936, data_time: 0.303, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8688, loss_cls: 1.2819, loss: 1.2819, grad_norm: 5.1475, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9520, loss/aux0: 0.9520 2020-10-19 09:29:04,278 - mmaction - INFO - Epoch [32][300/792] lr: 7.500e-03, eta: 1 day, 7:29:35, time: 1.042, data_time: 0.346, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8688, loss_cls: 1.2819, loss: 1.2819, grad_norm: 5.1543, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9547, loss/aux0: 0.9547 2020-10-19 09:29:46,270 - mmaction - INFO - Epoch [32][320/792] lr: 7.500e-03, eta: 1 day, 7:28:10, time: 1.102, data_time: 0.000, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8693, loss_cls: 1.2911, loss: 1.2911, grad_norm: 5.3384, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9046, loss/aux0: 0.9046 2020-10-19 09:29:46,883 - mmaction - INFO - Epoch [32][320/792] lr: 7.500e-03, eta: 1 day, 7:28:58, time: 1.105, data_time: 0.002, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8693, loss_cls: 1.2911, loss: 1.2911, grad_norm: 5.3392, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8963, loss/aux0: 0.8963 2020-10-19 09:30:30,351 - mmaction - INFO - Epoch [32][340/792] lr: 7.500e-03, eta: 1 day, 7:27:35, time: 1.133, data_time: 0.000, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8682, loss_cls: 1.2867, loss: 1.2867, grad_norm: 5.3379, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9188, loss_cls/aux0: 1.0023, loss/aux0: 1.0023 2020-10-19 09:30:30,976 - mmaction - INFO - Epoch [32][340/792] lr: 7.500e-03, eta: 1 day, 7:28:21, time: 1.058, data_time: 0.004, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8682, loss_cls: 1.2867, loss: 1.2867, grad_norm: 5.3163, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9172, loss_cls/aux0: 1.0150, loss/aux0: 1.0150 2020-10-19 09:31:11,907 - mmaction - INFO - Epoch [32][360/792] lr: 7.500e-03, eta: 1 day, 7:26:54, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8615, loss_cls: 1.3461, loss: 1.3461, grad_norm: 5.3180, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9592, loss/aux0: 0.9592 2020-10-19 09:31:13,791 - mmaction - INFO - Epoch [32][360/792] lr: 7.500e-03, eta: 1 day, 7:27:43, time: 1.116, data_time: 0.003, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8615, loss_cls: 1.3461, loss: 1.3461, grad_norm: 5.3392, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9529, loss/aux0: 0.9529 2020-10-19 09:31:55,751 - mmaction - INFO - Epoch [32][380/792] lr: 7.500e-03, eta: 1 day, 7:26:19, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8635, loss_cls: 1.2769, loss: 1.2769, grad_norm: 5.2216, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8379, loss/aux0: 0.8379 2020-10-19 09:31:58,501 - mmaction - INFO - Epoch [32][380/792] lr: 7.500e-03, eta: 1 day, 7:27:07, time: 1.117, data_time: 0.004, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8635, loss_cls: 1.2769, loss: 1.2769, grad_norm: 5.1966, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.8275, loss/aux0: 0.8275 2020-10-19 09:32:36,585 - mmaction - INFO - Epoch [32][400/792] lr: 7.500e-03, eta: 1 day, 7:25:39, time: 1.001, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8604, loss_cls: 1.3397, loss: 1.3397, grad_norm: 5.3574, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9282, loss/aux0: 0.9282 2020-10-19 09:32:38,666 - mmaction - INFO - Epoch [32][400/792] lr: 7.500e-03, eta: 1 day, 7:26:21, time: 0.981, data_time: 0.001, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8604, loss_cls: 1.3397, loss: 1.3397, grad_norm: 5.3904, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9374, loss/aux0: 0.9374 2020-10-19 09:33:19,665 - mmaction - INFO - Epoch [32][420/792] lr: 7.500e-03, eta: 1 day, 7:24:52, time: 1.001, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8750, loss_cls: 1.3082, loss: 1.3082, grad_norm: 5.3166, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9359, loss/aux0: 0.9359 2020-10-19 09:33:20,273 - mmaction - INFO - Epoch [32][420/792] lr: 7.500e-03, eta: 1 day, 7:25:36, time: 1.004, data_time: 0.001, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8750, loss_cls: 1.3082, loss: 1.3082, grad_norm: 5.3324, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9388, loss/aux0: 0.9388 2020-10-19 09:34:01,267 - mmaction - INFO - Epoch [32][440/792] lr: 7.500e-03, eta: 1 day, 7:24:06, time: 0.985, data_time: 0.000, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8635, loss_cls: 1.3597, loss: 1.3597, grad_norm: 5.2981, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9550, loss/aux0: 0.9550 2020-10-19 09:34:01,852 - mmaction - INFO - Epoch [32][440/792] lr: 7.500e-03, eta: 1 day, 7:24:49, time: 0.987, data_time: 0.003, memory: 8335, top1_acc: 0.6594, top5_acc: 0.8635, loss_cls: 1.3597, loss: 1.3597, grad_norm: 5.3467, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9655, loss/aux0: 0.9655 2020-10-19 09:34:44,993 - mmaction - INFO - Epoch [32][460/792] lr: 7.500e-03, eta: 1 day, 7:23:27, time: 1.152, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8630, loss_cls: 1.3231, loss: 1.3231, grad_norm: 5.2572, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9520, loss/aux0: 0.9520 2020-10-19 09:34:45,592 - mmaction - INFO - Epoch [32][460/792] lr: 7.500e-03, eta: 1 day, 7:24:15, time: 1.103, data_time: 0.003, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8630, loss_cls: 1.3231, loss: 1.3231, grad_norm: 5.2594, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9356, loss/aux0: 0.9356 2020-10-19 09:35:23,706 - mmaction - INFO - Epoch [32][480/792] lr: 7.500e-03, eta: 1 day, 7:22:43, time: 0.933, data_time: 0.000, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8734, loss_cls: 1.2980, loss: 1.2980, grad_norm: 5.3254, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9468, loss/aux0: 0.9468 2020-10-19 09:35:24,380 - mmaction - INFO - Epoch [32][480/792] lr: 7.500e-03, eta: 1 day, 7:23:24, time: 0.937, data_time: 0.002, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8734, loss_cls: 1.2980, loss: 1.2980, grad_norm: 5.3106, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9411, loss/aux0: 0.9411 2020-10-19 09:36:07,373 - mmaction - INFO - Epoch [32][500/792] lr: 7.500e-03, eta: 1 day, 7:21:58, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8812, loss_cls: 1.2445, loss: 1.2445, grad_norm: 5.1798, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9198, loss/aux0: 0.9198 2020-10-19 09:36:07,999 - mmaction - INFO - Epoch [32][500/792] lr: 7.500e-03, eta: 1 day, 7:22:43, time: 1.060, data_time: 0.004, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8812, loss_cls: 1.2445, loss: 1.2445, grad_norm: 5.1504, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9239, loss/aux0: 0.9239 2020-10-19 09:36:46,970 - mmaction - INFO - Epoch [32][520/792] lr: 7.500e-03, eta: 1 day, 7:21:16, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8849, loss_cls: 1.1442, loss: 1.1442, grad_norm: 5.0413, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9404, loss/aux0: 0.9404 2020-10-19 09:36:48,625 - mmaction - INFO - Epoch [32][520/792] lr: 7.500e-03, eta: 1 day, 7:22:01, time: 1.051, data_time: 0.002, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8849, loss_cls: 1.1442, loss: 1.1442, grad_norm: 5.0259, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9460, loss/aux0: 0.9460 2020-10-19 09:37:28,535 - mmaction - INFO - Epoch [32][540/792] lr: 7.500e-03, eta: 1 day, 7:20:33, time: 1.019, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8688, loss_cls: 1.2689, loss: 1.2689, grad_norm: 5.1534, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8964, loss/aux0: 0.8964 2020-10-19 09:37:29,120 - mmaction - INFO - Epoch [32][540/792] lr: 7.500e-03, eta: 1 day, 7:21:17, time: 1.020, data_time: 0.002, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8688, loss_cls: 1.2689, loss: 1.2689, grad_norm: 5.1916, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9117, loss/aux0: 0.9117 2020-10-19 09:38:09,586 - mmaction - INFO - Epoch [32][560/792] lr: 7.500e-03, eta: 1 day, 7:19:50, time: 1.016, data_time: 0.030, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8661, loss_cls: 1.3415, loss: 1.3415, grad_norm: 5.4983, top1_acc/aux0: 0.7385, top5_acc/aux0: 0.9109, loss_cls/aux0: 1.0010, loss/aux0: 1.0010 2020-10-19 09:38:11,595 - mmaction - INFO - Epoch [32][560/792] lr: 7.500e-03, eta: 1 day, 7:20:35, time: 1.046, data_time: 0.032, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8661, loss_cls: 1.3415, loss: 1.3415, grad_norm: 5.5305, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9901, loss/aux0: 0.9901 2020-10-19 09:38:52,723 - mmaction - INFO - Epoch [32][580/792] lr: 7.500e-03, eta: 1 day, 7:19:10, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.2914, loss: 1.2914, grad_norm: 5.0598, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9122, loss/aux0: 0.9122 2020-10-19 09:38:53,322 - mmaction - INFO - Epoch [32][580/792] lr: 7.500e-03, eta: 1 day, 7:19:56, time: 1.079, data_time: 0.002, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8688, loss_cls: 1.2914, loss: 1.2914, grad_norm: 5.1528, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9155, loss/aux0: 0.9155 2020-10-19 09:39:34,980 - mmaction - INFO - Epoch [32][600/792] lr: 7.500e-03, eta: 1 day, 7:18:34, time: 1.151, data_time: 0.000, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8776, loss_cls: 1.2955, loss: 1.2955, grad_norm: 5.2995, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9764, loss/aux0: 0.9764 2020-10-19 09:39:35,576 - mmaction - INFO - Epoch [32][600/792] lr: 7.500e-03, eta: 1 day, 7:19:24, time: 1.151, data_time: 0.003, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8776, loss_cls: 1.2955, loss: 1.2955, grad_norm: 5.2245, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9767, loss/aux0: 0.9767 2020-10-19 09:40:15,567 - mmaction - INFO - Epoch [32][620/792] lr: 7.500e-03, eta: 1 day, 7:17:56, time: 1.012, data_time: 0.000, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8677, loss_cls: 1.2666, loss: 1.2666, grad_norm: 5.1907, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8975, loss/aux0: 0.8975 2020-10-19 09:40:16,170 - mmaction - INFO - Epoch [32][620/792] lr: 7.500e-03, eta: 1 day, 7:18:39, time: 1.014, data_time: 0.003, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8677, loss_cls: 1.2666, loss: 1.2666, grad_norm: 5.2056, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8949, loss/aux0: 0.8949 2020-10-19 09:40:56,806 - mmaction - INFO - Epoch [32][640/792] lr: 7.500e-03, eta: 1 day, 7:17:11, time: 1.009, data_time: 0.143, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8672, loss_cls: 1.2590, loss: 1.2590, grad_norm: 5.1416, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9196, loss/aux0: 0.9196 2020-10-19 09:40:57,771 - mmaction - INFO - Epoch [32][640/792] lr: 7.500e-03, eta: 1 day, 7:17:55, time: 1.030, data_time: 0.146, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8672, loss_cls: 1.2590, loss: 1.2590, grad_norm: 5.1489, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.9062, loss/aux0: 0.9062 2020-10-19 09:41:38,070 - mmaction - INFO - Epoch [32][660/792] lr: 7.500e-03, eta: 1 day, 7:16:31, time: 1.089, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8615, loss_cls: 1.3034, loss: 1.3034, grad_norm: 5.2589, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8707, loss/aux0: 0.8707 2020-10-19 09:41:40,302 - mmaction - INFO - Epoch [32][660/792] lr: 7.500e-03, eta: 1 day, 7:17:18, time: 1.103, data_time: 0.003, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8615, loss_cls: 1.3034, loss: 1.3034, grad_norm: 5.2764, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8776, loss/aux0: 0.8776 2020-10-19 09:42:18,255 - mmaction - INFO - Epoch [32][680/792] lr: 7.500e-03, eta: 1 day, 7:15:46, time: 0.895, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8599, loss_cls: 1.2763, loss: 1.2763, grad_norm: 5.0018, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9032, loss/aux0: 0.9032 2020-10-19 09:42:20,720 - mmaction - INFO - Epoch [32][680/792] lr: 7.500e-03, eta: 1 day, 7:16:28, time: 0.989, data_time: 0.002, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8599, loss_cls: 1.2763, loss: 1.2763, grad_norm: 5.0562, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9063, loss/aux0: 0.9063 2020-10-19 09:43:01,379 - mmaction - INFO - Epoch [32][700/792] lr: 7.500e-03, eta: 1 day, 7:15:03, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8625, loss_cls: 1.3347, loss: 1.3347, grad_norm: 5.1499, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9576, loss/aux0: 0.9576 2020-10-19 09:43:03,167 - mmaction - INFO - Epoch [32][700/792] lr: 7.500e-03, eta: 1 day, 7:15:49, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8625, loss_cls: 1.3347, loss: 1.3347, grad_norm: 5.0280, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9379, loss/aux0: 0.9379 2020-10-19 09:43:44,372 - mmaction - INFO - Epoch [32][720/792] lr: 7.500e-03, eta: 1 day, 7:14:23, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8755, loss_cls: 1.2993, loss: 1.2993, grad_norm: 5.5142, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9118, loss/aux0: 0.9118 2020-10-19 09:43:45,852 - mmaction - INFO - Epoch [32][720/792] lr: 7.500e-03, eta: 1 day, 7:15:09, time: 1.093, data_time: 0.003, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8755, loss_cls: 1.2993, loss: 1.2993, grad_norm: 5.5259, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9369, loss/aux0: 0.9369 2020-10-19 09:44:24,791 - mmaction - INFO - Epoch [32][740/792] lr: 7.500e-03, eta: 1 day, 7:13:43, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8646, loss_cls: 1.3308, loss: 1.3308, grad_norm: 5.3365, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9476, loss/aux0: 0.9476 2020-10-19 09:44:25,388 - mmaction - INFO - Epoch [32][740/792] lr: 7.500e-03, eta: 1 day, 7:14:26, time: 1.016, data_time: 0.002, memory: 8335, top1_acc: 0.6562, top5_acc: 0.8646, loss_cls: 1.3308, loss: 1.3308, grad_norm: 5.3055, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9385, loss/aux0: 0.9385 2020-10-19 09:45:08,140 - mmaction - INFO - Epoch [32][760/792] lr: 7.500e-03, eta: 1 day, 7:13:02, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8682, loss_cls: 1.3062, loss: 1.3062, grad_norm: 5.3145, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9312, loss/aux0: 0.9312 2020-10-19 09:45:08,736 - mmaction - INFO - Epoch [32][760/792] lr: 7.500e-03, eta: 1 day, 7:13:48, time: 1.078, data_time: 0.003, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8682, loss_cls: 1.3062, loss: 1.3062, grad_norm: 5.3569, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9442, loss/aux0: 0.9442 2020-10-19 09:45:49,749 - mmaction - INFO - Epoch [32][780/792] lr: 7.500e-03, eta: 1 day, 7:12:22, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8729, loss_cls: 1.2822, loss: 1.2822, grad_norm: 5.1790, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9348, loss/aux0: 0.9348 2020-10-19 09:45:50,344 - mmaction - INFO - Epoch [32][780/792] lr: 7.500e-03, eta: 1 day, 7:13:07, time: 1.051, data_time: 0.003, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8729, loss_cls: 1.2822, loss: 1.2822, grad_norm: 5.1957, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9272, loss/aux0: 0.9272 2020-10-19 09:46:19,318 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-19 09:49:26,229 - mmaction - INFO - Epoch [33][20/792] lr: 7.500e-03, eta: 1 day, 7:10:23, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8880, loss_cls: 1.1843, loss: 1.1843, grad_norm: 5.0288, top1_acc/aux0: 0.7692, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.9091, loss/aux0: 0.9091 2020-10-19 09:49:28,559 - mmaction - INFO - Epoch [33][20/792] lr: 7.500e-03, eta: 1 day, 7:11:11, time: 1.118, data_time: 0.003, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8880, loss_cls: 1.1843, loss: 1.1843, grad_norm: 5.0346, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9180, loss/aux0: 0.9180 2020-10-19 09:50:07,435 - mmaction - INFO - Epoch [33][40/792] lr: 7.500e-03, eta: 1 day, 7:09:45, time: 1.041, data_time: 0.000, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8865, loss_cls: 1.2637, loss: 1.2637, grad_norm: 5.3215, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9787, loss/aux0: 0.9787 2020-10-19 09:50:09,236 - mmaction - INFO - Epoch [33][40/792] lr: 7.500e-03, eta: 1 day, 7:10:29, time: 1.044, data_time: 0.003, memory: 8335, top1_acc: 0.6687, top5_acc: 0.8865, loss_cls: 1.2637, loss: 1.2637, grad_norm: 5.2670, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9530, loss/aux0: 0.9530 2020-10-19 09:50:49,826 - mmaction - INFO - Epoch [33][60/792] lr: 7.500e-03, eta: 1 day, 7:09:06, time: 1.118, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8698, loss_cls: 1.2768, loss: 1.2768, grad_norm: 5.2124, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9429, loss/aux0: 0.9429 2020-10-19 09:50:50,444 - mmaction - INFO - Epoch [33][60/792] lr: 7.500e-03, eta: 1 day, 7:09:52, time: 1.075, data_time: 0.004, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8698, loss_cls: 1.2768, loss: 1.2768, grad_norm: 5.1977, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9569, loss/aux0: 0.9569 2020-10-19 09:51:31,869 - mmaction - INFO - Epoch [33][80/792] lr: 7.500e-03, eta: 1 day, 7:08:27, time: 1.071, data_time: 0.013, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8750, loss_cls: 1.2590, loss: 1.2590, grad_norm: 5.1145, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.8650, loss/aux0: 0.8650 2020-10-19 09:51:32,475 - mmaction - INFO - Epoch [33][80/792] lr: 7.500e-03, eta: 1 day, 7:09:12, time: 1.060, data_time: 0.016, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8750, loss_cls: 1.2590, loss: 1.2590, grad_norm: 5.0983, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.8689, loss/aux0: 0.8689 2020-10-19 09:52:12,908 - mmaction - INFO - Epoch [33][100/792] lr: 7.500e-03, eta: 1 day, 7:07:45, time: 1.016, data_time: 0.000, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8781, loss_cls: 1.2346, loss: 1.2346, grad_norm: 5.1843, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9232, loss/aux0: 0.9232 2020-10-19 09:52:13,761 - mmaction - INFO - Epoch [33][100/792] lr: 7.500e-03, eta: 1 day, 7:08:29, time: 1.028, data_time: 0.003, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8781, loss_cls: 1.2346, loss: 1.2346, grad_norm: 5.1579, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.9242, loss/aux0: 0.9242 2020-10-19 09:52:56,826 - mmaction - INFO - Epoch [33][120/792] lr: 7.500e-03, eta: 1 day, 7:07:04, time: 1.059, data_time: 0.020, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.3240, loss: 1.3240, grad_norm: 4.9575, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9413, loss/aux0: 0.9413 2020-10-19 09:52:57,422 - mmaction - INFO - Epoch [33][120/792] lr: 7.500e-03, eta: 1 day, 7:07:48, time: 1.058, data_time: 0.023, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8672, loss_cls: 1.3240, loss: 1.3240, grad_norm: 4.9537, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9402, loss/aux0: 0.9402 2020-10-19 09:53:37,710 - mmaction - INFO - Epoch [33][140/792] lr: 7.500e-03, eta: 1 day, 7:06:20, time: 0.977, data_time: 0.012, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8703, loss_cls: 1.2999, loss: 1.2999, grad_norm: 5.4357, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9435, loss/aux0: 0.9435 2020-10-19 09:53:38,373 - mmaction - INFO - Epoch [33][140/792] lr: 7.500e-03, eta: 1 day, 7:07:01, time: 0.983, data_time: 0.019, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8703, loss_cls: 1.2999, loss: 1.2999, grad_norm: 5.3998, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9396, loss/aux0: 0.9396 2020-10-19 09:54:19,802 - mmaction - INFO - Epoch [33][160/792] lr: 7.500e-03, eta: 1 day, 7:05:36, time: 1.041, data_time: 0.013, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8698, loss_cls: 1.2624, loss: 1.2624, grad_norm: 5.0630, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9288, loss/aux0: 0.9288 2020-10-19 09:54:20,421 - mmaction - INFO - Epoch [33][160/792] lr: 7.500e-03, eta: 1 day, 7:06:19, time: 1.044, data_time: 0.016, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8698, loss_cls: 1.2624, loss: 1.2624, grad_norm: 5.0731, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9275, loss/aux0: 0.9275 2020-10-19 09:55:04,516 - mmaction - INFO - Epoch [33][180/792] lr: 7.500e-03, eta: 1 day, 7:05:00, time: 1.187, data_time: 0.000, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8687, loss_cls: 1.2605, loss: 1.2605, grad_norm: 5.1575, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8864, loss/aux0: 0.8864 2020-10-19 09:55:07,643 - mmaction - INFO - Epoch [33][180/792] lr: 7.500e-03, eta: 1 day, 7:05:52, time: 1.232, data_time: 0.002, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8687, loss_cls: 1.2605, loss: 1.2605, grad_norm: 5.1935, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8964, loss/aux0: 0.8964 2020-10-19 09:55:44,923 - mmaction - INFO - Epoch [33][200/792] lr: 7.500e-03, eta: 1 day, 7:04:26, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8734, loss_cls: 1.2403, loss: 1.2403, grad_norm: 5.2946, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9459, loss/aux0: 0.9459 2020-10-19 09:55:46,626 - mmaction - INFO - Epoch [33][200/792] lr: 7.500e-03, eta: 1 day, 7:05:08, time: 0.995, data_time: 0.002, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8734, loss_cls: 1.2403, loss: 1.2403, grad_norm: 5.2581, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9389, loss/aux0: 0.9389 2020-10-19 09:56:26,153 - mmaction - INFO - Epoch [33][220/792] lr: 7.500e-03, eta: 1 day, 7:03:42, time: 1.039, data_time: 0.096, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8750, loss_cls: 1.2959, loss: 1.2959, grad_norm: 5.1870, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.9219, loss/aux0: 0.9219 2020-10-19 09:56:26,757 - mmaction - INFO - Epoch [33][220/792] lr: 7.500e-03, eta: 1 day, 7:04:22, time: 0.936, data_time: 0.098, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8750, loss_cls: 1.2959, loss: 1.2959, grad_norm: 5.1912, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9157, loss/aux0: 0.9157 2020-10-19 09:57:06,818 - mmaction - INFO - Epoch [33][240/792] lr: 7.500e-03, eta: 1 day, 7:02:56, time: 1.034, data_time: 0.101, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8828, loss_cls: 1.2501, loss: 1.2501, grad_norm: 5.2027, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.8572, loss/aux0: 0.8572 2020-10-19 09:57:08,905 - mmaction - INFO - Epoch [33][240/792] lr: 7.500e-03, eta: 1 day, 7:03:42, time: 1.103, data_time: 0.139, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8828, loss_cls: 1.2501, loss: 1.2501, grad_norm: 5.2144, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.8593, loss/aux0: 0.8593 2020-10-19 09:57:50,482 - mmaction - INFO - Epoch [33][260/792] lr: 7.500e-03, eta: 1 day, 7:02:21, time: 1.136, data_time: 0.554, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8823, loss_cls: 1.2173, loss: 1.2173, grad_norm: 5.1345, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9443, loss/aux0: 0.9443 2020-10-19 09:57:52,131 - mmaction - INFO - Epoch [33][260/792] lr: 7.500e-03, eta: 1 day, 7:03:06, time: 1.081, data_time: 0.500, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8823, loss_cls: 1.2173, loss: 1.2173, grad_norm: 5.1023, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9510, loss/aux0: 0.9510 2020-10-19 09:58:32,519 - mmaction - INFO - Epoch [33][280/792] lr: 7.500e-03, eta: 1 day, 7:01:42, time: 1.085, data_time: 0.011, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8729, loss_cls: 1.3187, loss: 1.3187, grad_norm: 5.3358, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9701, loss/aux0: 0.9701 2020-10-19 09:58:34,991 - mmaction - INFO - Epoch [33][280/792] lr: 7.500e-03, eta: 1 day, 7:02:26, time: 1.038, data_time: 0.003, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8729, loss_cls: 1.3187, loss: 1.3187, grad_norm: 5.3095, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9732, loss/aux0: 0.9732 2020-10-19 09:59:14,744 - mmaction - INFO - Epoch [33][300/792] lr: 7.500e-03, eta: 1 day, 7:01:01, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8687, loss_cls: 1.3106, loss: 1.3106, grad_norm: 5.5370, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9494, loss/aux0: 0.9494 2020-10-19 09:59:15,362 - mmaction - INFO - Epoch [33][300/792] lr: 7.500e-03, eta: 1 day, 7:01:46, time: 1.066, data_time: 0.003, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8687, loss_cls: 1.3106, loss: 1.3106, grad_norm: 5.5013, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9380, loss/aux0: 0.9380 2020-10-19 09:59:57,151 - mmaction - INFO - Epoch [33][320/792] lr: 7.500e-03, eta: 1 day, 7:00:19, time: 0.996, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8687, loss_cls: 1.2540, loss: 1.2540, grad_norm: 5.4137, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.9291, loss/aux0: 0.9291 2020-10-19 09:59:57,794 - mmaction - INFO - Epoch [33][320/792] lr: 7.500e-03, eta: 1 day, 7:01:00, time: 0.999, data_time: 0.003, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8687, loss_cls: 1.2540, loss: 1.2540, grad_norm: 5.4010, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9462, loss/aux0: 0.9462 2020-10-19 10:00:42,985 - mmaction - INFO - Epoch [33][340/792] lr: 7.500e-03, eta: 1 day, 6:59:39, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8729, loss_cls: 1.2179, loss: 1.2179, grad_norm: 5.2201, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8920, loss/aux0: 0.8920 2020-10-19 10:00:43,700 - mmaction - INFO - Epoch [33][340/792] lr: 7.500e-03, eta: 1 day, 7:00:26, time: 1.137, data_time: 0.010, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8729, loss_cls: 1.2179, loss: 1.2179, grad_norm: 5.2220, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8806, loss/aux0: 0.8806 2020-10-19 10:01:24,260 - mmaction - INFO - Epoch [33][360/792] lr: 7.500e-03, eta: 1 day, 6:58:58, time: 0.980, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8719, loss_cls: 1.2506, loss: 1.2506, grad_norm: 5.2293, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.9193, loss/aux0: 0.9193 2020-10-19 10:01:24,891 - mmaction - INFO - Epoch [33][360/792] lr: 7.500e-03, eta: 1 day, 6:59:39, time: 0.982, data_time: 0.003, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8719, loss_cls: 1.2506, loss: 1.2506, grad_norm: 5.3094, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9289, loss/aux0: 0.9289 2020-10-19 10:02:05,363 - mmaction - INFO - Epoch [33][380/792] lr: 7.500e-03, eta: 1 day, 6:58:17, time: 1.118, data_time: 0.018, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8854, loss_cls: 1.2626, loss: 1.2626, grad_norm: 5.1668, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9593, loss/aux0: 0.9593 2020-10-19 10:02:07,982 - mmaction - INFO - Epoch [33][380/792] lr: 7.500e-03, eta: 1 day, 6:59:03, time: 1.089, data_time: 0.003, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8854, loss_cls: 1.2626, loss: 1.2626, grad_norm: 5.1781, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9505, loss/aux0: 0.9505 2020-10-19 10:02:46,848 - mmaction - INFO - Epoch [33][400/792] lr: 7.500e-03, eta: 1 day, 6:57:36, time: 1.003, data_time: 0.000, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8589, loss_cls: 1.3532, loss: 1.3532, grad_norm: 5.3967, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8843, loss/aux0: 0.8843 2020-10-19 10:02:50,606 - mmaction - INFO - Epoch [33][400/792] lr: 7.500e-03, eta: 1 day, 6:58:22, time: 1.112, data_time: 0.003, memory: 8335, top1_acc: 0.6552, top5_acc: 0.8589, loss_cls: 1.3532, loss: 1.3532, grad_norm: 5.4226, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8882, loss/aux0: 0.8882 2020-10-19 10:03:31,256 - mmaction - INFO - Epoch [33][420/792] lr: 7.500e-03, eta: 1 day, 6:57:01, time: 1.139, data_time: 0.000, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8786, loss_cls: 1.2179, loss: 1.2179, grad_norm: 5.1007, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9032, loss/aux0: 0.9032 2020-10-19 10:03:33,632 - mmaction - INFO - Epoch [33][420/792] lr: 7.500e-03, eta: 1 day, 6:57:46, time: 1.090, data_time: 0.003, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8786, loss_cls: 1.2179, loss: 1.2179, grad_norm: 5.1338, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9076, loss/aux0: 0.9076 2020-10-19 10:04:10,890 - mmaction - INFO - Epoch [33][440/792] lr: 7.500e-03, eta: 1 day, 6:56:19, time: 0.996, data_time: 0.007, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8672, loss_cls: 1.3197, loss: 1.3197, grad_norm: 5.3396, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9317, loss/aux0: 0.9317 2020-10-19 10:04:12,156 - mmaction - INFO - Epoch [33][440/792] lr: 7.500e-03, eta: 1 day, 6:57:02, time: 1.030, data_time: 0.009, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8672, loss_cls: 1.3197, loss: 1.3197, grad_norm: 5.3630, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9224, loss/aux0: 0.9224 2020-10-19 10:04:54,137 - mmaction - INFO - Epoch [33][460/792] lr: 7.500e-03, eta: 1 day, 6:55:39, time: 1.099, data_time: 0.000, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8651, loss_cls: 1.3262, loss: 1.3262, grad_norm: 5.1354, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9533, loss/aux0: 0.9533 2020-10-19 10:04:54,740 - mmaction - INFO - Epoch [33][460/792] lr: 7.500e-03, eta: 1 day, 6:56:25, time: 1.100, data_time: 0.003, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8651, loss_cls: 1.3262, loss: 1.3262, grad_norm: 5.1289, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9595, loss/aux0: 0.9595 2020-10-19 10:05:35,049 - mmaction - INFO - Epoch [33][480/792] lr: 7.500e-03, eta: 1 day, 6:54:58, time: 0.983, data_time: 0.000, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8734, loss_cls: 1.2578, loss: 1.2578, grad_norm: 5.3795, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9449, loss/aux0: 0.9449 2020-10-19 10:05:35,862 - mmaction - INFO - Epoch [33][480/792] lr: 7.500e-03, eta: 1 day, 6:55:39, time: 0.993, data_time: 0.002, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8734, loss_cls: 1.2578, loss: 1.2578, grad_norm: 5.4635, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9392, loss/aux0: 0.9392 2020-10-19 10:06:16,167 - mmaction - INFO - Epoch [33][500/792] lr: 7.500e-03, eta: 1 day, 6:54:12, time: 0.992, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8750, loss_cls: 1.2799, loss: 1.2799, grad_norm: 5.3858, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8920, loss/aux0: 0.8920 2020-10-19 10:06:18,071 - mmaction - INFO - Epoch [33][500/792] lr: 7.500e-03, eta: 1 day, 6:54:50, time: 0.927, data_time: 0.002, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8750, loss_cls: 1.2799, loss: 1.2799, grad_norm: 5.3940, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8830, loss/aux0: 0.8830 2020-10-19 10:07:00,846 - mmaction - INFO - Epoch [33][520/792] lr: 7.500e-03, eta: 1 day, 6:53:30, time: 1.152, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8760, loss_cls: 1.2692, loss: 1.2692, grad_norm: 5.3819, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8585, loss/aux0: 0.8585 2020-10-19 10:07:01,440 - mmaction - INFO - Epoch [33][520/792] lr: 7.500e-03, eta: 1 day, 6:54:14, time: 1.075, data_time: 0.002, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8760, loss_cls: 1.2692, loss: 1.2692, grad_norm: 5.4005, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8740, loss/aux0: 0.8740 2020-10-19 10:07:42,743 - mmaction - INFO - Epoch [33][540/792] lr: 7.500e-03, eta: 1 day, 6:52:52, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8635, loss_cls: 1.3281, loss: 1.3281, grad_norm: 5.3196, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9910, loss/aux0: 0.9910 2020-10-19 10:07:43,408 - mmaction - INFO - Epoch [33][540/792] lr: 7.500e-03, eta: 1 day, 6:53:37, time: 1.101, data_time: 0.003, memory: 8335, top1_acc: 0.6542, top5_acc: 0.8635, loss_cls: 1.3281, loss: 1.3281, grad_norm: 5.3532, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9865, loss/aux0: 0.9865 2020-10-19 10:08:24,011 - mmaction - INFO - Epoch [33][560/792] lr: 7.500e-03, eta: 1 day, 6:52:12, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8677, loss_cls: 1.2888, loss: 1.2888, grad_norm: 5.2329, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9426, loss/aux0: 0.9426 2020-10-19 10:08:25,656 - mmaction - INFO - Epoch [33][560/792] lr: 7.500e-03, eta: 1 day, 6:52:55, time: 1.040, data_time: 0.002, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8677, loss_cls: 1.2888, loss: 1.2888, grad_norm: 5.2535, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9400, loss/aux0: 0.9400 2020-10-19 10:09:05,640 - mmaction - INFO - Epoch [33][580/792] lr: 7.500e-03, eta: 1 day, 6:51:29, time: 1.002, data_time: 0.063, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8823, loss_cls: 1.2445, loss: 1.2445, grad_norm: 5.1816, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9063, loss_cls/aux0: 0.9645, loss/aux0: 0.9645 2020-10-19 10:09:07,803 - mmaction - INFO - Epoch [33][580/792] lr: 7.500e-03, eta: 1 day, 6:52:13, time: 1.077, data_time: 0.066, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8823, loss_cls: 1.2445, loss: 1.2445, grad_norm: 5.1280, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9668, loss/aux0: 0.9668 2020-10-19 10:09:47,100 - mmaction - INFO - Epoch [33][600/792] lr: 7.500e-03, eta: 1 day, 6:50:47, time: 1.000, data_time: 0.183, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8750, loss_cls: 1.2660, loss: 1.2660, grad_norm: 5.1260, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.9093, loss/aux0: 0.9093 2020-10-19 10:09:47,730 - mmaction - INFO - Epoch [33][600/792] lr: 7.500e-03, eta: 1 day, 6:51:25, time: 0.938, data_time: 0.189, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8750, loss_cls: 1.2660, loss: 1.2660, grad_norm: 5.1410, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9049, loss/aux0: 0.9049 2020-10-19 10:10:29,262 - mmaction - INFO - Epoch [33][620/792] lr: 7.500e-03, eta: 1 day, 6:50:01, time: 1.044, data_time: 0.014, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8682, loss_cls: 1.2690, loss: 1.2690, grad_norm: 5.2886, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9357, loss/aux0: 0.9357 2020-10-19 10:10:31,918 - mmaction - INFO - Epoch [33][620/792] lr: 7.500e-03, eta: 1 day, 6:50:45, time: 1.078, data_time: 0.017, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8682, loss_cls: 1.2690, loss: 1.2690, grad_norm: 5.2712, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9386, loss/aux0: 0.9386 2020-10-19 10:11:13,516 - mmaction - INFO - Epoch [33][640/792] lr: 7.500e-03, eta: 1 day, 6:49:24, time: 1.121, data_time: 0.000, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8766, loss_cls: 1.2926, loss: 1.2926, grad_norm: 5.4287, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9399, loss/aux0: 0.9399 2020-10-19 10:11:14,105 - mmaction - INFO - Epoch [33][640/792] lr: 7.500e-03, eta: 1 day, 6:50:07, time: 1.068, data_time: 0.002, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8766, loss_cls: 1.2926, loss: 1.2926, grad_norm: 5.4843, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9550, loss/aux0: 0.9550 2020-10-19 10:11:55,882 - mmaction - INFO - Epoch [33][660/792] lr: 7.500e-03, eta: 1 day, 6:48:39, time: 0.933, data_time: 0.123, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8651, loss_cls: 1.2968, loss: 1.2968, grad_norm: 5.3318, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9478, loss/aux0: 0.9478 2020-10-19 10:11:58,382 - mmaction - INFO - Epoch [33][660/792] lr: 7.500e-03, eta: 1 day, 6:49:21, time: 1.029, data_time: 0.218, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8651, loss_cls: 1.2968, loss: 1.2968, grad_norm: 5.3811, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9324, loss/aux0: 0.9324 2020-10-19 10:12:38,099 - mmaction - INFO - Epoch [33][680/792] lr: 7.500e-03, eta: 1 day, 6:48:00, time: 1.122, data_time: 0.121, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8740, loss_cls: 1.2671, loss: 1.2671, grad_norm: 5.2097, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8658, loss/aux0: 0.8658 2020-10-19 10:12:40,591 - mmaction - INFO - Epoch [33][680/792] lr: 7.500e-03, eta: 1 day, 6:48:43, time: 1.062, data_time: 0.123, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8740, loss_cls: 1.2671, loss: 1.2671, grad_norm: 5.1869, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8641, loss/aux0: 0.8641 2020-10-19 10:13:19,105 - mmaction - INFO - Epoch [33][700/792] lr: 7.500e-03, eta: 1 day, 6:47:17, time: 0.996, data_time: 0.000, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8703, loss_cls: 1.2925, loss: 1.2925, grad_norm: 5.1978, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9212, loss/aux0: 0.9212 2020-10-19 10:13:21,369 - mmaction - INFO - Epoch [33][700/792] lr: 7.500e-03, eta: 1 day, 6:47:58, time: 1.021, data_time: 0.002, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8703, loss_cls: 1.2925, loss: 1.2925, grad_norm: 5.1679, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9171, loss/aux0: 0.9171 2020-10-19 10:14:00,234 - mmaction - INFO - Epoch [33][720/792] lr: 7.500e-03, eta: 1 day, 6:46:35, time: 1.059, data_time: 0.108, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8745, loss_cls: 1.2356, loss: 1.2356, grad_norm: 5.2982, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9199, loss/aux0: 0.9199 2020-10-19 10:14:01,134 - mmaction - INFO - Epoch [33][720/792] lr: 7.500e-03, eta: 1 day, 6:47:13, time: 0.936, data_time: 0.109, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8745, loss_cls: 1.2356, loss: 1.2356, grad_norm: 5.2658, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9176, loss/aux0: 0.9176 2020-10-19 10:14:41,800 - mmaction - INFO - Epoch [33][740/792] lr: 7.500e-03, eta: 1 day, 6:45:48, time: 1.015, data_time: 0.037, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8641, loss_cls: 1.3354, loss: 1.3354, grad_norm: 5.3199, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.9306, loss/aux0: 0.9306 2020-10-19 10:14:44,246 - mmaction - INFO - Epoch [33][740/792] lr: 7.500e-03, eta: 1 day, 6:46:29, time: 1.019, data_time: 0.040, memory: 8335, top1_acc: 0.6578, top5_acc: 0.8641, loss_cls: 1.3354, loss: 1.3354, grad_norm: 5.3506, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9360, loss/aux0: 0.9360 2020-10-19 10:15:23,852 - mmaction - INFO - Epoch [33][760/792] lr: 7.500e-03, eta: 1 day, 6:45:05, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8812, loss_cls: 1.2201, loss: 1.2201, grad_norm: 5.2149, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9446, loss/aux0: 0.9446 2020-10-19 10:15:24,445 - mmaction - INFO - Epoch [33][760/792] lr: 7.500e-03, eta: 1 day, 6:45:47, time: 1.039, data_time: 0.003, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8812, loss_cls: 1.2201, loss: 1.2201, grad_norm: 5.2087, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9463, loss/aux0: 0.9463 2020-10-19 10:16:05,100 - mmaction - INFO - Epoch [33][780/792] lr: 7.500e-03, eta: 1 day, 6:44:21, time: 0.989, data_time: 0.000, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8609, loss_cls: 1.3228, loss: 1.3228, grad_norm: 5.3097, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9485, loss/aux0: 0.9485 2020-10-19 10:16:05,704 - mmaction - INFO - Epoch [33][780/792] lr: 7.500e-03, eta: 1 day, 6:45:01, time: 0.991, data_time: 0.003, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8609, loss_cls: 1.3228, loss: 1.3228, grad_norm: 5.3282, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9057, loss_cls/aux0: 0.9530, loss/aux0: 0.9530 2020-10-19 10:16:34,199 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-10-19 10:19:45,552 - mmaction - INFO - Epoch [34][20/792] lr: 7.500e-03, eta: 1 day, 6:42:17, time: 0.951, data_time: 0.059, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8615, loss_cls: 1.2907, loss: 1.2907, grad_norm: 5.1414, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.9403, loss/aux0: 0.9403 2020-10-19 10:19:46,480 - mmaction - INFO - Epoch [34][20/792] lr: 7.500e-03, eta: 1 day, 6:42:57, time: 0.970, data_time: 0.060, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8615, loss_cls: 1.2907, loss: 1.2907, grad_norm: 5.1283, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.9348, loss/aux0: 0.9348 2020-10-19 10:20:31,087 - mmaction - INFO - Epoch [34][40/792] lr: 7.500e-03, eta: 1 day, 6:41:41, time: 1.255, data_time: 0.000, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8661, loss_cls: 1.3059, loss: 1.3059, grad_norm: 5.1607, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8743, loss/aux0: 0.8743 2020-10-19 10:20:31,707 - mmaction - INFO - Epoch [34][40/792] lr: 7.500e-03, eta: 1 day, 6:42:29, time: 1.171, data_time: 0.004, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8661, loss_cls: 1.3059, loss: 1.3059, grad_norm: 5.1545, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8789, loss/aux0: 0.8789 2020-10-19 10:21:11,326 - mmaction - INFO - Epoch [34][60/792] lr: 7.500e-03, eta: 1 day, 6:41:04, time: 1.006, data_time: 0.000, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8703, loss_cls: 1.2665, loss: 1.2665, grad_norm: 5.2531, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9016, loss/aux0: 0.9016 2020-10-19 10:21:12,011 - mmaction - INFO - Epoch [34][60/792] lr: 7.500e-03, eta: 1 day, 6:41:45, time: 1.012, data_time: 0.002, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8703, loss_cls: 1.2665, loss: 1.2665, grad_norm: 5.1949, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8927, loss/aux0: 0.8927 2020-10-19 10:21:53,322 - mmaction - INFO - Epoch [34][80/792] lr: 7.500e-03, eta: 1 day, 6:40:22, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.6688, top5_acc: 0.8651, loss_cls: 1.2831, loss: 1.2831, grad_norm: 5.2428, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.9011, loss/aux0: 0.9011 2020-10-19 10:21:53,942 - mmaction - INFO - Epoch [34][80/792] lr: 7.500e-03, eta: 1 day, 6:41:04, time: 1.035, data_time: 0.003, memory: 8335, top1_acc: 0.6688, top5_acc: 0.8651, loss_cls: 1.2831, loss: 1.2831, grad_norm: 5.2790, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9276, loss/aux0: 0.9276 2020-10-19 10:22:36,472 - mmaction - INFO - Epoch [34][100/792] lr: 7.500e-03, eta: 1 day, 6:39:41, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8818, loss_cls: 1.2655, loss: 1.2655, grad_norm: 5.1511, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9034, loss/aux0: 0.9034 2020-10-19 10:22:37,106 - mmaction - INFO - Epoch [34][100/792] lr: 7.500e-03, eta: 1 day, 6:40:24, time: 1.063, data_time: 0.002, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8818, loss_cls: 1.2655, loss: 1.2655, grad_norm: 5.1639, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8947, loss/aux0: 0.8947 2020-10-19 10:23:17,118 - mmaction - INFO - Epoch [34][120/792] lr: 7.500e-03, eta: 1 day, 6:39:00, time: 1.037, data_time: 0.145, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.3307, loss: 1.3307, grad_norm: 5.3091, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9302, loss/aux0: 0.9302 2020-10-19 10:23:17,734 - mmaction - INFO - Epoch [34][120/792] lr: 7.500e-03, eta: 1 day, 6:39:41, time: 1.019, data_time: 0.126, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8562, loss_cls: 1.3307, loss: 1.3307, grad_norm: 5.2697, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9134, loss/aux0: 0.9134 2020-10-19 10:23:58,482 - mmaction - INFO - Epoch [34][140/792] lr: 7.500e-03, eta: 1 day, 6:38:15, time: 0.969, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8714, loss_cls: 1.2550, loss: 1.2550, grad_norm: 5.2571, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9257, loss/aux0: 0.9257 2020-10-19 10:24:01,042 - mmaction - INFO - Epoch [34][140/792] lr: 7.500e-03, eta: 1 day, 6:38:58, time: 1.070, data_time: 0.003, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8714, loss_cls: 1.2550, loss: 1.2550, grad_norm: 5.3151, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9530, loss/aux0: 0.9530 2020-10-19 10:24:43,652 - mmaction - INFO - Epoch [34][160/792] lr: 7.500e-03, eta: 1 day, 6:37:40, time: 1.190, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8750, loss_cls: 1.2345, loss: 1.2345, grad_norm: 5.3393, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9237, loss/aux0: 0.9237 2020-10-19 10:24:45,227 - mmaction - INFO - Epoch [34][160/792] lr: 7.500e-03, eta: 1 day, 6:38:24, time: 1.095, data_time: 0.002, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8750, loss_cls: 1.2345, loss: 1.2345, grad_norm: 5.3560, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9110, loss/aux0: 0.9110 2020-10-19 10:25:24,183 - mmaction - INFO - Epoch [34][180/792] lr: 7.500e-03, eta: 1 day, 6:37:02, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8708, loss_cls: 1.3331, loss: 1.3331, grad_norm: 5.3805, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9223, loss/aux0: 0.9223 2020-10-19 10:25:25,958 - mmaction - INFO - Epoch [34][180/792] lr: 7.500e-03, eta: 1 day, 6:37:44, time: 1.051, data_time: 0.003, memory: 8335, top1_acc: 0.6557, top5_acc: 0.8708, loss_cls: 1.3331, loss: 1.3331, grad_norm: 5.3828, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9199, loss/aux0: 0.9199 2020-10-19 10:26:06,829 - mmaction - INFO - Epoch [34][200/792] lr: 7.500e-03, eta: 1 day, 6:36:22, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8708, loss_cls: 1.2551, loss: 1.2551, grad_norm: 5.3093, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9810, loss/aux0: 0.9810 2020-10-19 10:26:08,403 - mmaction - INFO - Epoch [34][200/792] lr: 7.500e-03, eta: 1 day, 6:37:03, time: 1.018, data_time: 0.004, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8708, loss_cls: 1.2551, loss: 1.2551, grad_norm: 5.3166, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9699, loss/aux0: 0.9699 2020-10-19 10:26:50,631 - mmaction - INFO - Epoch [34][220/792] lr: 7.500e-03, eta: 1 day, 6:35:44, time: 1.149, data_time: 0.000, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8714, loss_cls: 1.2476, loss: 1.2476, grad_norm: 5.0294, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.8987, loss/aux0: 0.8987 2020-10-19 10:26:54,501 - mmaction - INFO - Epoch [34][220/792] lr: 7.500e-03, eta: 1 day, 6:36:33, time: 1.239, data_time: 0.003, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8714, loss_cls: 1.2476, loss: 1.2476, grad_norm: 5.1105, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.9096, loss/aux0: 0.9096 2020-10-19 10:27:32,519 - mmaction - INFO - Epoch [34][240/792] lr: 7.500e-03, eta: 1 day, 6:35:11, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8870, loss_cls: 1.1752, loss: 1.1752, grad_norm: 5.0966, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9606, loss/aux0: 0.9606 2020-10-19 10:27:33,929 - mmaction - INFO - Epoch [34][240/792] lr: 7.500e-03, eta: 1 day, 6:35:50, time: 0.973, data_time: 0.002, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8870, loss_cls: 1.1752, loss: 1.1752, grad_norm: 5.0849, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9541, loss/aux0: 0.9541 2020-10-19 10:28:15,236 - mmaction - INFO - Epoch [34][260/792] lr: 7.500e-03, eta: 1 day, 6:34:25, time: 1.009, data_time: 0.021, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8979, loss_cls: 1.1685, loss: 1.1685, grad_norm: 5.0969, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8691, loss/aux0: 0.8691 2020-10-19 10:28:15,858 - mmaction - INFO - Epoch [34][260/792] lr: 7.500e-03, eta: 1 day, 6:35:05, time: 1.010, data_time: 0.025, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8979, loss_cls: 1.1685, loss: 1.1685, grad_norm: 5.0013, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8631, loss/aux0: 0.8631 2020-10-19 10:28:57,303 - mmaction - INFO - Epoch [34][280/792] lr: 7.500e-03, eta: 1 day, 6:33:39, time: 0.975, data_time: 0.358, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8641, loss_cls: 1.2899, loss: 1.2899, grad_norm: 5.1422, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9017, loss/aux0: 0.9017 2020-10-19 10:28:58,076 - mmaction - INFO - Epoch [34][280/792] lr: 7.500e-03, eta: 1 day, 6:34:19, time: 0.984, data_time: 0.361, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8641, loss_cls: 1.2899, loss: 1.2899, grad_norm: 5.1057, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9150, loss/aux0: 0.9150 2020-10-19 10:29:40,368 - mmaction - INFO - Epoch [34][300/792] lr: 7.500e-03, eta: 1 day, 6:32:56, time: 1.063, data_time: 0.279, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8734, loss_cls: 1.2647, loss: 1.2647, grad_norm: 5.0242, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8730, loss/aux0: 0.8730 2020-10-19 10:29:40,965 - mmaction - INFO - Epoch [34][300/792] lr: 7.500e-03, eta: 1 day, 6:33:39, time: 1.065, data_time: 0.281, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8734, loss_cls: 1.2647, loss: 1.2647, grad_norm: 5.0573, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8665, loss/aux0: 0.8665 2020-10-19 10:30:22,164 - mmaction - INFO - Epoch [34][320/792] lr: 7.500e-03, eta: 1 day, 6:32:16, time: 1.060, data_time: 0.049, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8609, loss_cls: 1.3331, loss: 1.3331, grad_norm: 5.4378, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9686, loss/aux0: 0.9686 2020-10-19 10:30:24,240 - mmaction - INFO - Epoch [34][320/792] lr: 7.500e-03, eta: 1 day, 6:33:01, time: 1.124, data_time: 0.051, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8609, loss_cls: 1.3331, loss: 1.3331, grad_norm: 5.5004, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9695, loss/aux0: 0.9695 2020-10-19 10:31:07,503 - mmaction - INFO - Epoch [34][340/792] lr: 7.500e-03, eta: 1 day, 6:31:42, time: 1.157, data_time: 0.141, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8667, loss_cls: 1.3275, loss: 1.3275, grad_norm: 5.3265, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9177, loss/aux0: 0.9177 2020-10-19 10:31:09,261 - mmaction - INFO - Epoch [34][340/792] lr: 7.500e-03, eta: 1 day, 6:32:27, time: 1.122, data_time: 0.143, memory: 8335, top1_acc: 0.6568, top5_acc: 0.8667, loss_cls: 1.3275, loss: 1.3275, grad_norm: 5.3330, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.9159, loss/aux0: 0.9159 2020-10-19 10:31:47,829 - mmaction - INFO - Epoch [34][360/792] lr: 7.500e-03, eta: 1 day, 6:31:00, time: 0.950, data_time: 0.089, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8708, loss_cls: 1.2674, loss: 1.2674, grad_norm: 5.2858, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9384, loss/aux0: 0.9384 2020-10-19 10:31:49,527 - mmaction - INFO - Epoch [34][360/792] lr: 7.500e-03, eta: 1 day, 6:31:39, time: 0.982, data_time: 0.092, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8708, loss_cls: 1.2674, loss: 1.2674, grad_norm: 5.3207, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9504, loss/aux0: 0.9504 2020-10-19 10:32:30,530 - mmaction - INFO - Epoch [34][380/792] lr: 7.500e-03, eta: 1 day, 6:30:16, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8740, loss_cls: 1.2682, loss: 1.2682, grad_norm: 5.3033, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9702, loss/aux0: 0.9702 2020-10-19 10:32:31,115 - mmaction - INFO - Epoch [34][380/792] lr: 7.500e-03, eta: 1 day, 6:30:55, time: 0.974, data_time: 0.003, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8740, loss_cls: 1.2682, loss: 1.2682, grad_norm: 5.2993, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9510, loss/aux0: 0.9510 2020-10-19 10:33:13,521 - mmaction - INFO - Epoch [34][400/792] lr: 7.500e-03, eta: 1 day, 6:29:33, time: 1.065, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8734, loss_cls: 1.2537, loss: 1.2537, grad_norm: 5.1088, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9163, loss/aux0: 0.9163 2020-10-19 10:33:15,362 - mmaction - INFO - Epoch [34][400/792] lr: 7.500e-03, eta: 1 day, 6:30:13, time: 1.011, data_time: 0.003, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8734, loss_cls: 1.2537, loss: 1.2537, grad_norm: 5.1140, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9211, loss/aux0: 0.9211 2020-10-19 10:33:54,514 - mmaction - INFO - Epoch [34][420/792] lr: 7.500e-03, eta: 1 day, 6:28:51, time: 1.083, data_time: 0.086, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8776, loss_cls: 1.1833, loss: 1.1833, grad_norm: 5.0977, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9636, loss/aux0: 0.9636 2020-10-19 10:33:55,125 - mmaction - INFO - Epoch [34][420/792] lr: 7.500e-03, eta: 1 day, 6:29:32, time: 1.019, data_time: 0.088, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8776, loss_cls: 1.1833, loss: 1.1833, grad_norm: 5.1076, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9754, loss/aux0: 0.9754 2020-10-19 10:34:40,604 - mmaction - INFO - Epoch [34][440/792] lr: 7.500e-03, eta: 1 day, 6:28:14, time: 1.165, data_time: 0.580, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8693, loss_cls: 1.2692, loss: 1.2692, grad_norm: 5.0759, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8601, loss/aux0: 0.8601 2020-10-19 10:34:41,204 - mmaction - INFO - Epoch [34][440/792] lr: 7.500e-03, eta: 1 day, 6:29:00, time: 1.165, data_time: 0.583, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8693, loss_cls: 1.2692, loss: 1.2692, grad_norm: 5.0366, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8545, loss/aux0: 0.8545 2020-10-19 10:35:21,754 - mmaction - INFO - Epoch [34][460/792] lr: 7.500e-03, eta: 1 day, 6:27:39, time: 1.108, data_time: 0.529, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8693, loss_cls: 1.2944, loss: 1.2944, grad_norm: 5.3559, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.9304, loss/aux0: 0.9304 2020-10-19 10:35:22,368 - mmaction - INFO - Epoch [34][460/792] lr: 7.500e-03, eta: 1 day, 6:28:21, time: 1.044, data_time: 0.465, memory: 8335, top1_acc: 0.6703, top5_acc: 0.8693, loss_cls: 1.2944, loss: 1.2944, grad_norm: 5.3984, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.9324, loss/aux0: 0.9324 2020-10-19 10:36:04,097 - mmaction - INFO - Epoch [34][480/792] lr: 7.500e-03, eta: 1 day, 6:26:55, time: 0.979, data_time: 0.366, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8630, loss_cls: 1.2707, loss: 1.2707, grad_norm: 5.1452, top1_acc/aux0: 0.7411, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9792, loss/aux0: 0.9792 2020-10-19 10:36:04,692 - mmaction - INFO - Epoch [34][480/792] lr: 7.500e-03, eta: 1 day, 6:27:34, time: 0.980, data_time: 0.368, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8630, loss_cls: 1.2707, loss: 1.2707, grad_norm: 5.1718, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9832, loss/aux0: 0.9832 2020-10-19 10:36:45,439 - mmaction - INFO - Epoch [34][500/792] lr: 7.500e-03, eta: 1 day, 6:26:12, time: 1.070, data_time: 0.468, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8708, loss_cls: 1.3175, loss: 1.3175, grad_norm: 5.2976, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8803, loss/aux0: 0.8803 2020-10-19 10:36:48,587 - mmaction - INFO - Epoch [34][500/792] lr: 7.500e-03, eta: 1 day, 6:26:56, time: 1.104, data_time: 0.501, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8708, loss_cls: 1.3175, loss: 1.3175, grad_norm: 5.3309, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8687, loss/aux0: 0.8687 2020-10-19 10:37:28,043 - mmaction - INFO - Epoch [34][520/792] lr: 7.500e-03, eta: 1 day, 6:25:32, time: 1.027, data_time: 0.374, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8719, loss_cls: 1.2424, loss: 1.2424, grad_norm: 5.2100, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.9131, loss/aux0: 0.9131 2020-10-19 10:37:28,655 - mmaction - INFO - Epoch [34][520/792] lr: 7.500e-03, eta: 1 day, 6:26:12, time: 1.002, data_time: 0.348, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8719, loss_cls: 1.2424, loss: 1.2424, grad_norm: 5.1918, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.9077, loss/aux0: 0.9077 2020-10-19 10:38:09,213 - mmaction - INFO - Epoch [34][540/792] lr: 7.500e-03, eta: 1 day, 6:24:49, time: 1.051, data_time: 0.372, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8750, loss_cls: 1.2597, loss: 1.2597, grad_norm: 5.0785, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8909, loss/aux0: 0.8909 2020-10-19 10:38:12,464 - mmaction - INFO - Epoch [34][540/792] lr: 7.500e-03, eta: 1 day, 6:25:36, time: 1.185, data_time: 0.374, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8750, loss_cls: 1.2597, loss: 1.2597, grad_norm: 5.1263, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8971, loss/aux0: 0.8971 2020-10-19 10:38:51,045 - mmaction - INFO - Epoch [34][560/792] lr: 7.500e-03, eta: 1 day, 6:24:12, time: 1.008, data_time: 0.053, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8708, loss_cls: 1.2551, loss: 1.2551, grad_norm: 5.3490, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.8549, loss/aux0: 0.8549 2020-10-19 10:38:53,440 - mmaction - INFO - Epoch [34][560/792] lr: 7.500e-03, eta: 1 day, 6:24:55, time: 1.100, data_time: 0.054, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8708, loss_cls: 1.2551, loss: 1.2551, grad_norm: 5.3688, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8646, loss/aux0: 0.8646 2020-10-19 10:39:32,676 - mmaction - INFO - Epoch [34][580/792] lr: 7.500e-03, eta: 1 day, 6:23:31, time: 1.009, data_time: 0.171, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8771, loss_cls: 1.2442, loss: 1.2442, grad_norm: 5.4832, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9762, loss/aux0: 0.9762 2020-10-19 10:39:34,879 - mmaction - INFO - Epoch [34][580/792] lr: 7.500e-03, eta: 1 day, 6:24:12, time: 1.035, data_time: 0.253, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8771, loss_cls: 1.2442, loss: 1.2442, grad_norm: 5.4617, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9687, loss/aux0: 0.9687 2020-10-19 10:40:15,663 - mmaction - INFO - Epoch [34][600/792] lr: 7.500e-03, eta: 1 day, 6:22:48, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8682, loss_cls: 1.2745, loss: 1.2745, grad_norm: 5.1752, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9551, loss/aux0: 0.9551 2020-10-19 10:40:16,280 - mmaction - INFO - Epoch [34][600/792] lr: 7.500e-03, eta: 1 day, 6:23:27, time: 1.006, data_time: 0.004, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8682, loss_cls: 1.2745, loss: 1.2745, grad_norm: 5.1257, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9631, loss/aux0: 0.9631 2020-10-19 10:40:59,399 - mmaction - INFO - Epoch [34][620/792] lr: 7.500e-03, eta: 1 day, 6:22:03, time: 0.991, data_time: 0.199, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8698, loss_cls: 1.3218, loss: 1.3218, grad_norm: 5.1416, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8848, loss/aux0: 0.8848 2020-10-19 10:41:01,403 - mmaction - INFO - Epoch [34][620/792] lr: 7.500e-03, eta: 1 day, 6:22:44, time: 1.060, data_time: 0.270, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8698, loss_cls: 1.3218, loss: 1.3218, grad_norm: 5.1389, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.8700, loss/aux0: 0.8700 2020-10-19 10:41:40,526 - mmaction - INFO - Epoch [34][640/792] lr: 7.500e-03, eta: 1 day, 6:21:21, time: 1.024, data_time: 0.064, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8698, loss_cls: 1.2727, loss: 1.2727, grad_norm: 5.3041, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8842, loss/aux0: 0.8842 2020-10-19 10:41:41,139 - mmaction - INFO - Epoch [34][640/792] lr: 7.500e-03, eta: 1 day, 6:21:58, time: 0.959, data_time: 0.004, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8698, loss_cls: 1.2727, loss: 1.2727, grad_norm: 5.3571, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8988, loss/aux0: 0.8988 2020-10-19 10:42:22,317 - mmaction - INFO - Epoch [34][660/792] lr: 7.500e-03, eta: 1 day, 6:20:34, time: 1.000, data_time: 0.000, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8776, loss_cls: 1.2252, loss: 1.2252, grad_norm: 5.1646, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9073, loss/aux0: 0.9073 2020-10-19 10:42:22,916 - mmaction - INFO - Epoch [34][660/792] lr: 7.500e-03, eta: 1 day, 6:21:13, time: 1.000, data_time: 0.002, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8776, loss_cls: 1.2252, loss: 1.2252, grad_norm: 5.1417, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9013, loss/aux0: 0.9013 2020-10-19 10:43:03,771 - mmaction - INFO - Epoch [34][680/792] lr: 7.500e-03, eta: 1 day, 6:19:51, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8609, loss_cls: 1.3291, loss: 1.3291, grad_norm: 5.2423, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8861, loss/aux0: 0.8861 2020-10-19 10:43:04,374 - mmaction - INFO - Epoch [34][680/792] lr: 7.500e-03, eta: 1 day, 6:20:33, time: 1.055, data_time: 0.002, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8609, loss_cls: 1.3291, loss: 1.3291, grad_norm: 5.2634, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8772, loss/aux0: 0.8772 2020-10-19 10:43:44,314 - mmaction - INFO - Epoch [34][700/792] lr: 7.500e-03, eta: 1 day, 6:19:11, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8719, loss_cls: 1.2917, loss: 1.2917, grad_norm: 5.1412, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9511, loss/aux0: 0.9511 2020-10-19 10:43:46,052 - mmaction - INFO - Epoch [34][700/792] lr: 7.500e-03, eta: 1 day, 6:19:52, time: 1.072, data_time: 0.003, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8719, loss_cls: 1.2917, loss: 1.2917, grad_norm: 5.1043, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9172, loss_cls/aux0: 0.9713, loss/aux0: 0.9713 2020-10-19 10:44:26,416 - mmaction - INFO - Epoch [34][720/792] lr: 7.500e-03, eta: 1 day, 6:18:32, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8734, loss_cls: 1.2604, loss: 1.2604, grad_norm: 5.3732, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9632, loss/aux0: 0.9632 2020-10-19 10:44:27,594 - mmaction - INFO - Epoch [34][720/792] lr: 7.500e-03, eta: 1 day, 6:19:14, time: 1.084, data_time: 0.002, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8734, loss_cls: 1.2604, loss: 1.2604, grad_norm: 5.4129, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9545, loss/aux0: 0.9545 2020-10-19 10:45:07,711 - mmaction - INFO - Epoch [34][740/792] lr: 7.500e-03, eta: 1 day, 6:17:53, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8724, loss_cls: 1.2942, loss: 1.2942, grad_norm: 5.2295, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9127, loss/aux0: 0.9127 2020-10-19 10:45:08,505 - mmaction - INFO - Epoch [34][740/792] lr: 7.500e-03, eta: 1 day, 6:18:31, time: 0.976, data_time: 0.003, memory: 8335, top1_acc: 0.6620, top5_acc: 0.8724, loss_cls: 1.2942, loss: 1.2942, grad_norm: 5.2263, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9147, loss/aux0: 0.9147 2020-10-19 10:45:48,162 - mmaction - INFO - Epoch [34][760/792] lr: 7.500e-03, eta: 1 day, 6:17:05, time: 0.953, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8505, loss_cls: 1.3211, loss: 1.3211, grad_norm: 5.2391, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9427, loss/aux0: 0.9427 2020-10-19 10:45:50,004 - mmaction - INFO - Epoch [34][760/792] lr: 7.500e-03, eta: 1 day, 6:17:44, time: 1.015, data_time: 0.002, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8505, loss_cls: 1.3211, loss: 1.3211, grad_norm: 5.2156, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9404, loss/aux0: 0.9404 2020-10-19 10:46:30,841 - mmaction - INFO - Epoch [34][780/792] lr: 7.500e-03, eta: 1 day, 6:16:24, time: 1.100, data_time: 0.000, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8651, loss_cls: 1.2709, loss: 1.2709, grad_norm: 5.2073, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9448, loss/aux0: 0.9448 2020-10-19 10:46:32,705 - mmaction - INFO - Epoch [34][780/792] lr: 7.500e-03, eta: 1 day, 6:17:06, time: 1.079, data_time: 0.002, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8651, loss_cls: 1.2709, loss: 1.2709, grad_norm: 5.1186, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9311, loss/aux0: 0.9311 2020-10-19 10:47:00,945 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-10-19 10:49:54,274 - mmaction - INFO - Epoch [35][20/792] lr: 7.500e-03, eta: 1 day, 6:14:31, time: 1.046, data_time: 0.339, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8745, loss_cls: 1.2733, loss: 1.2733, grad_norm: 5.2920, top1_acc/aux0: 0.7489, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.9511, loss/aux0: 0.9511 2020-10-19 10:49:56,340 - mmaction - INFO - Epoch [35][20/792] lr: 7.500e-03, eta: 1 day, 6:15:14, time: 1.119, data_time: 0.341, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8745, loss_cls: 1.2733, loss: 1.2733, grad_norm: 5.3019, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9378, loss/aux0: 0.9378 2020-10-19 10:50:36,462 - mmaction - INFO - Epoch [35][40/792] lr: 7.500e-03, eta: 1 day, 6:13:52, time: 1.030, data_time: 0.001, memory: 8335, top1_acc: 0.7031, top5_acc: 0.8745, loss_cls: 1.2055, loss: 1.2055, grad_norm: 5.1362, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8706, loss/aux0: 0.8706 2020-10-19 10:50:39,214 - mmaction - INFO - Epoch [35][40/792] lr: 7.500e-03, eta: 1 day, 6:14:32, time: 1.036, data_time: 0.002, memory: 8335, top1_acc: 0.7031, top5_acc: 0.8745, loss_cls: 1.2055, loss: 1.2055, grad_norm: 5.1077, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8871, loss/aux0: 0.8871 2020-10-19 10:51:20,378 - mmaction - INFO - Epoch [35][60/792] lr: 7.500e-03, eta: 1 day, 6:13:14, time: 1.151, data_time: 0.426, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8693, loss_cls: 1.2419, loss: 1.2419, grad_norm: 5.1937, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9733, loss/aux0: 0.9733 2020-10-19 10:51:21,030 - mmaction - INFO - Epoch [35][60/792] lr: 7.500e-03, eta: 1 day, 6:13:56, time: 1.094, data_time: 0.430, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8693, loss_cls: 1.2419, loss: 1.2419, grad_norm: 5.1999, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9840, loss/aux0: 0.9840 2020-10-19 10:52:02,251 - mmaction - INFO - Epoch [35][80/792] lr: 7.500e-03, eta: 1 day, 6:12:37, time: 1.108, data_time: 0.017, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8667, loss_cls: 1.2854, loss: 1.2854, grad_norm: 5.4305, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9048, loss/aux0: 0.9048 2020-10-19 10:52:02,852 - mmaction - INFO - Epoch [35][80/792] lr: 7.500e-03, eta: 1 day, 6:13:15, time: 0.989, data_time: 0.019, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8667, loss_cls: 1.2854, loss: 1.2854, grad_norm: 5.4208, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8972, loss/aux0: 0.8972 2020-10-19 10:52:43,262 - mmaction - INFO - Epoch [35][100/792] lr: 7.500e-03, eta: 1 day, 6:11:55, time: 1.091, data_time: 0.469, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8875, loss_cls: 1.1931, loss: 1.1931, grad_norm: 5.0348, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8898, loss/aux0: 0.8898 2020-10-19 10:52:44,303 - mmaction - INFO - Epoch [35][100/792] lr: 7.500e-03, eta: 1 day, 6:12:38, time: 1.110, data_time: 0.470, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8875, loss_cls: 1.1931, loss: 1.1931, grad_norm: 4.9901, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8758, loss/aux0: 0.8758 2020-10-19 10:53:24,348 - mmaction - INFO - Epoch [35][120/792] lr: 7.500e-03, eta: 1 day, 6:11:14, time: 0.990, data_time: 0.005, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8854, loss_cls: 1.2001, loss: 1.2001, grad_norm: 5.2351, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8989, loss/aux0: 0.8989 2020-10-19 10:53:26,929 - mmaction - INFO - Epoch [35][120/792] lr: 7.500e-03, eta: 1 day, 6:11:53, time: 1.025, data_time: 0.008, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8854, loss_cls: 1.2001, loss: 1.2001, grad_norm: 5.2071, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9014, loss/aux0: 0.9014 2020-10-19 10:54:08,061 - mmaction - INFO - Epoch [35][140/792] lr: 7.500e-03, eta: 1 day, 6:10:35, time: 1.124, data_time: 0.000, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8729, loss_cls: 1.2790, loss: 1.2790, grad_norm: 5.1658, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9408, loss/aux0: 0.9408 2020-10-19 10:54:09,887 - mmaction - INFO - Epoch [35][140/792] lr: 7.500e-03, eta: 1 day, 6:11:15, time: 1.039, data_time: 0.003, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8729, loss_cls: 1.2790, loss: 1.2790, grad_norm: 5.1146, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9377, loss/aux0: 0.9377 2020-10-19 10:54:48,884 - mmaction - INFO - Epoch [35][160/792] lr: 7.500e-03, eta: 1 day, 6:09:50, time: 0.957, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8714, loss_cls: 1.2668, loss: 1.2668, grad_norm: 5.4509, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8853, loss/aux0: 0.8853 2020-10-19 10:54:50,422 - mmaction - INFO - Epoch [35][160/792] lr: 7.500e-03, eta: 1 day, 6:10:24, time: 0.904, data_time: 0.004, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8714, loss_cls: 1.2668, loss: 1.2668, grad_norm: 5.4789, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8916, loss/aux0: 0.8916 2020-10-19 10:55:30,557 - mmaction - INFO - Epoch [35][180/792] lr: 7.500e-03, eta: 1 day, 6:09:03, time: 1.050, data_time: 0.115, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8839, loss_cls: 1.2200, loss: 1.2200, grad_norm: 5.0956, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9255, loss/aux0: 0.9255 2020-10-19 10:55:31,228 - mmaction - INFO - Epoch [35][180/792] lr: 7.500e-03, eta: 1 day, 6:09:41, time: 0.998, data_time: 0.116, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8839, loss_cls: 1.2200, loss: 1.2200, grad_norm: 5.1489, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9377, loss/aux0: 0.9377 2020-10-19 10:56:11,573 - mmaction - INFO - Epoch [35][200/792] lr: 7.500e-03, eta: 1 day, 6:08:18, time: 1.006, data_time: 0.069, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8786, loss_cls: 1.2470, loss: 1.2470, grad_norm: 5.2172, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9313, loss/aux0: 0.9313 2020-10-19 10:56:13,374 - mmaction - INFO - Epoch [35][200/792] lr: 7.500e-03, eta: 1 day, 6:08:56, time: 0.987, data_time: 0.071, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8786, loss_cls: 1.2470, loss: 1.2470, grad_norm: 5.2746, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9308, loss/aux0: 0.9308 2020-10-19 10:56:53,766 - mmaction - INFO - Epoch [35][220/792] lr: 7.500e-03, eta: 1 day, 6:07:36, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8687, loss_cls: 1.3334, loss: 1.3334, grad_norm: 5.3693, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9494, loss/aux0: 0.9494 2020-10-19 10:56:55,091 - mmaction - INFO - Epoch [35][220/792] lr: 7.500e-03, eta: 1 day, 6:08:16, time: 1.033, data_time: 0.003, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8687, loss_cls: 1.3334, loss: 1.3334, grad_norm: 5.3641, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9374, loss/aux0: 0.9374 2020-10-19 10:57:35,268 - mmaction - INFO - Epoch [35][240/792] lr: 7.500e-03, eta: 1 day, 6:06:53, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8797, loss_cls: 1.2129, loss: 1.2129, grad_norm: 5.1536, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9418, loss/aux0: 0.9418 2020-10-19 10:57:37,580 - mmaction - INFO - Epoch [35][240/792] lr: 7.500e-03, eta: 1 day, 6:07:32, time: 1.024, data_time: 0.001, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8797, loss_cls: 1.2129, loss: 1.2129, grad_norm: 5.1573, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9460, loss/aux0: 0.9460 2020-10-19 10:58:17,297 - mmaction - INFO - Epoch [35][260/792] lr: 7.500e-03, eta: 1 day, 6:06:11, time: 1.041, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8833, loss_cls: 1.2095, loss: 1.2095, grad_norm: 5.3833, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8935, loss/aux0: 0.8935 2020-10-19 10:58:19,314 - mmaction - INFO - Epoch [35][260/792] lr: 7.500e-03, eta: 1 day, 6:06:49, time: 0.990, data_time: 0.002, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8833, loss_cls: 1.2095, loss: 1.2095, grad_norm: 5.3865, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8936, loss/aux0: 0.8936 2020-10-19 10:59:00,055 - mmaction - INFO - Epoch [35][280/792] lr: 7.500e-03, eta: 1 day, 6:05:31, time: 1.134, data_time: 0.000, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8875, loss_cls: 1.1828, loss: 1.1828, grad_norm: 5.2642, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9522, loss/aux0: 0.9522 2020-10-19 10:59:00,929 - mmaction - INFO - Epoch [35][280/792] lr: 7.500e-03, eta: 1 day, 6:06:13, time: 1.108, data_time: 0.002, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8875, loss_cls: 1.1828, loss: 1.1828, grad_norm: 5.2688, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9476, loss/aux0: 0.9476 2020-10-19 10:59:42,108 - mmaction - INFO - Epoch [35][300/792] lr: 7.500e-03, eta: 1 day, 6:04:54, time: 1.104, data_time: 0.009, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2639, loss: 1.2639, grad_norm: 5.2313, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9180, loss/aux0: 0.9180 2020-10-19 10:59:43,748 - mmaction - INFO - Epoch [35][300/792] lr: 7.500e-03, eta: 1 day, 6:05:35, time: 1.093, data_time: 0.010, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8750, loss_cls: 1.2639, loss: 1.2639, grad_norm: 5.2115, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9131, loss/aux0: 0.9131 2020-10-19 11:00:25,123 - mmaction - INFO - Epoch [35][320/792] lr: 7.500e-03, eta: 1 day, 6:04:17, time: 1.118, data_time: 0.012, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8682, loss_cls: 1.3240, loss: 1.3240, grad_norm: 5.5085, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9073, loss_cls/aux0: 0.9599, loss/aux0: 0.9599 2020-10-19 11:00:28,329 - mmaction - INFO - Epoch [35][320/792] lr: 7.500e-03, eta: 1 day, 6:04:59, time: 1.112, data_time: 0.002, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8682, loss_cls: 1.3240, loss: 1.3240, grad_norm: 5.4898, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9078, loss_cls/aux0: 0.9650, loss/aux0: 0.9650 2020-10-19 11:01:08,148 - mmaction - INFO - Epoch [35][340/792] lr: 7.500e-03, eta: 1 day, 6:03:37, time: 1.017, data_time: 0.000, memory: 8335, top1_acc: 0.6844, top5_acc: 0.8703, loss_cls: 1.2337, loss: 1.2337, grad_norm: 5.2341, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9349, loss/aux0: 0.9349 2020-10-19 11:01:10,213 - mmaction - INFO - Epoch [35][340/792] lr: 7.500e-03, eta: 1 day, 6:04:14, time: 0.970, data_time: 0.002, memory: 8335, top1_acc: 0.6844, top5_acc: 0.8703, loss_cls: 1.2337, loss: 1.2337, grad_norm: 5.2539, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9329, loss/aux0: 0.9329 2020-10-19 11:01:50,396 - mmaction - INFO - Epoch [35][360/792] lr: 7.500e-03, eta: 1 day, 6:02:51, time: 1.001, data_time: 0.000, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8573, loss_cls: 1.4067, loss: 1.4067, grad_norm: 5.4550, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8941, loss/aux0: 0.8941 2020-10-19 11:01:53,918 - mmaction - INFO - Epoch [35][360/792] lr: 7.500e-03, eta: 1 day, 6:03:35, time: 1.149, data_time: 0.003, memory: 8335, top1_acc: 0.6339, top5_acc: 0.8573, loss_cls: 1.4067, loss: 1.4067, grad_norm: 5.4633, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.9090, loss/aux0: 0.9090 2020-10-19 11:02:33,912 - mmaction - INFO - Epoch [35][380/792] lr: 7.500e-03, eta: 1 day, 6:02:16, time: 1.105, data_time: 0.000, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8703, loss_cls: 1.2443, loss: 1.2443, grad_norm: 5.2588, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9710, loss/aux0: 0.9710 2020-10-19 11:02:35,814 - mmaction - INFO - Epoch [35][380/792] lr: 7.500e-03, eta: 1 day, 6:02:57, time: 1.087, data_time: 0.001, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8703, loss_cls: 1.2443, loss: 1.2443, grad_norm: 5.2513, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9519, loss/aux0: 0.9519 2020-10-19 11:03:13,654 - mmaction - INFO - Epoch [35][400/792] lr: 7.500e-03, eta: 1 day, 6:01:32, time: 0.949, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8609, loss_cls: 1.2947, loss: 1.2947, grad_norm: 5.0903, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9056, loss/aux0: 0.9056 2020-10-19 11:03:15,153 - mmaction - INFO - Epoch [35][400/792] lr: 7.500e-03, eta: 1 day, 6:02:06, time: 0.878, data_time: 0.002, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8609, loss_cls: 1.2947, loss: 1.2947, grad_norm: 5.0848, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9134, loss/aux0: 0.9134 2020-10-19 11:03:57,601 - mmaction - INFO - Epoch [35][420/792] lr: 7.500e-03, eta: 1 day, 6:00:50, time: 1.183, data_time: 0.000, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8703, loss_cls: 1.2254, loss: 1.2254, grad_norm: 5.1342, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9121, loss/aux0: 0.9121 2020-10-19 11:03:58,662 - mmaction - INFO - Epoch [35][420/792] lr: 7.500e-03, eta: 1 day, 6:01:34, time: 1.168, data_time: 0.002, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8703, loss_cls: 1.2254, loss: 1.2254, grad_norm: 5.1868, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9175, loss/aux0: 0.9175 2020-10-19 11:04:37,520 - mmaction - INFO - Epoch [35][440/792] lr: 7.500e-03, eta: 1 day, 6:00:11, time: 0.982, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8620, loss_cls: 1.2688, loss: 1.2688, grad_norm: 5.3179, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9367, loss/aux0: 0.9367 2020-10-19 11:04:40,151 - mmaction - INFO - Epoch [35][440/792] lr: 7.500e-03, eta: 1 day, 6:00:50, time: 1.041, data_time: 0.003, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8620, loss_cls: 1.2688, loss: 1.2688, grad_norm: 5.3250, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9402, loss/aux0: 0.9402 2020-10-19 11:05:21,321 - mmaction - INFO - Epoch [35][460/792] lr: 7.500e-03, eta: 1 day, 5:59:30, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8656, loss_cls: 1.2944, loss: 1.2944, grad_norm: 5.0159, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8734, loss/aux0: 0.8734 2020-10-19 11:05:21,940 - mmaction - INFO - Epoch [35][460/792] lr: 7.500e-03, eta: 1 day, 6:00:10, time: 1.067, data_time: 0.004, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8656, loss_cls: 1.2944, loss: 1.2944, grad_norm: 5.0592, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8750, loss/aux0: 0.8750 2020-10-19 11:06:04,881 - mmaction - INFO - Epoch [35][480/792] lr: 7.500e-03, eta: 1 day, 5:58:51, time: 1.107, data_time: 0.000, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8630, loss_cls: 1.3554, loss: 1.3554, grad_norm: 5.3059, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9345, loss/aux0: 0.9345 2020-10-19 11:06:06,998 - mmaction - INFO - Epoch [35][480/792] lr: 7.500e-03, eta: 1 day, 5:59:34, time: 1.117, data_time: 0.002, memory: 8335, top1_acc: 0.6422, top5_acc: 0.8630, loss_cls: 1.3554, loss: 1.3554, grad_norm: 5.2893, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9194, loss/aux0: 0.9194 2020-10-19 11:06:47,632 - mmaction - INFO - Epoch [35][500/792] lr: 7.500e-03, eta: 1 day, 5:58:16, time: 1.132, data_time: 0.000, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8714, loss_cls: 1.2535, loss: 1.2535, grad_norm: 4.9904, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8986, loss/aux0: 0.8986 2020-10-19 11:06:49,620 - mmaction - INFO - Epoch [35][500/792] lr: 7.500e-03, eta: 1 day, 5:58:59, time: 1.134, data_time: 0.003, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8714, loss_cls: 1.2535, loss: 1.2535, grad_norm: 4.9643, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8969, loss/aux0: 0.8969 2020-10-19 11:07:28,859 - mmaction - INFO - Epoch [35][520/792] lr: 7.500e-03, eta: 1 day, 5:57:38, time: 1.060, data_time: 0.000, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8641, loss_cls: 1.2972, loss: 1.2972, grad_norm: 5.5875, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9740, loss/aux0: 0.9740 2020-10-19 11:07:29,454 - mmaction - INFO - Epoch [35][520/792] lr: 7.500e-03, eta: 1 day, 5:58:18, time: 1.059, data_time: 0.002, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8641, loss_cls: 1.2972, loss: 1.2972, grad_norm: 5.4860, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9796, loss/aux0: 0.9796 2020-10-19 11:08:11,632 - mmaction - INFO - Epoch [35][540/792] lr: 7.500e-03, eta: 1 day, 5:57:00, time: 1.109, data_time: 0.229, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8693, loss_cls: 1.2700, loss: 1.2700, grad_norm: 5.4626, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9682, loss/aux0: 0.9682 2020-10-19 11:08:12,731 - mmaction - INFO - Epoch [35][540/792] lr: 7.500e-03, eta: 1 day, 5:57:39, time: 1.032, data_time: 0.128, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8693, loss_cls: 1.2700, loss: 1.2700, grad_norm: 5.4688, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9675, loss/aux0: 0.9675 2020-10-19 11:08:56,477 - mmaction - INFO - Epoch [35][560/792] lr: 7.500e-03, eta: 1 day, 5:56:23, time: 1.178, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8828, loss_cls: 1.2340, loss: 1.2340, grad_norm: 5.4848, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9553, loss/aux0: 0.9553 2020-10-19 11:08:57,076 - mmaction - INFO - Epoch [35][560/792] lr: 7.500e-03, eta: 1 day, 5:57:07, time: 1.166, data_time: 0.003, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8828, loss_cls: 1.2340, loss: 1.2340, grad_norm: 5.4363, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9517, loss/aux0: 0.9517 2020-10-19 11:09:36,591 - mmaction - INFO - Epoch [35][580/792] lr: 7.500e-03, eta: 1 day, 5:55:44, time: 0.980, data_time: 0.000, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8615, loss_cls: 1.2907, loss: 1.2907, grad_norm: 5.3321, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.9015, loss/aux0: 0.9015 2020-10-19 11:09:38,567 - mmaction - INFO - Epoch [35][580/792] lr: 7.500e-03, eta: 1 day, 5:56:22, time: 1.027, data_time: 0.033, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8615, loss_cls: 1.2907, loss: 1.2907, grad_norm: 5.3446, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.9086, loss/aux0: 0.9086 2020-10-19 11:10:21,511 - mmaction - INFO - Epoch [35][600/792] lr: 7.500e-03, eta: 1 day, 5:55:02, time: 1.059, data_time: 0.480, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8630, loss_cls: 1.3391, loss: 1.3391, grad_norm: 5.2658, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9195, loss/aux0: 0.9195 2020-10-19 11:10:22,632 - mmaction - INFO - Epoch [35][600/792] lr: 7.500e-03, eta: 1 day, 5:55:40, time: 1.018, data_time: 0.439, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8630, loss_cls: 1.3391, loss: 1.3391, grad_norm: 5.3294, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9128, loss/aux0: 0.9128 2020-10-19 11:11:05,795 - mmaction - INFO - Epoch [35][620/792] lr: 7.500e-03, eta: 1 day, 5:54:23, time: 1.144, data_time: 0.564, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8682, loss_cls: 1.2643, loss: 1.2643, grad_norm: 5.0786, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8760, loss/aux0: 0.8760 2020-10-19 11:11:06,412 - mmaction - INFO - Epoch [35][620/792] lr: 7.500e-03, eta: 1 day, 5:55:06, time: 1.146, data_time: 0.566, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8682, loss_cls: 1.2643, loss: 1.2643, grad_norm: 5.0780, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8811, loss/aux0: 0.8811 2020-10-19 11:11:48,277 - mmaction - INFO - Epoch [35][640/792] lr: 7.500e-03, eta: 1 day, 5:53:45, time: 1.031, data_time: 0.449, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8818, loss_cls: 1.2331, loss: 1.2331, grad_norm: 5.3898, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9221, loss/aux0: 0.9221 2020-10-19 11:11:48,877 - mmaction - INFO - Epoch [35][640/792] lr: 7.500e-03, eta: 1 day, 5:54:24, time: 1.032, data_time: 0.451, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8818, loss_cls: 1.2331, loss: 1.2331, grad_norm: 5.3303, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9315, loss/aux0: 0.9315 2020-10-19 11:12:32,006 - mmaction - INFO - Epoch [35][660/792] lr: 7.500e-03, eta: 1 day, 5:53:02, time: 1.014, data_time: 0.430, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8641, loss_cls: 1.2852, loss: 1.2852, grad_norm: 4.9139, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8534, loss/aux0: 0.8534 2020-10-19 11:12:32,612 - mmaction - INFO - Epoch [35][660/792] lr: 7.500e-03, eta: 1 day, 5:53:40, time: 1.016, data_time: 0.433, memory: 8335, top1_acc: 0.6677, top5_acc: 0.8641, loss_cls: 1.2852, loss: 1.2852, grad_norm: 4.9416, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8445, loss/aux0: 0.8445 2020-10-19 11:13:14,521 - mmaction - INFO - Epoch [35][680/792] lr: 7.500e-03, eta: 1 day, 5:52:21, time: 1.096, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8875, loss_cls: 1.2225, loss: 1.2225, grad_norm: 5.1106, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.9092, loss/aux0: 0.9092 2020-10-19 11:13:16,245 - mmaction - INFO - Epoch [35][680/792] lr: 7.500e-03, eta: 1 day, 5:53:01, time: 1.064, data_time: 0.003, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8875, loss_cls: 1.2225, loss: 1.2225, grad_norm: 5.0892, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.9019, loss/aux0: 0.9019 2020-10-19 11:13:55,794 - mmaction - INFO - Epoch [35][700/792] lr: 7.500e-03, eta: 1 day, 5:51:40, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8750, loss_cls: 1.2332, loss: 1.2332, grad_norm: 5.4255, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9707, loss/aux0: 0.9707 2020-10-19 11:13:58,549 - mmaction - INFO - Epoch [35][700/792] lr: 7.500e-03, eta: 1 day, 5:52:21, time: 1.115, data_time: 0.002, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8750, loss_cls: 1.2332, loss: 1.2332, grad_norm: 5.4136, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9809, loss/aux0: 0.9809 2020-10-19 11:14:38,465 - mmaction - INFO - Epoch [35][720/792] lr: 7.500e-03, eta: 1 day, 5:51:01, time: 1.053, data_time: 0.006, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8667, loss_cls: 1.3418, loss: 1.3418, grad_norm: 5.1741, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.8965, loss/aux0: 0.8965 2020-10-19 11:14:40,405 - mmaction - INFO - Epoch [35][720/792] lr: 7.500e-03, eta: 1 day, 5:51:40, time: 1.047, data_time: 0.007, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8667, loss_cls: 1.3418, loss: 1.3418, grad_norm: 5.1512, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.8933, loss/aux0: 0.8933 2020-10-19 11:15:21,278 - mmaction - INFO - Epoch [35][740/792] lr: 7.500e-03, eta: 1 day, 5:50:21, time: 1.068, data_time: 0.300, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8552, loss_cls: 1.2940, loss: 1.2940, grad_norm: 5.1794, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9239, loss/aux0: 0.9239 2020-10-19 11:15:23,292 - mmaction - INFO - Epoch [35][740/792] lr: 7.500e-03, eta: 1 day, 5:51:02, time: 1.101, data_time: 0.302, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8552, loss_cls: 1.2940, loss: 1.2940, grad_norm: 5.1773, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.9238, loss/aux0: 0.9238 2020-10-19 11:16:06,324 - mmaction - INFO - Epoch [35][760/792] lr: 7.500e-03, eta: 1 day, 5:49:42, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8693, loss_cls: 1.2758, loss: 1.2758, grad_norm: 5.1428, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.9207, loss/aux0: 0.9207 2020-10-19 11:16:08,021 - mmaction - INFO - Epoch [35][760/792] lr: 7.500e-03, eta: 1 day, 5:50:24, time: 1.118, data_time: 0.002, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8693, loss_cls: 1.2758, loss: 1.2758, grad_norm: 5.1556, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.9232, loss/aux0: 0.9232 2020-10-19 11:16:49,468 - mmaction - INFO - Epoch [35][780/792] lr: 7.500e-03, eta: 1 day, 5:49:04, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8786, loss_cls: 1.2390, loss: 1.2390, grad_norm: 5.2528, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8500, loss/aux0: 0.8500 2020-10-19 11:16:50,759 - mmaction - INFO - Epoch [35][780/792] lr: 7.500e-03, eta: 1 day, 5:49:44, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8786, loss_cls: 1.2390, loss: 1.2390, grad_norm: 5.2677, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.8430, loss/aux0: 0.8430 2020-10-19 11:17:17,973 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-10-19 11:18:58,265 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 11:18:58,404 - mmaction - INFO - top1_acc 0.7406 top5_acc 0.9212 2020-10-19 11:18:58,405 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 11:18:58,436 - mmaction - INFO - mean_acc 0.7410 2020-10-19 11:18:58,437 - mmaction - INFO - Now best checkpoint is epoch_35.pth 2020-10-19 11:18:58,442 - mmaction - INFO - Epoch(val) [35][792] top1_acc: 0.7406, top5_acc: 0.9212, mean_class_accuracy: 0.7410 2020-10-19 11:23:17,131 - mmaction - INFO - Epoch [36][20/792] lr: 7.500e-03, eta: 1 day, 5:47:12, time: 1.032, data_time: 0.086, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8745, loss_cls: 1.2185, loss: 1.2185, grad_norm: 4.9459, top1_acc/aux0: 0.7752, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.8576, loss/aux0: 0.8576 2020-10-19 11:23:17,746 - mmaction - INFO - Epoch [36][20/792] lr: 7.500e-03, eta: 1 day, 5:47:50, time: 1.034, data_time: 0.087, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8745, loss_cls: 1.2185, loss: 1.2185, grad_norm: 4.8793, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.8490, loss/aux0: 0.8490 2020-10-19 11:24:02,575 - mmaction - INFO - Epoch [36][40/792] lr: 7.500e-03, eta: 1 day, 5:46:33, time: 1.137, data_time: 0.006, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8911, loss_cls: 1.1610, loss: 1.1610, grad_norm: 5.1176, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8964, loss/aux0: 0.8964 2020-10-19 11:24:03,177 - mmaction - INFO - Epoch [36][40/792] lr: 7.500e-03, eta: 1 day, 5:47:16, time: 1.138, data_time: 0.008, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8911, loss_cls: 1.1610, loss: 1.1610, grad_norm: 5.0985, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9054, loss/aux0: 0.9054 2020-10-19 11:24:44,684 - mmaction - INFO - Epoch [36][60/792] lr: 7.500e-03, eta: 1 day, 5:45:56, time: 1.068, data_time: 0.108, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8859, loss_cls: 1.1652, loss: 1.1652, grad_norm: 5.1378, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8624, loss/aux0: 0.8624 2020-10-19 11:24:45,295 - mmaction - INFO - Epoch [36][60/792] lr: 7.500e-03, eta: 1 day, 5:46:36, time: 1.070, data_time: 0.110, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8859, loss_cls: 1.1652, loss: 1.1652, grad_norm: 5.1434, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8656, loss/aux0: 0.8656 2020-10-19 11:25:27,823 - mmaction - INFO - Epoch [36][80/792] lr: 7.500e-03, eta: 1 day, 5:45:20, time: 1.167, data_time: 0.000, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8854, loss_cls: 1.2145, loss: 1.2145, grad_norm: 5.3223, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9427, loss/aux0: 0.9427 2020-10-19 11:25:30,872 - mmaction - INFO - Epoch [36][80/792] lr: 7.500e-03, eta: 1 day, 5:46:02, time: 1.119, data_time: 0.003, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8854, loss_cls: 1.2145, loss: 1.2145, grad_norm: 5.2391, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9302, loss/aux0: 0.9302 2020-10-19 11:26:11,209 - mmaction - INFO - Epoch [36][100/792] lr: 7.500e-03, eta: 1 day, 5:44:46, time: 1.161, data_time: 0.000, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8792, loss_cls: 1.2237, loss: 1.2237, grad_norm: 5.2261, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8645, loss/aux0: 0.8645 2020-10-19 11:26:12,182 - mmaction - INFO - Epoch [36][100/792] lr: 7.500e-03, eta: 1 day, 5:45:25, time: 1.053, data_time: 0.002, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8792, loss_cls: 1.2237, loss: 1.2237, grad_norm: 5.2719, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8809, loss/aux0: 0.8809 2020-10-19 11:26:55,714 - mmaction - INFO - Epoch [36][120/792] lr: 7.500e-03, eta: 1 day, 5:44:06, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8729, loss_cls: 1.2311, loss: 1.2311, grad_norm: 5.0434, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8580, loss/aux0: 0.8580 2020-10-19 11:26:56,320 - mmaction - INFO - Epoch [36][120/792] lr: 7.500e-03, eta: 1 day, 5:44:47, time: 1.094, data_time: 0.003, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8729, loss_cls: 1.2311, loss: 1.2311, grad_norm: 5.0017, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8481, loss/aux0: 0.8481 2020-10-19 11:27:40,385 - mmaction - INFO - Epoch [36][140/792] lr: 7.500e-03, eta: 1 day, 5:43:27, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8776, loss_cls: 1.2144, loss: 1.2144, grad_norm: 5.3152, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9101, loss/aux0: 0.9101 2020-10-19 11:27:41,030 - mmaction - INFO - Epoch [36][140/792] lr: 7.500e-03, eta: 1 day, 5:44:06, time: 1.054, data_time: 0.003, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8776, loss_cls: 1.2144, loss: 1.2144, grad_norm: 5.2986, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9189, loss/aux0: 0.9189 2020-10-19 11:28:23,764 - mmaction - INFO - Epoch [36][160/792] lr: 7.500e-03, eta: 1 day, 5:42:50, time: 1.167, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8641, loss_cls: 1.2862, loss: 1.2862, grad_norm: 5.0944, top1_acc/aux0: 0.7839, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8504, loss/aux0: 0.8504 2020-10-19 11:28:24,382 - mmaction - INFO - Epoch [36][160/792] lr: 7.500e-03, eta: 1 day, 5:43:30, time: 1.065, data_time: 0.003, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8641, loss_cls: 1.2862, loss: 1.2862, grad_norm: 5.1317, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8435, loss/aux0: 0.8435 2020-10-19 11:29:02,623 - mmaction - INFO - Epoch [36][180/792] lr: 7.500e-03, eta: 1 day, 5:42:10, time: 1.045, data_time: 0.223, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8708, loss_cls: 1.2366, loss: 1.2366, grad_norm: 5.1232, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9546, loss/aux0: 0.9546 2020-10-19 11:29:05,665 - mmaction - INFO - Epoch [36][180/792] lr: 7.500e-03, eta: 1 day, 5:42:48, time: 1.051, data_time: 0.231, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8708, loss_cls: 1.2366, loss: 1.2366, grad_norm: 5.1920, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9650, loss/aux0: 0.9650 2020-10-19 11:29:49,250 - mmaction - INFO - Epoch [36][200/792] lr: 7.500e-03, eta: 1 day, 5:41:33, time: 1.159, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8740, loss_cls: 1.2348, loss: 1.2348, grad_norm: 5.4119, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8830, loss/aux0: 0.8830 2020-10-19 11:29:52,039 - mmaction - INFO - Epoch [36][200/792] lr: 7.500e-03, eta: 1 day, 5:42:15, time: 1.165, data_time: 0.002, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8740, loss_cls: 1.2348, loss: 1.2348, grad_norm: 5.3897, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8784, loss/aux0: 0.8784 2020-10-19 11:30:35,023 - mmaction - INFO - Epoch [36][220/792] lr: 7.500e-03, eta: 1 day, 5:40:56, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8651, loss_cls: 1.3179, loss: 1.3179, grad_norm: 5.5277, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9040, loss/aux0: 0.9040 2020-10-19 11:30:36,922 - mmaction - INFO - Epoch [36][220/792] lr: 7.500e-03, eta: 1 day, 5:41:32, time: 0.987, data_time: 0.004, memory: 8335, top1_acc: 0.6661, top5_acc: 0.8651, loss_cls: 1.3179, loss: 1.3179, grad_norm: 5.5423, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8989, loss/aux0: 0.8989 2020-10-19 11:31:17,970 - mmaction - INFO - Epoch [36][240/792] lr: 7.500e-03, eta: 1 day, 5:40:14, time: 1.081, data_time: 0.050, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8849, loss_cls: 1.2014, loss: 1.2014, grad_norm: 5.3321, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8831, loss/aux0: 0.8831 2020-10-19 11:31:18,588 - mmaction - INFO - Epoch [36][240/792] lr: 7.500e-03, eta: 1 day, 5:40:54, time: 1.083, data_time: 0.052, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8849, loss_cls: 1.2014, loss: 1.2014, grad_norm: 5.3176, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8815, loss/aux0: 0.8815 2020-10-19 11:32:01,644 - mmaction - INFO - Epoch [36][260/792] lr: 7.500e-03, eta: 1 day, 5:39:34, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8646, loss_cls: 1.2581, loss: 1.2581, grad_norm: 5.2108, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9188, loss_cls/aux0: 0.8978, loss/aux0: 0.8978 2020-10-19 11:32:03,470 - mmaction - INFO - Epoch [36][260/792] lr: 7.500e-03, eta: 1 day, 5:40:15, time: 1.116, data_time: 0.003, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8646, loss_cls: 1.2581, loss: 1.2581, grad_norm: 5.2557, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9153, loss/aux0: 0.9153 2020-10-19 11:32:45,759 - mmaction - INFO - Epoch [36][280/792] lr: 7.500e-03, eta: 1 day, 5:39:00, time: 1.165, data_time: 0.000, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8906, loss_cls: 1.1698, loss: 1.1698, grad_norm: 5.0301, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9440, loss/aux0: 0.9440 2020-10-19 11:32:47,595 - mmaction - INFO - Epoch [36][280/792] lr: 7.500e-03, eta: 1 day, 5:39:42, time: 1.163, data_time: 0.003, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8906, loss_cls: 1.1698, loss: 1.1698, grad_norm: 5.0443, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9349, loss/aux0: 0.9349 2020-10-19 11:33:28,125 - mmaction - INFO - Epoch [36][300/792] lr: 7.500e-03, eta: 1 day, 5:38:23, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8693, loss_cls: 1.2556, loss: 1.2556, grad_norm: 5.3190, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9738, loss/aux0: 0.9738 2020-10-19 11:33:29,432 - mmaction - INFO - Epoch [36][300/792] lr: 7.500e-03, eta: 1 day, 5:38:58, time: 0.962, data_time: 0.002, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8693, loss_cls: 1.2556, loss: 1.2556, grad_norm: 5.2883, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9592, loss/aux0: 0.9592 2020-10-19 11:34:13,441 - mmaction - INFO - Epoch [36][320/792] lr: 7.500e-03, eta: 1 day, 5:37:47, time: 1.271, data_time: 0.010, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8849, loss_cls: 1.2146, loss: 1.2146, grad_norm: 5.3678, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8986, loss/aux0: 0.8986 2020-10-19 11:34:15,448 - mmaction - INFO - Epoch [36][320/792] lr: 7.500e-03, eta: 1 day, 5:38:32, time: 1.232, data_time: 0.002, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8849, loss_cls: 1.2146, loss: 1.2146, grad_norm: 5.3536, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9065, loss/aux0: 0.9065 2020-10-19 11:34:56,141 - mmaction - INFO - Epoch [36][340/792] lr: 7.500e-03, eta: 1 day, 5:37:13, time: 1.088, data_time: 0.000, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8740, loss_cls: 1.2352, loss: 1.2352, grad_norm: 5.2627, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9193, loss/aux0: 0.9193 2020-10-19 11:34:56,756 - mmaction - INFO - Epoch [36][340/792] lr: 7.500e-03, eta: 1 day, 5:37:51, time: 1.028, data_time: 0.003, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8740, loss_cls: 1.2352, loss: 1.2352, grad_norm: 5.2282, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9292, loss/aux0: 0.9292 2020-10-19 11:35:39,561 - mmaction - INFO - Epoch [36][360/792] lr: 7.500e-03, eta: 1 day, 5:36:34, time: 1.126, data_time: 0.017, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8833, loss_cls: 1.1772, loss: 1.1772, grad_norm: 5.3638, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8774, loss/aux0: 0.8774 2020-10-19 11:35:40,170 - mmaction - INFO - Epoch [36][360/792] lr: 7.500e-03, eta: 1 day, 5:37:15, time: 1.127, data_time: 0.019, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8833, loss_cls: 1.1772, loss: 1.1772, grad_norm: 5.3805, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8655, loss/aux0: 0.8655 2020-10-19 11:36:21,124 - mmaction - INFO - Epoch [36][380/792] lr: 7.500e-03, eta: 1 day, 5:35:56, time: 1.056, data_time: 0.330, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8792, loss_cls: 1.2566, loss: 1.2566, grad_norm: 5.2214, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8908, loss/aux0: 0.8908 2020-10-19 11:36:22,582 - mmaction - INFO - Epoch [36][380/792] lr: 7.500e-03, eta: 1 day, 5:36:34, time: 1.049, data_time: 0.324, memory: 8335, top1_acc: 0.6776, top5_acc: 0.8792, loss_cls: 1.2566, loss: 1.2566, grad_norm: 5.1782, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9076, loss/aux0: 0.9076 2020-10-19 11:37:04,547 - mmaction - INFO - Epoch [36][400/792] lr: 7.500e-03, eta: 1 day, 5:35:15, time: 1.042, data_time: 0.316, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8786, loss_cls: 1.2204, loss: 1.2204, grad_norm: 5.4044, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.8889, loss/aux0: 0.8889 2020-10-19 11:37:06,195 - mmaction - INFO - Epoch [36][400/792] lr: 7.500e-03, eta: 1 day, 5:35:54, time: 1.095, data_time: 0.370, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8786, loss_cls: 1.2204, loss: 1.2204, grad_norm: 5.3818, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.8639, loss/aux0: 0.8639 2020-10-19 11:37:47,834 - mmaction - INFO - Epoch [36][420/792] lr: 7.500e-03, eta: 1 day, 5:34:39, time: 1.155, data_time: 0.134, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8594, loss_cls: 1.3398, loss: 1.3398, grad_norm: 5.3693, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8778, loss/aux0: 0.8778 2020-10-19 11:37:49,134 - mmaction - INFO - Epoch [36][420/792] lr: 7.500e-03, eta: 1 day, 5:35:20, time: 1.122, data_time: 0.068, memory: 8335, top1_acc: 0.6573, top5_acc: 0.8594, loss_cls: 1.3398, loss: 1.3398, grad_norm: 5.4416, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8995, loss/aux0: 0.8995 2020-10-19 11:38:31,393 - mmaction - INFO - Epoch [36][440/792] lr: 7.500e-03, eta: 1 day, 5:34:01, time: 1.065, data_time: 0.000, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8724, loss_cls: 1.2513, loss: 1.2513, grad_norm: 5.4005, top1_acc/aux0: 0.7641, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8884, loss/aux0: 0.8884 2020-10-19 11:38:32,704 - mmaction - INFO - Epoch [36][440/792] lr: 7.500e-03, eta: 1 day, 5:34:40, time: 1.075, data_time: 0.002, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8724, loss_cls: 1.2513, loss: 1.2513, grad_norm: 5.3982, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8686, loss/aux0: 0.8686 2020-10-19 11:39:16,010 - mmaction - INFO - Epoch [36][460/792] lr: 7.500e-03, eta: 1 day, 5:33:27, time: 1.234, data_time: 0.000, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8786, loss_cls: 1.2700, loss: 1.2700, grad_norm: 5.2309, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8288, loss/aux0: 0.8288 2020-10-19 11:39:17,886 - mmaction - INFO - Epoch [36][460/792] lr: 7.500e-03, eta: 1 day, 5:34:10, time: 1.182, data_time: 0.001, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8786, loss_cls: 1.2700, loss: 1.2700, grad_norm: 5.2574, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8417, loss/aux0: 0.8417 2020-10-19 11:39:58,926 - mmaction - INFO - Epoch [36][480/792] lr: 7.500e-03, eta: 1 day, 5:32:50, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8823, loss_cls: 1.2589, loss: 1.2589, grad_norm: 5.3672, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8944, loss/aux0: 0.8944 2020-10-19 11:40:00,577 - mmaction - INFO - Epoch [36][480/792] lr: 7.500e-03, eta: 1 day, 5:33:27, time: 1.003, data_time: 0.033, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8823, loss_cls: 1.2589, loss: 1.2589, grad_norm: 5.3463, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8860, loss/aux0: 0.8860 2020-10-19 11:40:43,350 - mmaction - INFO - Epoch [36][500/792] lr: 7.500e-03, eta: 1 day, 5:32:12, time: 1.176, data_time: 0.014, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8802, loss_cls: 1.2612, loss: 1.2612, grad_norm: 5.4236, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9069, loss/aux0: 0.9069 2020-10-19 11:40:43,957 - mmaction - INFO - Epoch [36][500/792] lr: 7.500e-03, eta: 1 day, 5:32:53, time: 1.142, data_time: 0.016, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8802, loss_cls: 1.2612, loss: 1.2612, grad_norm: 5.3948, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9090, loss/aux0: 0.9090 2020-10-19 11:41:25,695 - mmaction - INFO - Epoch [36][520/792] lr: 7.500e-03, eta: 1 day, 5:31:31, time: 0.974, data_time: 0.029, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8698, loss_cls: 1.2862, loss: 1.2862, grad_norm: 5.4717, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.9329, loss/aux0: 0.9329 2020-10-19 11:41:26,748 - mmaction - INFO - Epoch [36][520/792] lr: 7.500e-03, eta: 1 day, 5:32:07, time: 0.999, data_time: 0.031, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8698, loss_cls: 1.2862, loss: 1.2862, grad_norm: 5.5148, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.9479, loss/aux0: 0.9479 2020-10-19 11:42:09,065 - mmaction - INFO - Epoch [36][540/792] lr: 7.500e-03, eta: 1 day, 5:30:51, time: 1.127, data_time: 0.042, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8740, loss_cls: 1.2359, loss: 1.2359, grad_norm: 5.1385, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9302, loss/aux0: 0.9302 2020-10-19 11:42:09,801 - mmaction - INFO - Epoch [36][540/792] lr: 7.500e-03, eta: 1 day, 5:31:31, time: 1.096, data_time: 0.046, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8740, loss_cls: 1.2359, loss: 1.2359, grad_norm: 5.1681, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9222, loss/aux0: 0.9222 2020-10-19 11:42:53,882 - mmaction - INFO - Epoch [36][560/792] lr: 7.500e-03, eta: 1 day, 5:30:10, time: 1.014, data_time: 0.000, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8760, loss_cls: 1.2612, loss: 1.2612, grad_norm: 5.4155, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9335, loss/aux0: 0.9335 2020-10-19 11:42:54,468 - mmaction - INFO - Epoch [36][560/792] lr: 7.500e-03, eta: 1 day, 5:30:47, time: 1.016, data_time: 0.003, memory: 8335, top1_acc: 0.6615, top5_acc: 0.8760, loss_cls: 1.2612, loss: 1.2612, grad_norm: 5.4185, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9305, loss/aux0: 0.9305 2020-10-19 11:43:36,789 - mmaction - INFO - Epoch [36][580/792] lr: 7.500e-03, eta: 1 day, 5:29:31, time: 1.127, data_time: 0.000, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8734, loss_cls: 1.2839, loss: 1.2839, grad_norm: 5.3756, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9691, loss/aux0: 0.9691 2020-10-19 11:43:37,401 - mmaction - INFO - Epoch [36][580/792] lr: 7.500e-03, eta: 1 day, 5:30:10, time: 1.099, data_time: 0.003, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8734, loss_cls: 1.2839, loss: 1.2839, grad_norm: 5.3904, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9604, loss/aux0: 0.9604 2020-10-19 11:44:19,277 - mmaction - INFO - Epoch [36][600/792] lr: 7.500e-03, eta: 1 day, 5:28:52, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8818, loss_cls: 1.2005, loss: 1.2005, grad_norm: 5.4891, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9339, loss/aux0: 0.9339 2020-10-19 11:44:19,941 - mmaction - INFO - Epoch [36][600/792] lr: 7.500e-03, eta: 1 day, 5:29:30, time: 1.065, data_time: 0.005, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8818, loss_cls: 1.2005, loss: 1.2005, grad_norm: 5.5150, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9497, loss/aux0: 0.9497 2020-10-19 11:45:03,713 - mmaction - INFO - Epoch [36][620/792] lr: 7.500e-03, eta: 1 day, 5:28:14, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8760, loss_cls: 1.2447, loss: 1.2447, grad_norm: 5.3810, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.9207, loss/aux0: 0.9207 2020-10-19 11:45:04,570 - mmaction - INFO - Epoch [36][620/792] lr: 7.500e-03, eta: 1 day, 5:28:52, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8760, loss_cls: 1.2447, loss: 1.2447, grad_norm: 5.3351, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9015, loss/aux0: 0.9015 2020-10-19 11:45:46,979 - mmaction - INFO - Epoch [36][640/792] lr: 7.500e-03, eta: 1 day, 5:27:36, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8620, loss_cls: 1.2504, loss: 1.2504, grad_norm: 5.0739, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8828, loss/aux0: 0.8828 2020-10-19 11:45:47,563 - mmaction - INFO - Epoch [36][640/792] lr: 7.500e-03, eta: 1 day, 5:28:17, time: 1.127, data_time: 0.001, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8620, loss_cls: 1.2504, loss: 1.2504, grad_norm: 5.0952, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8951, loss/aux0: 0.8951 2020-10-19 11:46:29,596 - mmaction - INFO - Epoch [36][660/792] lr: 7.500e-03, eta: 1 day, 5:27:02, time: 1.184, data_time: 0.003, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8818, loss_cls: 1.2572, loss: 1.2572, grad_norm: 5.2725, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9414, loss/aux0: 0.9414 2020-10-19 11:46:31,388 - mmaction - INFO - Epoch [36][660/792] lr: 7.500e-03, eta: 1 day, 5:27:42, time: 1.107, data_time: 0.002, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8818, loss_cls: 1.2572, loss: 1.2572, grad_norm: 5.2948, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9368, loss/aux0: 0.9368 2020-10-19 11:47:09,969 - mmaction - INFO - Epoch [36][680/792] lr: 7.500e-03, eta: 1 day, 5:26:22, time: 1.012, data_time: 0.000, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8823, loss_cls: 1.2043, loss: 1.2043, grad_norm: 5.2280, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8906, loss/aux0: 0.8906 2020-10-19 11:47:12,066 - mmaction - INFO - Epoch [36][680/792] lr: 7.500e-03, eta: 1 day, 5:26:56, time: 0.959, data_time: 0.002, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8823, loss_cls: 1.2043, loss: 1.2043, grad_norm: 5.2258, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8893, loss/aux0: 0.8893 2020-10-19 11:47:54,486 - mmaction - INFO - Epoch [36][700/792] lr: 7.500e-03, eta: 1 day, 5:25:38, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8661, loss_cls: 1.2883, loss: 1.2883, grad_norm: 5.3354, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8957, loss/aux0: 0.8957 2020-10-19 11:47:56,703 - mmaction - INFO - Epoch [36][700/792] lr: 7.500e-03, eta: 1 day, 5:26:19, time: 1.137, data_time: 0.003, memory: 8335, top1_acc: 0.6625, top5_acc: 0.8661, loss_cls: 1.2883, loss: 1.2883, grad_norm: 5.3780, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8909, loss/aux0: 0.8909 2020-10-19 11:48:36,209 - mmaction - INFO - Epoch [36][720/792] lr: 7.500e-03, eta: 1 day, 5:25:00, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8651, loss_cls: 1.2628, loss: 1.2628, grad_norm: 5.3206, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8710, loss/aux0: 0.8710 2020-10-19 11:48:38,122 - mmaction - INFO - Epoch [36][720/792] lr: 7.500e-03, eta: 1 day, 5:25:38, time: 1.085, data_time: 0.003, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8651, loss_cls: 1.2628, loss: 1.2628, grad_norm: 5.2411, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8906, loss/aux0: 0.8906 2020-10-19 11:49:21,789 - mmaction - INFO - Epoch [36][740/792] lr: 7.500e-03, eta: 1 day, 5:24:23, time: 1.147, data_time: 0.000, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8766, loss_cls: 1.2422, loss: 1.2422, grad_norm: 5.1710, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8438, loss/aux0: 0.8438 2020-10-19 11:49:24,123 - mmaction - INFO - Epoch [36][740/792] lr: 7.500e-03, eta: 1 day, 5:25:04, time: 1.155, data_time: 0.003, memory: 8335, top1_acc: 0.6760, top5_acc: 0.8766, loss_cls: 1.2422, loss: 1.2422, grad_norm: 5.1784, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8255, loss/aux0: 0.8255 2020-10-19 11:50:08,321 - mmaction - INFO - Epoch [36][760/792] lr: 7.500e-03, eta: 1 day, 5:23:49, time: 1.149, data_time: 0.000, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8734, loss_cls: 1.2697, loss: 1.2697, grad_norm: 5.4507, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8828, loss/aux0: 0.8828 2020-10-19 11:50:09,938 - mmaction - INFO - Epoch [36][760/792] lr: 7.500e-03, eta: 1 day, 5:24:29, time: 1.124, data_time: 0.003, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8734, loss_cls: 1.2697, loss: 1.2697, grad_norm: 5.4317, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.8849, loss/aux0: 0.8849 2020-10-19 11:50:49,082 - mmaction - INFO - Epoch [36][780/792] lr: 7.500e-03, eta: 1 day, 5:23:09, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8760, loss_cls: 1.2526, loss: 1.2526, grad_norm: 5.2683, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9148, loss/aux0: 0.9148 2020-10-19 11:50:50,337 - mmaction - INFO - Epoch [36][780/792] lr: 7.500e-03, eta: 1 day, 5:23:46, time: 1.039, data_time: 0.002, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8760, loss_cls: 1.2526, loss: 1.2526, grad_norm: 5.2596, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9152, loss/aux0: 0.9152 2020-10-19 11:51:19,692 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-10-19 11:55:18,243 - mmaction - INFO - Epoch [37][20/792] lr: 7.500e-03, eta: 1 day, 5:21:21, time: 1.152, data_time: 0.000, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8818, loss_cls: 1.2450, loss: 1.2450, grad_norm: 5.0823, top1_acc/aux0: 0.7769, top5_acc/aux0: 0.9205, loss_cls/aux0: 0.9026, loss/aux0: 0.9026 2020-10-19 11:55:18,851 - mmaction - INFO - Epoch [37][20/792] lr: 7.500e-03, eta: 1 day, 5:22:02, time: 1.153, data_time: 0.002, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8818, loss_cls: 1.2450, loss: 1.2450, grad_norm: 5.1744, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9085, loss/aux0: 0.9085 2020-10-19 11:56:03,065 - mmaction - INFO - Epoch [37][40/792] lr: 7.500e-03, eta: 1 day, 5:20:49, time: 1.184, data_time: 0.000, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8719, loss_cls: 1.2257, loss: 1.2257, grad_norm: 5.2911, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9432, loss/aux0: 0.9432 2020-10-19 11:56:03,674 - mmaction - INFO - Epoch [37][40/792] lr: 7.500e-03, eta: 1 day, 5:21:31, time: 1.186, data_time: 0.002, memory: 8335, top1_acc: 0.6729, top5_acc: 0.8719, loss_cls: 1.2257, loss: 1.2257, grad_norm: 5.2993, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9331, loss/aux0: 0.9331 2020-10-19 11:56:43,665 - mmaction - INFO - Epoch [37][60/792] lr: 7.500e-03, eta: 1 day, 5:20:12, time: 1.033, data_time: 0.000, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8792, loss_cls: 1.2133, loss: 1.2133, grad_norm: 5.2323, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9262, loss/aux0: 0.9262 2020-10-19 11:56:44,285 - mmaction - INFO - Epoch [37][60/792] lr: 7.500e-03, eta: 1 day, 5:20:47, time: 1.011, data_time: 0.004, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8792, loss_cls: 1.2133, loss: 1.2133, grad_norm: 5.1746, top1_acc/aux0: 0.7563, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9216, loss/aux0: 0.9216 2020-10-19 11:57:26,574 - mmaction - INFO - Epoch [37][80/792] lr: 7.500e-03, eta: 1 day, 5:19:30, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8714, loss_cls: 1.2378, loss: 1.2378, grad_norm: 5.3074, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9219, loss/aux0: 0.9219 2020-10-19 11:57:27,455 - mmaction - INFO - Epoch [37][80/792] lr: 7.500e-03, eta: 1 day, 5:20:05, time: 0.970, data_time: 0.003, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8714, loss_cls: 1.2378, loss: 1.2378, grad_norm: 5.3022, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9349, loss/aux0: 0.9349 2020-10-19 11:58:08,206 - mmaction - INFO - Epoch [37][100/792] lr: 7.500e-03, eta: 1 day, 5:18:47, time: 1.067, data_time: 0.108, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8797, loss_cls: 1.2224, loss: 1.2224, grad_norm: 5.2116, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.9003, loss/aux0: 0.9003 2020-10-19 11:58:10,571 - mmaction - INFO - Epoch [37][100/792] lr: 7.500e-03, eta: 1 day, 5:19:26, time: 1.110, data_time: 0.111, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8797, loss_cls: 1.2224, loss: 1.2224, grad_norm: 5.2411, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8911, loss/aux0: 0.8911 2020-10-19 11:58:53,206 - mmaction - INFO - Epoch [37][120/792] lr: 7.500e-03, eta: 1 day, 5:18:09, time: 1.089, data_time: 0.000, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8833, loss_cls: 1.2036, loss: 1.2036, grad_norm: 5.1834, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9162, loss/aux0: 0.9162 2020-10-19 11:58:53,826 - mmaction - INFO - Epoch [37][120/792] lr: 7.500e-03, eta: 1 day, 5:18:47, time: 1.088, data_time: 0.003, memory: 8335, top1_acc: 0.6870, top5_acc: 0.8833, loss_cls: 1.2036, loss: 1.2036, grad_norm: 5.1880, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9136, loss/aux0: 0.9136 2020-10-19 11:59:36,195 - mmaction - INFO - Epoch [37][140/792] lr: 7.500e-03, eta: 1 day, 5:17:25, time: 0.946, data_time: 0.000, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8760, loss_cls: 1.2466, loss: 1.2466, grad_norm: 5.2624, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9418, loss/aux0: 0.9418 2020-10-19 11:59:38,075 - mmaction - INFO - Epoch [37][140/792] lr: 7.500e-03, eta: 1 day, 5:18:01, time: 1.013, data_time: 0.003, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8760, loss_cls: 1.2466, loss: 1.2466, grad_norm: 5.2249, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9315, loss/aux0: 0.9315 2020-10-19 12:00:21,793 - mmaction - INFO - Epoch [37][160/792] lr: 7.500e-03, eta: 1 day, 5:16:48, time: 1.209, data_time: 0.000, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8786, loss_cls: 1.2139, loss: 1.2139, grad_norm: 5.2383, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8725, loss/aux0: 0.8725 2020-10-19 12:00:24,792 - mmaction - INFO - Epoch [37][160/792] lr: 7.500e-03, eta: 1 day, 5:17:34, time: 1.289, data_time: 0.007, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8786, loss_cls: 1.2139, loss: 1.2139, grad_norm: 5.2315, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8974, loss/aux0: 0.8974 2020-10-19 12:01:06,050 - mmaction - INFO - Epoch [37][180/792] lr: 7.500e-03, eta: 1 day, 5:16:17, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8865, loss_cls: 1.2101, loss: 1.2101, grad_norm: 5.1116, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9312, loss/aux0: 0.9312 2020-10-19 12:01:07,649 - mmaction - INFO - Epoch [37][180/792] lr: 7.500e-03, eta: 1 day, 5:16:57, time: 1.129, data_time: 0.003, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8865, loss_cls: 1.2101, loss: 1.2101, grad_norm: 5.0324, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9121, loss/aux0: 0.9121 2020-10-19 12:01:49,122 - mmaction - INFO - Epoch [37][200/792] lr: 7.500e-03, eta: 1 day, 5:15:39, time: 1.066, data_time: 0.431, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8760, loss_cls: 1.2599, loss: 1.2599, grad_norm: 5.1144, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8707, loss/aux0: 0.8707 2020-10-19 12:01:49,762 - mmaction - INFO - Epoch [37][200/792] lr: 7.500e-03, eta: 1 day, 5:16:16, time: 1.046, data_time: 0.432, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8760, loss_cls: 1.2599, loss: 1.2599, grad_norm: 5.1384, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8792, loss/aux0: 0.8792 2020-10-19 12:02:32,366 - mmaction - INFO - Epoch [37][220/792] lr: 7.500e-03, eta: 1 day, 5:14:59, time: 1.106, data_time: 0.493, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8750, loss_cls: 1.2935, loss: 1.2935, grad_norm: 5.2766, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8762, loss/aux0: 0.8762 2020-10-19 12:02:34,480 - mmaction - INFO - Epoch [37][220/792] lr: 7.500e-03, eta: 1 day, 5:15:40, time: 1.143, data_time: 0.570, memory: 8335, top1_acc: 0.6583, top5_acc: 0.8750, loss_cls: 1.2935, loss: 1.2935, grad_norm: 5.2882, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8834, loss/aux0: 0.8834 2020-10-19 12:03:16,675 - mmaction - INFO - Epoch [37][240/792] lr: 7.500e-03, eta: 1 day, 5:14:23, time: 1.084, data_time: 0.497, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8740, loss_cls: 1.2818, loss: 1.2818, grad_norm: 5.3940, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9485, loss/aux0: 0.9485 2020-10-19 12:03:19,387 - mmaction - INFO - Epoch [37][240/792] lr: 7.500e-03, eta: 1 day, 5:15:00, time: 1.060, data_time: 0.473, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8740, loss_cls: 1.2818, loss: 1.2818, grad_norm: 5.3986, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9427, loss/aux0: 0.9427 2020-10-19 12:03:58,734 - mmaction - INFO - Epoch [37][260/792] lr: 7.500e-03, eta: 1 day, 5:13:40, time: 1.000, data_time: 0.300, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8755, loss_cls: 1.2973, loss: 1.2973, grad_norm: 5.4090, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9203, loss/aux0: 0.9203 2020-10-19 12:04:00,068 - mmaction - INFO - Epoch [37][260/792] lr: 7.500e-03, eta: 1 day, 5:14:13, time: 0.950, data_time: 0.215, memory: 8335, top1_acc: 0.6651, top5_acc: 0.8755, loss_cls: 1.2973, loss: 1.2973, grad_norm: 5.3625, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9172, loss/aux0: 0.9172 2020-10-19 12:04:40,696 - mmaction - INFO - Epoch [37][280/792] lr: 7.500e-03, eta: 1 day, 5:12:56, time: 1.084, data_time: 0.051, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8932, loss_cls: 1.1900, loss: 1.1900, grad_norm: 5.2620, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9270, loss/aux0: 0.9270 2020-10-19 12:04:41,930 - mmaction - INFO - Epoch [37][280/792] lr: 7.500e-03, eta: 1 day, 5:13:34, time: 1.077, data_time: 0.079, memory: 8335, top1_acc: 0.7000, top5_acc: 0.8932, loss_cls: 1.1900, loss: 1.1900, grad_norm: 5.2169, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9401, loss/aux0: 0.9401 2020-10-19 12:05:22,315 - mmaction - INFO - Epoch [37][300/792] lr: 7.500e-03, eta: 1 day, 5:12:16, time: 1.036, data_time: 0.007, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8781, loss_cls: 1.2458, loss: 1.2458, grad_norm: 5.1409, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9373, loss/aux0: 0.9373 2020-10-19 12:05:23,600 - mmaction - INFO - Epoch [37][300/792] lr: 7.500e-03, eta: 1 day, 5:12:51, time: 1.015, data_time: 0.009, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8781, loss_cls: 1.2458, loss: 1.2458, grad_norm: 5.1751, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9411, loss/aux0: 0.9411 2020-10-19 12:06:06,054 - mmaction - INFO - Epoch [37][320/792] lr: 7.500e-03, eta: 1 day, 5:11:32, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8854, loss_cls: 1.2087, loss: 1.2087, grad_norm: 5.2422, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9324, loss/aux0: 0.9324 2020-10-19 12:06:09,997 - mmaction - INFO - Epoch [37][320/792] lr: 7.500e-03, eta: 1 day, 5:12:09, time: 1.054, data_time: 0.003, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8854, loss_cls: 1.2087, loss: 1.2087, grad_norm: 5.1528, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9064, loss/aux0: 0.9064 2020-10-19 12:06:49,710 - mmaction - INFO - Epoch [37][340/792] lr: 7.500e-03, eta: 1 day, 5:10:51, time: 1.054, data_time: 0.008, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8630, loss_cls: 1.3385, loss: 1.3385, grad_norm: 5.4213, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9035, loss/aux0: 0.9035 2020-10-19 12:06:50,329 - mmaction - INFO - Epoch [37][340/792] lr: 7.500e-03, eta: 1 day, 5:11:28, time: 1.055, data_time: 0.010, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8630, loss_cls: 1.3385, loss: 1.3385, grad_norm: 5.4295, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9231, loss/aux0: 0.9231 2020-10-19 12:07:32,162 - mmaction - INFO - Epoch [37][360/792] lr: 7.500e-03, eta: 1 day, 5:10:10, time: 1.045, data_time: 0.082, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8953, loss_cls: 1.1529, loss: 1.1529, grad_norm: 5.0388, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8984, loss/aux0: 0.8984 2020-10-19 12:07:34,187 - mmaction - INFO - Epoch [37][360/792] lr: 7.500e-03, eta: 1 day, 5:10:47, time: 1.054, data_time: 0.155, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8953, loss_cls: 1.1529, loss: 1.1529, grad_norm: 5.0321, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8901, loss/aux0: 0.8901 2020-10-19 12:08:16,805 - mmaction - INFO - Epoch [37][380/792] lr: 7.500e-03, eta: 1 day, 5:09:31, time: 1.125, data_time: 0.550, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8672, loss_cls: 1.2704, loss: 1.2704, grad_norm: 5.6084, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8954, loss/aux0: 0.8954 2020-10-19 12:08:19,715 - mmaction - INFO - Epoch [37][380/792] lr: 7.500e-03, eta: 1 day, 5:10:11, time: 1.142, data_time: 0.565, memory: 8335, top1_acc: 0.6635, top5_acc: 0.8672, loss_cls: 1.2704, loss: 1.2704, grad_norm: 5.6092, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8991, loss/aux0: 0.8991 2020-10-19 12:08:59,426 - mmaction - INFO - Epoch [37][400/792] lr: 7.500e-03, eta: 1 day, 5:08:53, time: 1.037, data_time: 0.455, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8833, loss_cls: 1.2035, loss: 1.2035, grad_norm: 5.0852, top1_acc/aux0: 0.7833, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8716, loss/aux0: 0.8716 2020-10-19 12:09:01,631 - mmaction - INFO - Epoch [37][400/792] lr: 7.500e-03, eta: 1 day, 5:09:28, time: 1.006, data_time: 0.424, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8833, loss_cls: 1.2035, loss: 1.2035, grad_norm: 5.1168, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8822, loss/aux0: 0.8822 2020-10-19 12:09:41,757 - mmaction - INFO - Epoch [37][420/792] lr: 7.500e-03, eta: 1 day, 5:08:09, time: 1.019, data_time: 0.310, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8693, loss_cls: 1.2663, loss: 1.2663, grad_norm: 5.1154, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8607, loss/aux0: 0.8607 2020-10-19 12:09:43,259 - mmaction - INFO - Epoch [37][420/792] lr: 7.500e-03, eta: 1 day, 5:08:45, time: 1.045, data_time: 0.336, memory: 8335, top1_acc: 0.6813, top5_acc: 0.8693, loss_cls: 1.2663, loss: 1.2663, grad_norm: 5.1107, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8409, loss/aux0: 0.8409 2020-10-19 12:10:26,196 - mmaction - INFO - Epoch [37][440/792] lr: 7.500e-03, eta: 1 day, 5:07:31, time: 1.144, data_time: 0.261, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8849, loss_cls: 1.1849, loss: 1.1849, grad_norm: 5.2149, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9160, loss/aux0: 0.9160 2020-10-19 12:10:26,825 - mmaction - INFO - Epoch [37][440/792] lr: 7.500e-03, eta: 1 day, 5:08:08, time: 1.062, data_time: 0.178, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8849, loss_cls: 1.1849, loss: 1.1849, grad_norm: 5.2403, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9196, loss/aux0: 0.9196 2020-10-19 12:11:10,134 - mmaction - INFO - Epoch [37][460/792] lr: 7.500e-03, eta: 1 day, 5:06:52, time: 1.124, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8750, loss_cls: 1.2445, loss: 1.2445, grad_norm: 5.4088, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9397, loss/aux0: 0.9397 2020-10-19 12:11:10,770 - mmaction - INFO - Epoch [37][460/792] lr: 7.500e-03, eta: 1 day, 5:07:32, time: 1.127, data_time: 0.004, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8750, loss_cls: 1.2445, loss: 1.2445, grad_norm: 5.4123, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9602, loss/aux0: 0.9602 2020-10-19 12:11:53,005 - mmaction - INFO - Epoch [37][480/792] lr: 7.500e-03, eta: 1 day, 5:06:15, time: 1.088, data_time: 0.000, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8813, loss_cls: 1.2491, loss: 1.2491, grad_norm: 5.2107, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9398, loss/aux0: 0.9398 2020-10-19 12:11:53,654 - mmaction - INFO - Epoch [37][480/792] lr: 7.500e-03, eta: 1 day, 5:06:53, time: 1.090, data_time: 0.004, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8813, loss_cls: 1.2491, loss: 1.2491, grad_norm: 5.1732, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9272, loss/aux0: 0.9272 2020-10-19 12:12:35,122 - mmaction - INFO - Epoch [37][500/792] lr: 7.500e-03, eta: 1 day, 5:05:32, time: 0.968, data_time: 0.000, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8771, loss_cls: 1.2244, loss: 1.2244, grad_norm: 5.2257, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8778, loss/aux0: 0.8778 2020-10-19 12:12:37,659 - mmaction - INFO - Epoch [37][500/792] lr: 7.500e-03, eta: 1 day, 5:06:09, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.6917, top5_acc: 0.8771, loss_cls: 1.2244, loss: 1.2244, grad_norm: 5.2839, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8871, loss/aux0: 0.8871 2020-10-19 12:13:17,303 - mmaction - INFO - Epoch [37][520/792] lr: 7.500e-03, eta: 1 day, 5:04:53, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8667, loss_cls: 1.2916, loss: 1.2916, grad_norm: 5.3401, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9148, loss/aux0: 0.9148 2020-10-19 12:13:19,560 - mmaction - INFO - Epoch [37][520/792] lr: 7.500e-03, eta: 1 day, 5:05:31, time: 1.104, data_time: 0.002, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8667, loss_cls: 1.2916, loss: 1.2916, grad_norm: 5.3899, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9048, loss/aux0: 0.9048 2020-10-19 12:14:01,339 - mmaction - INFO - Epoch [37][540/792] lr: 7.500e-03, eta: 1 day, 5:04:18, time: 1.182, data_time: 0.000, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8776, loss_cls: 1.2131, loss: 1.2131, grad_norm: 5.1885, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9162, loss/aux0: 0.9162 2020-10-19 12:14:02,522 - mmaction - INFO - Epoch [37][540/792] lr: 7.500e-03, eta: 1 day, 5:04:56, time: 1.102, data_time: 0.003, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8776, loss_cls: 1.2131, loss: 1.2131, grad_norm: 5.2186, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.9190, loss/aux0: 0.9190 2020-10-19 12:14:43,392 - mmaction - INFO - Epoch [37][560/792] lr: 7.500e-03, eta: 1 day, 5:03:38, time: 1.039, data_time: 0.025, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8802, loss_cls: 1.2501, loss: 1.2501, grad_norm: 5.3157, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8967, loss/aux0: 0.8967 2020-10-19 12:14:45,875 - mmaction - INFO - Epoch [37][560/792] lr: 7.500e-03, eta: 1 day, 5:04:16, time: 1.088, data_time: 0.028, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8802, loss_cls: 1.2501, loss: 1.2501, grad_norm: 5.3232, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8844, loss/aux0: 0.8844 2020-10-19 12:15:24,235 - mmaction - INFO - Epoch [37][580/792] lr: 7.500e-03, eta: 1 day, 5:03:00, time: 1.100, data_time: 0.110, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8781, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.4593, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9510, loss/aux0: 0.9510 2020-10-19 12:15:27,731 - mmaction - INFO - Epoch [37][580/792] lr: 7.500e-03, eta: 1 day, 5:03:40, time: 1.180, data_time: 0.045, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8781, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.4778, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9628, loss/aux0: 0.9628 2020-10-19 12:16:10,270 - mmaction - INFO - Epoch [37][600/792] lr: 7.500e-03, eta: 1 day, 5:02:22, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8578, loss_cls: 1.2755, loss: 1.2755, grad_norm: 5.1761, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.8502, loss/aux0: 0.8502 2020-10-19 12:16:10,882 - mmaction - INFO - Epoch [37][600/792] lr: 7.500e-03, eta: 1 day, 5:02:55, time: 0.959, data_time: 0.002, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8578, loss_cls: 1.2755, loss: 1.2755, grad_norm: 5.1409, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.8364, loss/aux0: 0.8364 2020-10-19 12:16:54,863 - mmaction - INFO - Epoch [37][620/792] lr: 7.500e-03, eta: 1 day, 5:01:38, time: 1.064, data_time: 0.301, memory: 8335, top1_acc: 0.7161, top5_acc: 0.8839, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.0458, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8682, loss/aux0: 0.8682 2020-10-19 12:16:57,423 - mmaction - INFO - Epoch [37][620/792] lr: 7.500e-03, eta: 1 day, 5:02:18, time: 1.155, data_time: 0.321, memory: 8335, top1_acc: 0.7161, top5_acc: 0.8839, loss_cls: 1.1729, loss: 1.1729, grad_norm: 5.0401, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8759, loss/aux0: 0.8759 2020-10-19 12:17:38,368 - mmaction - INFO - Epoch [37][640/792] lr: 7.500e-03, eta: 1 day, 5:01:01, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.6688, top5_acc: 0.8781, loss_cls: 1.2657, loss: 1.2657, grad_norm: 5.2070, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8491, loss/aux0: 0.8491 2020-10-19 12:17:39,968 - mmaction - INFO - Epoch [37][640/792] lr: 7.500e-03, eta: 1 day, 5:01:37, time: 1.039, data_time: 0.002, memory: 8335, top1_acc: 0.6688, top5_acc: 0.8781, loss_cls: 1.2657, loss: 1.2657, grad_norm: 5.1542, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8356, loss/aux0: 0.8356 2020-10-19 12:18:20,990 - mmaction - INFO - Epoch [37][660/792] lr: 7.500e-03, eta: 1 day, 5:00:16, time: 0.932, data_time: 0.000, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8620, loss_cls: 1.2787, loss: 1.2787, grad_norm: 5.5589, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8935, loss/aux0: 0.8935 2020-10-19 12:18:21,595 - mmaction - INFO - Epoch [37][660/792] lr: 7.500e-03, eta: 1 day, 5:00:44, time: 0.821, data_time: 0.002, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8620, loss_cls: 1.2787, loss: 1.2787, grad_norm: 5.5139, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9002, loss/aux0: 0.9002 2020-10-19 12:19:03,017 - mmaction - INFO - Epoch [37][680/792] lr: 7.500e-03, eta: 1 day, 4:59:28, time: 1.109, data_time: 0.053, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8740, loss_cls: 1.2606, loss: 1.2606, grad_norm: 5.3652, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8772, loss/aux0: 0.8772 2020-10-19 12:19:04,577 - mmaction - INFO - Epoch [37][680/792] lr: 7.500e-03, eta: 1 day, 5:00:08, time: 1.147, data_time: 0.055, memory: 8335, top1_acc: 0.6682, top5_acc: 0.8740, loss_cls: 1.2606, loss: 1.2606, grad_norm: 5.3799, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8877, loss/aux0: 0.8877 2020-10-19 12:19:44,860 - mmaction - INFO - Epoch [37][700/792] lr: 7.500e-03, eta: 1 day, 4:58:48, time: 0.986, data_time: 0.000, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8755, loss_cls: 1.2602, loss: 1.2602, grad_norm: 5.3235, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9371, loss/aux0: 0.9371 2020-10-19 12:19:46,801 - mmaction - INFO - Epoch [37][700/792] lr: 7.500e-03, eta: 1 day, 4:59:20, time: 0.928, data_time: 0.002, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8755, loss_cls: 1.2602, loss: 1.2602, grad_norm: 5.3444, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9346, loss/aux0: 0.9346 2020-10-19 12:20:28,389 - mmaction - INFO - Epoch [37][720/792] lr: 7.500e-03, eta: 1 day, 4:58:04, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8698, loss_cls: 1.2340, loss: 1.2340, grad_norm: 5.0775, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8994, loss/aux0: 0.8994 2020-10-19 12:20:30,327 - mmaction - INFO - Epoch [37][720/792] lr: 7.500e-03, eta: 1 day, 4:58:42, time: 1.106, data_time: 0.002, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8698, loss_cls: 1.2340, loss: 1.2340, grad_norm: 5.0726, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9066, loss/aux0: 0.9066 2020-10-19 12:21:10,114 - mmaction - INFO - Epoch [37][740/792] lr: 7.500e-03, eta: 1 day, 4:57:24, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8781, loss_cls: 1.2386, loss: 1.2386, grad_norm: 5.3963, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.9213, loss/aux0: 0.9213 2020-10-19 12:21:13,191 - mmaction - INFO - Epoch [37][740/792] lr: 7.500e-03, eta: 1 day, 4:58:03, time: 1.133, data_time: 0.002, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8781, loss_cls: 1.2386, loss: 1.2386, grad_norm: 5.3329, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.9008, loss/aux0: 0.9008 2020-10-19 12:21:54,794 - mmaction - INFO - Epoch [37][760/792] lr: 7.500e-03, eta: 1 day, 4:56:50, time: 1.184, data_time: 0.000, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8818, loss_cls: 1.2377, loss: 1.2377, grad_norm: 5.2306, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8979, loss/aux0: 0.8979 2020-10-19 12:21:55,808 - mmaction - INFO - Epoch [37][760/792] lr: 7.500e-03, eta: 1 day, 4:57:28, time: 1.094, data_time: 0.003, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8818, loss_cls: 1.2377, loss: 1.2377, grad_norm: 5.2803, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9108, loss/aux0: 0.9108 2020-10-19 12:22:38,269 - mmaction - INFO - Epoch [37][780/792] lr: 7.500e-03, eta: 1 day, 4:56:10, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8630, loss_cls: 1.2913, loss: 1.2913, grad_norm: 5.3227, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9571, loss/aux0: 0.9571 2020-10-19 12:22:38,870 - mmaction - INFO - Epoch [37][780/792] lr: 7.500e-03, eta: 1 day, 4:56:45, time: 1.028, data_time: 0.002, memory: 8335, top1_acc: 0.6672, top5_acc: 0.8630, loss_cls: 1.2913, loss: 1.2913, grad_norm: 5.3553, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9598, loss/aux0: 0.9598 2020-10-19 12:23:08,584 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-10-19 12:26:17,964 - mmaction - INFO - Epoch [38][20/792] lr: 7.500e-03, eta: 1 day, 4:54:19, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8870, loss_cls: 1.1684, loss: 1.1684, grad_norm: 5.0407, top1_acc/aux0: 0.7692, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.8803, loss/aux0: 0.8803 2020-10-19 12:26:20,504 - mmaction - INFO - Epoch [38][20/792] lr: 7.500e-03, eta: 1 day, 4:54:57, time: 1.116, data_time: 0.002, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8870, loss_cls: 1.1684, loss: 1.1684, grad_norm: 5.1260, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8873, loss/aux0: 0.8873 2020-10-19 12:26:59,105 - mmaction - INFO - Epoch [38][40/792] lr: 7.500e-03, eta: 1 day, 4:53:38, time: 0.987, data_time: 0.017, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8823, loss_cls: 1.2175, loss: 1.2175, grad_norm: 5.1593, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9180, loss/aux0: 0.9180 2020-10-19 12:27:01,647 - mmaction - INFO - Epoch [38][40/792] lr: 7.500e-03, eta: 1 day, 4:54:12, time: 1.012, data_time: 0.018, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8823, loss_cls: 1.2175, loss: 1.2175, grad_norm: 5.1907, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9204, loss/aux0: 0.9204 2020-10-19 12:27:41,218 - mmaction - INFO - Epoch [38][60/792] lr: 7.500e-03, eta: 1 day, 4:52:57, time: 1.092, data_time: 0.109, memory: 8335, top1_acc: 0.6844, top5_acc: 0.8776, loss_cls: 1.2122, loss: 1.2122, grad_norm: 5.2698, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9435, loss/aux0: 0.9435 2020-10-19 12:27:43,973 - mmaction - INFO - Epoch [38][60/792] lr: 7.500e-03, eta: 1 day, 4:53:34, time: 1.094, data_time: 0.035, memory: 8335, top1_acc: 0.6844, top5_acc: 0.8776, loss_cls: 1.2122, loss: 1.2122, grad_norm: 5.2355, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9358, loss/aux0: 0.9358 2020-10-19 12:28:25,108 - mmaction - INFO - Epoch [38][80/792] lr: 7.500e-03, eta: 1 day, 4:52:19, time: 1.116, data_time: 0.000, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8901, loss_cls: 1.1650, loss: 1.1650, grad_norm: 5.1681, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.8972, loss/aux0: 0.8972 2020-10-19 12:28:26,975 - mmaction - INFO - Epoch [38][80/792] lr: 7.500e-03, eta: 1 day, 4:52:55, time: 1.045, data_time: 0.002, memory: 8335, top1_acc: 0.7016, top5_acc: 0.8901, loss_cls: 1.1650, loss: 1.1650, grad_norm: 5.1703, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.8961, loss/aux0: 0.8961 2020-10-19 12:29:06,367 - mmaction - INFO - Epoch [38][100/792] lr: 7.500e-03, eta: 1 day, 4:51:39, time: 1.074, data_time: 0.012, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8833, loss_cls: 1.2441, loss: 1.2441, grad_norm: 5.3634, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8994, loss/aux0: 0.8994 2020-10-19 12:29:09,388 - mmaction - INFO - Epoch [38][100/792] lr: 7.500e-03, eta: 1 day, 4:52:15, time: 1.083, data_time: 0.015, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8833, loss_cls: 1.2441, loss: 1.2441, grad_norm: 5.2544, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8884, loss/aux0: 0.8884 2020-10-19 12:29:49,511 - mmaction - INFO - Epoch [38][120/792] lr: 7.500e-03, eta: 1 day, 4:50:58, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.6937, top5_acc: 0.8865, loss_cls: 1.1951, loss: 1.1951, grad_norm: 5.2299, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8393, loss/aux0: 0.8393 2020-10-19 12:29:51,918 - mmaction - INFO - Epoch [38][120/792] lr: 7.500e-03, eta: 1 day, 4:51:35, time: 1.084, data_time: 0.002, memory: 8335, top1_acc: 0.6937, top5_acc: 0.8865, loss_cls: 1.1951, loss: 1.1951, grad_norm: 5.2719, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8549, loss/aux0: 0.8549 2020-10-19 12:30:33,613 - mmaction - INFO - Epoch [38][140/792] lr: 7.500e-03, eta: 1 day, 4:50:21, time: 1.132, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8807, loss_cls: 1.2599, loss: 1.2599, grad_norm: 5.3766, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9046, loss/aux0: 0.9046 2020-10-19 12:30:35,774 - mmaction - INFO - Epoch [38][140/792] lr: 7.500e-03, eta: 1 day, 4:50:58, time: 1.114, data_time: 0.002, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8807, loss_cls: 1.2599, loss: 1.2599, grad_norm: 5.3431, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9061, loss/aux0: 0.9061 2020-10-19 12:31:14,440 - mmaction - INFO - Epoch [38][160/792] lr: 7.500e-03, eta: 1 day, 4:49:41, time: 1.021, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8927, loss_cls: 1.1864, loss: 1.1864, grad_norm: 5.3120, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9400, loss/aux0: 0.9400 2020-10-19 12:31:17,694 - mmaction - INFO - Epoch [38][160/792] lr: 7.500e-03, eta: 1 day, 4:50:17, time: 1.087, data_time: 0.003, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8927, loss_cls: 1.1864, loss: 1.1864, grad_norm: 5.3314, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9429, loss/aux0: 0.9429 2020-10-19 12:31:55,945 - mmaction - INFO - Epoch [38][180/792] lr: 7.500e-03, eta: 1 day, 4:49:00, time: 1.026, data_time: 0.000, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8745, loss_cls: 1.2664, loss: 1.2664, grad_norm: 5.5041, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9060, loss/aux0: 0.9060 2020-10-19 12:31:59,064 - mmaction - INFO - Epoch [38][180/792] lr: 7.500e-03, eta: 1 day, 4:49:37, time: 1.089, data_time: 0.004, memory: 8335, top1_acc: 0.6812, top5_acc: 0.8745, loss_cls: 1.2664, loss: 1.2664, grad_norm: 5.4792, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9074, loss/aux0: 0.9074 2020-10-19 12:32:42,699 - mmaction - INFO - Epoch [38][200/792] lr: 7.500e-03, eta: 1 day, 4:48:24, time: 1.171, data_time: 0.000, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8818, loss_cls: 1.1842, loss: 1.1842, grad_norm: 5.1675, top1_acc/aux0: 0.7365, top5_acc/aux0: 0.9078, loss_cls/aux0: 1.0064, loss/aux0: 1.0064 2020-10-19 12:32:44,374 - mmaction - INFO - Epoch [38][200/792] lr: 7.500e-03, eta: 1 day, 4:49:01, time: 1.110, data_time: 0.003, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8818, loss_cls: 1.1842, loss: 1.1842, grad_norm: 5.1429, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9887, loss/aux0: 0.9887 2020-10-19 12:33:25,026 - mmaction - INFO - Epoch [38][220/792] lr: 7.500e-03, eta: 1 day, 4:47:45, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8620, loss_cls: 1.3179, loss: 1.3179, grad_norm: 5.3027, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9594, loss/aux0: 0.9594 2020-10-19 12:33:25,619 - mmaction - INFO - Epoch [38][220/792] lr: 7.500e-03, eta: 1 day, 4:48:18, time: 0.999, data_time: 0.002, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8620, loss_cls: 1.3179, loss: 1.3179, grad_norm: 5.2221, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9566, loss/aux0: 0.9566 2020-10-19 12:34:05,480 - mmaction - INFO - Epoch [38][240/792] lr: 7.500e-03, eta: 1 day, 4:47:00, time: 1.013, data_time: 0.044, memory: 8335, top1_acc: 0.6932, top5_acc: 0.8807, loss_cls: 1.2252, loss: 1.2252, grad_norm: 5.2704, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8454, loss/aux0: 0.8454 2020-10-19 12:34:07,769 - mmaction - INFO - Epoch [38][240/792] lr: 7.500e-03, eta: 1 day, 4:47:34, time: 1.014, data_time: 0.045, memory: 8335, top1_acc: 0.6932, top5_acc: 0.8807, loss_cls: 1.2252, loss: 1.2252, grad_norm: 5.2799, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8801, loss/aux0: 0.8801 2020-10-19 12:34:51,814 - mmaction - INFO - Epoch [38][260/792] lr: 7.500e-03, eta: 1 day, 4:46:23, time: 1.213, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8750, loss_cls: 1.2533, loss: 1.2533, grad_norm: 5.3306, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9727, loss/aux0: 0.9727 2020-10-19 12:34:52,420 - mmaction - INFO - Epoch [38][260/792] lr: 7.500e-03, eta: 1 day, 4:47:03, time: 1.168, data_time: 0.002, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8750, loss_cls: 1.2533, loss: 1.2533, grad_norm: 5.3085, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9480, loss/aux0: 0.9480 2020-10-19 12:35:33,495 - mmaction - INFO - Epoch [38][280/792] lr: 7.500e-03, eta: 1 day, 4:45:44, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8781, loss_cls: 1.2366, loss: 1.2366, grad_norm: 5.1579, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9202, loss/aux0: 0.9202 2020-10-19 12:35:34,123 - mmaction - INFO - Epoch [38][280/792] lr: 7.500e-03, eta: 1 day, 4:46:18, time: 0.996, data_time: 0.003, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8781, loss_cls: 1.2366, loss: 1.2366, grad_norm: 5.1707, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9202, loss/aux0: 0.9202 2020-10-19 12:36:13,742 - mmaction - INFO - Epoch [38][300/792] lr: 7.500e-03, eta: 1 day, 4:44:57, time: 0.944, data_time: 0.093, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8776, loss_cls: 1.2235, loss: 1.2235, grad_norm: 5.2386, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9122, loss/aux0: 0.9122 2020-10-19 12:36:15,253 - mmaction - INFO - Epoch [38][300/792] lr: 7.500e-03, eta: 1 day, 4:45:31, time: 0.992, data_time: 0.095, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8776, loss_cls: 1.2235, loss: 1.2235, grad_norm: 5.1799, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9163, loss/aux0: 0.9163 2020-10-19 12:36:58,778 - mmaction - INFO - Epoch [38][320/792] lr: 7.500e-03, eta: 1 day, 4:44:14, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.1781, loss: 1.1781, grad_norm: 4.9313, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8747, loss/aux0: 0.8747 2020-10-19 12:36:59,390 - mmaction - INFO - Epoch [38][320/792] lr: 7.500e-03, eta: 1 day, 4:44:50, time: 1.052, data_time: 0.002, memory: 8335, top1_acc: 0.6969, top5_acc: 0.8812, loss_cls: 1.1781, loss: 1.1781, grad_norm: 4.9339, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8805, loss/aux0: 0.8805 2020-10-19 12:37:38,275 - mmaction - INFO - Epoch [38][340/792] lr: 7.500e-03, eta: 1 day, 4:43:29, time: 0.927, data_time: 0.000, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8849, loss_cls: 1.2196, loss: 1.2196, grad_norm: 5.1220, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8533, loss/aux0: 0.8533 2020-10-19 12:37:41,612 - mmaction - INFO - Epoch [38][340/792] lr: 7.500e-03, eta: 1 day, 4:44:05, time: 1.064, data_time: 0.002, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8849, loss_cls: 1.2196, loss: 1.2196, grad_norm: 5.1139, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8405, loss/aux0: 0.8405 2020-10-19 12:38:21,354 - mmaction - INFO - Epoch [38][360/792] lr: 7.500e-03, eta: 1 day, 4:42:48, time: 1.048, data_time: 0.049, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8896, loss_cls: 1.1983, loss: 1.1983, grad_norm: 5.2269, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.8247, loss/aux0: 0.8247 2020-10-19 12:38:21,959 - mmaction - INFO - Epoch [38][360/792] lr: 7.500e-03, eta: 1 day, 4:43:22, time: 1.016, data_time: 0.051, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8896, loss_cls: 1.1983, loss: 1.1983, grad_norm: 5.1921, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.8173, loss/aux0: 0.8173 2020-10-19 12:39:04,151 - mmaction - INFO - Epoch [38][380/792] lr: 7.500e-03, eta: 1 day, 4:42:07, time: 1.099, data_time: 0.020, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8750, loss_cls: 1.2635, loss: 1.2635, grad_norm: 5.2217, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8633, loss/aux0: 0.8633 2020-10-19 12:39:06,295 - mmaction - INFO - Epoch [38][380/792] lr: 7.500e-03, eta: 1 day, 4:42:42, time: 1.037, data_time: 0.022, memory: 8335, top1_acc: 0.6807, top5_acc: 0.8750, loss_cls: 1.2635, loss: 1.2635, grad_norm: 5.2226, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8731, loss/aux0: 0.8731 2020-10-19 12:39:46,182 - mmaction - INFO - Epoch [38][400/792] lr: 7.500e-03, eta: 1 day, 4:41:26, time: 1.070, data_time: 0.277, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8771, loss_cls: 1.2189, loss: 1.2189, grad_norm: 5.5049, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9042, loss/aux0: 0.9042 2020-10-19 12:39:48,256 - mmaction - INFO - Epoch [38][400/792] lr: 7.500e-03, eta: 1 day, 4:42:01, time: 1.054, data_time: 0.322, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8771, loss_cls: 1.2189, loss: 1.2189, grad_norm: 5.4922, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8964, loss/aux0: 0.8964 2020-10-19 12:40:29,425 - mmaction - INFO - Epoch [38][420/792] lr: 7.500e-03, eta: 1 day, 4:40:47, time: 1.103, data_time: 0.273, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8750, loss_cls: 1.2595, loss: 1.2595, grad_norm: 5.1773, top1_acc/aux0: 0.7813, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.8140, loss/aux0: 0.8140 2020-10-19 12:40:30,055 - mmaction - INFO - Epoch [38][420/792] lr: 7.500e-03, eta: 1 day, 4:41:22, time: 1.066, data_time: 0.236, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8750, loss_cls: 1.2595, loss: 1.2595, grad_norm: 5.1699, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.8205, loss/aux0: 0.8205 2020-10-19 12:41:11,831 - mmaction - INFO - Epoch [38][440/792] lr: 7.500e-03, eta: 1 day, 4:40:07, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8911, loss_cls: 1.1778, loss: 1.1778, grad_norm: 5.2602, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9311, loss/aux0: 0.9311 2020-10-19 12:41:12,486 - mmaction - INFO - Epoch [38][440/792] lr: 7.500e-03, eta: 1 day, 4:40:42, time: 1.068, data_time: 0.002, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8911, loss_cls: 1.1778, loss: 1.1778, grad_norm: 5.3332, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9472, loss/aux0: 0.9472 2020-10-19 12:41:54,367 - mmaction - INFO - Epoch [38][460/792] lr: 7.500e-03, eta: 1 day, 4:39:28, time: 1.104, data_time: 0.000, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8703, loss_cls: 1.2329, loss: 1.2329, grad_norm: 5.3808, top1_acc/aux0: 0.7536, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9260, loss/aux0: 0.9260 2020-10-19 12:41:54,983 - mmaction - INFO - Epoch [38][460/792] lr: 7.500e-03, eta: 1 day, 4:40:04, time: 1.105, data_time: 0.003, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8703, loss_cls: 1.2329, loss: 1.2329, grad_norm: 5.3309, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9091, loss/aux0: 0.9091 2020-10-19 12:42:38,682 - mmaction - INFO - Epoch [38][480/792] lr: 7.500e-03, eta: 1 day, 4:38:49, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8781, loss_cls: 1.2089, loss: 1.2089, grad_norm: 5.3024, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9423, loss/aux0: 0.9423 2020-10-19 12:42:39,290 - mmaction - INFO - Epoch [38][480/792] lr: 7.500e-03, eta: 1 day, 4:39:25, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.6859, top5_acc: 0.8781, loss_cls: 1.2089, loss: 1.2089, grad_norm: 5.2880, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9579, loss/aux0: 0.9579 2020-10-19 12:43:19,733 - mmaction - INFO - Epoch [38][500/792] lr: 7.500e-03, eta: 1 day, 4:38:08, time: 1.019, data_time: 0.109, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8792, loss_cls: 1.2397, loss: 1.2397, grad_norm: 5.3724, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8973, loss/aux0: 0.8973 2020-10-19 12:43:21,849 - mmaction - INFO - Epoch [38][500/792] lr: 7.500e-03, eta: 1 day, 4:38:44, time: 1.096, data_time: 0.177, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8792, loss_cls: 1.2397, loss: 1.2397, grad_norm: 5.3779, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8989, loss/aux0: 0.8989 2020-10-19 12:44:02,281 - mmaction - INFO - Epoch [38][520/792] lr: 7.500e-03, eta: 1 day, 4:37:27, time: 1.017, data_time: 0.300, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8786, loss_cls: 1.3113, loss: 1.3113, grad_norm: 5.5664, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8692, loss/aux0: 0.8692 2020-10-19 12:44:04,717 - mmaction - INFO - Epoch [38][520/792] lr: 7.500e-03, eta: 1 day, 4:38:03, time: 1.109, data_time: 0.394, memory: 8335, top1_acc: 0.6604, top5_acc: 0.8786, loss_cls: 1.3113, loss: 1.3113, grad_norm: 5.5698, top1_acc/aux0: 0.7906, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8579, loss/aux0: 0.8579 2020-10-19 12:44:45,663 - mmaction - INFO - Epoch [38][540/792] lr: 7.500e-03, eta: 1 day, 4:36:48, time: 1.080, data_time: 0.213, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8891, loss_cls: 1.2158, loss: 1.2158, grad_norm: 5.4291, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9661, loss/aux0: 0.9661 2020-10-19 12:44:46,299 - mmaction - INFO - Epoch [38][540/792] lr: 7.500e-03, eta: 1 day, 4:37:23, time: 1.047, data_time: 0.180, memory: 8335, top1_acc: 0.6828, top5_acc: 0.8891, loss_cls: 1.2158, loss: 1.2158, grad_norm: 5.4045, top1_acc/aux0: 0.7474, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9634, loss/aux0: 0.9634 2020-10-19 12:45:26,623 - mmaction - INFO - Epoch [38][560/792] lr: 7.500e-03, eta: 1 day, 4:36:07, time: 1.039, data_time: 0.016, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8786, loss_cls: 1.2435, loss: 1.2435, grad_norm: 5.3607, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9206, loss/aux0: 0.9206 2020-10-19 12:45:27,225 - mmaction - INFO - Epoch [38][560/792] lr: 7.500e-03, eta: 1 day, 4:36:41, time: 1.041, data_time: 0.018, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8786, loss_cls: 1.2435, loss: 1.2435, grad_norm: 5.3868, top1_acc/aux0: 0.7526, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9296, loss/aux0: 0.9296 2020-10-19 12:46:09,430 - mmaction - INFO - Epoch [38][580/792] lr: 7.500e-03, eta: 1 day, 4:35:28, time: 1.148, data_time: 0.000, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8859, loss_cls: 1.2164, loss: 1.2164, grad_norm: 5.1716, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9359, loss/aux0: 0.9359 2020-10-19 12:46:11,541 - mmaction - INFO - Epoch [38][580/792] lr: 7.500e-03, eta: 1 day, 4:36:05, time: 1.129, data_time: 0.002, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8859, loss_cls: 1.2164, loss: 1.2164, grad_norm: 5.1989, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9239, loss/aux0: 0.9239 2020-10-19 12:46:50,556 - mmaction - INFO - Epoch [38][600/792] lr: 7.500e-03, eta: 1 day, 4:34:48, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8672, loss_cls: 1.2880, loss: 1.2880, grad_norm: 5.4855, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8822, loss/aux0: 0.8822 2020-10-19 12:46:52,090 - mmaction - INFO - Epoch [38][600/792] lr: 7.500e-03, eta: 1 day, 4:35:21, time: 0.996, data_time: 0.002, memory: 8335, top1_acc: 0.6656, top5_acc: 0.8672, loss_cls: 1.2880, loss: 1.2880, grad_norm: 5.5080, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8859, loss/aux0: 0.8859 2020-10-19 12:47:34,724 - mmaction - INFO - Epoch [38][620/792] lr: 7.500e-03, eta: 1 day, 4:34:08, time: 1.134, data_time: 0.064, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8609, loss_cls: 1.3182, loss: 1.3182, grad_norm: 5.1798, top1_acc/aux0: 0.7521, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9628, loss/aux0: 0.9628 2020-10-19 12:47:35,337 - mmaction - INFO - Epoch [38][620/792] lr: 7.500e-03, eta: 1 day, 4:34:45, time: 1.135, data_time: 0.067, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8609, loss_cls: 1.3182, loss: 1.3182, grad_norm: 5.1374, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9599, loss/aux0: 0.9599 2020-10-19 12:48:14,250 - mmaction - INFO - Epoch [38][640/792] lr: 7.500e-03, eta: 1 day, 4:33:26, time: 0.949, data_time: 0.054, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8672, loss_cls: 1.2694, loss: 1.2694, grad_norm: 5.1054, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8656, loss/aux0: 0.8656 2020-10-19 12:48:15,920 - mmaction - INFO - Epoch [38][640/792] lr: 7.500e-03, eta: 1 day, 4:33:59, time: 1.004, data_time: 0.109, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8672, loss_cls: 1.2694, loss: 1.2694, grad_norm: 5.1251, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8622, loss/aux0: 0.8622 2020-10-19 12:48:56,794 - mmaction - INFO - Epoch [38][660/792] lr: 7.500e-03, eta: 1 day, 4:32:46, time: 1.142, data_time: 0.316, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8609, loss_cls: 1.3294, loss: 1.3294, grad_norm: 5.3117, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.8895, loss/aux0: 0.8895 2020-10-19 12:48:58,818 - mmaction - INFO - Epoch [38][660/792] lr: 7.500e-03, eta: 1 day, 4:33:21, time: 1.062, data_time: 0.264, memory: 8335, top1_acc: 0.6521, top5_acc: 0.8609, loss_cls: 1.3294, loss: 1.3294, grad_norm: 5.3106, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9110, loss/aux0: 0.9110 2020-10-19 12:49:36,926 - mmaction - INFO - Epoch [38][680/792] lr: 7.500e-03, eta: 1 day, 4:32:02, time: 0.949, data_time: 0.362, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8620, loss_cls: 1.3259, loss: 1.3259, grad_norm: 5.1142, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9187, loss_cls/aux0: 0.9413, loss/aux0: 0.9413 2020-10-19 12:49:39,336 - mmaction - INFO - Epoch [38][680/792] lr: 7.500e-03, eta: 1 day, 4:32:33, time: 0.940, data_time: 0.279, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8620, loss_cls: 1.3259, loss: 1.3259, grad_norm: 5.1778, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9274, loss/aux0: 0.9274 2020-10-19 12:50:18,824 - mmaction - INFO - Epoch [38][700/792] lr: 7.500e-03, eta: 1 day, 4:31:15, time: 1.000, data_time: 0.066, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8797, loss_cls: 1.1532, loss: 1.1532, grad_norm: 4.9533, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8866, loss/aux0: 0.8866 2020-10-19 12:50:20,462 - mmaction - INFO - Epoch [38][700/792] lr: 7.500e-03, eta: 1 day, 4:31:47, time: 0.963, data_time: 0.068, memory: 8335, top1_acc: 0.7083, top5_acc: 0.8797, loss_cls: 1.1532, loss: 1.1532, grad_norm: 4.9883, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8881, loss/aux0: 0.8881 2020-10-19 12:51:04,475 - mmaction - INFO - Epoch [38][720/792] lr: 7.500e-03, eta: 1 day, 4:30:35, time: 1.155, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8776, loss_cls: 1.2435, loss: 1.2435, grad_norm: 5.3511, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9279, loss/aux0: 0.9279 2020-10-19 12:51:07,991 - mmaction - INFO - Epoch [38][720/792] lr: 7.500e-03, eta: 1 day, 4:31:12, time: 1.155, data_time: 0.002, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8776, loss_cls: 1.2435, loss: 1.2435, grad_norm: 5.3425, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9204, loss/aux0: 0.9204 2020-10-19 12:51:46,110 - mmaction - INFO - Epoch [38][740/792] lr: 7.500e-03, eta: 1 day, 4:29:57, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8797, loss_cls: 1.2193, loss: 1.2193, grad_norm: 5.0542, top1_acc/aux0: 0.7807, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8789, loss/aux0: 0.8789 2020-10-19 12:51:46,992 - mmaction - INFO - Epoch [38][740/792] lr: 7.500e-03, eta: 1 day, 4:30:32, time: 1.061, data_time: 0.002, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8797, loss_cls: 1.2193, loss: 1.2193, grad_norm: 5.0158, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8769, loss/aux0: 0.8769 2020-10-19 12:52:29,659 - mmaction - INFO - Epoch [38][760/792] lr: 7.500e-03, eta: 1 day, 4:29:16, time: 1.034, data_time: 0.032, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8776, loss_cls: 1.2264, loss: 1.2264, grad_norm: 5.2021, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8321, loss/aux0: 0.8321 2020-10-19 12:52:31,287 - mmaction - INFO - Epoch [38][760/792] lr: 7.500e-03, eta: 1 day, 4:29:51, time: 1.087, data_time: 0.037, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8776, loss_cls: 1.2264, loss: 1.2264, grad_norm: 5.1422, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8350, loss/aux0: 0.8350 2020-10-19 12:53:11,627 - mmaction - INFO - Epoch [38][780/792] lr: 7.500e-03, eta: 1 day, 4:28:34, time: 1.011, data_time: 0.147, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8802, loss_cls: 1.2251, loss: 1.2251, grad_norm: 5.3985, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8724, loss/aux0: 0.8724 2020-10-19 12:53:13,057 - mmaction - INFO - Epoch [38][780/792] lr: 7.500e-03, eta: 1 day, 4:29:09, time: 1.052, data_time: 0.149, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8802, loss_cls: 1.2251, loss: 1.2251, grad_norm: 5.4327, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8851, loss/aux0: 0.8851 2020-10-19 12:53:40,640 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-10-19 12:56:47,081 - mmaction - INFO - Epoch [39][20/792] lr: 7.500e-03, eta: 1 day, 4:26:47, time: 1.028, data_time: 0.077, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8740, loss_cls: 1.2471, loss: 1.2471, grad_norm: 5.3219, top1_acc/aux0: 0.7637, top5_acc/aux0: 0.9282, loss_cls/aux0: 0.8969, loss/aux0: 0.8969 2020-10-19 12:56:49,067 - mmaction - INFO - Epoch [39][20/792] lr: 7.500e-03, eta: 1 day, 4:27:21, time: 1.057, data_time: 0.080, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8740, loss_cls: 1.2471, loss: 1.2471, grad_norm: 5.3174, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8963, loss/aux0: 0.8963 2020-10-19 12:57:28,705 - mmaction - INFO - Epoch [39][40/792] lr: 7.500e-03, eta: 1 day, 4:26:05, time: 1.039, data_time: 0.078, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8932, loss_cls: 1.1673, loss: 1.1673, grad_norm: 5.0617, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.9054, loss/aux0: 0.9054 2020-10-19 12:57:29,412 - mmaction - INFO - Epoch [39][40/792] lr: 7.500e-03, eta: 1 day, 4:26:39, time: 1.046, data_time: 0.080, memory: 8335, top1_acc: 0.6927, top5_acc: 0.8932, loss_cls: 1.1673, loss: 1.1673, grad_norm: 5.0171, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.9070, loss/aux0: 0.9070 2020-10-19 12:58:12,261 - mmaction - INFO - Epoch [39][60/792] lr: 7.500e-03, eta: 1 day, 4:25:25, time: 1.080, data_time: 0.369, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8797, loss_cls: 1.2678, loss: 1.2678, grad_norm: 5.3487, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9388, loss/aux0: 0.9388 2020-10-19 12:58:12,867 - mmaction - INFO - Epoch [39][60/792] lr: 7.500e-03, eta: 1 day, 4:26:00, time: 1.084, data_time: 0.372, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8797, loss_cls: 1.2678, loss: 1.2678, grad_norm: 5.3242, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9284, loss/aux0: 0.9284 2020-10-19 12:58:54,666 - mmaction - INFO - Epoch [39][80/792] lr: 7.500e-03, eta: 1 day, 4:24:45, time: 1.047, data_time: 0.399, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8661, loss_cls: 1.3016, loss: 1.3016, grad_norm: 5.1966, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8921, loss/aux0: 0.8921 2020-10-19 12:58:55,273 - mmaction - INFO - Epoch [39][80/792] lr: 7.500e-03, eta: 1 day, 4:25:19, time: 1.047, data_time: 0.401, memory: 8335, top1_acc: 0.6719, top5_acc: 0.8661, loss_cls: 1.3016, loss: 1.3016, grad_norm: 5.2356, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9092, loss/aux0: 0.9092 2020-10-19 12:59:35,473 - mmaction - INFO - Epoch [39][100/792] lr: 7.500e-03, eta: 1 day, 4:24:02, time: 1.007, data_time: 0.240, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8786, loss_cls: 1.2358, loss: 1.2358, grad_norm: 5.1227, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8922, loss/aux0: 0.8922 2020-10-19 12:59:36,815 - mmaction - INFO - Epoch [39][100/792] lr: 7.500e-03, eta: 1 day, 4:24:34, time: 0.998, data_time: 0.243, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8786, loss_cls: 1.2358, loss: 1.2358, grad_norm: 5.1579, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8848, loss/aux0: 0.8848 2020-10-19 13:00:20,692 - mmaction - INFO - Epoch [39][120/792] lr: 7.500e-03, eta: 1 day, 4:23:24, time: 1.215, data_time: 0.124, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8807, loss_cls: 1.2246, loss: 1.2246, grad_norm: 5.1462, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9091, loss/aux0: 0.9091 2020-10-19 13:00:21,322 - mmaction - INFO - Epoch [39][120/792] lr: 7.500e-03, eta: 1 day, 4:24:02, time: 1.171, data_time: 0.127, memory: 8335, top1_acc: 0.6943, top5_acc: 0.8807, loss_cls: 1.2246, loss: 1.2246, grad_norm: 5.1434, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9031, loss/aux0: 0.9031 2020-10-19 13:01:01,571 - mmaction - INFO - Epoch [39][140/792] lr: 7.500e-03, eta: 1 day, 4:22:44, time: 0.965, data_time: 0.000, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8865, loss_cls: 1.2513, loss: 1.2513, grad_norm: 5.3515, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9121, loss/aux0: 0.9121 2020-10-19 13:01:02,519 - mmaction - INFO - Epoch [39][140/792] lr: 7.500e-03, eta: 1 day, 4:23:16, time: 0.983, data_time: 0.002, memory: 8335, top1_acc: 0.6771, top5_acc: 0.8865, loss_cls: 1.2513, loss: 1.2513, grad_norm: 5.3506, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9212, loss/aux0: 0.9212 2020-10-19 13:01:44,485 - mmaction - INFO - Epoch [39][160/792] lr: 7.500e-03, eta: 1 day, 4:22:00, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8760, loss_cls: 1.2572, loss: 1.2572, grad_norm: 5.3854, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9183, loss/aux0: 0.9183 2020-10-19 13:01:45,116 - mmaction - INFO - Epoch [39][160/792] lr: 7.500e-03, eta: 1 day, 4:22:34, time: 1.045, data_time: 0.002, memory: 8335, top1_acc: 0.6750, top5_acc: 0.8760, loss_cls: 1.2572, loss: 1.2572, grad_norm: 5.3809, top1_acc/aux0: 0.7656, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9092, loss/aux0: 0.9092 2020-10-19 13:02:26,588 - mmaction - INFO - Epoch [39][180/792] lr: 7.500e-03, eta: 1 day, 4:21:20, time: 1.099, data_time: 0.098, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8891, loss_cls: 1.2268, loss: 1.2268, grad_norm: 5.2024, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8928, loss/aux0: 0.8928 2020-10-19 13:02:27,218 - mmaction - INFO - Epoch [39][180/792] lr: 7.500e-03, eta: 1 day, 4:21:56, time: 1.087, data_time: 0.101, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8891, loss_cls: 1.2268, loss: 1.2268, grad_norm: 5.2242, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.9157, loss/aux0: 0.9157 2020-10-19 13:03:08,109 - mmaction - INFO - Epoch [39][200/792] lr: 7.500e-03, eta: 1 day, 4:20:42, time: 1.099, data_time: 0.077, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8651, loss_cls: 1.2405, loss: 1.2405, grad_norm: 5.4581, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9997, loss/aux0: 0.9997 2020-10-19 13:03:10,124 - mmaction - INFO - Epoch [39][200/792] lr: 7.500e-03, eta: 1 day, 4:21:16, time: 1.049, data_time: 0.025, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8651, loss_cls: 1.2405, loss: 1.2405, grad_norm: 5.3582, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9780, loss/aux0: 0.9780 2020-10-19 13:03:51,637 - mmaction - INFO - Epoch [39][220/792] lr: 7.500e-03, eta: 1 day, 4:20:05, time: 1.182, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.9010, loss_cls: 1.1442, loss: 1.1442, grad_norm: 5.0646, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8739, loss/aux0: 0.8739 2020-10-19 13:03:52,480 - mmaction - INFO - Epoch [39][220/792] lr: 7.500e-03, eta: 1 day, 4:20:40, time: 1.085, data_time: 0.002, memory: 8335, top1_acc: 0.6958, top5_acc: 0.9010, loss_cls: 1.1442, loss: 1.1442, grad_norm: 5.1182, top1_acc/aux0: 0.7630, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8820, loss/aux0: 0.8820 2020-10-19 13:04:34,757 - mmaction - INFO - Epoch [39][240/792] lr: 7.500e-03, eta: 1 day, 4:19:24, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8729, loss_cls: 1.2194, loss: 1.2194, grad_norm: 5.1737, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.9058, loss/aux0: 0.9058 2020-10-19 13:04:35,375 - mmaction - INFO - Epoch [39][240/792] lr: 7.500e-03, eta: 1 day, 4:19:57, time: 1.026, data_time: 0.003, memory: 8335, top1_acc: 0.6891, top5_acc: 0.8729, loss_cls: 1.2194, loss: 1.2194, grad_norm: 5.2401, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9175, loss/aux0: 0.9175 2020-10-19 13:05:15,315 - mmaction - INFO - Epoch [39][260/792] lr: 7.500e-03, eta: 1 day, 4:18:40, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8646, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.2844, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9240, loss/aux0: 0.9240 2020-10-19 13:05:16,268 - mmaction - INFO - Epoch [39][260/792] lr: 7.500e-03, eta: 1 day, 4:19:13, time: 1.022, data_time: 0.003, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8646, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.2753, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9080, loss/aux0: 0.9080 2020-10-19 13:05:57,561 - mmaction - INFO - Epoch [39][280/792] lr: 7.500e-03, eta: 1 day, 4:17:57, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8776, loss_cls: 1.2634, loss: 1.2634, grad_norm: 5.2461, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8711, loss/aux0: 0.8711 2020-10-19 13:05:58,167 - mmaction - INFO - Epoch [39][280/792] lr: 7.500e-03, eta: 1 day, 4:18:29, time: 1.014, data_time: 0.002, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8776, loss_cls: 1.2634, loss: 1.2634, grad_norm: 5.2461, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8712, loss/aux0: 0.8712 2020-10-19 13:06:40,885 - mmaction - INFO - Epoch [39][300/792] lr: 7.500e-03, eta: 1 day, 4:17:15, time: 1.070, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8875, loss_cls: 1.2035, loss: 1.2035, grad_norm: 5.1265, top1_acc/aux0: 0.7547, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9293, loss/aux0: 0.9293 2020-10-19 13:06:41,478 - mmaction - INFO - Epoch [39][300/792] lr: 7.500e-03, eta: 1 day, 4:17:49, time: 1.072, data_time: 0.003, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8875, loss_cls: 1.2035, loss: 1.2035, grad_norm: 5.1442, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9344, loss/aux0: 0.9344 2020-10-19 13:07:22,231 - mmaction - INFO - Epoch [39][320/792] lr: 7.500e-03, eta: 1 day, 4:16:34, time: 1.041, data_time: 0.046, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8693, loss_cls: 1.2309, loss: 1.2309, grad_norm: 5.2867, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8928, loss/aux0: 0.8928 2020-10-19 13:07:23,309 - mmaction - INFO - Epoch [39][320/792] lr: 7.500e-03, eta: 1 day, 4:17:08, time: 1.064, data_time: 0.048, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8693, loss_cls: 1.2309, loss: 1.2309, grad_norm: 5.2450, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8916, loss/aux0: 0.8916 2020-10-19 13:08:05,293 - mmaction - INFO - Epoch [39][340/792] lr: 7.500e-03, eta: 1 day, 4:15:55, time: 1.095, data_time: 0.001, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8745, loss_cls: 1.2263, loss: 1.2263, grad_norm: 5.2345, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9544, loss/aux0: 0.9544 2020-10-19 13:08:07,736 - mmaction - INFO - Epoch [39][340/792] lr: 7.500e-03, eta: 1 day, 4:16:32, time: 1.165, data_time: 0.003, memory: 8335, top1_acc: 0.6865, top5_acc: 0.8745, loss_cls: 1.2263, loss: 1.2263, grad_norm: 5.2560, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9439, loss/aux0: 0.9439 2020-10-19 13:08:47,237 - mmaction - INFO - Epoch [39][360/792] lr: 7.500e-03, eta: 1 day, 4:15:18, time: 1.075, data_time: 0.101, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8714, loss_cls: 1.2797, loss: 1.2797, grad_norm: 5.3424, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8829, loss/aux0: 0.8829 2020-10-19 13:08:47,920 - mmaction - INFO - Epoch [39][360/792] lr: 7.500e-03, eta: 1 day, 4:15:51, time: 1.033, data_time: 0.085, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8714, loss_cls: 1.2797, loss: 1.2797, grad_norm: 5.3459, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8917, loss/aux0: 0.8917 2020-10-19 13:09:32,146 - mmaction - INFO - Epoch [39][380/792] lr: 7.500e-03, eta: 1 day, 4:14:40, time: 1.168, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8682, loss_cls: 1.2428, loss: 1.2428, grad_norm: 5.2843, top1_acc/aux0: 0.7672, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.8595, loss/aux0: 0.8595 2020-10-19 13:09:34,068 - mmaction - INFO - Epoch [39][380/792] lr: 7.500e-03, eta: 1 day, 4:15:16, time: 1.119, data_time: 0.004, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8682, loss_cls: 1.2428, loss: 1.2428, grad_norm: 5.3233, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8690, loss/aux0: 0.8690 2020-10-19 13:10:15,132 - mmaction - INFO - Epoch [39][400/792] lr: 7.500e-03, eta: 1 day, 4:14:00, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8901, loss_cls: 1.1488, loss: 1.1488, grad_norm: 5.1726, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8541, loss/aux0: 0.8541 2020-10-19 13:10:17,316 - mmaction - INFO - Epoch [39][400/792] lr: 7.500e-03, eta: 1 day, 4:14:34, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.7005, top5_acc: 0.8901, loss_cls: 1.1488, loss: 1.1488, grad_norm: 5.1880, top1_acc/aux0: 0.7776, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.8322, loss/aux0: 0.8322 2020-10-19 13:10:58,710 - mmaction - INFO - Epoch [39][420/792] lr: 7.500e-03, eta: 1 day, 4:13:20, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8833, loss_cls: 1.2323, loss: 1.2323, grad_norm: 5.1857, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8702, loss/aux0: 0.8702 2020-10-19 13:11:00,512 - mmaction - INFO - Epoch [39][420/792] lr: 7.500e-03, eta: 1 day, 4:13:52, time: 1.006, data_time: 0.003, memory: 8335, top1_acc: 0.6974, top5_acc: 0.8833, loss_cls: 1.2323, loss: 1.2323, grad_norm: 5.1157, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.8762, loss/aux0: 0.8762 2020-10-19 13:11:41,237 - mmaction - INFO - Epoch [39][440/792] lr: 7.500e-03, eta: 1 day, 4:12:39, time: 1.102, data_time: 0.000, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8906, loss_cls: 1.2020, loss: 1.2020, grad_norm: 5.1847, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8864, loss/aux0: 0.8864 2020-10-19 13:11:43,475 - mmaction - INFO - Epoch [39][440/792] lr: 7.500e-03, eta: 1 day, 4:13:13, time: 1.062, data_time: 0.002, memory: 8335, top1_acc: 0.6693, top5_acc: 0.8906, loss_cls: 1.2020, loss: 1.2020, grad_norm: 5.2089, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8893, loss/aux0: 0.8893 2020-10-19 13:12:27,504 - mmaction - INFO - Epoch [39][460/792] lr: 7.500e-03, eta: 1 day, 4:12:03, time: 1.216, data_time: 0.000, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8755, loss_cls: 1.2175, loss: 1.2175, grad_norm: 5.1348, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8560, loss/aux0: 0.8560 2020-10-19 13:12:29,543 - mmaction - INFO - Epoch [39][460/792] lr: 7.500e-03, eta: 1 day, 4:12:41, time: 1.186, data_time: 0.003, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8755, loss_cls: 1.2175, loss: 1.2175, grad_norm: 5.1110, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8488, loss/aux0: 0.8488 2020-10-19 13:13:08,273 - mmaction - INFO - Epoch [39][480/792] lr: 7.500e-03, eta: 1 day, 4:11:27, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.6688, top5_acc: 0.8557, loss_cls: 1.3313, loss: 1.3313, grad_norm: 5.2725, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.9221, loss/aux0: 0.9221 2020-10-19 13:13:09,936 - mmaction - INFO - Epoch [39][480/792] lr: 7.500e-03, eta: 1 day, 4:11:59, time: 1.019, data_time: 0.002, memory: 8335, top1_acc: 0.6688, top5_acc: 0.8557, loss_cls: 1.3313, loss: 1.3313, grad_norm: 5.2448, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9274, loss/aux0: 0.9274 2020-10-19 13:13:51,697 - mmaction - INFO - Epoch [39][500/792] lr: 7.500e-03, eta: 1 day, 4:10:46, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8740, loss_cls: 1.2604, loss: 1.2604, grad_norm: 5.3920, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9246, loss/aux0: 0.9246 2020-10-19 13:13:53,835 - mmaction - INFO - Epoch [39][500/792] lr: 7.500e-03, eta: 1 day, 4:11:21, time: 1.110, data_time: 0.003, memory: 8335, top1_acc: 0.6849, top5_acc: 0.8740, loss_cls: 1.2604, loss: 1.2604, grad_norm: 5.3868, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9176, loss/aux0: 0.9176 2020-10-19 13:14:33,211 - mmaction - INFO - Epoch [39][520/792] lr: 7.500e-03, eta: 1 day, 4:10:06, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8635, loss_cls: 1.2950, loss: 1.2950, grad_norm: 5.1677, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8812, loss/aux0: 0.8812 2020-10-19 13:14:34,592 - mmaction - INFO - Epoch [39][520/792] lr: 7.500e-03, eta: 1 day, 4:10:40, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8635, loss_cls: 1.2950, loss: 1.2950, grad_norm: 5.1507, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.8962, loss/aux0: 0.8962 2020-10-19 13:15:13,964 - mmaction - INFO - Epoch [39][540/792] lr: 7.500e-03, eta: 1 day, 4:09:25, time: 1.041, data_time: 0.001, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8833, loss_cls: 1.1671, loss: 1.1671, grad_norm: 5.1342, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8710, loss/aux0: 0.8710 2020-10-19 13:15:14,563 - mmaction - INFO - Epoch [39][540/792] lr: 7.500e-03, eta: 1 day, 4:09:58, time: 1.041, data_time: 0.002, memory: 8335, top1_acc: 0.6964, top5_acc: 0.8833, loss_cls: 1.1671, loss: 1.1671, grad_norm: 5.1644, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8638, loss/aux0: 0.8638 2020-10-19 13:15:57,181 - mmaction - INFO - Epoch [39][560/792] lr: 7.500e-03, eta: 1 day, 4:08:46, time: 1.144, data_time: 0.000, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8750, loss_cls: 1.2182, loss: 1.2182, grad_norm: 5.2655, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.8764, loss/aux0: 0.8764 2020-10-19 13:15:58,686 - mmaction - INFO - Epoch [39][560/792] lr: 7.500e-03, eta: 1 day, 4:09:23, time: 1.152, data_time: 0.002, memory: 8335, top1_acc: 0.6948, top5_acc: 0.8750, loss_cls: 1.2182, loss: 1.2182, grad_norm: 5.3076, top1_acc/aux0: 0.7625, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.8819, loss/aux0: 0.8819 2020-10-19 13:16:37,718 - mmaction - INFO - Epoch [39][580/792] lr: 7.500e-03, eta: 1 day, 4:08:05, time: 0.930, data_time: 0.156, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8828, loss_cls: 1.1708, loss: 1.1708, grad_norm: 5.1687, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8293, loss/aux0: 0.8293 2020-10-19 13:16:40,341 - mmaction - INFO - Epoch [39][580/792] lr: 7.500e-03, eta: 1 day, 4:08:34, time: 0.935, data_time: 0.191, memory: 8335, top1_acc: 0.7021, top5_acc: 0.8828, loss_cls: 1.1708, loss: 1.1708, grad_norm: 5.0916, top1_acc/aux0: 0.7823, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.8197, loss/aux0: 0.8197 2020-10-19 13:17:22,916 - mmaction - INFO - Epoch [39][600/792] lr: 7.500e-03, eta: 1 day, 4:07:22, time: 1.125, data_time: 0.102, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8786, loss_cls: 1.2485, loss: 1.2485, grad_norm: 5.4753, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8566, loss/aux0: 0.8566 2020-10-19 13:17:23,523 - mmaction - INFO - Epoch [39][600/792] lr: 7.500e-03, eta: 1 day, 4:07:55, time: 1.060, data_time: 0.038, memory: 8335, top1_acc: 0.6797, top5_acc: 0.8786, loss_cls: 1.2485, loss: 1.2485, grad_norm: 5.4206, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8659, loss/aux0: 0.8659 2020-10-19 13:18:04,334 - mmaction - INFO - Epoch [39][620/792] lr: 7.500e-03, eta: 1 day, 4:06:39, time: 1.005, data_time: 0.085, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8771, loss_cls: 1.2535, loss: 1.2535, grad_norm: 5.3368, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8676, loss/aux0: 0.8676 2020-10-19 13:18:06,020 - mmaction - INFO - Epoch [39][620/792] lr: 7.500e-03, eta: 1 day, 4:07:12, time: 1.043, data_time: 0.089, memory: 8335, top1_acc: 0.6708, top5_acc: 0.8771, loss_cls: 1.2535, loss: 1.2535, grad_norm: 5.3304, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8613, loss/aux0: 0.8613 2020-10-19 13:18:44,827 - mmaction - INFO - Epoch [39][640/792] lr: 7.500e-03, eta: 1 day, 4:05:58, time: 1.055, data_time: 0.107, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8635, loss_cls: 1.3267, loss: 1.3267, grad_norm: 5.3203, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9233, loss/aux0: 0.9233 2020-10-19 13:18:46,162 - mmaction - INFO - Epoch [39][640/792] lr: 7.500e-03, eta: 1 day, 4:06:31, time: 1.042, data_time: 0.078, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8635, loss_cls: 1.3267, loss: 1.3267, grad_norm: 5.3476, top1_acc/aux0: 0.7589, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9236, loss/aux0: 0.9236 2020-10-19 13:19:28,917 - mmaction - INFO - Epoch [39][660/792] lr: 7.500e-03, eta: 1 day, 4:05:17, time: 1.070, data_time: 0.189, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8781, loss_cls: 1.1904, loss: 1.1904, grad_norm: 5.2506, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.8975, loss/aux0: 0.8975 2020-10-19 13:19:29,527 - mmaction - INFO - Epoch [39][660/792] lr: 7.500e-03, eta: 1 day, 4:05:51, time: 1.073, data_time: 0.192, memory: 8335, top1_acc: 0.6958, top5_acc: 0.8781, loss_cls: 1.1904, loss: 1.1904, grad_norm: 5.2021, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.8808, loss/aux0: 0.8808 2020-10-19 13:20:12,101 - mmaction - INFO - Epoch [39][680/792] lr: 7.500e-03, eta: 1 day, 4:04:37, time: 1.070, data_time: 0.005, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8620, loss_cls: 1.3270, loss: 1.3270, grad_norm: 5.2818, top1_acc/aux0: 0.7792, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8480, loss/aux0: 0.8480 2020-10-19 13:20:13,136 - mmaction - INFO - Epoch [39][680/792] lr: 7.500e-03, eta: 1 day, 4:05:11, time: 1.092, data_time: 0.007, memory: 8335, top1_acc: 0.6667, top5_acc: 0.8620, loss_cls: 1.3270, loss: 1.3270, grad_norm: 5.2927, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8734, loss/aux0: 0.8734 2020-10-19 13:20:52,780 - mmaction - INFO - Epoch [39][700/792] lr: 7.500e-03, eta: 1 day, 4:03:55, time: 0.979, data_time: 0.184, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8755, loss_cls: 1.2339, loss: 1.2339, grad_norm: 5.2866, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.8965, loss/aux0: 0.8965 2020-10-19 13:20:54,779 - mmaction - INFO - Epoch [39][700/792] lr: 7.500e-03, eta: 1 day, 4:04:28, time: 1.048, data_time: 0.184, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8755, loss_cls: 1.2339, loss: 1.2339, grad_norm: 5.2845, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.8901, loss/aux0: 0.8901 2020-10-19 13:21:35,448 - mmaction - INFO - Epoch [39][720/792] lr: 7.500e-03, eta: 1 day, 4:03:15, time: 1.101, data_time: 0.138, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8630, loss_cls: 1.3087, loss: 1.3087, grad_norm: 5.3426, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.9240, loss/aux0: 0.9240 2020-10-19 13:21:36,489 - mmaction - INFO - Epoch [39][720/792] lr: 7.500e-03, eta: 1 day, 4:03:48, time: 1.064, data_time: 0.101, memory: 8335, top1_acc: 0.6646, top5_acc: 0.8630, loss_cls: 1.3087, loss: 1.3087, grad_norm: 5.4055, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.9430, loss/aux0: 0.9430 2020-10-19 13:22:21,011 - mmaction - INFO - Epoch [39][740/792] lr: 7.500e-03, eta: 1 day, 4:02:38, time: 1.189, data_time: 0.000, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8807, loss_cls: 1.2109, loss: 1.2109, grad_norm: 5.1619, top1_acc/aux0: 0.7531, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9603, loss/aux0: 0.9603 2020-10-19 13:22:21,616 - mmaction - INFO - Epoch [39][740/792] lr: 7.500e-03, eta: 1 day, 4:03:16, time: 1.192, data_time: 0.003, memory: 8335, top1_acc: 0.6854, top5_acc: 0.8807, loss_cls: 1.2109, loss: 1.2109, grad_norm: 5.1010, top1_acc/aux0: 0.7620, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9356, loss/aux0: 0.9356 2020-10-19 13:23:04,114 - mmaction - INFO - Epoch [39][760/792] lr: 7.500e-03, eta: 1 day, 4:02:02, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8865, loss_cls: 1.2102, loss: 1.2102, grad_norm: 5.2520, top1_acc/aux0: 0.7849, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8437, loss/aux0: 0.8437 2020-10-19 13:23:04,711 - mmaction - INFO - Epoch [39][760/792] lr: 7.500e-03, eta: 1 day, 4:02:36, time: 1.082, data_time: 0.003, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8865, loss_cls: 1.2102, loss: 1.2102, grad_norm: 5.2905, top1_acc/aux0: 0.7818, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8536, loss/aux0: 0.8536 2020-10-19 13:23:45,898 - mmaction - INFO - Epoch [39][780/792] lr: 7.500e-03, eta: 1 day, 4:01:20, time: 0.997, data_time: 0.000, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8745, loss_cls: 1.2983, loss: 1.2983, grad_norm: 5.3111, top1_acc/aux0: 0.7661, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9210, loss/aux0: 0.9210 2020-10-19 13:23:46,491 - mmaction - INFO - Epoch [39][780/792] lr: 7.500e-03, eta: 1 day, 4:01:52, time: 0.998, data_time: 0.002, memory: 8335, top1_acc: 0.6609, top5_acc: 0.8745, loss_cls: 1.2983, loss: 1.2983, grad_norm: 5.3079, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9270, loss/aux0: 0.9270 2020-10-19 13:24:12,735 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-10-19 13:27:43,999 - mmaction - INFO - Epoch [40][20/792] lr: 7.500e-03, eta: 1 day, 3:59:32, time: 1.018, data_time: 0.010, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8917, loss_cls: 1.1788, loss: 1.1788, grad_norm: 5.2167, top1_acc/aux0: 0.7758, top5_acc/aux0: 0.9243, loss_cls/aux0: 0.8863, loss/aux0: 0.8863 2020-10-19 13:27:44,969 - mmaction - INFO - Epoch [40][20/792] lr: 7.500e-03, eta: 1 day, 4:00:05, time: 1.037, data_time: 0.013, memory: 8335, top1_acc: 0.7078, top5_acc: 0.8917, loss_cls: 1.1788, loss: 1.1788, grad_norm: 5.2868, top1_acc/aux0: 0.7724, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8937, loss/aux0: 0.8937 2020-10-19 13:28:26,119 - mmaction - INFO - Epoch [40][40/792] lr: 7.500e-03, eta: 1 day, 3:58:49, time: 0.992, data_time: 0.046, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8964, loss_cls: 1.1147, loss: 1.1147, grad_norm: 5.3443, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9444, loss/aux0: 0.9444 2020-10-19 13:28:28,021 - mmaction - INFO - Epoch [40][40/792] lr: 7.500e-03, eta: 1 day, 3:59:22, time: 1.055, data_time: 0.048, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8964, loss_cls: 1.1147, loss: 1.1147, grad_norm: 5.3329, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9344, loss/aux0: 0.9344 2020-10-19 13:29:07,516 - mmaction - INFO - Epoch [40][60/792] lr: 7.500e-03, eta: 1 day, 3:58:08, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.7094, top5_acc: 0.8880, loss_cls: 1.1841, loss: 1.1841, grad_norm: 5.4242, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9405, loss/aux0: 0.9405 2020-10-19 13:29:08,630 - mmaction - INFO - Epoch [40][60/792] lr: 7.500e-03, eta: 1 day, 3:58:37, time: 0.936, data_time: 0.002, memory: 8335, top1_acc: 0.7094, top5_acc: 0.8880, loss_cls: 1.1841, loss: 1.1841, grad_norm: 5.4672, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9534, loss/aux0: 0.9534 2020-10-19 13:29:53,247 - mmaction - INFO - Epoch [40][80/792] lr: 7.500e-03, eta: 1 day, 3:57:26, time: 1.144, data_time: 0.000, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8797, loss_cls: 1.2204, loss: 1.2204, grad_norm: 5.2073, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9219, loss_cls/aux0: 0.8744, loss/aux0: 0.8744 2020-10-19 13:29:53,860 - mmaction - INFO - Epoch [40][80/792] lr: 7.500e-03, eta: 1 day, 3:58:01, time: 1.120, data_time: 0.002, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8797, loss_cls: 1.2204, loss: 1.2204, grad_norm: 5.1633, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.8637, loss/aux0: 0.8637 2020-10-19 13:30:40,069 - mmaction - INFO - Epoch [40][100/792] lr: 7.500e-03, eta: 1 day, 3:56:48, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8859, loss_cls: 1.1939, loss: 1.1939, grad_norm: 5.1917, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8721, loss/aux0: 0.8721 2020-10-19 13:30:40,693 - mmaction - INFO - Epoch [40][100/792] lr: 7.500e-03, eta: 1 day, 3:57:22, time: 1.089, data_time: 0.004, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8859, loss_cls: 1.1939, loss: 1.1939, grad_norm: 5.2444, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.8700, loss/aux0: 0.8700 2020-10-19 13:31:25,411 - mmaction - INFO - Epoch [40][120/792] lr: 7.500e-03, eta: 1 day, 3:56:13, time: 1.218, data_time: 0.000, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8745, loss_cls: 1.2719, loss: 1.2719, grad_norm: 5.3845, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9068, loss_cls/aux0: 0.9726, loss/aux0: 0.9726 2020-10-19 13:31:26,021 - mmaction - INFO - Epoch [40][120/792] lr: 7.500e-03, eta: 1 day, 3:56:51, time: 1.218, data_time: 0.002, memory: 8335, top1_acc: 0.6698, top5_acc: 0.8745, loss_cls: 1.2719, loss: 1.2719, grad_norm: 5.3466, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9062, loss_cls/aux0: 0.9681, loss/aux0: 0.9681 2020-10-19 13:32:05,333 - mmaction - INFO - Epoch [40][140/792] lr: 7.500e-03, eta: 1 day, 3:55:34, time: 0.979, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8594, loss_cls: 1.2987, loss: 1.2987, grad_norm: 5.3230, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9022, loss/aux0: 0.9022 2020-10-19 13:32:07,032 - mmaction - INFO - Epoch [40][140/792] lr: 7.500e-03, eta: 1 day, 3:56:07, time: 1.036, data_time: 0.003, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8594, loss_cls: 1.2987, loss: 1.2987, grad_norm: 5.2712, top1_acc/aux0: 0.7693, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8923, loss/aux0: 0.8923 2020-10-19 13:32:46,484 - mmaction - INFO - Epoch [40][160/792] lr: 7.500e-03, eta: 1 day, 3:54:50, time: 0.980, data_time: 0.000, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8745, loss_cls: 1.2246, loss: 1.2246, grad_norm: 5.2969, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9596, loss/aux0: 0.9596 2020-10-19 13:32:49,318 - mmaction - INFO - Epoch [40][160/792] lr: 7.500e-03, eta: 1 day, 3:55:21, time: 0.996, data_time: 0.002, memory: 8335, top1_acc: 0.6786, top5_acc: 0.8745, loss_cls: 1.2246, loss: 1.2246, grad_norm: 5.2635, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9710, loss/aux0: 0.9710 2020-10-19 13:33:29,353 - mmaction - INFO - Epoch [40][180/792] lr: 7.500e-03, eta: 1 day, 3:54:08, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8766, loss_cls: 1.2335, loss: 1.2335, grad_norm: 5.4271, top1_acc/aux0: 0.7604, top5_acc/aux0: 0.9234, loss_cls/aux0: 0.9277, loss/aux0: 0.9277 2020-10-19 13:33:32,001 - mmaction - INFO - Epoch [40][180/792] lr: 7.500e-03, eta: 1 day, 3:54:40, time: 1.044, data_time: 0.002, memory: 8335, top1_acc: 0.7026, top5_acc: 0.8766, loss_cls: 1.2335, loss: 1.2335, grad_norm: 5.4316, top1_acc/aux0: 0.7578, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9441, loss/aux0: 0.9441 2020-10-19 13:34:13,089 - mmaction - INFO - Epoch [40][200/792] lr: 7.500e-03, eta: 1 day, 3:53:30, time: 1.178, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8734, loss_cls: 1.2200, loss: 1.2200, grad_norm: 5.2497, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9285, loss/aux0: 0.9285 2020-10-19 13:34:15,291 - mmaction - INFO - Epoch [40][200/792] lr: 7.500e-03, eta: 1 day, 3:54:06, time: 1.151, data_time: 0.004, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8734, loss_cls: 1.2200, loss: 1.2200, grad_norm: 5.2031, top1_acc/aux0: 0.7719, top5_acc/aux0: 0.9203, loss_cls/aux0: 0.9137, loss/aux0: 0.9137 2020-10-19 13:34:53,152 - mmaction - INFO - Epoch [40][220/792] lr: 7.500e-03, eta: 1 day, 3:52:50, time: 0.977, data_time: 0.000, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8615, loss_cls: 1.3167, loss: 1.3167, grad_norm: 5.3262, top1_acc/aux0: 0.7734, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8610, loss/aux0: 0.8610 2020-10-19 13:34:55,739 - mmaction - INFO - Epoch [40][220/792] lr: 7.500e-03, eta: 1 day, 3:53:22, time: 1.037, data_time: 0.002, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8615, loss_cls: 1.3167, loss: 1.3167, grad_norm: 5.3667, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.8623, loss/aux0: 0.8623 2020-10-19 13:35:36,114 - mmaction - INFO - Epoch [40][240/792] lr: 7.500e-03, eta: 1 day, 3:52:09, time: 1.075, data_time: 0.000, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8828, loss_cls: 1.2148, loss: 1.2148, grad_norm: 5.1549, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9260, loss_cls/aux0: 0.8861, loss/aux0: 0.8861 2020-10-19 13:35:38,447 - mmaction - INFO - Epoch [40][240/792] lr: 7.500e-03, eta: 1 day, 3:52:43, time: 1.091, data_time: 0.002, memory: 8335, top1_acc: 0.6802, top5_acc: 0.8828, loss_cls: 1.2148, loss: 1.2148, grad_norm: 5.1671, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8933, loss/aux0: 0.8933 2020-10-19 13:36:18,530 - mmaction - INFO - Epoch [40][260/792] lr: 7.500e-03, eta: 1 day, 3:51:30, time: 1.103, data_time: 0.000, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8807, loss_cls: 1.1955, loss: 1.1955, grad_norm: 5.0990, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9446, loss/aux0: 0.9446 2020-10-19 13:36:20,704 - mmaction - INFO - Epoch [40][260/792] lr: 7.500e-03, eta: 1 day, 3:52:04, time: 1.079, data_time: 0.003, memory: 8335, top1_acc: 0.6911, top5_acc: 0.8807, loss_cls: 1.1955, loss: 1.1955, grad_norm: 5.0006, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9156, loss_cls/aux0: 0.9425, loss/aux0: 0.9425 2020-10-19 13:37:02,480 - mmaction - INFO - Epoch [40][280/792] lr: 7.500e-03, eta: 1 day, 3:50:53, time: 1.142, data_time: 0.115, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8760, loss_cls: 1.2276, loss: 1.2276, grad_norm: 5.2945, top1_acc/aux0: 0.7750, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8719, loss/aux0: 0.8719 2020-10-19 13:37:04,764 - mmaction - INFO - Epoch [40][280/792] lr: 7.500e-03, eta: 1 day, 3:51:30, time: 1.201, data_time: 0.118, memory: 8335, top1_acc: 0.6896, top5_acc: 0.8760, loss_cls: 1.2276, loss: 1.2276, grad_norm: 5.3232, top1_acc/aux0: 0.7740, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8750, loss/aux0: 0.8750 2020-10-19 13:37:45,685 - mmaction - INFO - Epoch [40][300/792] lr: 7.500e-03, eta: 1 day, 3:50:18, time: 1.100, data_time: 0.000, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8807, loss_cls: 1.2469, loss: 1.2469, grad_norm: 5.4293, top1_acc/aux0: 0.7766, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8696, loss/aux0: 0.8696 2020-10-19 13:37:46,828 - mmaction - INFO - Epoch [40][300/792] lr: 7.500e-03, eta: 1 day, 3:50:50, time: 1.033, data_time: 0.002, memory: 8335, top1_acc: 0.6745, top5_acc: 0.8807, loss_cls: 1.2469, loss: 1.2469, grad_norm: 5.4342, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8644, loss/aux0: 0.8644 2020-10-19 13:38:27,654 - mmaction - INFO - Epoch [40][320/792] lr: 7.500e-03, eta: 1 day, 3:49:39, time: 1.138, data_time: 0.206, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8693, loss_cls: 1.2441, loss: 1.2441, grad_norm: 5.2836, top1_acc/aux0: 0.7651, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.9076, loss/aux0: 0.9076 2020-10-19 13:38:29,320 - mmaction - INFO - Epoch [40][320/792] lr: 7.500e-03, eta: 1 day, 3:50:13, time: 1.127, data_time: 0.157, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8693, loss_cls: 1.2441, loss: 1.2441, grad_norm: 5.3203, top1_acc/aux0: 0.7635, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.9168, loss/aux0: 0.9168 2020-10-19 13:39:08,855 - mmaction - INFO - Epoch [40][340/792] lr: 7.500e-03, eta: 1 day, 3:48:59, time: 1.044, data_time: 0.256, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8823, loss_cls: 1.1817, loss: 1.1817, grad_norm: 5.0684, top1_acc/aux0: 0.7687, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.9066, loss/aux0: 0.9066 2020-10-19 13:39:11,037 - mmaction - INFO - Epoch [40][340/792] lr: 7.500e-03, eta: 1 day, 3:49:31, time: 1.039, data_time: 0.300, memory: 8335, top1_acc: 0.6990, top5_acc: 0.8823, loss_cls: 1.1817, loss: 1.1817, grad_norm: 5.0995, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8972, loss/aux0: 0.8972 2020-10-19 13:39:52,036 - mmaction - INFO - Epoch [40][360/792] lr: 7.500e-03, eta: 1 day, 3:48:19, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8729, loss_cls: 1.2599, loss: 1.2599, grad_norm: 5.3373, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8838, loss/aux0: 0.8838 2020-10-19 13:39:52,657 - mmaction - INFO - Epoch [40][360/792] lr: 7.500e-03, eta: 1 day, 3:48:51, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.6839, top5_acc: 0.8729, loss_cls: 1.2599, loss: 1.2599, grad_norm: 5.3089, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8853, loss/aux0: 0.8853 2020-10-19 13:40:34,686 - mmaction - INFO - Epoch [40][380/792] lr: 7.500e-03, eta: 1 day, 3:47:39, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8750, loss_cls: 1.2294, loss: 1.2294, grad_norm: 5.2968, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9740, loss/aux0: 0.9740 2020-10-19 13:40:35,622 - mmaction - INFO - Epoch [40][380/792] lr: 7.500e-03, eta: 1 day, 3:48:13, time: 1.112, data_time: 0.002, memory: 8335, top1_acc: 0.6724, top5_acc: 0.8750, loss_cls: 1.2294, loss: 1.2294, grad_norm: 5.2935, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9788, loss/aux0: 0.9788 2020-10-19 13:41:19,609 - mmaction - INFO - Epoch [40][400/792] lr: 7.500e-03, eta: 1 day, 3:47:02, time: 1.139, data_time: 0.000, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8750, loss_cls: 1.2539, loss: 1.2539, grad_norm: 5.3525, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8680, loss/aux0: 0.8680 2020-10-19 13:41:20,257 - mmaction - INFO - Epoch [40][400/792] lr: 7.500e-03, eta: 1 day, 3:47:37, time: 1.142, data_time: 0.007, memory: 8335, top1_acc: 0.6818, top5_acc: 0.8750, loss_cls: 1.2539, loss: 1.2539, grad_norm: 5.2932, top1_acc/aux0: 0.7786, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.8613, loss/aux0: 0.8613 2020-10-19 13:41:57,973 - mmaction - INFO - Epoch [40][420/792] lr: 7.500e-03, eta: 1 day, 3:46:21, time: 0.962, data_time: 0.000, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8745, loss_cls: 1.2091, loss: 1.2091, grad_norm: 5.1518, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.9336, loss/aux0: 0.9336 2020-10-19 13:42:00,190 - mmaction - INFO - Epoch [40][420/792] lr: 7.500e-03, eta: 1 day, 3:46:53, time: 1.040, data_time: 0.003, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8745, loss_cls: 1.2091, loss: 1.2091, grad_norm: 5.1699, top1_acc/aux0: 0.7609, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9328, loss/aux0: 0.9328 2020-10-19 13:42:43,855 - mmaction - INFO - Epoch [40][440/792] lr: 7.500e-03, eta: 1 day, 3:45:44, time: 1.214, data_time: 0.026, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8818, loss_cls: 1.1937, loss: 1.1937, grad_norm: 5.1565, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.9150, loss/aux0: 0.9150 2020-10-19 13:42:44,481 - mmaction - INFO - Epoch [40][440/792] lr: 7.500e-03, eta: 1 day, 3:46:19, time: 1.154, data_time: 0.002, memory: 8335, top1_acc: 0.7068, top5_acc: 0.8818, loss_cls: 1.1937, loss: 1.1937, grad_norm: 5.1835, top1_acc/aux0: 0.7542, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9273, loss/aux0: 0.9273 2020-10-19 13:43:27,630 - mmaction - INFO - Epoch [40][460/792] lr: 7.500e-03, eta: 1 day, 3:45:08, time: 1.135, data_time: 0.000, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8807, loss_cls: 1.2177, loss: 1.2177, grad_norm: 5.2403, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.8197, loss/aux0: 0.8197 2020-10-19 13:43:28,224 - mmaction - INFO - Epoch [40][460/792] lr: 7.500e-03, eta: 1 day, 3:45:43, time: 1.136, data_time: 0.002, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8807, loss_cls: 1.2177, loss: 1.2177, grad_norm: 5.2824, top1_acc/aux0: 0.7729, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.8163, loss/aux0: 0.8163 2020-10-19 13:44:08,214 - mmaction - INFO - Epoch [40][480/792] lr: 7.500e-03, eta: 1 day, 3:44:32, time: 1.121, data_time: 0.032, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8620, loss_cls: 1.2779, loss: 1.2779, grad_norm: 5.3046, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9198, loss_cls/aux0: 0.9190, loss/aux0: 0.9190 2020-10-19 13:44:08,818 - mmaction - INFO - Epoch [40][480/792] lr: 7.500e-03, eta: 1 day, 3:45:04, time: 1.062, data_time: 0.034, memory: 8335, top1_acc: 0.6714, top5_acc: 0.8620, loss_cls: 1.2779, loss: 1.2779, grad_norm: 5.2945, top1_acc/aux0: 0.7781, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9125, loss/aux0: 0.9125 2020-10-19 13:44:53,473 - mmaction - INFO - Epoch [40][500/792] lr: 7.500e-03, eta: 1 day, 3:43:52, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8906, loss_cls: 1.2225, loss: 1.2225, grad_norm: 5.3751, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.8717, loss/aux0: 0.8717 2020-10-19 13:44:54,067 - mmaction - INFO - Epoch [40][500/792] lr: 7.500e-03, eta: 1 day, 3:44:25, time: 1.083, data_time: 0.003, memory: 8335, top1_acc: 0.6885, top5_acc: 0.8906, loss_cls: 1.2225, loss: 1.2225, grad_norm: 5.4573, top1_acc/aux0: 0.7667, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8808, loss/aux0: 0.8808 2020-10-19 13:45:37,840 - mmaction - INFO - Epoch [40][520/792] lr: 7.500e-03, eta: 1 day, 3:43:14, time: 1.132, data_time: 0.000, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8734, loss_cls: 1.2598, loss: 1.2598, grad_norm: 5.4154, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.9021, loss/aux0: 0.9021 2020-10-19 13:45:38,434 - mmaction - INFO - Epoch [40][520/792] lr: 7.500e-03, eta: 1 day, 3:43:48, time: 1.133, data_time: 0.002, memory: 8335, top1_acc: 0.6766, top5_acc: 0.8734, loss_cls: 1.2598, loss: 1.2598, grad_norm: 5.3572, top1_acc/aux0: 0.7599, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8924, loss/aux0: 0.8924 2020-10-19 13:46:20,573 - mmaction - INFO - Epoch [40][540/792] lr: 7.500e-03, eta: 1 day, 3:42:35, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8745, loss_cls: 1.2730, loss: 1.2730, grad_norm: 5.4157, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.9106, loss/aux0: 0.9106 2020-10-19 13:46:21,180 - mmaction - INFO - Epoch [40][540/792] lr: 7.500e-03, eta: 1 day, 3:43:07, time: 1.044, data_time: 0.003, memory: 8335, top1_acc: 0.6755, top5_acc: 0.8745, loss_cls: 1.2730, loss: 1.2730, grad_norm: 5.3727, top1_acc/aux0: 0.7557, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9075, loss/aux0: 0.9075 2020-10-19 13:47:02,112 - mmaction - INFO - Epoch [40][560/792] lr: 7.500e-03, eta: 1 day, 3:41:55, time: 1.116, data_time: 0.000, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8833, loss_cls: 1.2266, loss: 1.2266, grad_norm: 5.0276, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8636, loss/aux0: 0.8636 2020-10-19 13:47:04,195 - mmaction - INFO - Epoch [40][560/792] lr: 7.500e-03, eta: 1 day, 3:42:31, time: 1.174, data_time: 0.002, memory: 8335, top1_acc: 0.6906, top5_acc: 0.8833, loss_cls: 1.2266, loss: 1.2266, grad_norm: 5.0962, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8720, loss/aux0: 0.8720 2020-10-19 13:47:47,479 - mmaction - INFO - Epoch [40][580/792] lr: 7.500e-03, eta: 1 day, 3:41:20, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8672, loss_cls: 1.2569, loss: 1.2569, grad_norm: 5.4647, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9214, loss/aux0: 0.9214 2020-10-19 13:47:48,147 - mmaction - INFO - Epoch [40][580/792] lr: 7.500e-03, eta: 1 day, 3:41:54, time: 1.133, data_time: 0.002, memory: 8335, top1_acc: 0.6781, top5_acc: 0.8672, loss_cls: 1.2569, loss: 1.2569, grad_norm: 5.4100, top1_acc/aux0: 0.7677, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9141, loss/aux0: 0.9141 2020-10-19 13:48:31,626 - mmaction - INFO - Epoch [40][600/792] lr: 7.500e-03, eta: 1 day, 3:40:41, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8719, loss_cls: 1.2981, loss: 1.2981, grad_norm: 5.3280, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9177, loss_cls/aux0: 0.9239, loss/aux0: 0.9239 2020-10-19 13:48:32,236 - mmaction - INFO - Epoch [40][600/792] lr: 7.500e-03, eta: 1 day, 3:41:14, time: 1.062, data_time: 0.002, memory: 8335, top1_acc: 0.6740, top5_acc: 0.8719, loss_cls: 1.2981, loss: 1.2981, grad_norm: 5.3491, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9182, loss_cls/aux0: 0.9266, loss/aux0: 0.9266 2020-10-19 13:49:12,657 - mmaction - INFO - Epoch [40][620/792] lr: 7.500e-03, eta: 1 day, 3:40:01, time: 1.063, data_time: 0.190, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8745, loss_cls: 1.2284, loss: 1.2284, grad_norm: 5.0691, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9276, loss_cls/aux0: 0.9193, loss/aux0: 0.9193 2020-10-19 13:49:14,994 - mmaction - INFO - Epoch [40][620/792] lr: 7.500e-03, eta: 1 day, 3:40:35, time: 1.139, data_time: 0.193, memory: 8335, top1_acc: 0.6880, top5_acc: 0.8745, loss_cls: 1.2284, loss: 1.2284, grad_norm: 5.1425, top1_acc/aux0: 0.7615, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.9107, loss/aux0: 0.9107 2020-10-19 13:49:55,135 - mmaction - INFO - Epoch [40][640/792] lr: 7.500e-03, eta: 1 day, 3:39:22, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8693, loss_cls: 1.2844, loss: 1.2844, grad_norm: 5.2437, top1_acc/aux0: 0.7573, top5_acc/aux0: 0.9271, loss_cls/aux0: 0.9135, loss/aux0: 0.9135 2020-10-19 13:49:56,313 - mmaction - INFO - Epoch [40][640/792] lr: 7.500e-03, eta: 1 day, 3:39:52, time: 0.987, data_time: 0.002, memory: 8335, top1_acc: 0.6641, top5_acc: 0.8693, loss_cls: 1.2844, loss: 1.2844, grad_norm: 5.2213, top1_acc/aux0: 0.7552, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.9289, loss/aux0: 0.9289 2020-10-19 13:50:38,784 - mmaction - INFO - Epoch [40][660/792] lr: 7.500e-03, eta: 1 day, 3:38:40, time: 1.083, data_time: 0.501, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8849, loss_cls: 1.2236, loss: 1.2236, grad_norm: 5.2124, top1_acc/aux0: 0.7703, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.8627, loss/aux0: 0.8627 2020-10-19 13:50:39,403 - mmaction - INFO - Epoch [40][660/792] lr: 7.500e-03, eta: 1 day, 3:39:13, time: 1.086, data_time: 0.503, memory: 8335, top1_acc: 0.6833, top5_acc: 0.8849, loss_cls: 1.2236, loss: 1.2236, grad_norm: 5.2215, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.8574, loss/aux0: 0.8574 2020-10-19 13:51:21,003 - mmaction - INFO - Epoch [40][680/792] lr: 7.500e-03, eta: 1 day, 3:38:00, time: 1.071, data_time: 0.242, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8833, loss_cls: 1.2038, loss: 1.2038, grad_norm: 5.2763, top1_acc/aux0: 0.7714, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.8586, loss/aux0: 0.8586 2020-10-19 13:51:21,609 - mmaction - INFO - Epoch [40][680/792] lr: 7.500e-03, eta: 1 day, 3:38:33, time: 1.071, data_time: 0.244, memory: 8335, top1_acc: 0.6901, top5_acc: 0.8833, loss_cls: 1.2038, loss: 1.2038, grad_norm: 5.3366, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.8576, loss/aux0: 0.8576 2020-10-19 13:52:03,682 - mmaction - INFO - Epoch [40][700/792] lr: 7.500e-03, eta: 1 day, 3:37:21, time: 1.090, data_time: 0.243, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8901, loss_cls: 1.2140, loss: 1.2140, grad_norm: 5.4327, top1_acc/aux0: 0.7755, top5_acc/aux0: 0.9214, loss_cls/aux0: 0.9051, loss/aux0: 0.9051 2020-10-19 13:52:04,312 - mmaction - INFO - Epoch [40][700/792] lr: 7.500e-03, eta: 1 day, 3:37:53, time: 1.077, data_time: 0.245, memory: 8335, top1_acc: 0.6922, top5_acc: 0.8901, loss_cls: 1.2140, loss: 1.2140, grad_norm: 5.4048, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.8931, loss/aux0: 0.8931 2020-10-19 13:52:49,773 - mmaction - INFO - Epoch [40][720/792] lr: 7.500e-03, eta: 1 day, 3:36:45, time: 1.196, data_time: 0.418, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8734, loss_cls: 1.2346, loss: 1.2346, grad_norm: 5.2834, top1_acc/aux0: 0.7594, top5_acc/aux0: 0.9208, loss_cls/aux0: 0.9052, loss/aux0: 0.9052 2020-10-19 13:52:50,383 - mmaction - INFO - Epoch [40][720/792] lr: 7.500e-03, eta: 1 day, 3:37:21, time: 1.196, data_time: 0.420, memory: 8335, top1_acc: 0.6823, top5_acc: 0.8734, loss_cls: 1.2346, loss: 1.2346, grad_norm: 5.2927, top1_acc/aux0: 0.7562, top5_acc/aux0: 0.9224, loss_cls/aux0: 0.9109, loss/aux0: 0.9109 2020-10-19 13:53:35,260 - mmaction - INFO - Epoch [40][740/792] lr: 7.500e-03, eta: 1 day, 3:36:11, time: 1.163, data_time: 0.001, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8818, loss_cls: 1.2191, loss: 1.2191, grad_norm: 5.4775, top1_acc/aux0: 0.7745, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.8699, loss/aux0: 0.8699 2020-10-19 13:53:35,865 - mmaction - INFO - Epoch [40][740/792] lr: 7.500e-03, eta: 1 day, 3:36:46, time: 1.164, data_time: 0.004, memory: 8335, top1_acc: 0.6792, top5_acc: 0.8818, loss_cls: 1.2191, loss: 1.2191, grad_norm: 5.4980, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8773, loss/aux0: 0.8773 2020-10-19 13:54:15,438 - mmaction - INFO - Epoch [40][760/792] lr: 7.500e-03, eta: 1 day, 3:35:32, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8750, loss_cls: 1.2304, loss: 1.2304, grad_norm: 5.2324, top1_acc/aux0: 0.7688, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.8907, loss/aux0: 0.8907 2020-10-19 13:54:18,491 - mmaction - INFO - Epoch [40][760/792] lr: 7.500e-03, eta: 1 day, 3:36:06, time: 1.128, data_time: 0.005, memory: 8335, top1_acc: 0.6953, top5_acc: 0.8750, loss_cls: 1.2304, loss: 1.2304, grad_norm: 5.2392, top1_acc/aux0: 0.7682, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8987, loss/aux0: 0.8987 2020-10-19 13:54:57,912 - mmaction - INFO - Epoch [40][780/792] lr: 7.500e-03, eta: 1 day, 3:34:54, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8880, loss_cls: 1.1839, loss: 1.1839, grad_norm: 5.0100, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.8007, loss/aux0: 0.8007 2020-10-19 13:54:59,006 - mmaction - INFO - Epoch [40][780/792] lr: 7.500e-03, eta: 1 day, 3:35:26, time: 1.067, data_time: 0.001, memory: 8335, top1_acc: 0.6875, top5_acc: 0.8880, loss_cls: 1.1839, loss: 1.1839, grad_norm: 5.0161, top1_acc/aux0: 0.7885, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7814, loss/aux0: 0.7814 2020-10-19 13:55:26,896 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-19 13:56:51,337 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 13:56:51,466 - mmaction - INFO - top1_acc 0.7437 top5_acc 0.9184 2020-10-19 13:56:51,466 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 13:56:51,501 - mmaction - INFO - mean_acc 0.7441 2020-10-19 13:56:51,502 - mmaction - INFO - Now best checkpoint is epoch_40.pth 2020-10-19 13:56:51,507 - mmaction - INFO - Epoch(val) [40][792] top1_acc: 0.7437, top5_acc: 0.9184, mean_class_accuracy: 0.7441 2020-10-19 14:00:06,042 - mmaction - INFO - Epoch [41][20/792] lr: 7.500e-04, eta: 1 day, 3:33:10, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8833, loss_cls: 1.1753, loss: 1.1753, grad_norm: 5.0385, top1_acc/aux0: 0.7675, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8984, loss/aux0: 0.8984 2020-10-19 14:00:07,409 - mmaction - INFO - Epoch [41][20/792] lr: 7.500e-04, eta: 1 day, 3:33:42, time: 1.082, data_time: 0.002, memory: 8335, top1_acc: 0.7010, top5_acc: 0.8833, loss_cls: 1.1753, loss: 1.1753, grad_norm: 5.0610, top1_acc/aux0: 0.7646, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.9070, loss/aux0: 0.9070 2020-10-19 14:00:49,192 - mmaction - INFO - Epoch [41][40/792] lr: 7.500e-04, eta: 1 day, 3:32:30, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8901, loss_cls: 1.1677, loss: 1.1677, grad_norm: 5.0641, top1_acc/aux0: 0.7859, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8506, loss/aux0: 0.8506 2020-10-19 14:00:51,916 - mmaction - INFO - Epoch [41][40/792] lr: 7.500e-04, eta: 1 day, 3:33:04, time: 1.151, data_time: 0.002, memory: 8335, top1_acc: 0.6995, top5_acc: 0.8901, loss_cls: 1.1677, loss: 1.1677, grad_norm: 5.0858, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8380, loss/aux0: 0.8380 2020-10-19 14:01:32,242 - mmaction - INFO - Epoch [41][60/792] lr: 7.500e-04, eta: 1 day, 3:31:51, time: 1.037, data_time: 0.062, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8896, loss_cls: 1.1024, loss: 1.1024, grad_norm: 5.0525, top1_acc/aux0: 0.7708, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8812, loss/aux0: 0.8812 2020-10-19 14:01:32,852 - mmaction - INFO - Epoch [41][60/792] lr: 7.500e-04, eta: 1 day, 3:32:20, time: 0.992, data_time: 0.063, memory: 8335, top1_acc: 0.7146, top5_acc: 0.8896, loss_cls: 1.1024, loss: 1.1024, grad_norm: 5.0760, top1_acc/aux0: 0.7698, top5_acc/aux0: 0.9255, loss_cls/aux0: 0.8811, loss/aux0: 0.8811 2020-10-19 14:02:15,683 - mmaction - INFO - Epoch [41][80/792] lr: 7.500e-04, eta: 1 day, 3:31:08, time: 1.078, data_time: 0.211, memory: 8335, top1_acc: 0.7255, top5_acc: 0.8891, loss_cls: 1.0729, loss: 1.0729, grad_norm: 4.9312, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9286, loss_cls/aux0: 0.8421, loss/aux0: 0.8421 2020-10-19 14:02:16,284 - mmaction - INFO - Epoch [41][80/792] lr: 7.500e-04, eta: 1 day, 3:31:41, time: 1.079, data_time: 0.213, memory: 8335, top1_acc: 0.7255, top5_acc: 0.8891, loss_cls: 1.0729, loss: 1.0729, grad_norm: 4.8992, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8315, loss/aux0: 0.8315 2020-10-19 14:02:55,787 - mmaction - INFO - Epoch [41][100/792] lr: 7.500e-04, eta: 1 day, 3:30:26, time: 0.996, data_time: 0.000, memory: 8335, top1_acc: 0.7417, top5_acc: 0.8906, loss_cls: 1.0495, loss: 1.0495, grad_norm: 4.9845, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.8276, loss/aux0: 0.8276 2020-10-19 14:02:58,098 - mmaction - INFO - Epoch [41][100/792] lr: 7.500e-04, eta: 1 day, 3:30:58, time: 1.069, data_time: 0.087, memory: 8335, top1_acc: 0.7417, top5_acc: 0.8906, loss_cls: 1.0495, loss: 1.0495, grad_norm: 4.9363, top1_acc/aux0: 0.7760, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.8314, loss/aux0: 0.8314 2020-10-19 14:03:39,960 - mmaction - INFO - Epoch [41][120/792] lr: 7.500e-04, eta: 1 day, 3:29:46, time: 1.064, data_time: 0.486, memory: 8335, top1_acc: 0.7333, top5_acc: 0.9047, loss_cls: 1.0437, loss: 1.0437, grad_norm: 4.8579, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.7384, loss/aux0: 0.7384 2020-10-19 14:03:41,570 - mmaction - INFO - Epoch [41][120/792] lr: 7.500e-04, eta: 1 day, 3:30:17, time: 1.050, data_time: 0.472, memory: 8335, top1_acc: 0.7333, top5_acc: 0.9047, loss_cls: 1.0437, loss: 1.0437, grad_norm: 4.8206, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.7367, loss/aux0: 0.7367 2020-10-19 14:04:24,325 - mmaction - INFO - Epoch [41][140/792] lr: 7.500e-04, eta: 1 day, 3:29:08, time: 1.175, data_time: 0.593, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8927, loss_cls: 1.1149, loss: 1.1149, grad_norm: 4.6173, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.7428, loss/aux0: 0.7428 2020-10-19 14:04:27,221 - mmaction - INFO - Epoch [41][140/792] lr: 7.500e-04, eta: 1 day, 3:29:44, time: 1.201, data_time: 0.621, memory: 8335, top1_acc: 0.7130, top5_acc: 0.8927, loss_cls: 1.1149, loss: 1.1149, grad_norm: 4.6131, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7533, loss/aux0: 0.7533 2020-10-19 14:05:07,723 - mmaction - INFO - Epoch [41][160/792] lr: 7.500e-04, eta: 1 day, 3:28:33, time: 1.093, data_time: 0.516, memory: 8335, top1_acc: 0.7333, top5_acc: 0.8974, loss_cls: 1.0283, loss: 1.0283, grad_norm: 4.8110, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7894, loss/aux0: 0.7894 2020-10-19 14:05:09,094 - mmaction - INFO - Epoch [41][160/792] lr: 7.500e-04, eta: 1 day, 3:29:02, time: 1.008, data_time: 0.431, memory: 8335, top1_acc: 0.7333, top5_acc: 0.8974, loss_cls: 1.0283, loss: 1.0283, grad_norm: 4.8132, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7882, loss/aux0: 0.7882 2020-10-19 14:05:49,710 - mmaction - INFO - Epoch [41][180/792] lr: 7.500e-04, eta: 1 day, 3:27:51, time: 1.105, data_time: 0.318, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8990, loss_cls: 1.1145, loss: 1.1145, grad_norm: 4.6290, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7577, loss/aux0: 0.7577 2020-10-19 14:05:50,431 - mmaction - INFO - Epoch [41][180/792] lr: 7.500e-04, eta: 1 day, 3:28:22, time: 1.040, data_time: 0.254, memory: 8335, top1_acc: 0.7193, top5_acc: 0.8990, loss_cls: 1.1145, loss: 1.1145, grad_norm: 4.6661, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7643, loss/aux0: 0.7643 2020-10-19 14:06:32,106 - mmaction - INFO - Epoch [41][200/792] lr: 7.500e-04, eta: 1 day, 3:27:11, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.7229, top5_acc: 0.9026, loss_cls: 1.0613, loss: 1.0613, grad_norm: 4.6531, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7577, loss/aux0: 0.7577 2020-10-19 14:06:33,419 - mmaction - INFO - Epoch [41][200/792] lr: 7.500e-04, eta: 1 day, 3:27:42, time: 1.063, data_time: 0.003, memory: 8335, top1_acc: 0.7229, top5_acc: 0.9026, loss_cls: 1.0613, loss: 1.0613, grad_norm: 4.6468, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7468, loss/aux0: 0.7468 2020-10-19 14:07:15,249 - mmaction - INFO - Epoch [41][220/792] lr: 7.500e-04, eta: 1 day, 3:26:28, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9047, loss_cls: 1.0250, loss: 1.0250, grad_norm: 4.7820, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7738, loss/aux0: 0.7738 2020-10-19 14:07:15,864 - mmaction - INFO - Epoch [41][220/792] lr: 7.500e-04, eta: 1 day, 3:26:58, time: 1.008, data_time: 0.003, memory: 8335, top1_acc: 0.7271, top5_acc: 0.9047, loss_cls: 1.0250, loss: 1.0250, grad_norm: 4.7155, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7638, loss/aux0: 0.7638 2020-10-19 14:07:57,590 - mmaction - INFO - Epoch [41][240/792] lr: 7.500e-04, eta: 1 day, 3:25:47, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.7391, top5_acc: 0.8984, loss_cls: 1.0402, loss: 1.0402, grad_norm: 4.6986, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7615, loss/aux0: 0.7615 2020-10-19 14:07:59,641 - mmaction - INFO - Epoch [41][240/792] lr: 7.500e-04, eta: 1 day, 3:26:20, time: 1.137, data_time: 0.003, memory: 8335, top1_acc: 0.7391, top5_acc: 0.8984, loss_cls: 1.0402, loss: 1.0402, grad_norm: 4.7056, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7636, loss/aux0: 0.7636 2020-10-19 14:08:41,689 - mmaction - INFO - Epoch [41][260/792] lr: 7.500e-04, eta: 1 day, 3:25:11, time: 1.171, data_time: 0.000, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9016, loss_cls: 0.9919, loss: 0.9919, grad_norm: 4.7217, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.7470, loss/aux0: 0.7470 2020-10-19 14:08:43,733 - mmaction - INFO - Epoch [41][260/792] lr: 7.500e-04, eta: 1 day, 3:25:45, time: 1.124, data_time: 0.004, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9016, loss_cls: 0.9919, loss: 0.9919, grad_norm: 4.7220, top1_acc/aux0: 0.7870, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.7541, loss/aux0: 0.7541 2020-10-19 14:09:22,783 - mmaction - INFO - Epoch [41][280/792] lr: 7.500e-04, eta: 1 day, 3:24:32, time: 1.054, data_time: 0.295, memory: 8335, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.0169, loss: 1.0169, grad_norm: 4.7626, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7524, loss/aux0: 0.7524 2020-10-19 14:09:23,394 - mmaction - INFO - Epoch [41][280/792] lr: 7.500e-04, eta: 1 day, 3:25:02, time: 1.016, data_time: 0.297, memory: 8335, top1_acc: 0.7281, top5_acc: 0.9000, loss_cls: 1.0169, loss: 1.0169, grad_norm: 4.7328, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7478, loss/aux0: 0.7478 2020-10-19 14:10:05,758 - mmaction - INFO - Epoch [41][300/792] lr: 7.500e-04, eta: 1 day, 3:23:49, time: 1.037, data_time: 0.395, memory: 8335, top1_acc: 0.7214, top5_acc: 0.8917, loss_cls: 1.0726, loss: 1.0726, grad_norm: 4.7699, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7500, loss/aux0: 0.7500 2020-10-19 14:10:06,668 - mmaction - INFO - Epoch [41][300/792] lr: 7.500e-04, eta: 1 day, 3:24:20, time: 1.053, data_time: 0.397, memory: 8335, top1_acc: 0.7214, top5_acc: 0.8917, loss_cls: 1.0726, loss: 1.0726, grad_norm: 4.8095, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7567, loss/aux0: 0.7567 2020-10-19 14:10:50,688 - mmaction - INFO - Epoch [41][320/792] lr: 7.500e-04, eta: 1 day, 3:23:10, time: 1.121, data_time: 0.476, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9141, loss_cls: 0.9771, loss: 0.9771, grad_norm: 4.6131, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.7496, loss/aux0: 0.7496 2020-10-19 14:10:51,292 - mmaction - INFO - Epoch [41][320/792] lr: 7.500e-04, eta: 1 day, 3:23:43, time: 1.123, data_time: 0.480, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9141, loss_cls: 0.9771, loss: 0.9771, grad_norm: 4.5876, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7489, loss/aux0: 0.7489 2020-10-19 14:11:32,528 - mmaction - INFO - Epoch [41][340/792] lr: 7.500e-04, eta: 1 day, 3:22:32, time: 1.089, data_time: 0.171, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9094, loss_cls: 1.0200, loss: 1.0200, grad_norm: 4.7742, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6971, loss/aux0: 0.6971 2020-10-19 14:11:36,062 - mmaction - INFO - Epoch [41][340/792] lr: 7.500e-04, eta: 1 day, 3:23:08, time: 1.238, data_time: 0.174, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9094, loss_cls: 1.0200, loss: 1.0200, grad_norm: 4.7400, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6929, loss/aux0: 0.6929 2020-10-19 14:12:17,432 - mmaction - INFO - Epoch [41][360/792] lr: 7.500e-04, eta: 1 day, 3:21:59, time: 1.164, data_time: 0.065, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9141, loss_cls: 0.9622, loss: 0.9622, grad_norm: 4.6529, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7295, loss/aux0: 0.7295 2020-10-19 14:12:19,327 - mmaction - INFO - Epoch [41][360/792] lr: 7.500e-04, eta: 1 day, 3:22:35, time: 1.200, data_time: 0.067, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9141, loss_cls: 0.9622, loss: 0.9622, grad_norm: 4.6634, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7272, loss/aux0: 0.7272 2020-10-19 14:12:59,553 - mmaction - INFO - Epoch [41][380/792] lr: 7.500e-04, eta: 1 day, 3:21:23, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9010, loss_cls: 1.0380, loss: 1.0380, grad_norm: 4.9223, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7493, loss/aux0: 0.7493 2020-10-19 14:13:01,784 - mmaction - INFO - Epoch [41][380/792] lr: 7.500e-04, eta: 1 day, 3:21:54, time: 1.029, data_time: 0.002, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9010, loss_cls: 1.0380, loss: 1.0380, grad_norm: 4.9321, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7623, loss/aux0: 0.7623 2020-10-19 14:13:41,056 - mmaction - INFO - Epoch [41][400/792] lr: 7.500e-04, eta: 1 day, 3:20:43, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.7318, top5_acc: 0.8938, loss_cls: 1.0576, loss: 1.0576, grad_norm: 4.7210, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7826, loss/aux0: 0.7826 2020-10-19 14:13:41,667 - mmaction - INFO - Epoch [41][400/792] lr: 7.500e-04, eta: 1 day, 3:21:14, time: 1.051, data_time: 0.003, memory: 8335, top1_acc: 0.7318, top5_acc: 0.8938, loss_cls: 1.0576, loss: 1.0576, grad_norm: 4.7184, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7667, loss/aux0: 0.7667 2020-10-19 14:14:22,984 - mmaction - INFO - Epoch [41][420/792] lr: 7.500e-04, eta: 1 day, 3:20:04, time: 1.125, data_time: 0.014, memory: 8335, top1_acc: 0.7281, top5_acc: 0.8891, loss_cls: 1.0693, loss: 1.0693, grad_norm: 4.5246, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.7016, loss/aux0: 0.7016 2020-10-19 14:14:25,067 - mmaction - INFO - Epoch [41][420/792] lr: 7.500e-04, eta: 1 day, 3:20:36, time: 1.102, data_time: 0.003, memory: 8335, top1_acc: 0.7281, top5_acc: 0.8891, loss_cls: 1.0693, loss: 1.0693, grad_norm: 4.5851, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7128, loss/aux0: 0.7128 2020-10-19 14:15:05,434 - mmaction - INFO - Epoch [41][440/792] lr: 7.500e-04, eta: 1 day, 3:19:24, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.7443, top5_acc: 0.9073, loss_cls: 0.9725, loss: 0.9725, grad_norm: 4.8089, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.7232, loss/aux0: 0.7232 2020-10-19 14:15:06,047 - mmaction - INFO - Epoch [41][440/792] lr: 7.500e-04, eta: 1 day, 3:19:52, time: 0.940, data_time: 0.002, memory: 8335, top1_acc: 0.7443, top5_acc: 0.9073, loss_cls: 0.9725, loss: 0.9725, grad_norm: 4.8080, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.7178, loss/aux0: 0.7178 2020-10-19 14:15:49,068 - mmaction - INFO - Epoch [41][460/792] lr: 7.500e-04, eta: 1 day, 3:18:43, time: 1.163, data_time: 0.000, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9047, loss_cls: 1.0187, loss: 1.0187, grad_norm: 4.7128, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7834, loss/aux0: 0.7834 2020-10-19 14:15:49,692 - mmaction - INFO - Epoch [41][460/792] lr: 7.500e-04, eta: 1 day, 3:19:17, time: 1.166, data_time: 0.004, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9047, loss_cls: 1.0187, loss: 1.0187, grad_norm: 4.6722, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7807, loss/aux0: 0.7807 2020-10-19 14:16:31,239 - mmaction - INFO - Epoch [41][480/792] lr: 7.500e-04, eta: 1 day, 3:18:04, time: 0.999, data_time: 0.000, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8937, loss_cls: 1.0847, loss: 1.0847, grad_norm: 4.9755, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7994, loss/aux0: 0.7994 2020-10-19 14:16:32,995 - mmaction - INFO - Epoch [41][480/792] lr: 7.500e-04, eta: 1 day, 3:18:35, time: 1.059, data_time: 0.060, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8937, loss_cls: 1.0847, loss: 1.0847, grad_norm: 4.9287, top1_acc/aux0: 0.7865, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.8081, loss/aux0: 0.8081 2020-10-19 14:17:13,029 - mmaction - INFO - Epoch [41][500/792] lr: 7.500e-04, eta: 1 day, 3:17:23, time: 1.057, data_time: 0.457, memory: 8335, top1_acc: 0.7344, top5_acc: 0.9109, loss_cls: 1.0017, loss: 1.0017, grad_norm: 4.7827, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7588, loss/aux0: 0.7588 2020-10-19 14:17:14,695 - mmaction - INFO - Epoch [41][500/792] lr: 7.500e-04, eta: 1 day, 3:17:51, time: 0.985, data_time: 0.388, memory: 8335, top1_acc: 0.7344, top5_acc: 0.9109, loss_cls: 1.0017, loss: 1.0017, grad_norm: 4.7286, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7552, loss/aux0: 0.7552 2020-10-19 14:17:56,797 - mmaction - INFO - Epoch [41][520/792] lr: 7.500e-04, eta: 1 day, 3:16:42, time: 1.145, data_time: 0.554, memory: 8335, top1_acc: 0.7391, top5_acc: 0.8958, loss_cls: 1.0481, loss: 1.0481, grad_norm: 4.8807, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.8131, loss/aux0: 0.8131 2020-10-19 14:17:58,246 - mmaction - INFO - Epoch [41][520/792] lr: 7.500e-04, eta: 1 day, 3:17:13, time: 1.081, data_time: 0.490, memory: 8335, top1_acc: 0.7391, top5_acc: 0.8958, loss_cls: 1.0481, loss: 1.0481, grad_norm: 4.9011, top1_acc/aux0: 0.7828, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.8297, loss/aux0: 0.8297 2020-10-19 14:18:36,159 - mmaction - INFO - Epoch [41][540/792] lr: 7.500e-04, eta: 1 day, 3:15:59, time: 0.957, data_time: 0.014, memory: 8335, top1_acc: 0.7297, top5_acc: 0.9021, loss_cls: 1.0208, loss: 1.0208, grad_norm: 4.8373, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9250, loss_cls/aux0: 0.7954, loss/aux0: 0.7954 2020-10-19 14:18:39,591 - mmaction - INFO - Epoch [41][540/792] lr: 7.500e-04, eta: 1 day, 3:16:29, time: 1.027, data_time: 0.029, memory: 8335, top1_acc: 0.7297, top5_acc: 0.9021, loss_cls: 1.0208, loss: 1.0208, grad_norm: 4.8056, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.7672, loss/aux0: 0.7672 2020-10-19 14:19:21,587 - mmaction - INFO - Epoch [41][560/792] lr: 7.500e-04, eta: 1 day, 3:15:20, time: 1.158, data_time: 0.000, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9026, loss_cls: 0.9862, loss: 0.9862, grad_norm: 4.6795, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6880, loss/aux0: 0.6880 2020-10-19 14:19:22,261 - mmaction - INFO - Epoch [41][560/792] lr: 7.500e-04, eta: 1 day, 3:15:52, time: 1.102, data_time: 0.005, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9026, loss_cls: 0.9862, loss: 0.9862, grad_norm: 4.6856, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.7039, loss/aux0: 0.7039 2020-10-19 14:20:05,230 - mmaction - INFO - Epoch [41][580/792] lr: 7.500e-04, eta: 1 day, 3:14:42, time: 1.118, data_time: 0.000, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9135, loss_cls: 0.9485, loss: 0.9485, grad_norm: 4.6155, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7169, loss/aux0: 0.7169 2020-10-19 14:20:05,849 - mmaction - INFO - Epoch [41][580/792] lr: 7.500e-04, eta: 1 day, 3:15:14, time: 1.119, data_time: 0.002, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9135, loss_cls: 0.9485, loss: 0.9485, grad_norm: 4.6654, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.7166, loss/aux0: 0.7166 2020-10-19 14:20:49,127 - mmaction - INFO - Epoch [41][600/792] lr: 7.500e-04, eta: 1 day, 3:14:04, time: 1.124, data_time: 0.000, memory: 8335, top1_acc: 0.7391, top5_acc: 0.8943, loss_cls: 1.0231, loss: 1.0231, grad_norm: 4.7996, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.7060, loss/aux0: 0.7060 2020-10-19 14:20:49,729 - mmaction - INFO - Epoch [41][600/792] lr: 7.500e-04, eta: 1 day, 3:14:37, time: 1.124, data_time: 0.002, memory: 8335, top1_acc: 0.7391, top5_acc: 0.8943, loss_cls: 1.0231, loss: 1.0231, grad_norm: 4.7992, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.7065, loss/aux0: 0.7065 2020-10-19 14:21:31,077 - mmaction - INFO - Epoch [41][620/792] lr: 7.500e-04, eta: 1 day, 3:13:27, time: 1.116, data_time: 0.000, memory: 8335, top1_acc: 0.7370, top5_acc: 0.9021, loss_cls: 1.0145, loss: 1.0145, grad_norm: 4.8423, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7274, loss/aux0: 0.7274 2020-10-19 14:21:31,677 - mmaction - INFO - Epoch [41][620/792] lr: 7.500e-04, eta: 1 day, 3:13:58, time: 1.083, data_time: 0.003, memory: 8335, top1_acc: 0.7370, top5_acc: 0.9021, loss_cls: 1.0145, loss: 1.0145, grad_norm: 4.7787, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.7175, loss/aux0: 0.7175 2020-10-19 14:22:12,492 - mmaction - INFO - Epoch [41][640/792] lr: 7.500e-04, eta: 1 day, 3:12:46, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.7427, top5_acc: 0.9068, loss_cls: 0.9936, loss: 0.9936, grad_norm: 4.8015, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.7142, loss/aux0: 0.7142 2020-10-19 14:22:13,618 - mmaction - INFO - Epoch [41][640/792] lr: 7.500e-04, eta: 1 day, 3:13:18, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.7427, top5_acc: 0.9068, loss_cls: 0.9936, loss: 0.9936, grad_norm: 4.8301, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.7244, loss/aux0: 0.7244 2020-10-19 14:22:52,569 - mmaction - INFO - Epoch [41][660/792] lr: 7.500e-04, eta: 1 day, 3:12:04, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8979, loss_cls: 1.0426, loss: 1.0426, grad_norm: 4.7859, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.7208, loss/aux0: 0.7208 2020-10-19 14:22:55,906 - mmaction - INFO - Epoch [41][660/792] lr: 7.500e-04, eta: 1 day, 3:12:37, time: 1.125, data_time: 0.002, memory: 8335, top1_acc: 0.7234, top5_acc: 0.8979, loss_cls: 1.0426, loss: 1.0426, grad_norm: 4.7832, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7269, loss/aux0: 0.7269 2020-10-19 14:23:38,426 - mmaction - INFO - Epoch [41][680/792] lr: 7.500e-04, eta: 1 day, 3:11:27, time: 1.104, data_time: 0.000, memory: 8335, top1_acc: 0.7302, top5_acc: 0.8911, loss_cls: 1.0431, loss: 1.0431, grad_norm: 4.9757, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7447, loss/aux0: 0.7447 2020-10-19 14:23:40,852 - mmaction - INFO - Epoch [41][680/792] lr: 7.500e-04, eta: 1 day, 3:12:00, time: 1.152, data_time: 0.003, memory: 8335, top1_acc: 0.7302, top5_acc: 0.8911, loss_cls: 1.0431, loss: 1.0431, grad_norm: 4.9245, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7248, loss/aux0: 0.7248 2020-10-19 14:24:21,891 - mmaction - INFO - Epoch [41][700/792] lr: 7.500e-04, eta: 1 day, 3:10:50, time: 1.106, data_time: 0.000, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9078, loss_cls: 1.0015, loss: 1.0015, grad_norm: 4.5919, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6900, loss/aux0: 0.6900 2020-10-19 14:24:23,135 - mmaction - INFO - Epoch [41][700/792] lr: 7.500e-04, eta: 1 day, 3:11:17, time: 0.954, data_time: 0.002, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9078, loss_cls: 1.0015, loss: 1.0015, grad_norm: 4.6179, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6958, loss/aux0: 0.6958 2020-10-19 14:25:05,185 - mmaction - INFO - Epoch [41][720/792] lr: 7.500e-04, eta: 1 day, 3:10:07, time: 1.113, data_time: 0.000, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8964, loss_cls: 1.0776, loss: 1.0776, grad_norm: 4.8714, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.7360, loss/aux0: 0.7360 2020-10-19 14:25:07,017 - mmaction - INFO - Epoch [41][720/792] lr: 7.500e-04, eta: 1 day, 3:10:38, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.7229, top5_acc: 0.8964, loss_cls: 1.0776, loss: 1.0776, grad_norm: 4.9179, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7419, loss/aux0: 0.7419 2020-10-19 14:25:47,467 - mmaction - INFO - Epoch [41][740/792] lr: 7.500e-04, eta: 1 day, 3:09:28, time: 1.117, data_time: 0.021, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9026, loss_cls: 1.0267, loss: 1.0267, grad_norm: 5.0052, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.7071, loss/aux0: 0.7071 2020-10-19 14:25:48,062 - mmaction - INFO - Epoch [41][740/792] lr: 7.500e-04, eta: 1 day, 3:09:59, time: 1.071, data_time: 0.010, memory: 8335, top1_acc: 0.7312, top5_acc: 0.9026, loss_cls: 1.0267, loss: 1.0267, grad_norm: 4.9734, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.7029, loss/aux0: 0.7029 2020-10-19 14:26:28,771 - mmaction - INFO - Epoch [41][760/792] lr: 7.500e-04, eta: 1 day, 3:08:48, time: 1.074, data_time: 0.105, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9120, loss_cls: 0.9435, loss: 0.9435, grad_norm: 4.7384, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7650, loss/aux0: 0.7650 2020-10-19 14:26:29,367 - mmaction - INFO - Epoch [41][760/792] lr: 7.500e-04, eta: 1 day, 3:09:18, time: 1.050, data_time: 0.100, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9120, loss_cls: 0.9435, loss: 0.9435, grad_norm: 4.7555, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7628, loss/aux0: 0.7628 2020-10-19 14:27:11,394 - mmaction - INFO - Epoch [41][780/792] lr: 7.500e-04, eta: 1 day, 3:08:08, time: 1.090, data_time: 0.071, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9125, loss_cls: 0.9844, loss: 0.9844, grad_norm: 4.8721, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.7244, loss/aux0: 0.7244 2020-10-19 14:27:14,209 - mmaction - INFO - Epoch [41][780/792] lr: 7.500e-04, eta: 1 day, 3:08:39, time: 1.085, data_time: 0.166, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9125, loss_cls: 0.9844, loss: 0.9844, grad_norm: 4.8478, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.7244, loss/aux0: 0.7244 2020-10-19 14:27:41,448 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-10-19 14:30:48,038 - mmaction - INFO - Epoch [42][20/792] lr: 7.500e-04, eta: 1 day, 3:06:28, time: 1.110, data_time: 0.000, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9104, loss_cls: 0.9317, loss: 0.9317, grad_norm: 4.7252, top1_acc/aux0: 0.8218, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.6966, loss/aux0: 0.6966 2020-10-19 14:30:48,642 - mmaction - INFO - Epoch [42][20/792] lr: 7.500e-04, eta: 1 day, 3:07:00, time: 1.113, data_time: 0.003, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9104, loss_cls: 0.9317, loss: 0.9317, grad_norm: 4.6610, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6885, loss/aux0: 0.6885 2020-10-19 14:31:30,053 - mmaction - INFO - Epoch [42][40/792] lr: 7.500e-04, eta: 1 day, 3:05:47, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9042, loss_cls: 0.9897, loss: 0.9897, grad_norm: 4.8522, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.7363, loss/aux0: 0.7363 2020-10-19 14:31:30,665 - mmaction - INFO - Epoch [42][40/792] lr: 7.500e-04, eta: 1 day, 3:06:16, time: 1.005, data_time: 0.003, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9042, loss_cls: 0.9897, loss: 0.9897, grad_norm: 4.7700, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.7452, loss/aux0: 0.7452 2020-10-19 14:32:10,739 - mmaction - INFO - Epoch [42][60/792] lr: 7.500e-04, eta: 1 day, 3:05:02, time: 0.964, data_time: 0.000, memory: 8335, top1_acc: 0.7484, top5_acc: 0.8995, loss_cls: 0.9938, loss: 0.9938, grad_norm: 4.8989, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6978, loss/aux0: 0.6978 2020-10-19 14:32:12,786 - mmaction - INFO - Epoch [42][60/792] lr: 7.500e-04, eta: 1 day, 3:05:31, time: 1.036, data_time: 0.002, memory: 8335, top1_acc: 0.7484, top5_acc: 0.8995, loss_cls: 0.9938, loss: 0.9938, grad_norm: 4.9633, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.7072, loss/aux0: 0.7072 2020-10-19 14:32:52,482 - mmaction - INFO - Epoch [42][80/792] lr: 7.500e-04, eta: 1 day, 3:04:18, time: 1.001, data_time: 0.000, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9135, loss_cls: 0.9564, loss: 0.9564, grad_norm: 4.5091, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.7466, loss/aux0: 0.7466 2020-10-19 14:32:53,129 - mmaction - INFO - Epoch [42][80/792] lr: 7.500e-04, eta: 1 day, 3:04:46, time: 0.983, data_time: 0.003, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9135, loss_cls: 0.9564, loss: 0.9564, grad_norm: 4.5042, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.7313, loss/aux0: 0.7313 2020-10-19 14:33:33,776 - mmaction - INFO - Epoch [42][100/792] lr: 7.500e-04, eta: 1 day, 3:03:34, time: 1.022, data_time: 0.023, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 0.9654, loss: 0.9654, grad_norm: 4.8505, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.7435, loss/aux0: 0.7435 2020-10-19 14:33:34,990 - mmaction - INFO - Epoch [42][100/792] lr: 7.500e-04, eta: 1 day, 3:04:04, time: 1.037, data_time: 0.025, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9172, loss_cls: 0.9654, loss: 0.9654, grad_norm: 4.8457, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7477, loss/aux0: 0.7477 2020-10-19 14:34:17,588 - mmaction - INFO - Epoch [42][120/792] lr: 7.500e-04, eta: 1 day, 3:02:55, time: 1.155, data_time: 0.000, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9099, loss_cls: 0.9522, loss: 0.9522, grad_norm: 4.8214, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6988, loss/aux0: 0.6988 2020-10-19 14:34:18,193 - mmaction - INFO - Epoch [42][120/792] lr: 7.500e-04, eta: 1 day, 3:03:28, time: 1.143, data_time: 0.003, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9099, loss_cls: 0.9522, loss: 0.9522, grad_norm: 4.7896, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6960, loss/aux0: 0.6960 2020-10-19 14:35:02,538 - mmaction - INFO - Epoch [42][140/792] lr: 7.500e-04, eta: 1 day, 3:02:19, time: 1.145, data_time: 0.000, memory: 8335, top1_acc: 0.7401, top5_acc: 0.9083, loss_cls: 0.9937, loss: 0.9937, grad_norm: 4.9012, top1_acc/aux0: 0.8062, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.7320, loss/aux0: 0.7320 2020-10-19 14:35:03,148 - mmaction - INFO - Epoch [42][140/792] lr: 7.500e-04, eta: 1 day, 3:02:52, time: 1.147, data_time: 0.003, memory: 8335, top1_acc: 0.7401, top5_acc: 0.9083, loss_cls: 0.9937, loss: 0.9937, grad_norm: 4.9059, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.7444, loss/aux0: 0.7444 2020-10-19 14:35:43,568 - mmaction - INFO - Epoch [42][160/792] lr: 7.500e-04, eta: 1 day, 3:01:42, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9052, loss_cls: 0.9795, loss: 0.9795, grad_norm: 4.8869, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7809, loss/aux0: 0.7809 2020-10-19 14:35:44,185 - mmaction - INFO - Epoch [42][160/792] lr: 7.500e-04, eta: 1 day, 3:02:13, time: 1.092, data_time: 0.002, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9052, loss_cls: 0.9795, loss: 0.9795, grad_norm: 4.8743, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7771, loss/aux0: 0.7771 2020-10-19 14:36:26,970 - mmaction - INFO - Epoch [42][180/792] lr: 7.500e-04, eta: 1 day, 3:01:02, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.7443, top5_acc: 0.9078, loss_cls: 0.9683, loss: 0.9683, grad_norm: 4.6961, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7397, loss/aux0: 0.7397 2020-10-19 14:36:27,572 - mmaction - INFO - Epoch [42][180/792] lr: 7.500e-04, eta: 1 day, 3:01:33, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.7443, top5_acc: 0.9078, loss_cls: 0.9683, loss: 0.9683, grad_norm: 4.7536, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7435, loss/aux0: 0.7435 2020-10-19 14:37:09,122 - mmaction - INFO - Epoch [42][200/792] lr: 7.500e-04, eta: 1 day, 3:00:21, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7536, top5_acc: 0.9130, loss_cls: 0.9360, loss: 0.9360, grad_norm: 4.9152, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7455, loss/aux0: 0.7455 2020-10-19 14:37:10,252 - mmaction - INFO - Epoch [42][200/792] lr: 7.500e-04, eta: 1 day, 3:00:51, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.7536, top5_acc: 0.9130, loss_cls: 0.9360, loss: 0.9360, grad_norm: 4.9349, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7323, loss/aux0: 0.7323 2020-10-19 14:37:50,824 - mmaction - INFO - Epoch [42][220/792] lr: 7.500e-04, eta: 1 day, 2:59:39, time: 1.048, data_time: 0.083, memory: 8335, top1_acc: 0.7573, top5_acc: 0.9083, loss_cls: 0.9449, loss: 0.9449, grad_norm: 4.8467, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7540, loss/aux0: 0.7540 2020-10-19 14:37:52,112 - mmaction - INFO - Epoch [42][220/792] lr: 7.500e-04, eta: 1 day, 3:00:09, time: 1.059, data_time: 0.096, memory: 8335, top1_acc: 0.7573, top5_acc: 0.9083, loss_cls: 0.9449, loss: 0.9449, grad_norm: 4.8084, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7647, loss/aux0: 0.7647 2020-10-19 14:38:33,601 - mmaction - INFO - Epoch [42][240/792] lr: 7.500e-04, eta: 1 day, 2:59:00, time: 1.133, data_time: 0.029, memory: 8335, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 0.9728, loss: 0.9728, grad_norm: 4.6294, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6870, loss/aux0: 0.6870 2020-10-19 14:38:34,229 - mmaction - INFO - Epoch [42][240/792] lr: 7.500e-04, eta: 1 day, 2:59:31, time: 1.084, data_time: 0.033, memory: 8335, top1_acc: 0.7438, top5_acc: 0.9031, loss_cls: 0.9728, loss: 0.9728, grad_norm: 4.6449, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6811, loss/aux0: 0.6811 2020-10-19 14:39:15,495 - mmaction - INFO - Epoch [42][260/792] lr: 7.500e-04, eta: 1 day, 2:58:19, time: 1.031, data_time: 0.410, memory: 8335, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 1.0144, loss: 1.0144, grad_norm: 4.8883, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6724, loss/aux0: 0.6724 2020-10-19 14:39:17,153 - mmaction - INFO - Epoch [42][260/792] lr: 7.500e-04, eta: 1 day, 2:58:46, time: 0.943, data_time: 0.325, memory: 8335, top1_acc: 0.7359, top5_acc: 0.9094, loss_cls: 1.0144, loss: 1.0144, grad_norm: 4.9216, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6768, loss/aux0: 0.6768 2020-10-19 14:39:57,436 - mmaction - INFO - Epoch [42][280/792] lr: 7.500e-04, eta: 1 day, 2:57:33, time: 0.989, data_time: 0.000, memory: 8335, top1_acc: 0.7458, top5_acc: 0.9036, loss_cls: 0.9751, loss: 0.9751, grad_norm: 4.6349, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.7060, loss/aux0: 0.7060 2020-10-19 14:39:58,524 - mmaction - INFO - Epoch [42][280/792] lr: 7.500e-04, eta: 1 day, 2:58:02, time: 1.013, data_time: 0.003, memory: 8335, top1_acc: 0.7458, top5_acc: 0.9036, loss_cls: 0.9751, loss: 0.9751, grad_norm: 4.5739, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6906, loss/aux0: 0.6906 2020-10-19 14:40:41,274 - mmaction - INFO - Epoch [42][300/792] lr: 7.500e-04, eta: 1 day, 2:56:52, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9089, loss_cls: 0.9738, loss: 0.9738, grad_norm: 4.6403, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6534, loss/aux0: 0.6534 2020-10-19 14:40:41,862 - mmaction - INFO - Epoch [42][300/792] lr: 7.500e-04, eta: 1 day, 2:57:22, time: 1.052, data_time: 0.002, memory: 8335, top1_acc: 0.7417, top5_acc: 0.9089, loss_cls: 0.9738, loss: 0.9738, grad_norm: 4.6241, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6719, loss/aux0: 0.6719 2020-10-19 14:41:22,676 - mmaction - INFO - Epoch [42][320/792] lr: 7.500e-04, eta: 1 day, 2:56:11, time: 1.076, data_time: 0.001, memory: 8335, top1_acc: 0.7401, top5_acc: 0.9141, loss_cls: 0.9789, loss: 0.9789, grad_norm: 4.8884, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7102, loss/aux0: 0.7102 2020-10-19 14:41:24,519 - mmaction - INFO - Epoch [42][320/792] lr: 7.500e-04, eta: 1 day, 2:56:41, time: 1.050, data_time: 0.004, memory: 8335, top1_acc: 0.7401, top5_acc: 0.9141, loss_cls: 0.9789, loss: 0.9789, grad_norm: 4.9664, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7108, loss/aux0: 0.7108 2020-10-19 14:42:05,759 - mmaction - INFO - Epoch [42][340/792] lr: 7.500e-04, eta: 1 day, 2:55:31, time: 1.084, data_time: 0.000, memory: 8335, top1_acc: 0.7438, top5_acc: 0.9120, loss_cls: 0.9738, loss: 0.9738, grad_norm: 4.9355, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7680, loss/aux0: 0.7680 2020-10-19 14:42:07,964 - mmaction - INFO - Epoch [42][340/792] lr: 7.500e-04, eta: 1 day, 2:56:02, time: 1.098, data_time: 0.003, memory: 8335, top1_acc: 0.7438, top5_acc: 0.9120, loss_cls: 0.9738, loss: 0.9738, grad_norm: 4.9299, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7600, loss/aux0: 0.7600 2020-10-19 14:42:47,381 - mmaction - INFO - Epoch [42][360/792] lr: 7.500e-04, eta: 1 day, 2:54:50, time: 1.019, data_time: 0.001, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9078, loss_cls: 0.9407, loss: 0.9407, grad_norm: 4.6407, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6918, loss/aux0: 0.6918 2020-10-19 14:42:48,869 - mmaction - INFO - Epoch [42][360/792] lr: 7.500e-04, eta: 1 day, 2:55:18, time: 1.010, data_time: 0.003, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9078, loss_cls: 0.9407, loss: 0.9407, grad_norm: 4.5924, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6829, loss/aux0: 0.6829 2020-10-19 14:43:33,382 - mmaction - INFO - Epoch [42][380/792] lr: 7.500e-04, eta: 1 day, 2:54:12, time: 1.215, data_time: 0.000, memory: 8335, top1_acc: 0.7542, top5_acc: 0.9036, loss_cls: 0.9666, loss: 0.9666, grad_norm: 4.5717, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6748, loss/aux0: 0.6748 2020-10-19 14:43:34,005 - mmaction - INFO - Epoch [42][380/792] lr: 7.500e-04, eta: 1 day, 2:54:45, time: 1.187, data_time: 0.003, memory: 8335, top1_acc: 0.7542, top5_acc: 0.9036, loss_cls: 0.9666, loss: 0.9666, grad_norm: 4.5799, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6800, loss/aux0: 0.6800 2020-10-19 14:44:14,000 - mmaction - INFO - Epoch [42][400/792] lr: 7.500e-04, eta: 1 day, 2:53:32, time: 0.971, data_time: 0.000, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9135, loss_cls: 0.9538, loss: 0.9538, grad_norm: 4.5404, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7122, loss/aux0: 0.7122 2020-10-19 14:44:16,494 - mmaction - INFO - Epoch [42][400/792] lr: 7.500e-04, eta: 1 day, 2:54:01, time: 1.033, data_time: 0.002, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9135, loss_cls: 0.9538, loss: 0.9538, grad_norm: 4.5972, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7196, loss/aux0: 0.7196 2020-10-19 14:44:57,072 - mmaction - INFO - Epoch [42][420/792] lr: 7.500e-04, eta: 1 day, 2:52:53, time: 1.170, data_time: 0.284, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9151, loss_cls: 0.9672, loss: 0.9672, grad_norm: 4.8304, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7378, loss/aux0: 0.7378 2020-10-19 14:44:58,959 - mmaction - INFO - Epoch [42][420/792] lr: 7.500e-04, eta: 1 day, 2:53:26, time: 1.173, data_time: 0.271, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9151, loss_cls: 0.9672, loss: 0.9672, grad_norm: 4.7895, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7293, loss/aux0: 0.7293 2020-10-19 14:45:40,005 - mmaction - INFO - Epoch [42][440/792] lr: 7.500e-04, eta: 1 day, 2:52:14, time: 0.993, data_time: 0.173, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9089, loss_cls: 0.9456, loss: 0.9456, grad_norm: 4.6881, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7167, loss/aux0: 0.7167 2020-10-19 14:45:42,811 - mmaction - INFO - Epoch [42][440/792] lr: 7.500e-04, eta: 1 day, 2:52:42, time: 1.022, data_time: 0.175, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9089, loss_cls: 0.9456, loss: 0.9456, grad_norm: 4.6797, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7223, loss/aux0: 0.7223 2020-10-19 14:46:22,735 - mmaction - INFO - Epoch [42][460/792] lr: 7.500e-04, eta: 1 day, 2:51:32, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9062, loss_cls: 0.9774, loss: 0.9774, grad_norm: 4.9014, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6534, loss/aux0: 0.6534 2020-10-19 14:46:24,188 - mmaction - INFO - Epoch [42][460/792] lr: 7.500e-04, eta: 1 day, 2:52:00, time: 1.016, data_time: 0.002, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9062, loss_cls: 0.9774, loss: 0.9774, grad_norm: 4.9929, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6591, loss/aux0: 0.6591 2020-10-19 14:47:05,108 - mmaction - INFO - Epoch [42][480/792] lr: 7.500e-04, eta: 1 day, 2:50:48, time: 1.007, data_time: 0.090, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9073, loss_cls: 0.9636, loss: 0.9636, grad_norm: 4.6673, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6515, loss/aux0: 0.6515 2020-10-19 14:47:06,386 - mmaction - INFO - Epoch [42][480/792] lr: 7.500e-04, eta: 1 day, 2:51:14, time: 0.944, data_time: 0.096, memory: 8335, top1_acc: 0.7448, top5_acc: 0.9073, loss_cls: 0.9636, loss: 0.9636, grad_norm: 4.6280, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6450, loss/aux0: 0.6450 2020-10-19 14:47:48,171 - mmaction - INFO - Epoch [42][500/792] lr: 7.500e-04, eta: 1 day, 2:50:05, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9219, loss_cls: 0.9378, loss: 0.9378, grad_norm: 4.6530, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6844, loss/aux0: 0.6844 2020-10-19 14:47:50,445 - mmaction - INFO - Epoch [42][500/792] lr: 7.500e-04, eta: 1 day, 2:50:35, time: 1.065, data_time: 0.003, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9219, loss_cls: 0.9378, loss: 0.9378, grad_norm: 4.6106, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.7016, loss/aux0: 0.7016 2020-10-19 14:48:29,638 - mmaction - INFO - Epoch [42][520/792] lr: 7.500e-04, eta: 1 day, 2:49:26, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.7495, top5_acc: 0.9052, loss_cls: 1.0101, loss: 1.0101, grad_norm: 4.7970, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.7311, loss/aux0: 0.7311 2020-10-19 14:48:30,234 - mmaction - INFO - Epoch [42][520/792] lr: 7.500e-04, eta: 1 day, 2:49:56, time: 1.060, data_time: 0.001, memory: 8335, top1_acc: 0.7495, top5_acc: 0.9052, loss_cls: 1.0101, loss: 1.0101, grad_norm: 4.8281, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.7149, loss/aux0: 0.7149 2020-10-19 14:49:09,968 - mmaction - INFO - Epoch [42][540/792] lr: 7.500e-04, eta: 1 day, 2:48:43, time: 0.991, data_time: 0.000, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9057, loss_cls: 0.9884, loss: 0.9884, grad_norm: 5.0714, top1_acc/aux0: 0.7901, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7729, loss/aux0: 0.7729 2020-10-19 14:49:13,012 - mmaction - INFO - Epoch [42][540/792] lr: 7.500e-04, eta: 1 day, 2:49:14, time: 1.109, data_time: 0.002, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9057, loss_cls: 0.9884, loss: 0.9884, grad_norm: 5.0195, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7595, loss/aux0: 0.7595 2020-10-19 14:49:54,861 - mmaction - INFO - Epoch [42][560/792] lr: 7.500e-04, eta: 1 day, 2:48:06, time: 1.136, data_time: 0.000, memory: 8335, top1_acc: 0.7599, top5_acc: 0.9109, loss_cls: 0.9735, loss: 0.9735, grad_norm: 4.7587, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6975, loss/aux0: 0.6975 2020-10-19 14:49:55,486 - mmaction - INFO - Epoch [42][560/792] lr: 7.500e-04, eta: 1 day, 2:48:38, time: 1.138, data_time: 0.004, memory: 8335, top1_acc: 0.7599, top5_acc: 0.9109, loss_cls: 0.9735, loss: 0.9735, grad_norm: 4.7434, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7185, loss/aux0: 0.7185 2020-10-19 14:50:38,281 - mmaction - INFO - Epoch [42][580/792] lr: 7.500e-04, eta: 1 day, 2:47:29, time: 1.129, data_time: 0.000, memory: 8335, top1_acc: 0.7505, top5_acc: 0.9062, loss_cls: 0.9722, loss: 0.9722, grad_norm: 4.8152, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7457, loss/aux0: 0.7457 2020-10-19 14:50:38,904 - mmaction - INFO - Epoch [42][580/792] lr: 7.500e-04, eta: 1 day, 2:48:01, time: 1.130, data_time: 0.003, memory: 8335, top1_acc: 0.7505, top5_acc: 0.9062, loss_cls: 0.9722, loss: 0.9722, grad_norm: 4.8284, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7398, loss/aux0: 0.7398 2020-10-19 14:51:19,477 - mmaction - INFO - Epoch [42][600/792] lr: 7.500e-04, eta: 1 day, 2:46:50, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9047, loss_cls: 0.9880, loss: 0.9880, grad_norm: 4.6723, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6480, loss/aux0: 0.6480 2020-10-19 14:51:20,098 - mmaction - INFO - Epoch [42][600/792] lr: 7.500e-04, eta: 1 day, 2:47:20, time: 1.062, data_time: 0.003, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9047, loss_cls: 0.9880, loss: 0.9880, grad_norm: 4.6883, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6501, loss/aux0: 0.6501 2020-10-19 14:51:58,198 - mmaction - INFO - Epoch [42][620/792] lr: 7.500e-04, eta: 1 day, 2:46:07, time: 0.980, data_time: 0.000, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9083, loss_cls: 0.9816, loss: 0.9816, grad_norm: 4.6982, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6242, loss/aux0: 0.6242 2020-10-19 14:52:00,286 - mmaction - INFO - Epoch [42][620/792] lr: 7.500e-04, eta: 1 day, 2:46:33, time: 0.941, data_time: 0.003, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9083, loss_cls: 0.9816, loss: 0.9816, grad_norm: 4.7082, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-19 14:52:38,545 - mmaction - INFO - Epoch [42][640/792] lr: 7.500e-04, eta: 1 day, 2:45:21, time: 0.992, data_time: 0.286, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9036, loss_cls: 0.9989, loss: 0.9989, grad_norm: 4.7437, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.7080, loss/aux0: 0.7080 2020-10-19 14:52:41,625 - mmaction - INFO - Epoch [42][640/792] lr: 7.500e-04, eta: 1 day, 2:45:49, time: 1.024, data_time: 0.273, memory: 8335, top1_acc: 0.7385, top5_acc: 0.9036, loss_cls: 0.9989, loss: 0.9989, grad_norm: 4.7297, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.7070, loss/aux0: 0.7070 2020-10-19 14:53:21,814 - mmaction - INFO - Epoch [42][660/792] lr: 7.500e-04, eta: 1 day, 2:44:39, time: 1.060, data_time: 0.083, memory: 8335, top1_acc: 0.7396, top5_acc: 0.8984, loss_cls: 1.0192, loss: 1.0192, grad_norm: 4.8028, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6768, loss/aux0: 0.6768 2020-10-19 14:53:24,814 - mmaction - INFO - Epoch [42][660/792] lr: 7.500e-04, eta: 1 day, 2:45:08, time: 1.038, data_time: 0.158, memory: 8335, top1_acc: 0.7396, top5_acc: 0.8984, loss_cls: 1.0192, loss: 1.0192, grad_norm: 4.8025, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6797, loss/aux0: 0.6797 2020-10-19 14:54:04,705 - mmaction - INFO - Epoch [42][680/792] lr: 7.500e-04, eta: 1 day, 2:43:58, time: 1.098, data_time: 0.012, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9161, loss_cls: 0.9281, loss: 0.9281, grad_norm: 4.6750, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.7151, loss/aux0: 0.7151 2020-10-19 14:54:06,582 - mmaction - INFO - Epoch [42][680/792] lr: 7.500e-04, eta: 1 day, 2:44:29, time: 1.106, data_time: 0.003, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9161, loss_cls: 0.9281, loss: 0.9281, grad_norm: 4.6795, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7218, loss/aux0: 0.7218 2020-10-19 14:54:49,796 - mmaction - INFO - Epoch [42][700/792] lr: 7.500e-04, eta: 1 day, 2:43:20, time: 1.123, data_time: 0.000, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9073, loss_cls: 0.9898, loss: 0.9898, grad_norm: 4.9361, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6946, loss/aux0: 0.6946 2020-10-19 14:54:51,554 - mmaction - INFO - Epoch [42][700/792] lr: 7.500e-04, eta: 1 day, 2:43:51, time: 1.093, data_time: 0.003, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9073, loss_cls: 0.9898, loss: 0.9898, grad_norm: 4.9787, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.7001, loss/aux0: 0.7001 2020-10-19 14:55:29,821 - mmaction - INFO - Epoch [42][720/792] lr: 7.500e-04, eta: 1 day, 2:42:39, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9078, loss_cls: 0.9609, loss: 0.9609, grad_norm: 4.9403, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7501, loss/aux0: 0.7501 2020-10-19 14:55:33,264 - mmaction - INFO - Epoch [42][720/792] lr: 7.500e-04, eta: 1 day, 2:43:09, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9078, loss_cls: 0.9609, loss: 0.9609, grad_norm: 4.9963, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7523, loss/aux0: 0.7523 2020-10-19 14:56:11,136 - mmaction - INFO - Epoch [42][740/792] lr: 7.500e-04, eta: 1 day, 2:41:58, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9089, loss_cls: 0.9593, loss: 0.9593, grad_norm: 4.7380, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6983, loss/aux0: 0.6983 2020-10-19 14:56:12,638 - mmaction - INFO - Epoch [42][740/792] lr: 7.500e-04, eta: 1 day, 2:42:26, time: 1.004, data_time: 0.002, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9089, loss_cls: 0.9593, loss: 0.9593, grad_norm: 4.7277, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6832, loss/aux0: 0.6832 2020-10-19 14:56:50,500 - mmaction - INFO - Epoch [42][760/792] lr: 7.500e-04, eta: 1 day, 2:41:13, time: 0.959, data_time: 0.000, memory: 8335, top1_acc: 0.7375, top5_acc: 0.9042, loss_cls: 1.0094, loss: 1.0094, grad_norm: 4.7777, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6981, loss/aux0: 0.6981 2020-10-19 14:56:51,630 - mmaction - INFO - Epoch [42][760/792] lr: 7.500e-04, eta: 1 day, 2:41:40, time: 0.984, data_time: 0.002, memory: 8335, top1_acc: 0.7375, top5_acc: 0.9042, loss_cls: 1.0094, loss: 1.0094, grad_norm: 4.7993, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.7028, loss/aux0: 0.7028 2020-10-19 14:57:34,455 - mmaction - INFO - Epoch [42][780/792] lr: 7.500e-04, eta: 1 day, 2:40:31, time: 1.091, data_time: 0.089, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9120, loss_cls: 0.9095, loss: 0.9095, grad_norm: 4.7361, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6817, loss/aux0: 0.6817 2020-10-19 14:57:35,063 - mmaction - INFO - Epoch [42][780/792] lr: 7.500e-04, eta: 1 day, 2:41:01, time: 1.086, data_time: 0.092, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9120, loss_cls: 0.9095, loss: 0.9095, grad_norm: 4.8032, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6823, loss/aux0: 0.6823 2020-10-19 14:58:01,615 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-10-19 15:01:22,109 - mmaction - INFO - Epoch [43][20/792] lr: 7.500e-04, eta: 1 day, 2:38:50, time: 1.048, data_time: 0.000, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 0.9929, loss: 0.9929, grad_norm: 4.7728, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6618, loss/aux0: 0.6618 2020-10-19 15:01:22,720 - mmaction - INFO - Epoch [43][20/792] lr: 7.500e-04, eta: 1 day, 2:39:18, time: 1.012, data_time: 0.003, memory: 8335, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 0.9929, loss: 0.9929, grad_norm: 4.7611, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6615, loss/aux0: 0.6615 2020-10-19 15:02:05,710 - mmaction - INFO - Epoch [43][40/792] lr: 7.500e-04, eta: 1 day, 2:38:10, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.7313, top5_acc: 0.9016, loss_cls: 1.0512, loss: 1.0512, grad_norm: 4.7862, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6656, loss/aux0: 0.6656 2020-10-19 15:02:07,658 - mmaction - INFO - Epoch [43][40/792] lr: 7.500e-04, eta: 1 day, 2:38:39, time: 1.067, data_time: 0.002, memory: 8335, top1_acc: 0.7313, top5_acc: 0.9016, loss_cls: 1.0512, loss: 1.0512, grad_norm: 4.7613, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6624, loss/aux0: 0.6624 2020-10-19 15:02:48,422 - mmaction - INFO - Epoch [43][60/792] lr: 7.500e-04, eta: 1 day, 2:37:28, time: 1.021, data_time: 0.000, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9141, loss_cls: 0.9050, loss: 0.9050, grad_norm: 4.7645, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6614, loss/aux0: 0.6614 2020-10-19 15:02:51,069 - mmaction - INFO - Epoch [43][60/792] lr: 7.500e-04, eta: 1 day, 2:37:56, time: 1.020, data_time: 0.002, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9141, loss_cls: 0.9050, loss: 0.9050, grad_norm: 4.7351, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6637, loss/aux0: 0.6637 2020-10-19 15:03:33,671 - mmaction - INFO - Epoch [43][80/792] lr: 7.500e-04, eta: 1 day, 2:36:48, time: 1.140, data_time: 0.000, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9146, loss_cls: 0.9568, loss: 0.9568, grad_norm: 4.6130, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6833, loss/aux0: 0.6833 2020-10-19 15:03:34,302 - mmaction - INFO - Epoch [43][80/792] lr: 7.500e-04, eta: 1 day, 2:37:19, time: 1.143, data_time: 0.004, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9146, loss_cls: 0.9568, loss: 0.9568, grad_norm: 4.5908, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6813, loss/aux0: 0.6813 2020-10-19 15:04:15,426 - mmaction - INFO - Epoch [43][100/792] lr: 7.500e-04, eta: 1 day, 2:36:10, time: 1.092, data_time: 0.080, memory: 8335, top1_acc: 0.7620, top5_acc: 0.9250, loss_cls: 0.8826, loss: 0.8826, grad_norm: 4.7776, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7225, loss/aux0: 0.7225 2020-10-19 15:04:16,064 - mmaction - INFO - Epoch [43][100/792] lr: 7.500e-04, eta: 1 day, 2:36:39, time: 1.066, data_time: 0.084, memory: 8335, top1_acc: 0.7620, top5_acc: 0.9250, loss_cls: 0.8826, loss: 0.8826, grad_norm: 4.8056, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7233, loss/aux0: 0.7233 2020-10-19 15:04:57,046 - mmaction - INFO - Epoch [43][120/792] lr: 7.500e-04, eta: 1 day, 2:35:30, time: 1.090, data_time: 0.187, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9214, loss_cls: 0.9336, loss: 0.9336, grad_norm: 4.9098, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6967, loss/aux0: 0.6967 2020-10-19 15:04:57,669 - mmaction - INFO - Epoch [43][120/792] lr: 7.500e-04, eta: 1 day, 2:36:00, time: 1.081, data_time: 0.189, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9214, loss_cls: 0.9336, loss: 0.9336, grad_norm: 4.9214, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.7008, loss/aux0: 0.7008 2020-10-19 15:05:39,201 - mmaction - INFO - Epoch [43][140/792] lr: 7.500e-04, eta: 1 day, 2:34:48, time: 0.989, data_time: 0.000, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.9135, loss: 0.9135, grad_norm: 4.7026, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.7067, loss/aux0: 0.7067 2020-10-19 15:05:40,515 - mmaction - INFO - Epoch [43][140/792] lr: 7.500e-04, eta: 1 day, 2:35:16, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9156, loss_cls: 0.9135, loss: 0.9135, grad_norm: 4.6989, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6979, loss/aux0: 0.6979 2020-10-19 15:06:24,048 - mmaction - INFO - Epoch [43][160/792] lr: 7.500e-04, eta: 1 day, 2:34:10, time: 1.222, data_time: 0.000, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9172, loss_cls: 0.9366, loss: 0.9366, grad_norm: 4.7533, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6680, loss/aux0: 0.6680 2020-10-19 15:06:24,655 - mmaction - INFO - Epoch [43][160/792] lr: 7.500e-04, eta: 1 day, 2:34:43, time: 1.197, data_time: 0.004, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9172, loss_cls: 0.9366, loss: 0.9366, grad_norm: 4.7455, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6848, loss/aux0: 0.6848 2020-10-19 15:07:04,515 - mmaction - INFO - Epoch [43][180/792] lr: 7.500e-04, eta: 1 day, 2:33:33, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.7620, top5_acc: 0.9177, loss_cls: 0.9062, loss: 0.9062, grad_norm: 4.6261, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7598, loss/aux0: 0.7598 2020-10-19 15:07:05,701 - mmaction - INFO - Epoch [43][180/792] lr: 7.500e-04, eta: 1 day, 2:34:02, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.7620, top5_acc: 0.9177, loss_cls: 0.9062, loss: 0.9062, grad_norm: 4.5815, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7435, loss/aux0: 0.7435 2020-10-19 15:07:46,249 - mmaction - INFO - Epoch [43][200/792] lr: 7.500e-04, eta: 1 day, 2:32:51, time: 1.028, data_time: 0.000, memory: 8335, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.9101, loss: 0.9101, grad_norm: 4.7979, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7375, loss/aux0: 0.7375 2020-10-19 15:07:48,623 - mmaction - INFO - Epoch [43][200/792] lr: 7.500e-04, eta: 1 day, 2:33:17, time: 0.932, data_time: 0.002, memory: 8335, top1_acc: 0.7625, top5_acc: 0.9141, loss_cls: 0.9101, loss: 0.9101, grad_norm: 4.7400, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7369, loss/aux0: 0.7369 2020-10-19 15:08:27,803 - mmaction - INFO - Epoch [43][220/792] lr: 7.500e-04, eta: 1 day, 2:32:05, time: 0.978, data_time: 0.000, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9073, loss_cls: 0.9424, loss: 0.9424, grad_norm: 4.8671, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6453, loss/aux0: 0.6453 2020-10-19 15:08:30,622 - mmaction - INFO - Epoch [43][220/792] lr: 7.500e-04, eta: 1 day, 2:32:35, time: 1.091, data_time: 0.003, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9073, loss_cls: 0.9424, loss: 0.9424, grad_norm: 4.8825, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6586, loss/aux0: 0.6586 2020-10-19 15:09:09,230 - mmaction - INFO - Epoch [43][240/792] lr: 7.500e-04, eta: 1 day, 2:31:23, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9193, loss_cls: 0.9482, loss: 0.9482, grad_norm: 4.9854, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.7001, loss/aux0: 0.7001 2020-10-19 15:09:11,377 - mmaction - INFO - Epoch [43][240/792] lr: 7.500e-04, eta: 1 day, 2:31:49, time: 0.952, data_time: 0.002, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9193, loss_cls: 0.9482, loss: 0.9482, grad_norm: 5.0565, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6947, loss/aux0: 0.6947 2020-10-19 15:09:52,218 - mmaction - INFO - Epoch [43][260/792] lr: 7.500e-04, eta: 1 day, 2:30:40, time: 1.097, data_time: 0.105, memory: 8335, top1_acc: 0.7458, top5_acc: 0.9120, loss_cls: 0.9579, loss: 0.9579, grad_norm: 4.9356, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6764, loss/aux0: 0.6764 2020-10-19 15:09:53,847 - mmaction - INFO - Epoch [43][260/792] lr: 7.500e-04, eta: 1 day, 2:31:10, time: 1.081, data_time: 0.107, memory: 8335, top1_acc: 0.7458, top5_acc: 0.9120, loss_cls: 0.9579, loss: 0.9579, grad_norm: 4.9782, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6810, loss/aux0: 0.6810 2020-10-19 15:10:34,766 - mmaction - INFO - Epoch [43][280/792] lr: 7.500e-04, eta: 1 day, 2:29:59, time: 1.035, data_time: 0.021, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9047, loss_cls: 0.9310, loss: 0.9310, grad_norm: 4.6382, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6856, loss/aux0: 0.6856 2020-10-19 15:10:35,356 - mmaction - INFO - Epoch [43][280/792] lr: 7.500e-04, eta: 1 day, 2:30:27, time: 1.036, data_time: 0.023, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9047, loss_cls: 0.9310, loss: 0.9310, grad_norm: 4.6613, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6753, loss/aux0: 0.6753 2020-10-19 15:11:16,038 - mmaction - INFO - Epoch [43][300/792] lr: 7.500e-04, eta: 1 day, 2:29:17, time: 1.047, data_time: 0.013, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9198, loss_cls: 0.9366, loss: 0.9366, grad_norm: 4.9329, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6518, loss/aux0: 0.6518 2020-10-19 15:11:16,660 - mmaction - INFO - Epoch [43][300/792] lr: 7.500e-04, eta: 1 day, 2:29:46, time: 1.049, data_time: 0.016, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9198, loss_cls: 0.9366, loss: 0.9366, grad_norm: 4.8570, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6506, loss/aux0: 0.6506 2020-10-19 15:11:59,344 - mmaction - INFO - Epoch [43][320/792] lr: 7.500e-04, eta: 1 day, 2:28:40, time: 1.224, data_time: 0.000, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9146, loss_cls: 0.9317, loss: 0.9317, grad_norm: 4.7856, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7343, loss/aux0: 0.7343 2020-10-19 15:12:01,411 - mmaction - INFO - Epoch [43][320/792] lr: 7.500e-04, eta: 1 day, 2:29:13, time: 1.194, data_time: 0.002, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9146, loss_cls: 0.9317, loss: 0.9317, grad_norm: 4.7412, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7326, loss/aux0: 0.7326 2020-10-19 15:12:38,190 - mmaction - INFO - Epoch [43][340/792] lr: 7.500e-04, eta: 1 day, 2:28:00, time: 0.931, data_time: 0.028, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9151, loss_cls: 0.9342, loss: 0.9342, grad_norm: 4.8338, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.7057, loss/aux0: 0.7057 2020-10-19 15:12:40,311 - mmaction - INFO - Epoch [43][340/792] lr: 7.500e-04, eta: 1 day, 2:28:25, time: 0.946, data_time: 0.029, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9151, loss_cls: 0.9342, loss: 0.9342, grad_norm: 4.8263, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7195, loss/aux0: 0.7195 2020-10-19 15:13:22,968 - mmaction - INFO - Epoch [43][360/792] lr: 7.500e-04, eta: 1 day, 2:27:17, time: 1.126, data_time: 0.106, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9229, loss_cls: 0.8955, loss: 0.8955, grad_norm: 4.9148, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6977, loss/aux0: 0.6977 2020-10-19 15:13:23,570 - mmaction - INFO - Epoch [43][360/792] lr: 7.500e-04, eta: 1 day, 2:27:47, time: 1.078, data_time: 0.107, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9229, loss_cls: 0.8955, loss: 0.8955, grad_norm: 4.9213, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6903, loss/aux0: 0.6903 2020-10-19 15:14:03,631 - mmaction - INFO - Epoch [43][380/792] lr: 7.500e-04, eta: 1 day, 2:26:37, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9016, loss_cls: 1.0078, loss: 1.0078, grad_norm: 5.0709, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6451, loss/aux0: 0.6451 2020-10-19 15:14:04,958 - mmaction - INFO - Epoch [43][380/792] lr: 7.500e-04, eta: 1 day, 2:27:04, time: 1.008, data_time: 0.003, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9016, loss_cls: 1.0078, loss: 1.0078, grad_norm: 5.1314, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6493, loss/aux0: 0.6493 2020-10-19 15:14:45,845 - mmaction - INFO - Epoch [43][400/792] lr: 7.500e-04, eta: 1 day, 2:25:56, time: 1.110, data_time: 0.000, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9104, loss_cls: 0.9390, loss: 0.9390, grad_norm: 4.8532, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6831, loss/aux0: 0.6831 2020-10-19 15:14:47,262 - mmaction - INFO - Epoch [43][400/792] lr: 7.500e-04, eta: 1 day, 2:26:25, time: 1.087, data_time: 0.003, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9104, loss_cls: 0.9390, loss: 0.9390, grad_norm: 4.8387, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6819, loss/aux0: 0.6819 2020-10-19 15:15:26,011 - mmaction - INFO - Epoch [43][420/792] lr: 7.500e-04, eta: 1 day, 2:25:14, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.7333, top5_acc: 0.9094, loss_cls: 0.9918, loss: 0.9918, grad_norm: 4.9539, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6694, loss/aux0: 0.6694 2020-10-19 15:15:26,809 - mmaction - INFO - Epoch [43][420/792] lr: 7.500e-04, eta: 1 day, 2:25:42, time: 1.008, data_time: 0.002, memory: 8335, top1_acc: 0.7333, top5_acc: 0.9094, loss_cls: 0.9918, loss: 0.9918, grad_norm: 4.9433, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6685, loss/aux0: 0.6685 2020-10-19 15:16:11,919 - mmaction - INFO - Epoch [43][440/792] lr: 7.500e-04, eta: 1 day, 2:24:34, time: 1.131, data_time: 0.000, memory: 8335, top1_acc: 0.7380, top5_acc: 0.8984, loss_cls: 1.0216, loss: 1.0216, grad_norm: 4.7988, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6834, loss/aux0: 0.6834 2020-10-19 15:16:12,537 - mmaction - INFO - Epoch [43][440/792] lr: 7.500e-04, eta: 1 day, 2:25:04, time: 1.127, data_time: 0.003, memory: 8335, top1_acc: 0.7380, top5_acc: 0.8984, loss_cls: 1.0216, loss: 1.0216, grad_norm: 4.7646, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6696, loss/aux0: 0.6696 2020-10-19 15:16:54,404 - mmaction - INFO - Epoch [43][460/792] lr: 7.500e-04, eta: 1 day, 2:23:56, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9182, loss_cls: 0.9293, loss: 0.9293, grad_norm: 4.9344, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6724, loss/aux0: 0.6724 2020-10-19 15:16:55,001 - mmaction - INFO - Epoch [43][460/792] lr: 7.500e-04, eta: 1 day, 2:24:25, time: 1.091, data_time: 0.002, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9182, loss_cls: 0.9293, loss: 0.9293, grad_norm: 4.9643, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6889, loss/aux0: 0.6889 2020-10-19 15:17:37,890 - mmaction - INFO - Epoch [43][480/792] lr: 7.500e-04, eta: 1 day, 2:23:17, time: 1.134, data_time: 0.000, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9052, loss_cls: 0.9399, loss: 0.9399, grad_norm: 4.7580, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.7120, loss/aux0: 0.7120 2020-10-19 15:17:38,496 - mmaction - INFO - Epoch [43][480/792] lr: 7.500e-04, eta: 1 day, 2:23:48, time: 1.136, data_time: 0.003, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9052, loss_cls: 0.9399, loss: 0.9399, grad_norm: 4.7090, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.7042, loss/aux0: 0.7042 2020-10-19 15:18:18,239 - mmaction - INFO - Epoch [43][500/792] lr: 7.500e-04, eta: 1 day, 2:22:36, time: 0.985, data_time: 0.000, memory: 8335, top1_acc: 0.7292, top5_acc: 0.8958, loss_cls: 1.0389, loss: 1.0389, grad_norm: 5.1179, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6866, loss/aux0: 0.6866 2020-10-19 15:18:20,672 - mmaction - INFO - Epoch [43][500/792] lr: 7.500e-04, eta: 1 day, 2:23:05, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.7292, top5_acc: 0.8958, loss_cls: 1.0389, loss: 1.0389, grad_norm: 5.0480, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6992, loss/aux0: 0.6992 2020-10-19 15:19:01,491 - mmaction - INFO - Epoch [43][520/792] lr: 7.500e-04, eta: 1 day, 2:21:57, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9177, loss_cls: 0.9120, loss: 0.9120, grad_norm: 4.5652, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6167, loss/aux0: 0.6167 2020-10-19 15:19:05,564 - mmaction - INFO - Epoch [43][520/792] lr: 7.500e-04, eta: 1 day, 2:22:29, time: 1.178, data_time: 0.003, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9177, loss_cls: 0.9120, loss: 0.9120, grad_norm: 4.6067, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-19 15:19:45,783 - mmaction - INFO - Epoch [43][540/792] lr: 7.500e-04, eta: 1 day, 2:21:20, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9156, loss_cls: 0.8868, loss: 0.8868, grad_norm: 4.8157, top1_acc/aux0: 0.7922, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7663, loss/aux0: 0.7663 2020-10-19 15:19:48,171 - mmaction - INFO - Epoch [43][540/792] lr: 7.500e-04, eta: 1 day, 2:21:49, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9156, loss_cls: 0.8868, loss: 0.8868, grad_norm: 4.7534, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7678, loss/aux0: 0.7678 2020-10-19 15:20:30,165 - mmaction - INFO - Epoch [43][560/792] lr: 7.500e-04, eta: 1 day, 2:20:39, time: 1.069, data_time: 0.000, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9188, loss_cls: 0.9405, loss: 0.9405, grad_norm: 5.0537, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6767, loss/aux0: 0.6767 2020-10-19 15:20:30,940 - mmaction - INFO - Epoch [43][560/792] lr: 7.500e-04, eta: 1 day, 2:21:06, time: 0.979, data_time: 0.003, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9188, loss_cls: 0.9405, loss: 0.9405, grad_norm: 5.0253, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6731, loss/aux0: 0.6731 2020-10-19 15:21:12,862 - mmaction - INFO - Epoch [43][580/792] lr: 7.500e-04, eta: 1 day, 2:19:56, time: 1.047, data_time: 0.404, memory: 8335, top1_acc: 0.7380, top5_acc: 0.9073, loss_cls: 1.0001, loss: 1.0001, grad_norm: 5.0547, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6984, loss/aux0: 0.6984 2020-10-19 15:21:16,268 - mmaction - INFO - Epoch [43][580/792] lr: 7.500e-04, eta: 1 day, 2:20:27, time: 1.176, data_time: 0.529, memory: 8335, top1_acc: 0.7380, top5_acc: 0.9073, loss_cls: 1.0001, loss: 1.0001, grad_norm: 4.9973, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6876, loss/aux0: 0.6876 2020-10-19 15:21:56,622 - mmaction - INFO - Epoch [43][600/792] lr: 7.500e-04, eta: 1 day, 2:19:19, time: 1.117, data_time: 0.539, memory: 8335, top1_acc: 0.7526, top5_acc: 0.9115, loss_cls: 0.9313, loss: 0.9313, grad_norm: 4.6825, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6753, loss/aux0: 0.6753 2020-10-19 15:21:58,923 - mmaction - INFO - Epoch [43][600/792] lr: 7.500e-04, eta: 1 day, 2:19:48, time: 1.051, data_time: 0.474, memory: 8335, top1_acc: 0.7526, top5_acc: 0.9115, loss_cls: 0.9313, loss: 0.9313, grad_norm: 4.6911, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6888, loss/aux0: 0.6888 2020-10-19 15:22:36,266 - mmaction - INFO - Epoch [43][620/792] lr: 7.500e-04, eta: 1 day, 2:18:38, time: 1.046, data_time: 0.243, memory: 8335, top1_acc: 0.7375, top5_acc: 0.9073, loss_cls: 0.9893, loss: 0.9893, grad_norm: 4.8996, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7118, loss/aux0: 0.7118 2020-10-19 15:22:36,889 - mmaction - INFO - Epoch [43][620/792] lr: 7.500e-04, eta: 1 day, 2:19:03, time: 0.943, data_time: 0.140, memory: 8335, top1_acc: 0.7375, top5_acc: 0.9073, loss_cls: 0.9893, loss: 0.9893, grad_norm: 4.9902, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7112, loss/aux0: 0.7112 2020-10-19 15:23:16,674 - mmaction - INFO - Epoch [43][640/792] lr: 7.500e-04, eta: 1 day, 2:17:52, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9182, loss_cls: 0.8948, loss: 0.8948, grad_norm: 4.6977, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6779, loss/aux0: 0.6779 2020-10-19 15:23:17,951 - mmaction - INFO - Epoch [43][640/792] lr: 7.500e-04, eta: 1 day, 2:18:18, time: 0.969, data_time: 0.002, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9182, loss_cls: 0.8948, loss: 0.8948, grad_norm: 4.7103, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6768, loss/aux0: 0.6768 2020-10-19 15:24:00,108 - mmaction - INFO - Epoch [43][660/792] lr: 7.500e-04, eta: 1 day, 2:17:11, time: 1.162, data_time: 0.225, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9182, loss_cls: 0.9168, loss: 0.9168, grad_norm: 4.7370, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6851, loss/aux0: 0.6851 2020-10-19 15:24:00,725 - mmaction - INFO - Epoch [43][660/792] lr: 7.500e-04, eta: 1 day, 2:17:41, time: 1.100, data_time: 0.178, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9182, loss_cls: 0.9168, loss: 0.9168, grad_norm: 4.7581, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6918, loss/aux0: 0.6918 2020-10-19 15:24:42,798 - mmaction - INFO - Epoch [43][680/792] lr: 7.500e-04, eta: 1 day, 2:16:31, time: 1.057, data_time: 0.027, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9031, loss_cls: 0.9863, loss: 0.9863, grad_norm: 5.0040, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7451, loss/aux0: 0.7451 2020-10-19 15:24:44,222 - mmaction - INFO - Epoch [43][680/792] lr: 7.500e-04, eta: 1 day, 2:17:00, time: 1.079, data_time: 0.049, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9031, loss_cls: 0.9863, loss: 0.9863, grad_norm: 5.0330, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7565, loss/aux0: 0.7565 2020-10-19 15:25:24,013 - mmaction - INFO - Epoch [43][700/792] lr: 7.500e-04, eta: 1 day, 2:15:52, time: 1.090, data_time: 0.091, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9182, loss_cls: 0.9216, loss: 0.9216, grad_norm: 4.7983, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6787, loss/aux0: 0.6787 2020-10-19 15:25:24,611 - mmaction - INFO - Epoch [43][700/792] lr: 7.500e-04, eta: 1 day, 2:16:17, time: 0.950, data_time: 0.013, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9182, loss_cls: 0.9216, loss: 0.9216, grad_norm: 4.8898, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6678, loss/aux0: 0.6678 2020-10-19 15:26:06,039 - mmaction - INFO - Epoch [43][720/792] lr: 7.500e-04, eta: 1 day, 2:15:08, time: 1.069, data_time: 0.033, memory: 8335, top1_acc: 0.7563, top5_acc: 0.9104, loss_cls: 0.9402, loss: 0.9402, grad_norm: 4.7923, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6937, loss/aux0: 0.6937 2020-10-19 15:26:08,750 - mmaction - INFO - Epoch [43][720/792] lr: 7.500e-04, eta: 1 day, 2:15:39, time: 1.176, data_time: 0.037, memory: 8335, top1_acc: 0.7563, top5_acc: 0.9104, loss_cls: 0.9402, loss: 0.9402, grad_norm: 4.8291, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6891, loss/aux0: 0.6891 2020-10-19 15:26:48,949 - mmaction - INFO - Epoch [43][740/792] lr: 7.500e-04, eta: 1 day, 2:14:31, time: 1.108, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9161, loss_cls: 0.8881, loss: 0.8881, grad_norm: 4.7750, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6412, loss/aux0: 0.6412 2020-10-19 15:26:51,919 - mmaction - INFO - Epoch [43][740/792] lr: 7.500e-04, eta: 1 day, 2:15:01, time: 1.098, data_time: 0.003, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9161, loss_cls: 0.8881, loss: 0.8881, grad_norm: 4.7335, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6313, loss/aux0: 0.6313 2020-10-19 15:27:30,632 - mmaction - INFO - Epoch [43][760/792] lr: 7.500e-04, eta: 1 day, 2:13:50, time: 0.999, data_time: 0.000, memory: 8335, top1_acc: 0.7573, top5_acc: 0.9078, loss_cls: 0.9294, loss: 0.9294, grad_norm: 5.0915, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6817, loss/aux0: 0.6817 2020-10-19 15:27:31,902 - mmaction - INFO - Epoch [43][760/792] lr: 7.500e-04, eta: 1 day, 2:14:15, time: 0.935, data_time: 0.002, memory: 8335, top1_acc: 0.7573, top5_acc: 0.9078, loss_cls: 0.9294, loss: 0.9294, grad_norm: 5.0724, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6865, loss/aux0: 0.6865 2020-10-19 15:28:14,133 - mmaction - INFO - Epoch [43][780/792] lr: 7.500e-04, eta: 1 day, 2:13:05, time: 1.048, data_time: 0.011, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9073, loss_cls: 0.9572, loss: 0.9572, grad_norm: 4.6754, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6434, loss/aux0: 0.6434 2020-10-19 15:28:14,736 - mmaction - INFO - Epoch [43][780/792] lr: 7.500e-04, eta: 1 day, 2:13:33, time: 1.049, data_time: 0.013, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9073, loss_cls: 0.9572, loss: 0.9572, grad_norm: 4.7460, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6485, loss/aux0: 0.6485 2020-10-19 15:28:41,948 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-10-19 15:31:47,503 - mmaction - INFO - Epoch [44][20/792] lr: 7.500e-04, eta: 1 day, 2:11:27, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9115, loss_cls: 0.9430, loss: 0.9430, grad_norm: 4.7607, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9561, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-19 15:31:48,113 - mmaction - INFO - Epoch [44][20/792] lr: 7.500e-04, eta: 1 day, 2:11:56, time: 1.098, data_time: 0.003, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9115, loss_cls: 0.9430, loss: 0.9430, grad_norm: 4.7672, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-19 15:32:28,812 - mmaction - INFO - Epoch [44][40/792] lr: 7.500e-04, eta: 1 day, 2:10:46, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9193, loss_cls: 0.8570, loss: 0.8570, grad_norm: 4.8819, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.7038, loss/aux0: 0.7038 2020-10-19 15:32:29,396 - mmaction - INFO - Epoch [44][40/792] lr: 7.500e-04, eta: 1 day, 2:11:12, time: 0.961, data_time: 0.003, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9193, loss_cls: 0.8570, loss: 0.8570, grad_norm: 4.9154, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.7066, loss/aux0: 0.7066 2020-10-19 15:33:11,769 - mmaction - INFO - Epoch [44][60/792] lr: 7.500e-04, eta: 1 day, 2:10:02, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9141, loss_cls: 0.8927, loss: 0.8927, grad_norm: 4.5965, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6436, loss/aux0: 0.6436 2020-10-19 15:33:12,381 - mmaction - INFO - Epoch [44][60/792] lr: 7.500e-04, eta: 1 day, 2:10:29, time: 1.036, data_time: 0.002, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9141, loss_cls: 0.8927, loss: 0.8927, grad_norm: 4.5405, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6277, loss/aux0: 0.6277 2020-10-19 15:33:56,817 - mmaction - INFO - Epoch [44][80/792] lr: 7.500e-04, eta: 1 day, 2:09:24, time: 1.184, data_time: 0.000, memory: 8335, top1_acc: 0.7620, top5_acc: 0.9203, loss_cls: 0.9046, loss: 0.9046, grad_norm: 4.8678, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6614, loss/aux0: 0.6614 2020-10-19 15:33:57,435 - mmaction - INFO - Epoch [44][80/792] lr: 7.500e-04, eta: 1 day, 2:09:55, time: 1.185, data_time: 0.003, memory: 8335, top1_acc: 0.7620, top5_acc: 0.9203, loss_cls: 0.9046, loss: 0.9046, grad_norm: 4.8630, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6861, loss/aux0: 0.6861 2020-10-19 15:34:41,657 - mmaction - INFO - Epoch [44][100/792] lr: 7.500e-04, eta: 1 day, 2:08:47, time: 1.118, data_time: 0.000, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9266, loss_cls: 0.8808, loss: 0.8808, grad_norm: 5.0203, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7358, loss/aux0: 0.7358 2020-10-19 15:34:42,403 - mmaction - INFO - Epoch [44][100/792] lr: 7.500e-04, eta: 1 day, 2:09:17, time: 1.127, data_time: 0.004, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9266, loss_cls: 0.8808, loss: 0.8808, grad_norm: 5.0586, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.7209, loss/aux0: 0.7209 2020-10-19 15:35:22,784 - mmaction - INFO - Epoch [44][120/792] lr: 7.500e-04, eta: 1 day, 2:08:07, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9021, loss_cls: 0.9980, loss: 0.9980, grad_norm: 4.7571, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6609, loss/aux0: 0.6609 2020-10-19 15:35:23,683 - mmaction - INFO - Epoch [44][120/792] lr: 7.500e-04, eta: 1 day, 2:08:34, time: 1.023, data_time: 0.017, memory: 8335, top1_acc: 0.7432, top5_acc: 0.9021, loss_cls: 0.9980, loss: 0.9980, grad_norm: 4.7538, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6657, loss/aux0: 0.6657 2020-10-19 15:36:05,328 - mmaction - INFO - Epoch [44][140/792] lr: 7.500e-04, eta: 1 day, 2:07:26, time: 1.096, data_time: 0.057, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9177, loss_cls: 0.8921, loss: 0.8921, grad_norm: 4.6900, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6939, loss/aux0: 0.6939 2020-10-19 15:36:07,065 - mmaction - INFO - Epoch [44][140/792] lr: 7.500e-04, eta: 1 day, 2:07:54, time: 1.071, data_time: 0.013, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9177, loss_cls: 0.8921, loss: 0.8921, grad_norm: 4.6921, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6910, loss/aux0: 0.6910 2020-10-19 15:36:45,200 - mmaction - INFO - Epoch [44][160/792] lr: 7.500e-04, eta: 1 day, 2:06:45, time: 1.045, data_time: 0.351, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9094, loss_cls: 0.9477, loss: 0.9477, grad_norm: 4.7797, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6534, loss/aux0: 0.6534 2020-10-19 15:36:47,821 - mmaction - INFO - Epoch [44][160/792] lr: 7.500e-04, eta: 1 day, 2:07:13, time: 1.078, data_time: 0.406, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9094, loss_cls: 0.9477, loss: 0.9477, grad_norm: 4.8351, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6501, loss/aux0: 0.6501 2020-10-19 15:37:26,710 - mmaction - INFO - Epoch [44][180/792] lr: 7.500e-04, eta: 1 day, 2:06:04, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9068, loss_cls: 0.9917, loss: 0.9917, grad_norm: 4.7891, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6693, loss/aux0: 0.6693 2020-10-19 15:37:29,973 - mmaction - INFO - Epoch [44][180/792] lr: 7.500e-04, eta: 1 day, 2:06:31, time: 1.037, data_time: 0.002, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9068, loss_cls: 0.9917, loss: 0.9917, grad_norm: 4.7367, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6615, loss/aux0: 0.6615 2020-10-19 15:38:11,585 - mmaction - INFO - Epoch [44][200/792] lr: 7.500e-04, eta: 1 day, 2:05:25, time: 1.161, data_time: 0.000, memory: 8335, top1_acc: 0.7484, top5_acc: 0.9068, loss_cls: 0.9565, loss: 0.9565, grad_norm: 4.8103, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6638, loss/aux0: 0.6638 2020-10-19 15:38:12,199 - mmaction - INFO - Epoch [44][200/792] lr: 7.500e-04, eta: 1 day, 2:05:53, time: 1.080, data_time: 0.003, memory: 8335, top1_acc: 0.7484, top5_acc: 0.9068, loss_cls: 0.9565, loss: 0.9565, grad_norm: 4.7360, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6765, loss/aux0: 0.6765 2020-10-19 15:38:52,063 - mmaction - INFO - Epoch [44][220/792] lr: 7.500e-04, eta: 1 day, 2:04:41, time: 0.935, data_time: 0.000, memory: 8335, top1_acc: 0.7583, top5_acc: 0.9135, loss_cls: 0.9188, loss: 0.9188, grad_norm: 4.8429, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6665, loss/aux0: 0.6665 2020-10-19 15:38:54,495 - mmaction - INFO - Epoch [44][220/792] lr: 7.500e-04, eta: 1 day, 2:05:05, time: 0.917, data_time: 0.002, memory: 8335, top1_acc: 0.7583, top5_acc: 0.9135, loss_cls: 0.9188, loss: 0.9188, grad_norm: 4.8905, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6722, loss/aux0: 0.6722 2020-10-19 15:39:35,393 - mmaction - INFO - Epoch [44][240/792] lr: 7.500e-04, eta: 1 day, 2:03:56, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9229, loss_cls: 0.9114, loss: 0.9114, grad_norm: 5.0321, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7171, loss/aux0: 0.7171 2020-10-19 15:39:36,034 - mmaction - INFO - Epoch [44][240/792] lr: 7.500e-04, eta: 1 day, 2:04:24, time: 1.059, data_time: 0.005, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9229, loss_cls: 0.9114, loss: 0.9114, grad_norm: 5.0581, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7153, loss/aux0: 0.7153 2020-10-19 15:40:18,901 - mmaction - INFO - Epoch [44][260/792] lr: 7.500e-04, eta: 1 day, 2:03:14, time: 1.009, data_time: 0.000, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9052, loss_cls: 0.9519, loss: 0.9519, grad_norm: 4.7289, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6981, loss/aux0: 0.6981 2020-10-19 15:40:19,501 - mmaction - INFO - Epoch [44][260/792] lr: 7.500e-04, eta: 1 day, 2:03:40, time: 1.009, data_time: 0.001, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9052, loss_cls: 0.9519, loss: 0.9519, grad_norm: 4.6954, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6858, loss/aux0: 0.6858 2020-10-19 15:41:02,535 - mmaction - INFO - Epoch [44][280/792] lr: 7.500e-04, eta: 1 day, 2:02:33, time: 1.122, data_time: 0.036, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9229, loss_cls: 0.9145, loss: 0.9145, grad_norm: 4.6791, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6817, loss/aux0: 0.6817 2020-10-19 15:41:03,139 - mmaction - INFO - Epoch [44][280/792] lr: 7.500e-04, eta: 1 day, 2:03:03, time: 1.123, data_time: 0.038, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9229, loss_cls: 0.9145, loss: 0.9145, grad_norm: 4.6407, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6883, loss/aux0: 0.6883 2020-10-19 15:41:45,938 - mmaction - INFO - Epoch [44][300/792] lr: 7.500e-04, eta: 1 day, 2:01:53, time: 1.040, data_time: 0.211, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9151, loss_cls: 0.9417, loss: 0.9417, grad_norm: 4.7213, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6846, loss/aux0: 0.6846 2020-10-19 15:41:48,288 - mmaction - INFO - Epoch [44][300/792] lr: 7.500e-04, eta: 1 day, 2:02:23, time: 1.129, data_time: 0.300, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9151, loss_cls: 0.9417, loss: 0.9417, grad_norm: 4.7994, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6930, loss/aux0: 0.6930 2020-10-19 15:42:28,252 - mmaction - INFO - Epoch [44][320/792] lr: 7.500e-04, eta: 1 day, 2:01:16, time: 1.142, data_time: 0.522, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9188, loss_cls: 0.9051, loss: 0.9051, grad_norm: 4.7951, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6866, loss/aux0: 0.6866 2020-10-19 15:42:30,325 - mmaction - INFO - Epoch [44][320/792] lr: 7.500e-04, eta: 1 day, 2:01:45, time: 1.121, data_time: 0.514, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9188, loss_cls: 0.9051, loss: 0.9051, grad_norm: 4.8348, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6842, loss/aux0: 0.6842 2020-10-19 15:43:15,641 - mmaction - INFO - Epoch [44][340/792] lr: 7.500e-04, eta: 1 day, 2:00:41, time: 1.227, data_time: 0.080, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9125, loss_cls: 0.8890, loss: 0.8890, grad_norm: 5.0000, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6877, loss/aux0: 0.6877 2020-10-19 15:43:16,242 - mmaction - INFO - Epoch [44][340/792] lr: 7.500e-04, eta: 1 day, 2:01:12, time: 1.179, data_time: 0.032, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9125, loss_cls: 0.8890, loss: 0.8890, grad_norm: 4.9611, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6843, loss/aux0: 0.6843 2020-10-19 15:43:58,359 - mmaction - INFO - Epoch [44][360/792] lr: 7.500e-04, eta: 1 day, 2:00:05, time: 1.109, data_time: 0.000, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9094, loss_cls: 0.9307, loss: 0.9307, grad_norm: 5.0191, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6623, loss/aux0: 0.6623 2020-10-19 15:43:58,959 - mmaction - INFO - Epoch [44][360/792] lr: 7.500e-04, eta: 1 day, 2:00:33, time: 1.108, data_time: 0.002, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9094, loss_cls: 0.9307, loss: 0.9307, grad_norm: 4.9507, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6528, loss/aux0: 0.6528 2020-10-19 15:44:40,315 - mmaction - INFO - Epoch [44][380/792] lr: 7.500e-04, eta: 1 day, 1:59:22, time: 0.943, data_time: 0.000, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9099, loss_cls: 0.9688, loss: 0.9688, grad_norm: 4.9790, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6989, loss/aux0: 0.6989 2020-10-19 15:44:41,043 - mmaction - INFO - Epoch [44][380/792] lr: 7.500e-04, eta: 1 day, 1:59:46, time: 0.950, data_time: 0.002, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9099, loss_cls: 0.9688, loss: 0.9688, grad_norm: 4.9887, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.7097, loss/aux0: 0.7097 2020-10-19 15:45:23,484 - mmaction - INFO - Epoch [44][400/792] lr: 7.500e-04, eta: 1 day, 1:58:37, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9141, loss_cls: 0.9248, loss: 0.9248, grad_norm: 4.8346, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7518, loss/aux0: 0.7518 2020-10-19 15:45:24,816 - mmaction - INFO - Epoch [44][400/792] lr: 7.500e-04, eta: 1 day, 1:59:04, time: 1.042, data_time: 0.003, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9141, loss_cls: 0.9248, loss: 0.9248, grad_norm: 4.7987, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7520, loss/aux0: 0.7520 2020-10-19 15:46:05,648 - mmaction - INFO - Epoch [44][420/792] lr: 7.500e-04, eta: 1 day, 1:57:56, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.8876, loss: 0.8876, grad_norm: 4.8208, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6885, loss/aux0: 0.6885 2020-10-19 15:46:06,551 - mmaction - INFO - Epoch [44][420/792] lr: 7.500e-04, eta: 1 day, 1:58:22, time: 1.009, data_time: 0.003, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9234, loss_cls: 0.8876, loss: 0.8876, grad_norm: 4.7856, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6819, loss/aux0: 0.6819 2020-10-19 15:46:47,774 - mmaction - INFO - Epoch [44][440/792] lr: 7.500e-04, eta: 1 day, 1:57:15, time: 1.094, data_time: 0.000, memory: 8335, top1_acc: 0.7688, top5_acc: 0.9208, loss_cls: 0.8850, loss: 0.8850, grad_norm: 4.7150, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6581, loss/aux0: 0.6581 2020-10-19 15:46:49,775 - mmaction - INFO - Epoch [44][440/792] lr: 7.500e-04, eta: 1 day, 1:57:44, time: 1.125, data_time: 0.002, memory: 8335, top1_acc: 0.7688, top5_acc: 0.9208, loss_cls: 0.8850, loss: 0.8850, grad_norm: 4.6690, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6494, loss/aux0: 0.6494 2020-10-19 15:47:29,601 - mmaction - INFO - Epoch [44][460/792] lr: 7.500e-04, eta: 1 day, 1:56:37, time: 1.106, data_time: 0.000, memory: 8335, top1_acc: 0.7427, top5_acc: 0.9068, loss_cls: 0.9639, loss: 0.9639, grad_norm: 4.9754, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.7045, loss/aux0: 0.7045 2020-10-19 15:47:30,901 - mmaction - INFO - Epoch [44][460/792] lr: 7.500e-04, eta: 1 day, 1:57:04, time: 1.046, data_time: 0.003, memory: 8335, top1_acc: 0.7427, top5_acc: 0.9068, loss_cls: 0.9639, loss: 0.9639, grad_norm: 4.9655, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.7134, loss/aux0: 0.7134 2020-10-19 15:48:12,267 - mmaction - INFO - Epoch [44][480/792] lr: 7.500e-04, eta: 1 day, 1:55:54, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.7505, top5_acc: 0.9099, loss_cls: 0.9402, loss: 0.9402, grad_norm: 4.8930, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6874, loss/aux0: 0.6874 2020-10-19 15:48:14,227 - mmaction - INFO - Epoch [44][480/792] lr: 7.500e-04, eta: 1 day, 1:56:19, time: 0.998, data_time: 0.003, memory: 8335, top1_acc: 0.7505, top5_acc: 0.9099, loss_cls: 0.9402, loss: 0.9402, grad_norm: 4.9706, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6970, loss/aux0: 0.6970 2020-10-19 15:48:55,152 - mmaction - INFO - Epoch [44][500/792] lr: 7.500e-04, eta: 1 day, 1:55:13, time: 1.155, data_time: 0.000, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9062, loss_cls: 0.9660, loss: 0.9660, grad_norm: 4.9326, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-19 15:48:56,703 - mmaction - INFO - Epoch [44][500/792] lr: 7.500e-04, eta: 1 day, 1:55:43, time: 1.143, data_time: 0.003, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9062, loss_cls: 0.9660, loss: 0.9660, grad_norm: 4.8894, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-19 15:49:37,577 - mmaction - INFO - Epoch [44][520/792] lr: 7.500e-04, eta: 1 day, 1:54:36, time: 1.103, data_time: 0.016, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9135, loss_cls: 0.8949, loss: 0.8949, grad_norm: 4.7852, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6866, loss/aux0: 0.6866 2020-10-19 15:49:39,425 - mmaction - INFO - Epoch [44][520/792] lr: 7.500e-04, eta: 1 day, 1:55:03, time: 1.048, data_time: 0.021, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9135, loss_cls: 0.8949, loss: 0.8949, grad_norm: 4.7666, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6996, loss/aux0: 0.6996 2020-10-19 15:50:21,063 - mmaction - INFO - Epoch [44][540/792] lr: 7.500e-04, eta: 1 day, 1:53:57, time: 1.155, data_time: 0.000, memory: 8335, top1_acc: 0.7552, top5_acc: 0.9062, loss_cls: 0.9547, loss: 0.9547, grad_norm: 4.7319, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7136, loss/aux0: 0.7136 2020-10-19 15:50:24,713 - mmaction - INFO - Epoch [44][540/792] lr: 7.500e-04, eta: 1 day, 1:54:28, time: 1.218, data_time: 0.002, memory: 8335, top1_acc: 0.7552, top5_acc: 0.9062, loss_cls: 0.9547, loss: 0.9547, grad_norm: 4.6765, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.7026, loss/aux0: 0.7026 2020-10-19 15:51:02,964 - mmaction - INFO - Epoch [44][560/792] lr: 7.500e-04, eta: 1 day, 1:53:20, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9141, loss_cls: 0.9218, loss: 0.9218, grad_norm: 4.8824, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6759, loss/aux0: 0.6759 2020-10-19 15:51:04,041 - mmaction - INFO - Epoch [44][560/792] lr: 7.500e-04, eta: 1 day, 1:53:46, time: 1.002, data_time: 0.003, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9141, loss_cls: 0.9218, loss: 0.9218, grad_norm: 4.8733, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6913, loss/aux0: 0.6913 2020-10-19 15:51:45,333 - mmaction - INFO - Epoch [44][580/792] lr: 7.500e-04, eta: 1 day, 1:52:35, time: 0.987, data_time: 0.000, memory: 8335, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.9470, loss: 0.9470, grad_norm: 4.9885, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.7060, loss/aux0: 0.7060 2020-10-19 15:51:45,969 - mmaction - INFO - Epoch [44][580/792] lr: 7.500e-04, eta: 1 day, 1:53:01, time: 0.988, data_time: 0.001, memory: 8335, top1_acc: 0.7500, top5_acc: 0.9094, loss_cls: 0.9470, loss: 0.9470, grad_norm: 4.9013, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6921, loss/aux0: 0.6921 2020-10-19 15:52:26,553 - mmaction - INFO - Epoch [44][600/792] lr: 7.500e-04, eta: 1 day, 1:51:54, time: 1.105, data_time: 0.228, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9068, loss_cls: 0.9704, loss: 0.9704, grad_norm: 4.8697, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-19 15:52:27,329 - mmaction - INFO - Epoch [44][600/792] lr: 7.500e-04, eta: 1 day, 1:52:21, time: 1.050, data_time: 0.164, memory: 8335, top1_acc: 0.7474, top5_acc: 0.9068, loss_cls: 0.9704, loss: 0.9704, grad_norm: 4.8685, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6240, loss/aux0: 0.6240 2020-10-19 15:53:07,306 - mmaction - INFO - Epoch [44][620/792] lr: 7.500e-04, eta: 1 day, 1:51:12, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9089, loss_cls: 0.9506, loss: 0.9506, grad_norm: 5.0191, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6931, loss/aux0: 0.6931 2020-10-19 15:53:09,860 - mmaction - INFO - Epoch [44][620/792] lr: 7.500e-04, eta: 1 day, 1:51:36, time: 0.956, data_time: 0.004, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9089, loss_cls: 0.9506, loss: 0.9506, grad_norm: 4.9672, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6975, loss/aux0: 0.6975 2020-10-19 15:53:48,678 - mmaction - INFO - Epoch [44][640/792] lr: 7.500e-04, eta: 1 day, 1:50:25, time: 0.951, data_time: 0.001, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9125, loss_cls: 0.8913, loss: 0.8913, grad_norm: 4.7841, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7002, loss/aux0: 0.7002 2020-10-19 15:53:49,773 - mmaction - INFO - Epoch [44][640/792] lr: 7.500e-04, eta: 1 day, 1:50:50, time: 0.976, data_time: 0.027, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9125, loss_cls: 0.8913, loss: 0.8913, grad_norm: 4.7321, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6919, loss/aux0: 0.6919 2020-10-19 15:54:31,034 - mmaction - INFO - Epoch [44][660/792] lr: 7.500e-04, eta: 1 day, 1:49:43, time: 1.103, data_time: 0.061, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9151, loss_cls: 0.9014, loss: 0.9014, grad_norm: 4.7815, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-19 15:54:31,867 - mmaction - INFO - Epoch [44][660/792] lr: 7.500e-04, eta: 1 day, 1:50:11, time: 1.086, data_time: 0.033, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9151, loss_cls: 0.9014, loss: 0.9014, grad_norm: 4.7981, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-19 15:55:16,183 - mmaction - INFO - Epoch [44][680/792] lr: 7.500e-04, eta: 1 day, 1:49:05, time: 1.141, data_time: 0.000, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.8854, loss: 0.8854, grad_norm: 4.7976, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6642, loss/aux0: 0.6642 2020-10-19 15:55:16,782 - mmaction - INFO - Epoch [44][680/792] lr: 7.500e-04, eta: 1 day, 1:49:34, time: 1.143, data_time: 0.003, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9172, loss_cls: 0.8854, loss: 0.8854, grad_norm: 4.8267, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6782, loss/aux0: 0.6782 2020-10-19 15:55:57,285 - mmaction - INFO - Epoch [44][700/792] lr: 7.500e-04, eta: 1 day, 1:48:24, time: 1.008, data_time: 0.033, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9120, loss_cls: 0.9651, loss: 0.9651, grad_norm: 5.0673, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6664, loss/aux0: 0.6664 2020-10-19 15:55:58,808 - mmaction - INFO - Epoch [44][700/792] lr: 7.500e-04, eta: 1 day, 1:48:51, time: 1.056, data_time: 0.081, memory: 8335, top1_acc: 0.7479, top5_acc: 0.9120, loss_cls: 0.9651, loss: 0.9651, grad_norm: 4.9794, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6487, loss/aux0: 0.6487 2020-10-19 15:56:41,308 - mmaction - INFO - Epoch [44][720/792] lr: 7.500e-04, eta: 1 day, 1:47:45, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9198, loss_cls: 0.8843, loss: 0.8843, grad_norm: 4.7755, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6470, loss/aux0: 0.6470 2020-10-19 15:56:41,947 - mmaction - INFO - Epoch [44][720/792] lr: 7.500e-04, eta: 1 day, 1:48:13, time: 1.123, data_time: 0.005, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9198, loss_cls: 0.8843, loss: 0.8843, grad_norm: 4.7933, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6511, loss/aux0: 0.6511 2020-10-19 15:57:20,886 - mmaction - INFO - Epoch [44][740/792] lr: 7.500e-04, eta: 1 day, 1:47:02, time: 0.918, data_time: 0.000, memory: 8335, top1_acc: 0.7500, top5_acc: 0.9151, loss_cls: 0.9337, loss: 0.9337, grad_norm: 5.0791, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6439, loss/aux0: 0.6439 2020-10-19 15:57:21,827 - mmaction - INFO - Epoch [44][740/792] lr: 7.500e-04, eta: 1 day, 1:47:25, time: 0.935, data_time: 0.002, memory: 8335, top1_acc: 0.7500, top5_acc: 0.9151, loss_cls: 0.9337, loss: 0.9337, grad_norm: 5.0976, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6442, loss/aux0: 0.6442 2020-10-19 15:58:04,824 - mmaction - INFO - Epoch [44][760/792] lr: 7.500e-04, eta: 1 day, 1:46:18, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.7536, top5_acc: 0.9141, loss_cls: 0.9564, loss: 0.9564, grad_norm: 4.6950, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6837, loss/aux0: 0.6837 2020-10-19 15:58:06,453 - mmaction - INFO - Epoch [44][760/792] lr: 7.500e-04, eta: 1 day, 1:46:47, time: 1.136, data_time: 0.002, memory: 8335, top1_acc: 0.7536, top5_acc: 0.9141, loss_cls: 0.9564, loss: 0.9564, grad_norm: 4.6934, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6840, loss/aux0: 0.6840 2020-10-19 15:58:46,622 - mmaction - INFO - Epoch [44][780/792] lr: 7.500e-04, eta: 1 day, 1:45:39, time: 1.044, data_time: 0.068, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9078, loss_cls: 0.9630, loss: 0.9630, grad_norm: 4.8427, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.7077, loss/aux0: 0.7077 2020-10-19 15:58:47,991 - mmaction - INFO - Epoch [44][780/792] lr: 7.500e-04, eta: 1 day, 1:46:05, time: 1.016, data_time: 0.070, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9078, loss_cls: 0.9630, loss: 0.9630, grad_norm: 4.8591, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.7069, loss/aux0: 0.7069 2020-10-19 15:59:14,577 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-10-19 16:02:23,087 - mmaction - INFO - Epoch [45][20/792] lr: 7.500e-04, eta: 1 day, 1:43:59, time: 1.038, data_time: 0.302, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9016, loss_cls: 0.9727, loss: 0.9727, grad_norm: 4.9138, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7091, loss/aux0: 0.7091 2020-10-19 16:02:23,677 - mmaction - INFO - Epoch [45][20/792] lr: 7.500e-04, eta: 1 day, 1:44:25, time: 1.039, data_time: 0.304, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9016, loss_cls: 0.9727, loss: 0.9727, grad_norm: 4.9639, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7132, loss/aux0: 0.7132 2020-10-19 16:03:04,886 - mmaction - INFO - Epoch [45][40/792] lr: 7.500e-04, eta: 1 day, 1:43:17, time: 1.028, data_time: 0.443, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9255, loss_cls: 0.8943, loss: 0.8943, grad_norm: 4.9692, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.7099, loss/aux0: 0.7099 2020-10-19 16:03:05,502 - mmaction - INFO - Epoch [45][40/792] lr: 7.500e-04, eta: 1 day, 1:43:43, time: 1.029, data_time: 0.445, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9255, loss_cls: 0.8943, loss: 0.8943, grad_norm: 5.0233, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.7104, loss/aux0: 0.7104 2020-10-19 16:03:49,249 - mmaction - INFO - Epoch [45][60/792] lr: 7.500e-04, eta: 1 day, 1:42:36, time: 1.113, data_time: 0.531, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9266, loss_cls: 0.8483, loss: 0.8483, grad_norm: 4.7585, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6392, loss/aux0: 0.6392 2020-10-19 16:03:49,871 - mmaction - INFO - Epoch [45][60/792] lr: 7.500e-04, eta: 1 day, 1:43:05, time: 1.114, data_time: 0.533, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9266, loss_cls: 0.8483, loss: 0.8483, grad_norm: 4.7763, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6261, loss/aux0: 0.6261 2020-10-19 16:04:33,018 - mmaction - INFO - Epoch [45][80/792] lr: 7.500e-04, eta: 1 day, 1:41:58, time: 1.109, data_time: 0.404, memory: 8335, top1_acc: 0.7620, top5_acc: 0.9245, loss_cls: 0.9000, loss: 0.9000, grad_norm: 4.7351, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6678, loss/aux0: 0.6678 2020-10-19 16:04:33,611 - mmaction - INFO - Epoch [45][80/792] lr: 7.500e-04, eta: 1 day, 1:42:26, time: 1.111, data_time: 0.408, memory: 8335, top1_acc: 0.7620, top5_acc: 0.9245, loss_cls: 0.9000, loss: 0.9000, grad_norm: 4.7455, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6808, loss/aux0: 0.6808 2020-10-19 16:05:16,433 - mmaction - INFO - Epoch [45][100/792] lr: 7.500e-04, eta: 1 day, 1:41:17, time: 1.033, data_time: 0.452, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9156, loss_cls: 0.8805, loss: 0.8805, grad_norm: 4.8859, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6718, loss/aux0: 0.6718 2020-10-19 16:05:17,088 - mmaction - INFO - Epoch [45][100/792] lr: 7.500e-04, eta: 1 day, 1:41:44, time: 1.038, data_time: 0.457, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9156, loss_cls: 0.8805, loss: 0.8805, grad_norm: 4.8537, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6592, loss/aux0: 0.6592 2020-10-19 16:05:58,376 - mmaction - INFO - Epoch [45][120/792] lr: 7.500e-04, eta: 1 day, 1:40:36, time: 1.058, data_time: 0.222, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9214, loss_cls: 0.8858, loss: 0.8858, grad_norm: 4.7756, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6425, loss/aux0: 0.6425 2020-10-19 16:06:00,397 - mmaction - INFO - Epoch [45][120/792] lr: 7.500e-04, eta: 1 day, 1:41:04, time: 1.123, data_time: 0.225, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9214, loss_cls: 0.8858, loss: 0.8858, grad_norm: 4.7653, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6418, loss/aux0: 0.6418 2020-10-19 16:06:41,331 - mmaction - INFO - Epoch [45][140/792] lr: 7.500e-04, eta: 1 day, 1:39:56, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.7604, top5_acc: 0.9094, loss_cls: 0.9506, loss: 0.9506, grad_norm: 4.9451, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6445, loss/aux0: 0.6445 2020-10-19 16:06:43,425 - mmaction - INFO - Epoch [45][140/792] lr: 7.500e-04, eta: 1 day, 1:40:24, time: 1.123, data_time: 0.002, memory: 8335, top1_acc: 0.7604, top5_acc: 0.9094, loss_cls: 0.9506, loss: 0.9506, grad_norm: 4.9987, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6491, loss/aux0: 0.6491 2020-10-19 16:07:24,560 - mmaction - INFO - Epoch [45][160/792] lr: 7.500e-04, eta: 1 day, 1:39:20, time: 1.186, data_time: 0.197, memory: 8335, top1_acc: 0.7396, top5_acc: 0.9156, loss_cls: 0.9746, loss: 0.9746, grad_norm: 4.9505, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6651, loss/aux0: 0.6651 2020-10-19 16:07:25,155 - mmaction - INFO - Epoch [45][160/792] lr: 7.500e-04, eta: 1 day, 1:39:49, time: 1.164, data_time: 0.184, memory: 8335, top1_acc: 0.7396, top5_acc: 0.9156, loss_cls: 0.9746, loss: 0.9746, grad_norm: 4.9801, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6638, loss/aux0: 0.6638 2020-10-19 16:08:08,281 - mmaction - INFO - Epoch [45][180/792] lr: 7.500e-04, eta: 1 day, 1:38:43, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9052, loss_cls: 0.9781, loss: 0.9781, grad_norm: 5.1772, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7175, loss/aux0: 0.7175 2020-10-19 16:08:08,895 - mmaction - INFO - Epoch [45][180/792] lr: 7.500e-04, eta: 1 day, 1:39:12, time: 1.130, data_time: 0.003, memory: 8335, top1_acc: 0.7469, top5_acc: 0.9052, loss_cls: 0.9781, loss: 0.9781, grad_norm: 5.0953, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7229, loss/aux0: 0.7229 2020-10-19 16:08:48,407 - mmaction - INFO - Epoch [45][200/792] lr: 7.500e-04, eta: 1 day, 1:38:03, time: 1.020, data_time: 0.000, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9214, loss_cls: 0.8886, loss: 0.8886, grad_norm: 4.7638, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6600, loss/aux0: 0.6600 2020-10-19 16:08:50,899 - mmaction - INFO - Epoch [45][200/792] lr: 7.500e-04, eta: 1 day, 1:38:31, time: 1.107, data_time: 0.002, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9214, loss_cls: 0.8886, loss: 0.8886, grad_norm: 4.7752, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6565, loss/aux0: 0.6565 2020-10-19 16:09:29,244 - mmaction - INFO - Epoch [45][220/792] lr: 7.500e-04, eta: 1 day, 1:37:22, time: 1.012, data_time: 0.000, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9103, loss: 0.9103, grad_norm: 4.9160, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6424, loss/aux0: 0.6424 2020-10-19 16:09:31,194 - mmaction - INFO - Epoch [45][220/792] lr: 7.500e-04, eta: 1 day, 1:37:46, time: 0.967, data_time: 0.002, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.9103, loss: 0.9103, grad_norm: 4.9599, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6478, loss/aux0: 0.6478 2020-10-19 16:10:12,781 - mmaction - INFO - Epoch [45][240/792] lr: 7.500e-04, eta: 1 day, 1:36:38, time: 1.036, data_time: 0.041, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9125, loss_cls: 0.8866, loss: 0.8866, grad_norm: 4.8170, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6760, loss/aux0: 0.6760 2020-10-19 16:10:14,105 - mmaction - INFO - Epoch [45][240/792] lr: 7.500e-04, eta: 1 day, 1:37:05, time: 1.074, data_time: 0.079, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9125, loss_cls: 0.8866, loss: 0.8866, grad_norm: 4.8372, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6668, loss/aux0: 0.6668 2020-10-19 16:10:56,149 - mmaction - INFO - Epoch [45][260/792] lr: 7.500e-04, eta: 1 day, 1:35:55, time: 0.984, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9219, loss_cls: 0.8849, loss: 0.8849, grad_norm: 4.8645, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6436, loss/aux0: 0.6436 2020-10-19 16:10:56,760 - mmaction - INFO - Epoch [45][260/792] lr: 7.500e-04, eta: 1 day, 1:36:20, time: 0.985, data_time: 0.002, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9219, loss_cls: 0.8849, loss: 0.8849, grad_norm: 4.8372, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6413, loss/aux0: 0.6413 2020-10-19 16:11:37,630 - mmaction - INFO - Epoch [45][280/792] lr: 7.500e-04, eta: 1 day, 1:35:14, time: 1.129, data_time: 0.000, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.9030, loss: 0.9030, grad_norm: 4.9259, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6624, loss/aux0: 0.6624 2020-10-19 16:11:39,057 - mmaction - INFO - Epoch [45][280/792] lr: 7.500e-04, eta: 1 day, 1:35:41, time: 1.064, data_time: 0.002, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.9030, loss: 0.9030, grad_norm: 4.8889, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6577, loss/aux0: 0.6577 2020-10-19 16:12:19,789 - mmaction - INFO - Epoch [45][300/792] lr: 7.500e-04, eta: 1 day, 1:34:34, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.8580, loss: 0.8580, grad_norm: 4.6266, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6285, loss/aux0: 0.6285 2020-10-19 16:12:21,962 - mmaction - INFO - Epoch [45][300/792] lr: 7.500e-04, eta: 1 day, 1:35:00, time: 1.057, data_time: 0.002, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9203, loss_cls: 0.8580, loss: 0.8580, grad_norm: 4.6361, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-19 16:13:02,450 - mmaction - INFO - Epoch [45][320/792] lr: 7.500e-04, eta: 1 day, 1:33:53, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9062, loss_cls: 0.9314, loss: 0.9314, grad_norm: 4.7808, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6555, loss/aux0: 0.6555 2020-10-19 16:13:04,197 - mmaction - INFO - Epoch [45][320/792] lr: 7.500e-04, eta: 1 day, 1:34:17, time: 0.973, data_time: 0.001, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9062, loss_cls: 0.9314, loss: 0.9314, grad_norm: 4.7480, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6482, loss/aux0: 0.6482 2020-10-19 16:13:46,139 - mmaction - INFO - Epoch [45][340/792] lr: 7.500e-04, eta: 1 day, 1:33:11, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9266, loss_cls: 0.8658, loss: 0.8658, grad_norm: 4.8156, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6862, loss/aux0: 0.6862 2020-10-19 16:13:46,745 - mmaction - INFO - Epoch [45][340/792] lr: 7.500e-04, eta: 1 day, 1:33:38, time: 1.081, data_time: 0.002, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9266, loss_cls: 0.8658, loss: 0.8658, grad_norm: 4.7685, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6867, loss/aux0: 0.6867 2020-10-19 16:14:28,729 - mmaction - INFO - Epoch [45][360/792] lr: 7.500e-04, eta: 1 day, 1:32:29, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.7552, top5_acc: 0.9214, loss_cls: 0.9013, loss: 0.9013, grad_norm: 4.7695, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6435, loss/aux0: 0.6435 2020-10-19 16:14:29,350 - mmaction - INFO - Epoch [45][360/792] lr: 7.500e-04, eta: 1 day, 1:32:55, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.7552, top5_acc: 0.9214, loss_cls: 0.9013, loss: 0.9013, grad_norm: 4.8750, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6566, loss/aux0: 0.6566 2020-10-19 16:15:12,415 - mmaction - INFO - Epoch [45][380/792] lr: 7.500e-04, eta: 1 day, 1:31:51, time: 1.186, data_time: 0.111, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9182, loss_cls: 0.8968, loss: 0.8968, grad_norm: 4.7811, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6820, loss/aux0: 0.6820 2020-10-19 16:15:14,791 - mmaction - INFO - Epoch [45][380/792] lr: 7.500e-04, eta: 1 day, 1:32:21, time: 1.226, data_time: 0.114, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9182, loss_cls: 0.8968, loss: 0.8968, grad_norm: 4.7679, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6749, loss/aux0: 0.6749 2020-10-19 16:15:56,414 - mmaction - INFO - Epoch [45][400/792] lr: 7.500e-04, eta: 1 day, 1:31:15, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9208, loss_cls: 0.8878, loss: 0.8878, grad_norm: 4.8032, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6934, loss/aux0: 0.6934 2020-10-19 16:15:59,673 - mmaction - INFO - Epoch [45][400/792] lr: 7.500e-04, eta: 1 day, 1:31:44, time: 1.145, data_time: 0.003, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9208, loss_cls: 0.8878, loss: 0.8878, grad_norm: 4.8296, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6893, loss/aux0: 0.6893 2020-10-19 16:16:39,135 - mmaction - INFO - Epoch [45][420/792] lr: 7.500e-04, eta: 1 day, 1:30:37, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9104, loss_cls: 0.9111, loss: 0.9111, grad_norm: 4.9706, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.7078, loss/aux0: 0.7078 2020-10-19 16:16:39,732 - mmaction - INFO - Epoch [45][420/792] lr: 7.500e-04, eta: 1 day, 1:31:03, time: 1.064, data_time: 0.003, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9104, loss_cls: 0.9111, loss: 0.9111, grad_norm: 5.0448, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.7089, loss/aux0: 0.7089 2020-10-19 16:17:21,703 - mmaction - INFO - Epoch [45][440/792] lr: 7.500e-04, eta: 1 day, 1:29:56, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9120, loss_cls: 0.9451, loss: 0.9451, grad_norm: 4.7391, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-19 16:17:22,308 - mmaction - INFO - Epoch [45][440/792] lr: 7.500e-04, eta: 1 day, 1:30:24, time: 1.093, data_time: 0.003, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9120, loss_cls: 0.9451, loss: 0.9451, grad_norm: 4.7135, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-19 16:18:04,441 - mmaction - INFO - Epoch [45][460/792] lr: 7.500e-04, eta: 1 day, 1:29:17, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9141, loss_cls: 0.9359, loss: 0.9359, grad_norm: 5.1531, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6655, loss/aux0: 0.6655 2020-10-19 16:18:05,437 - mmaction - INFO - Epoch [45][460/792] lr: 7.500e-04, eta: 1 day, 1:29:43, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9141, loss_cls: 0.9359, loss: 0.9359, grad_norm: 5.1401, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6844, loss/aux0: 0.6844 2020-10-19 16:18:46,361 - mmaction - INFO - Epoch [45][480/792] lr: 7.500e-04, eta: 1 day, 1:28:33, time: 0.976, data_time: 0.000, memory: 8335, top1_acc: 0.7484, top5_acc: 0.9073, loss_cls: 0.9739, loss: 0.9739, grad_norm: 4.7437, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-19 16:18:46,962 - mmaction - INFO - Epoch [45][480/792] lr: 7.500e-04, eta: 1 day, 1:28:58, time: 0.977, data_time: 0.002, memory: 8335, top1_acc: 0.7484, top5_acc: 0.9073, loss_cls: 0.9739, loss: 0.9739, grad_norm: 4.7560, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6246, loss/aux0: 0.6246 2020-10-19 16:19:26,467 - mmaction - INFO - Epoch [45][500/792] lr: 7.500e-04, eta: 1 day, 1:27:50, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 0.9833, loss: 0.9833, grad_norm: 4.9014, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.7041, loss/aux0: 0.7041 2020-10-19 16:19:27,705 - mmaction - INFO - Epoch [45][500/792] lr: 7.500e-04, eta: 1 day, 1:28:15, time: 1.004, data_time: 0.003, memory: 8335, top1_acc: 0.7453, top5_acc: 0.9062, loss_cls: 0.9833, loss: 0.9833, grad_norm: 4.9457, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.7095, loss/aux0: 0.7095 2020-10-19 16:20:09,713 - mmaction - INFO - Epoch [45][520/792] lr: 7.500e-04, eta: 1 day, 1:27:08, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.7536, top5_acc: 0.9156, loss_cls: 0.9113, loss: 0.9113, grad_norm: 4.5870, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6783, loss/aux0: 0.6783 2020-10-19 16:20:10,767 - mmaction - INFO - Epoch [45][520/792] lr: 7.500e-04, eta: 1 day, 1:27:34, time: 1.051, data_time: 0.002, memory: 8335, top1_acc: 0.7536, top5_acc: 0.9156, loss_cls: 0.9113, loss: 0.9113, grad_norm: 4.6612, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6826, loss/aux0: 0.6826 2020-10-19 16:20:51,722 - mmaction - INFO - Epoch [45][540/792] lr: 7.500e-04, eta: 1 day, 1:26:25, time: 1.026, data_time: 0.000, memory: 8335, top1_acc: 0.7583, top5_acc: 0.9104, loss_cls: 0.9484, loss: 0.9484, grad_norm: 4.8012, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6966, loss/aux0: 0.6966 2020-10-19 16:20:53,633 - mmaction - INFO - Epoch [45][540/792] lr: 7.500e-04, eta: 1 day, 1:26:50, time: 0.999, data_time: 0.002, memory: 8335, top1_acc: 0.7583, top5_acc: 0.9104, loss_cls: 0.9484, loss: 0.9484, grad_norm: 4.8338, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6931, loss/aux0: 0.6931 2020-10-19 16:21:33,596 - mmaction - INFO - Epoch [45][560/792] lr: 7.500e-04, eta: 1 day, 1:25:43, time: 1.047, data_time: 0.029, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9073, loss_cls: 0.9481, loss: 0.9481, grad_norm: 5.0101, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7133, loss/aux0: 0.7133 2020-10-19 16:21:34,186 - mmaction - INFO - Epoch [45][560/792] lr: 7.500e-04, eta: 1 day, 1:26:08, time: 1.016, data_time: 0.031, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9073, loss_cls: 0.9481, loss: 0.9481, grad_norm: 4.9705, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6984, loss/aux0: 0.6984 2020-10-19 16:22:15,990 - mmaction - INFO - Epoch [45][580/792] lr: 7.500e-04, eta: 1 day, 1:25:02, time: 1.123, data_time: 0.459, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9115, loss_cls: 0.9222, loss: 0.9222, grad_norm: 4.6911, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6612, loss/aux0: 0.6612 2020-10-19 16:22:16,613 - mmaction - INFO - Epoch [45][580/792] lr: 7.500e-04, eta: 1 day, 1:25:29, time: 1.111, data_time: 0.463, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9115, loss_cls: 0.9222, loss: 0.9222, grad_norm: 4.7259, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6700, loss/aux0: 0.6700 2020-10-19 16:22:54,958 - mmaction - INFO - Epoch [45][600/792] lr: 7.500e-04, eta: 1 day, 1:24:21, time: 1.001, data_time: 0.008, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9146, loss_cls: 0.9305, loss: 0.9305, grad_norm: 4.9265, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6455, loss/aux0: 0.6455 2020-10-19 16:22:57,181 - mmaction - INFO - Epoch [45][600/792] lr: 7.500e-04, eta: 1 day, 1:24:45, time: 0.992, data_time: 0.010, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9146, loss_cls: 0.9305, loss: 0.9305, grad_norm: 4.9545, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6590, loss/aux0: 0.6590 2020-10-19 16:23:38,389 - mmaction - INFO - Epoch [45][620/792] lr: 7.500e-04, eta: 1 day, 1:23:37, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9151, loss_cls: 0.9043, loss: 0.9043, grad_norm: 4.9300, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.7031, loss/aux0: 0.7031 2020-10-19 16:23:40,927 - mmaction - INFO - Epoch [45][620/792] lr: 7.500e-04, eta: 1 day, 1:24:04, time: 1.069, data_time: 0.002, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9151, loss_cls: 0.9043, loss: 0.9043, grad_norm: 4.8880, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6863, loss/aux0: 0.6863 2020-10-19 16:24:20,806 - mmaction - INFO - Epoch [45][640/792] lr: 7.500e-04, eta: 1 day, 1:22:55, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9193, loss_cls: 0.8904, loss: 0.8904, grad_norm: 4.9513, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6695, loss/aux0: 0.6695 2020-10-19 16:24:23,237 - mmaction - INFO - Epoch [45][640/792] lr: 7.500e-04, eta: 1 day, 1:23:20, time: 0.995, data_time: 0.002, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9193, loss_cls: 0.8904, loss: 0.8904, grad_norm: 4.9923, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6658, loss/aux0: 0.6658 2020-10-19 16:25:04,475 - mmaction - INFO - Epoch [45][660/792] lr: 7.500e-04, eta: 1 day, 1:22:14, time: 1.134, data_time: 0.000, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9156, loss_cls: 0.9391, loss: 0.9391, grad_norm: 4.9794, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6761, loss/aux0: 0.6761 2020-10-19 16:25:05,068 - mmaction - INFO - Epoch [45][660/792] lr: 7.500e-04, eta: 1 day, 1:22:41, time: 1.085, data_time: 0.001, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9156, loss_cls: 0.9391, loss: 0.9391, grad_norm: 5.0278, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6928, loss/aux0: 0.6928 2020-10-19 16:25:45,213 - mmaction - INFO - Epoch [45][680/792] lr: 7.500e-04, eta: 1 day, 1:21:33, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9161, loss_cls: 0.8907, loss: 0.8907, grad_norm: 4.8633, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6563, loss/aux0: 0.6563 2020-10-19 16:25:47,688 - mmaction - INFO - Epoch [45][680/792] lr: 7.500e-04, eta: 1 day, 1:21:58, time: 1.010, data_time: 0.002, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9161, loss_cls: 0.8907, loss: 0.8907, grad_norm: 4.8812, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6481, loss/aux0: 0.6481 2020-10-19 16:26:31,738 - mmaction - INFO - Epoch [45][700/792] lr: 7.500e-04, eta: 1 day, 1:20:52, time: 1.110, data_time: 0.000, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9099, loss_cls: 0.9452, loss: 0.9452, grad_norm: 4.6788, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6281, loss/aux0: 0.6281 2020-10-19 16:26:33,371 - mmaction - INFO - Epoch [45][700/792] lr: 7.500e-04, eta: 1 day, 1:21:20, time: 1.122, data_time: 0.003, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9099, loss_cls: 0.9452, loss: 0.9452, grad_norm: 4.6795, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6221, loss/aux0: 0.6221 2020-10-19 16:27:11,479 - mmaction - INFO - Epoch [45][720/792] lr: 7.500e-04, eta: 1 day, 1:20:12, time: 1.033, data_time: 0.000, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9182, loss_cls: 0.9228, loss: 0.9228, grad_norm: 5.0381, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6781, loss/aux0: 0.6781 2020-10-19 16:27:14,450 - mmaction - INFO - Epoch [45][720/792] lr: 7.500e-04, eta: 1 day, 1:20:38, time: 1.048, data_time: 0.002, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9182, loss_cls: 0.9228, loss: 0.9228, grad_norm: 5.0909, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6851, loss/aux0: 0.6851 2020-10-19 16:27:53,882 - mmaction - INFO - Epoch [45][740/792] lr: 7.500e-04, eta: 1 day, 1:19:31, time: 1.082, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9172, loss_cls: 0.8758, loss: 0.8758, grad_norm: 4.7442, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6439, loss/aux0: 0.6439 2020-10-19 16:27:54,856 - mmaction - INFO - Epoch [45][740/792] lr: 7.500e-04, eta: 1 day, 1:19:55, time: 0.991, data_time: 0.002, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9172, loss_cls: 0.8758, loss: 0.8758, grad_norm: 4.7814, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6443, loss/aux0: 0.6443 2020-10-19 16:28:34,922 - mmaction - INFO - Epoch [45][760/792] lr: 7.500e-04, eta: 1 day, 1:18:49, time: 1.102, data_time: 0.275, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9167, loss_cls: 0.9021, loss: 0.9021, grad_norm: 4.7403, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6581, loss/aux0: 0.6581 2020-10-19 16:28:36,943 - mmaction - INFO - Epoch [45][760/792] lr: 7.500e-04, eta: 1 day, 1:19:16, time: 1.099, data_time: 0.236, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9167, loss_cls: 0.9021, loss: 0.9021, grad_norm: 4.7737, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6563, loss/aux0: 0.6563 2020-10-19 16:29:16,858 - mmaction - INFO - Epoch [45][780/792] lr: 7.500e-04, eta: 1 day, 1:18:10, time: 1.082, data_time: 0.203, memory: 8335, top1_acc: 0.7443, top5_acc: 0.9146, loss_cls: 0.9364, loss: 0.9364, grad_norm: 4.8821, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6496, loss/aux0: 0.6496 2020-10-19 16:29:17,441 - mmaction - INFO - Epoch [45][780/792] lr: 7.500e-04, eta: 1 day, 1:18:34, time: 1.001, data_time: 0.123, memory: 8335, top1_acc: 0.7443, top5_acc: 0.9146, loss_cls: 0.9364, loss: 0.9364, grad_norm: 4.8374, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6376, loss/aux0: 0.6376 2020-10-19 16:29:47,349 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-10-19 16:31:07,271 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 16:31:07,388 - mmaction - INFO - top1_acc 0.7871 top5_acc 0.9425 2020-10-19 16:31:07,388 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 16:31:07,470 - mmaction - INFO - mean_acc 0.7876 2020-10-19 16:31:07,470 - mmaction - INFO - Now best checkpoint is epoch_45.pth 2020-10-19 16:31:07,475 - mmaction - INFO - Epoch(val) [45][792] top1_acc: 0.7871, top5_acc: 0.9425, mean_class_accuracy: 0.7876 2020-10-19 16:34:00,730 - mmaction - INFO - Epoch [46][20/792] lr: 7.500e-04, eta: 1 day, 1:16:30, time: 0.990, data_time: 0.242, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9182, loss_cls: 0.8964, loss: 0.8964, grad_norm: 4.9125, top1_acc/aux0: 0.8306, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6903, loss/aux0: 0.6903 2020-10-19 16:34:03,086 - mmaction - INFO - Epoch [46][20/792] lr: 7.500e-04, eta: 1 day, 1:16:56, time: 1.079, data_time: 0.326, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9182, loss_cls: 0.8964, loss: 0.8964, grad_norm: 4.9284, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6923, loss/aux0: 0.6923 2020-10-19 16:34:42,215 - mmaction - INFO - Epoch [46][40/792] lr: 7.500e-04, eta: 1 day, 1:15:48, time: 1.018, data_time: 0.397, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9240, loss_cls: 0.8486, loss: 0.8486, grad_norm: 4.8108, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-19 16:34:43,574 - mmaction - INFO - Epoch [46][40/792] lr: 7.500e-04, eta: 1 day, 1:16:13, time: 1.009, data_time: 0.432, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9240, loss_cls: 0.8486, loss: 0.8486, grad_norm: 4.8373, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6239, loss/aux0: 0.6239 2020-10-19 16:35:27,998 - mmaction - INFO - Epoch [46][60/792] lr: 7.500e-04, eta: 1 day, 1:15:09, time: 1.193, data_time: 0.114, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9182, loss_cls: 0.8698, loss: 0.8698, grad_norm: 4.9807, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-19 16:35:28,634 - mmaction - INFO - Epoch [46][60/792] lr: 7.500e-04, eta: 1 day, 1:15:38, time: 1.194, data_time: 0.117, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9182, loss_cls: 0.8698, loss: 0.8698, grad_norm: 4.9687, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-19 16:36:08,497 - mmaction - INFO - Epoch [46][80/792] lr: 7.500e-04, eta: 1 day, 1:14:32, time: 1.093, data_time: 0.301, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9193, loss_cls: 0.8738, loss: 0.8738, grad_norm: 4.9344, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6948, loss/aux0: 0.6948 2020-10-19 16:36:09,988 - mmaction - INFO - Epoch [46][80/792] lr: 7.500e-04, eta: 1 day, 1:14:58, time: 1.076, data_time: 0.257, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9193, loss_cls: 0.8738, loss: 0.8738, grad_norm: 4.8807, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6984, loss/aux0: 0.6984 2020-10-19 16:36:54,587 - mmaction - INFO - Epoch [46][100/792] lr: 7.500e-04, eta: 1 day, 1:13:55, time: 1.220, data_time: 0.000, memory: 8335, top1_acc: 0.7562, top5_acc: 0.9161, loss_cls: 0.9133, loss: 0.9133, grad_norm: 4.9438, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6812, loss/aux0: 0.6812 2020-10-19 16:36:55,241 - mmaction - INFO - Epoch [46][100/792] lr: 7.500e-04, eta: 1 day, 1:14:25, time: 1.225, data_time: 0.005, memory: 8335, top1_acc: 0.7562, top5_acc: 0.9161, loss_cls: 0.9133, loss: 0.9133, grad_norm: 4.9254, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6897, loss/aux0: 0.6897 2020-10-19 16:37:36,903 - mmaction - INFO - Epoch [46][120/792] lr: 7.500e-04, eta: 1 day, 1:13:18, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9073, loss_cls: 1.0048, loss: 1.0048, grad_norm: 5.0804, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6783, loss/aux0: 0.6783 2020-10-19 16:37:37,529 - mmaction - INFO - Epoch [46][120/792] lr: 7.500e-04, eta: 1 day, 1:13:44, time: 1.058, data_time: 0.001, memory: 8335, top1_acc: 0.7349, top5_acc: 0.9073, loss_cls: 1.0048, loss: 1.0048, grad_norm: 5.0897, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6651, loss/aux0: 0.6651 2020-10-19 16:38:18,952 - mmaction - INFO - Epoch [46][140/792] lr: 7.500e-04, eta: 1 day, 1:12:38, time: 1.100, data_time: 0.000, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9099, loss_cls: 0.9228, loss: 0.9228, grad_norm: 4.9539, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6412, loss/aux0: 0.6412 2020-10-19 16:38:21,369 - mmaction - INFO - Epoch [46][140/792] lr: 7.500e-04, eta: 1 day, 1:13:06, time: 1.161, data_time: 0.002, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9099, loss_cls: 0.9228, loss: 0.9228, grad_norm: 4.9488, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-19 16:39:00,547 - mmaction - INFO - Epoch [46][160/792] lr: 7.500e-04, eta: 1 day, 1:12:00, time: 1.074, data_time: 0.259, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9307, loss_cls: 0.8390, loss: 0.8390, grad_norm: 4.8389, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-19 16:39:02,709 - mmaction - INFO - Epoch [46][160/792] lr: 7.500e-04, eta: 1 day, 1:12:28, time: 1.153, data_time: 0.260, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9307, loss_cls: 0.8390, loss: 0.8390, grad_norm: 4.9240, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6417, loss/aux0: 0.6417 2020-10-19 16:39:42,515 - mmaction - INFO - Epoch [46][180/792] lr: 7.500e-04, eta: 1 day, 1:11:20, time: 1.039, data_time: 0.396, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9276, loss_cls: 0.8184, loss: 0.8184, grad_norm: 4.8265, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7163, loss/aux0: 0.7163 2020-10-19 16:39:43,531 - mmaction - INFO - Epoch [46][180/792] lr: 7.500e-04, eta: 1 day, 1:11:46, time: 1.060, data_time: 0.419, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9276, loss_cls: 0.8184, loss: 0.8184, grad_norm: 4.7964, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7084, loss/aux0: 0.7084 2020-10-19 16:40:24,008 - mmaction - INFO - Epoch [46][200/792] lr: 7.500e-04, eta: 1 day, 1:10:38, time: 1.026, data_time: 0.102, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9198, loss_cls: 0.9268, loss: 0.9268, grad_norm: 4.7907, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6614, loss/aux0: 0.6614 2020-10-19 16:40:24,612 - mmaction - INFO - Epoch [46][200/792] lr: 7.500e-04, eta: 1 day, 1:11:03, time: 1.027, data_time: 0.105, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9198, loss_cls: 0.9268, loss: 0.9268, grad_norm: 4.8645, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6774, loss/aux0: 0.6774 2020-10-19 16:41:06,792 - mmaction - INFO - Epoch [46][220/792] lr: 7.500e-04, eta: 1 day, 1:09:55, time: 1.011, data_time: 0.000, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9182, loss_cls: 0.8837, loss: 0.8837, grad_norm: 4.7998, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6441, loss/aux0: 0.6441 2020-10-19 16:41:07,399 - mmaction - INFO - Epoch [46][220/792] lr: 7.500e-04, eta: 1 day, 1:10:20, time: 1.013, data_time: 0.003, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9182, loss_cls: 0.8837, loss: 0.8837, grad_norm: 4.7660, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6246, loss/aux0: 0.6246 2020-10-19 16:41:49,038 - mmaction - INFO - Epoch [46][240/792] lr: 7.500e-04, eta: 1 day, 1:09:12, time: 0.996, data_time: 0.094, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9141, loss_cls: 0.9199, loss: 0.9199, grad_norm: 5.0247, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6737, loss/aux0: 0.6737 2020-10-19 16:41:49,657 - mmaction - INFO - Epoch [46][240/792] lr: 7.500e-04, eta: 1 day, 1:09:36, time: 0.997, data_time: 0.095, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9141, loss_cls: 0.9199, loss: 0.9199, grad_norm: 4.9770, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6723, loss/aux0: 0.6723 2020-10-19 16:42:31,253 - mmaction - INFO - Epoch [46][260/792] lr: 7.500e-04, eta: 1 day, 1:08:28, time: 1.038, data_time: 0.458, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9214, loss_cls: 0.8468, loss: 0.8468, grad_norm: 5.0452, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6832, loss/aux0: 0.6832 2020-10-19 16:42:31,856 - mmaction - INFO - Epoch [46][260/792] lr: 7.500e-04, eta: 1 day, 1:08:54, time: 1.038, data_time: 0.459, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9214, loss_cls: 0.8468, loss: 0.8468, grad_norm: 5.0560, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6888, loss/aux0: 0.6888 2020-10-19 16:43:12,524 - mmaction - INFO - Epoch [46][280/792] lr: 7.500e-04, eta: 1 day, 1:07:47, time: 1.075, data_time: 0.131, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9187, loss_cls: 0.9125, loss: 0.9125, grad_norm: 4.6914, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6291, loss/aux0: 0.6291 2020-10-19 16:43:15,339 - mmaction - INFO - Epoch [46][280/792] lr: 7.500e-04, eta: 1 day, 1:08:15, time: 1.143, data_time: 0.133, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9187, loss_cls: 0.9125, loss: 0.9125, grad_norm: 4.7513, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6416, loss/aux0: 0.6416 2020-10-19 16:43:55,387 - mmaction - INFO - Epoch [46][300/792] lr: 7.500e-04, eta: 1 day, 1:07:10, time: 1.124, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9276, loss_cls: 0.8384, loss: 0.8384, grad_norm: 4.8791, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6897, loss/aux0: 0.6897 2020-10-19 16:43:56,005 - mmaction - INFO - Epoch [46][300/792] lr: 7.500e-04, eta: 1 day, 1:07:36, time: 1.082, data_time: 0.002, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9276, loss_cls: 0.8384, loss: 0.8384, grad_norm: 4.8452, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6685, loss/aux0: 0.6685 2020-10-19 16:44:35,888 - mmaction - INFO - Epoch [46][320/792] lr: 7.500e-04, eta: 1 day, 1:06:29, time: 1.064, data_time: 0.230, memory: 8335, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.9075, loss: 0.9075, grad_norm: 4.9836, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6823, loss/aux0: 0.6823 2020-10-19 16:44:37,499 - mmaction - INFO - Epoch [46][320/792] lr: 7.500e-04, eta: 1 day, 1:06:56, time: 1.104, data_time: 0.232, memory: 8335, top1_acc: 0.7625, top5_acc: 0.9156, loss_cls: 0.9075, loss: 0.9075, grad_norm: 4.9155, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6823, loss/aux0: 0.6823 2020-10-19 16:45:17,785 - mmaction - INFO - Epoch [46][340/792] lr: 7.500e-04, eta: 1 day, 1:05:51, time: 1.131, data_time: 0.223, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9141, loss_cls: 0.8958, loss: 0.8958, grad_norm: 4.8501, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6497, loss/aux0: 0.6497 2020-10-19 16:45:19,709 - mmaction - INFO - Epoch [46][340/792] lr: 7.500e-04, eta: 1 day, 1:06:18, time: 1.111, data_time: 0.165, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9141, loss_cls: 0.8958, loss: 0.8958, grad_norm: 4.8618, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6547, loss/aux0: 0.6547 2020-10-19 16:45:57,410 - mmaction - INFO - Epoch [46][360/792] lr: 7.500e-04, eta: 1 day, 1:05:08, time: 0.944, data_time: 0.053, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9224, loss_cls: 0.8650, loss: 0.8650, grad_norm: 4.6278, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-19 16:45:58,020 - mmaction - INFO - Epoch [46][360/792] lr: 7.500e-04, eta: 1 day, 1:05:31, time: 0.948, data_time: 0.056, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9224, loss_cls: 0.8650, loss: 0.8650, grad_norm: 4.6598, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6088, loss/aux0: 0.6088 2020-10-19 16:46:42,857 - mmaction - INFO - Epoch [46][380/792] lr: 7.500e-04, eta: 1 day, 1:04:24, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9208, loss_cls: 0.8971, loss: 0.8971, grad_norm: 4.8583, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-19 16:46:43,464 - mmaction - INFO - Epoch [46][380/792] lr: 7.500e-04, eta: 1 day, 1:04:48, time: 1.032, data_time: 0.002, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9208, loss_cls: 0.8971, loss: 0.8971, grad_norm: 4.9161, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6200, loss/aux0: 0.6200 2020-10-19 16:47:25,199 - mmaction - INFO - Epoch [46][400/792] lr: 7.500e-04, eta: 1 day, 1:03:41, time: 1.028, data_time: 0.000, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9125, loss_cls: 0.9365, loss: 0.9365, grad_norm: 4.9668, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-19 16:47:25,855 - mmaction - INFO - Epoch [46][400/792] lr: 7.500e-04, eta: 1 day, 1:04:06, time: 1.033, data_time: 0.003, memory: 8335, top1_acc: 0.7490, top5_acc: 0.9125, loss_cls: 0.9365, loss: 0.9365, grad_norm: 4.9631, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6428, loss/aux0: 0.6428 2020-10-19 16:48:08,171 - mmaction - INFO - Epoch [46][420/792] lr: 7.500e-04, eta: 1 day, 1:03:00, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9255, loss_cls: 0.8610, loss: 0.8610, grad_norm: 5.0070, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6482, loss/aux0: 0.6482 2020-10-19 16:48:10,352 - mmaction - INFO - Epoch [46][420/792] lr: 7.500e-04, eta: 1 day, 1:03:26, time: 1.087, data_time: 0.005, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9255, loss_cls: 0.8610, loss: 0.8610, grad_norm: 4.9824, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6438, loss/aux0: 0.6438 2020-10-19 16:48:50,537 - mmaction - INFO - Epoch [46][440/792] lr: 7.500e-04, eta: 1 day, 1:02:20, time: 1.088, data_time: 0.000, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9208, loss_cls: 0.8959, loss: 0.8959, grad_norm: 4.8292, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-19 16:48:52,129 - mmaction - INFO - Epoch [46][440/792] lr: 7.500e-04, eta: 1 day, 1:02:44, time: 1.011, data_time: 0.002, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9208, loss_cls: 0.8959, loss: 0.8959, grad_norm: 4.8698, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6236, loss/aux0: 0.6236 2020-10-19 16:49:31,814 - mmaction - INFO - Epoch [46][460/792] lr: 7.500e-04, eta: 1 day, 1:01:38, time: 1.061, data_time: 0.002, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9214, loss_cls: 0.8716, loss: 0.8716, grad_norm: 4.7994, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6719, loss/aux0: 0.6719 2020-10-19 16:49:34,241 - mmaction - INFO - Epoch [46][460/792] lr: 7.500e-04, eta: 1 day, 1:02:04, time: 1.107, data_time: 0.004, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9214, loss_cls: 0.8716, loss: 0.8716, grad_norm: 4.8390, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6881, loss/aux0: 0.6881 2020-10-19 16:50:13,544 - mmaction - INFO - Epoch [46][480/792] lr: 7.500e-04, eta: 1 day, 1:00:58, time: 1.053, data_time: 0.015, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9161, loss_cls: 0.9012, loss: 0.9012, grad_norm: 5.0467, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7165, loss/aux0: 0.7165 2020-10-19 16:50:14,870 - mmaction - INFO - Epoch [46][480/792] lr: 7.500e-04, eta: 1 day, 1:01:22, time: 1.016, data_time: 0.040, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9161, loss_cls: 0.9012, loss: 0.9012, grad_norm: 5.0817, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7082, loss/aux0: 0.7082 2020-10-19 16:50:54,511 - mmaction - INFO - Epoch [46][500/792] lr: 7.500e-04, eta: 1 day, 1:00:13, time: 0.946, data_time: 0.000, memory: 8335, top1_acc: 0.7563, top5_acc: 0.9094, loss_cls: 0.9549, loss: 0.9549, grad_norm: 5.0847, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6426, loss/aux0: 0.6426 2020-10-19 16:50:56,476 - mmaction - INFO - Epoch [46][500/792] lr: 7.500e-04, eta: 1 day, 1:00:37, time: 1.014, data_time: 0.002, memory: 8335, top1_acc: 0.7563, top5_acc: 0.9094, loss_cls: 0.9549, loss: 0.9549, grad_norm: 5.0655, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6444, loss/aux0: 0.6444 2020-10-19 16:51:36,843 - mmaction - INFO - Epoch [46][520/792] lr: 7.500e-04, eta: 1 day, 0:59:31, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.7562, top5_acc: 0.9182, loss_cls: 0.9147, loss: 0.9147, grad_norm: 4.9828, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6484, loss/aux0: 0.6484 2020-10-19 16:51:38,474 - mmaction - INFO - Epoch [46][520/792] lr: 7.500e-04, eta: 1 day, 0:59:55, time: 1.018, data_time: 0.002, memory: 8335, top1_acc: 0.7562, top5_acc: 0.9182, loss_cls: 0.9147, loss: 0.9147, grad_norm: 5.0000, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6476, loss/aux0: 0.6476 2020-10-19 16:52:18,262 - mmaction - INFO - Epoch [46][540/792] lr: 7.500e-04, eta: 1 day, 0:58:48, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8527, loss: 0.8527, grad_norm: 4.9236, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6774, loss/aux0: 0.6774 2020-10-19 16:52:20,134 - mmaction - INFO - Epoch [46][540/792] lr: 7.500e-04, eta: 1 day, 0:59:13, time: 1.029, data_time: 0.002, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9187, loss_cls: 0.8527, loss: 0.8527, grad_norm: 4.9031, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6800, loss/aux0: 0.6800 2020-10-19 16:53:00,724 - mmaction - INFO - Epoch [46][560/792] lr: 7.500e-04, eta: 1 day, 0:58:07, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9156, loss_cls: 0.8761, loss: 0.8761, grad_norm: 4.8777, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6749, loss/aux0: 0.6749 2020-10-19 16:53:01,943 - mmaction - INFO - Epoch [46][560/792] lr: 7.500e-04, eta: 1 day, 0:58:31, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9156, loss_cls: 0.8761, loss: 0.8761, grad_norm: 4.8224, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6763, loss/aux0: 0.6763 2020-10-19 16:53:41,602 - mmaction - INFO - Epoch [46][580/792] lr: 7.500e-04, eta: 1 day, 0:57:25, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9214, loss_cls: 0.8722, loss: 0.8722, grad_norm: 4.7760, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6515, loss/aux0: 0.6515 2020-10-19 16:53:45,008 - mmaction - INFO - Epoch [46][580/792] lr: 7.500e-04, eta: 1 day, 0:57:51, time: 1.109, data_time: 0.003, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9214, loss_cls: 0.8722, loss: 0.8722, grad_norm: 4.7655, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6405, loss/aux0: 0.6405 2020-10-19 16:54:25,153 - mmaction - INFO - Epoch [46][600/792] lr: 7.500e-04, eta: 1 day, 0:56:46, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9141, loss_cls: 0.8850, loss: 0.8850, grad_norm: 5.0422, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6868, loss/aux0: 0.6868 2020-10-19 16:54:28,095 - mmaction - INFO - Epoch [46][600/792] lr: 7.500e-04, eta: 1 day, 0:57:12, time: 1.097, data_time: 0.002, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9141, loss_cls: 0.8850, loss: 0.8850, grad_norm: 5.0002, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6907, loss/aux0: 0.6907 2020-10-19 16:55:06,492 - mmaction - INFO - Epoch [46][620/792] lr: 7.500e-04, eta: 1 day, 0:56:04, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9177, loss_cls: 0.9171, loss: 0.9171, grad_norm: 5.1873, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6768, loss/aux0: 0.6768 2020-10-19 16:55:08,638 - mmaction - INFO - Epoch [46][620/792] lr: 7.500e-04, eta: 1 day, 0:56:28, time: 1.011, data_time: 0.003, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9177, loss_cls: 0.9171, loss: 0.9171, grad_norm: 5.2141, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6739, loss/aux0: 0.6739 2020-10-19 16:55:48,160 - mmaction - INFO - Epoch [46][640/792] lr: 7.500e-04, eta: 1 day, 0:55:21, time: 1.014, data_time: 0.000, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9182, loss_cls: 0.9085, loss: 0.9085, grad_norm: 4.8867, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6787, loss/aux0: 0.6787 2020-10-19 16:55:50,099 - mmaction - INFO - Epoch [46][640/792] lr: 7.500e-04, eta: 1 day, 0:55:45, time: 1.029, data_time: 0.003, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9182, loss_cls: 0.9085, loss: 0.9085, grad_norm: 4.8826, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6815, loss/aux0: 0.6815 2020-10-19 16:56:30,949 - mmaction - INFO - Epoch [46][660/792] lr: 7.500e-04, eta: 1 day, 0:54:40, time: 1.094, data_time: 0.000, memory: 8335, top1_acc: 0.7505, top5_acc: 0.9146, loss_cls: 0.9336, loss: 0.9336, grad_norm: 4.8520, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-19 16:56:32,746 - mmaction - INFO - Epoch [46][660/792] lr: 7.500e-04, eta: 1 day, 0:55:05, time: 1.083, data_time: 0.002, memory: 8335, top1_acc: 0.7505, top5_acc: 0.9146, loss_cls: 0.9336, loss: 0.9336, grad_norm: 4.8281, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5981, loss/aux0: 0.5981 2020-10-19 16:57:12,697 - mmaction - INFO - Epoch [46][680/792] lr: 7.500e-04, eta: 1 day, 0:53:58, time: 0.992, data_time: 0.000, memory: 8335, top1_acc: 0.7604, top5_acc: 0.9177, loss_cls: 0.9224, loss: 0.9224, grad_norm: 4.9763, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6636, loss/aux0: 0.6636 2020-10-19 16:57:15,285 - mmaction - INFO - Epoch [46][680/792] lr: 7.500e-04, eta: 1 day, 0:54:21, time: 1.007, data_time: 0.003, memory: 8335, top1_acc: 0.7604, top5_acc: 0.9177, loss_cls: 0.9224, loss: 0.9224, grad_norm: 4.9639, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6756, loss/aux0: 0.6756 2020-10-19 16:57:54,644 - mmaction - INFO - Epoch [46][700/792] lr: 7.500e-04, eta: 1 day, 0:53:16, time: 1.089, data_time: 0.000, memory: 8335, top1_acc: 0.7583, top5_acc: 0.9167, loss_cls: 0.8936, loss: 0.8936, grad_norm: 5.0555, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6882, loss/aux0: 0.6882 2020-10-19 16:57:58,370 - mmaction - INFO - Epoch [46][700/792] lr: 7.500e-04, eta: 1 day, 0:53:42, time: 1.122, data_time: 0.002, memory: 8335, top1_acc: 0.7583, top5_acc: 0.9167, loss_cls: 0.8936, loss: 0.8936, grad_norm: 5.0193, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6748, loss/aux0: 0.6748 2020-10-19 16:58:42,390 - mmaction - INFO - Epoch [46][720/792] lr: 7.500e-04, eta: 1 day, 0:52:38, time: 1.125, data_time: 0.000, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9135, loss_cls: 0.9291, loss: 0.9291, grad_norm: 4.8182, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6699, loss/aux0: 0.6699 2020-10-19 16:58:44,738 - mmaction - INFO - Epoch [46][720/792] lr: 7.500e-04, eta: 1 day, 0:53:04, time: 1.120, data_time: 0.002, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9135, loss_cls: 0.9291, loss: 0.9291, grad_norm: 4.8248, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6704, loss/aux0: 0.6704 2020-10-19 16:59:25,032 - mmaction - INFO - Epoch [46][740/792] lr: 7.500e-04, eta: 1 day, 0:51:56, time: 0.954, data_time: 0.000, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9146, loss_cls: 0.9416, loss: 0.9416, grad_norm: 4.9982, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-19 16:59:27,669 - mmaction - INFO - Epoch [46][740/792] lr: 7.500e-04, eta: 1 day, 0:52:18, time: 0.952, data_time: 0.001, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9146, loss_cls: 0.9416, loss: 0.9416, grad_norm: 4.9370, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6265, loss/aux0: 0.6265 2020-10-19 17:00:08,496 - mmaction - INFO - Epoch [46][760/792] lr: 7.500e-04, eta: 1 day, 0:51:12, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9224, loss_cls: 0.8252, loss: 0.8252, grad_norm: 4.7869, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6242, loss/aux0: 0.6242 2020-10-19 17:00:11,437 - mmaction - INFO - Epoch [46][760/792] lr: 7.500e-04, eta: 1 day, 0:51:40, time: 1.188, data_time: 0.003, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9224, loss_cls: 0.8252, loss: 0.8252, grad_norm: 4.7275, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6162, loss/aux0: 0.6162 2020-10-19 17:00:50,311 - mmaction - INFO - Epoch [46][780/792] lr: 7.500e-04, eta: 1 day, 0:50:35, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9104, loss_cls: 0.8956, loss: 0.8956, grad_norm: 4.9519, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6327, loss/aux0: 0.6327 2020-10-19 17:00:52,752 - mmaction - INFO - Epoch [46][780/792] lr: 7.500e-04, eta: 1 day, 0:50:59, time: 1.055, data_time: 0.002, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9104, loss_cls: 0.8956, loss: 0.8956, grad_norm: 4.9048, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6405, loss/aux0: 0.6405 2020-10-19 17:01:21,550 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-10-19 17:04:19,489 - mmaction - INFO - Epoch [47][20/792] lr: 7.500e-04, eta: 1 day, 0:48:57, time: 1.003, data_time: 0.000, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.8980, loss: 0.8980, grad_norm: 4.9871, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6562, loss/aux0: 0.6562 2020-10-19 17:04:20,267 - mmaction - INFO - Epoch [47][20/792] lr: 7.500e-04, eta: 1 day, 0:49:21, time: 1.012, data_time: 0.003, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9187, loss_cls: 0.8980, loss: 0.8980, grad_norm: 5.0409, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6615, loss/aux0: 0.6615 2020-10-19 17:05:01,916 - mmaction - INFO - Epoch [47][40/792] lr: 7.500e-04, eta: 1 day, 0:48:15, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9135, loss_cls: 0.9079, loss: 0.9079, grad_norm: 5.0655, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6883, loss/aux0: 0.6883 2020-10-19 17:05:02,522 - mmaction - INFO - Epoch [47][40/792] lr: 7.500e-04, eta: 1 day, 0:48:39, time: 1.033, data_time: 0.003, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9135, loss_cls: 0.9079, loss: 0.9079, grad_norm: 5.1026, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6853, loss/aux0: 0.6853 2020-10-19 17:05:44,208 - mmaction - INFO - Epoch [47][60/792] lr: 7.500e-04, eta: 1 day, 0:47:32, time: 1.011, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9266, loss_cls: 0.8369, loss: 0.8369, grad_norm: 4.8642, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6353, loss/aux0: 0.6353 2020-10-19 17:05:44,859 - mmaction - INFO - Epoch [47][60/792] lr: 7.500e-04, eta: 1 day, 0:47:55, time: 1.010, data_time: 0.001, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9266, loss_cls: 0.8369, loss: 0.8369, grad_norm: 4.8934, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6268, loss/aux0: 0.6268 2020-10-19 17:06:27,989 - mmaction - INFO - Epoch [47][80/792] lr: 7.500e-04, eta: 1 day, 0:46:50, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.9028, loss: 0.9028, grad_norm: 4.9112, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6546, loss/aux0: 0.6546 2020-10-19 17:06:28,574 - mmaction - INFO - Epoch [47][80/792] lr: 7.500e-04, eta: 1 day, 0:47:15, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9125, loss_cls: 0.9028, loss: 0.9028, grad_norm: 4.8702, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6600, loss/aux0: 0.6600 2020-10-19 17:07:10,070 - mmaction - INFO - Epoch [47][100/792] lr: 7.500e-04, eta: 1 day, 0:46:09, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9172, loss_cls: 0.9064, loss: 0.9064, grad_norm: 4.7489, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-19 17:07:10,677 - mmaction - INFO - Epoch [47][100/792] lr: 7.500e-04, eta: 1 day, 0:46:34, time: 1.081, data_time: 0.003, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9172, loss_cls: 0.9064, loss: 0.9064, grad_norm: 4.7351, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6013, loss/aux0: 0.6013 2020-10-19 17:07:51,939 - mmaction - INFO - Epoch [47][120/792] lr: 7.500e-04, eta: 1 day, 0:45:30, time: 1.126, data_time: 0.015, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9177, loss_cls: 0.8388, loss: 0.8388, grad_norm: 4.8429, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6790, loss/aux0: 0.6790 2020-10-19 17:07:52,696 - mmaction - INFO - Epoch [47][120/792] lr: 7.500e-04, eta: 1 day, 0:45:54, time: 1.036, data_time: 0.003, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9177, loss_cls: 0.8388, loss: 0.8388, grad_norm: 4.8095, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6869, loss/aux0: 0.6869 2020-10-19 17:08:34,511 - mmaction - INFO - Epoch [47][140/792] lr: 7.500e-04, eta: 1 day, 0:44:46, time: 0.950, data_time: 0.036, memory: 8335, top1_acc: 0.7604, top5_acc: 0.9062, loss_cls: 0.9445, loss: 0.9445, grad_norm: 4.9495, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6296, loss/aux0: 0.6296 2020-10-19 17:08:36,749 - mmaction - INFO - Epoch [47][140/792] lr: 7.500e-04, eta: 1 day, 0:45:10, time: 1.032, data_time: 0.118, memory: 8335, top1_acc: 0.7604, top5_acc: 0.9062, loss_cls: 0.9445, loss: 0.9445, grad_norm: 4.9305, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-19 17:09:16,530 - mmaction - INFO - Epoch [47][160/792] lr: 7.500e-04, eta: 1 day, 0:44:01, time: 0.949, data_time: 0.367, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.8585, loss: 0.8585, grad_norm: 5.0166, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6873, loss/aux0: 0.6873 2020-10-19 17:09:18,746 - mmaction - INFO - Epoch [47][160/792] lr: 7.500e-04, eta: 1 day, 0:44:24, time: 0.957, data_time: 0.376, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9156, loss_cls: 0.8585, loss: 0.8585, grad_norm: 5.0152, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6879, loss/aux0: 0.6879 2020-10-19 17:09:59,191 - mmaction - INFO - Epoch [47][180/792] lr: 7.500e-04, eta: 1 day, 0:43:19, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9182, loss_cls: 0.9171, loss: 0.9171, grad_norm: 5.0622, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6531, loss/aux0: 0.6531 2020-10-19 17:09:59,793 - mmaction - INFO - Epoch [47][180/792] lr: 7.500e-04, eta: 1 day, 0:43:44, time: 1.097, data_time: 0.002, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9182, loss_cls: 0.9171, loss: 0.9171, grad_norm: 5.0374, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6638, loss/aux0: 0.6638 2020-10-19 17:10:41,659 - mmaction - INFO - Epoch [47][200/792] lr: 7.500e-04, eta: 1 day, 0:42:38, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9245, loss_cls: 0.8482, loss: 0.8482, grad_norm: 4.7688, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6338, loss/aux0: 0.6338 2020-10-19 17:10:42,260 - mmaction - INFO - Epoch [47][200/792] lr: 7.500e-04, eta: 1 day, 0:43:02, time: 1.030, data_time: 0.003, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9245, loss_cls: 0.8482, loss: 0.8482, grad_norm: 4.7285, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-19 17:11:21,448 - mmaction - INFO - Epoch [47][220/792] lr: 7.500e-04, eta: 1 day, 0:41:53, time: 0.946, data_time: 0.000, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9203, loss_cls: 0.8703, loss: 0.8703, grad_norm: 4.9319, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6167, loss/aux0: 0.6167 2020-10-19 17:11:23,116 - mmaction - INFO - Epoch [47][220/792] lr: 7.500e-04, eta: 1 day, 0:42:17, time: 1.002, data_time: 0.057, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9203, loss_cls: 0.8703, loss: 0.8703, grad_norm: 4.9104, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6219, loss/aux0: 0.6219 2020-10-19 17:12:05,120 - mmaction - INFO - Epoch [47][240/792] lr: 7.500e-04, eta: 1 day, 0:41:12, time: 1.086, data_time: 0.251, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9214, loss_cls: 0.8940, loss: 0.8940, grad_norm: 5.1165, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6576, loss/aux0: 0.6576 2020-10-19 17:12:06,178 - mmaction - INFO - Epoch [47][240/792] lr: 7.500e-04, eta: 1 day, 0:41:37, time: 1.098, data_time: 0.264, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9214, loss_cls: 0.8940, loss: 0.8940, grad_norm: 5.0942, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6488, loss/aux0: 0.6488 2020-10-19 17:12:50,549 - mmaction - INFO - Epoch [47][260/792] lr: 7.500e-04, eta: 1 day, 0:40:34, time: 1.174, data_time: 0.000, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9214, loss_cls: 0.8969, loss: 0.8969, grad_norm: 4.8636, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6700, loss/aux0: 0.6700 2020-10-19 17:12:51,142 - mmaction - INFO - Epoch [47][260/792] lr: 7.500e-04, eta: 1 day, 0:41:01, time: 1.175, data_time: 0.001, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9214, loss_cls: 0.8969, loss: 0.8969, grad_norm: 4.8455, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6820, loss/aux0: 0.6820 2020-10-19 17:13:32,622 - mmaction - INFO - Epoch [47][280/792] lr: 7.500e-04, eta: 1 day, 0:39:56, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.8808, loss: 0.8808, grad_norm: 4.7680, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6385, loss/aux0: 0.6385 2020-10-19 17:13:33,225 - mmaction - INFO - Epoch [47][280/792] lr: 7.500e-04, eta: 1 day, 0:40:20, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9125, loss_cls: 0.8808, loss: 0.8808, grad_norm: 4.7261, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6353, loss/aux0: 0.6353 2020-10-19 17:14:15,924 - mmaction - INFO - Epoch [47][300/792] lr: 7.500e-04, eta: 1 day, 0:39:15, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9487, loss: 0.9487, grad_norm: 4.9078, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6451, loss/aux0: 0.6451 2020-10-19 17:14:16,535 - mmaction - INFO - Epoch [47][300/792] lr: 7.500e-04, eta: 1 day, 0:39:40, time: 1.094, data_time: 0.002, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9156, loss_cls: 0.9487, loss: 0.9487, grad_norm: 4.9293, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6532, loss/aux0: 0.6532 2020-10-19 17:14:59,259 - mmaction - INFO - Epoch [47][320/792] lr: 7.500e-04, eta: 1 day, 0:38:38, time: 1.186, data_time: 0.000, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9458, loss: 0.9458, grad_norm: 4.9680, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-19 17:14:59,872 - mmaction - INFO - Epoch [47][320/792] lr: 7.500e-04, eta: 1 day, 0:39:05, time: 1.173, data_time: 0.002, memory: 8335, top1_acc: 0.7547, top5_acc: 0.9094, loss_cls: 0.9458, loss: 0.9458, grad_norm: 5.0142, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-19 17:15:40,125 - mmaction - INFO - Epoch [47][340/792] lr: 7.500e-04, eta: 1 day, 0:37:58, time: 1.021, data_time: 0.000, memory: 8335, top1_acc: 0.7625, top5_acc: 0.9214, loss_cls: 0.8771, loss: 0.8771, grad_norm: 4.9771, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7084, loss/aux0: 0.7084 2020-10-19 17:15:40,844 - mmaction - INFO - Epoch [47][340/792] lr: 7.500e-04, eta: 1 day, 0:38:22, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.7625, top5_acc: 0.9214, loss_cls: 0.8771, loss: 0.8771, grad_norm: 4.9311, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7104, loss/aux0: 0.7104 2020-10-19 17:16:23,390 - mmaction - INFO - Epoch [47][360/792] lr: 7.500e-04, eta: 1 day, 0:37:18, time: 1.109, data_time: 0.000, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9281, loss_cls: 0.8809, loss: 0.8809, grad_norm: 4.8595, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6193, loss/aux0: 0.6193 2020-10-19 17:16:24,003 - mmaction - INFO - Epoch [47][360/792] lr: 7.500e-04, eta: 1 day, 0:37:43, time: 1.111, data_time: 0.003, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9281, loss_cls: 0.8809, loss: 0.8809, grad_norm: 4.8442, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-19 17:17:06,080 - mmaction - INFO - Epoch [47][380/792] lr: 7.500e-04, eta: 1 day, 0:36:41, time: 1.188, data_time: 0.322, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9349, loss_cls: 0.8322, loss: 0.8322, grad_norm: 4.9310, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6490, loss/aux0: 0.6490 2020-10-19 17:17:07,772 - mmaction - INFO - Epoch [47][380/792] lr: 7.500e-04, eta: 1 day, 0:37:07, time: 1.157, data_time: 0.291, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9349, loss_cls: 0.8322, loss: 0.8322, grad_norm: 4.9659, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6586, loss/aux0: 0.6586 2020-10-19 17:17:47,933 - mmaction - INFO - Epoch [47][400/792] lr: 7.500e-04, eta: 1 day, 0:36:02, time: 1.057, data_time: 0.483, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9182, loss_cls: 0.9115, loss: 0.9115, grad_norm: 4.9437, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6667, loss/aux0: 0.6667 2020-10-19 17:17:50,083 - mmaction - INFO - Epoch [47][400/792] lr: 7.500e-04, eta: 1 day, 0:36:26, time: 1.066, data_time: 0.489, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9182, loss_cls: 0.9115, loss: 0.9115, grad_norm: 4.9033, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6509, loss/aux0: 0.6509 2020-10-19 17:18:31,112 - mmaction - INFO - Epoch [47][420/792] lr: 7.500e-04, eta: 1 day, 0:35:23, time: 1.162, data_time: 0.566, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9297, loss_cls: 0.8433, loss: 0.8433, grad_norm: 4.9142, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6575, loss/aux0: 0.6575 2020-10-19 17:18:34,406 - mmaction - INFO - Epoch [47][420/792] lr: 7.500e-04, eta: 1 day, 0:35:50, time: 1.162, data_time: 0.567, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9297, loss_cls: 0.8433, loss: 0.8433, grad_norm: 4.9592, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6608, loss/aux0: 0.6608 2020-10-19 17:19:15,955 - mmaction - INFO - Epoch [47][440/792] lr: 7.500e-04, eta: 1 day, 0:34:45, time: 1.087, data_time: 0.175, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9250, loss_cls: 0.8496, loss: 0.8496, grad_norm: 4.9356, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6423, loss/aux0: 0.6423 2020-10-19 17:19:16,582 - mmaction - INFO - Epoch [47][440/792] lr: 7.500e-04, eta: 1 day, 0:35:09, time: 1.054, data_time: 0.141, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9250, loss_cls: 0.8496, loss: 0.8496, grad_norm: 4.9877, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6562, loss/aux0: 0.6562 2020-10-19 17:19:57,760 - mmaction - INFO - Epoch [47][460/792] lr: 7.500e-04, eta: 1 day, 0:34:03, time: 1.028, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9229, loss_cls: 0.8601, loss: 0.8601, grad_norm: 4.9669, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6832, loss/aux0: 0.6832 2020-10-19 17:19:58,349 - mmaction - INFO - Epoch [47][460/792] lr: 7.500e-04, eta: 1 day, 0:34:26, time: 1.027, data_time: 0.001, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9229, loss_cls: 0.8601, loss: 0.8601, grad_norm: 4.9537, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6733, loss/aux0: 0.6733 2020-10-19 17:20:42,678 - mmaction - INFO - Epoch [47][480/792] lr: 7.500e-04, eta: 1 day, 0:33:25, time: 1.239, data_time: 0.327, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9089, loss_cls: 0.9023, loss: 0.9023, grad_norm: 5.0808, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6680, loss/aux0: 0.6680 2020-10-19 17:20:43,275 - mmaction - INFO - Epoch [47][480/792] lr: 7.500e-04, eta: 1 day, 0:33:51, time: 1.140, data_time: 0.229, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9089, loss_cls: 0.9023, loss: 0.9023, grad_norm: 5.0406, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6573, loss/aux0: 0.6573 2020-10-19 17:21:24,192 - mmaction - INFO - Epoch [47][500/792] lr: 7.500e-04, eta: 1 day, 0:32:46, time: 1.062, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9214, loss_cls: 0.8639, loss: 0.8639, grad_norm: 4.8827, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-19 17:21:24,791 - mmaction - INFO - Epoch [47][500/792] lr: 7.500e-04, eta: 1 day, 0:33:10, time: 1.062, data_time: 0.001, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9214, loss_cls: 0.8639, loss: 0.8639, grad_norm: 4.8905, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-19 17:22:06,177 - mmaction - INFO - Epoch [47][520/792] lr: 7.500e-04, eta: 1 day, 0:32:04, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9234, loss_cls: 0.8531, loss: 0.8531, grad_norm: 4.8959, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6455, loss/aux0: 0.6455 2020-10-19 17:22:08,814 - mmaction - INFO - Epoch [47][520/792] lr: 7.500e-04, eta: 1 day, 0:32:29, time: 1.106, data_time: 0.001, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9234, loss_cls: 0.8531, loss: 0.8531, grad_norm: 4.8572, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6549, loss/aux0: 0.6549 2020-10-19 17:22:48,692 - mmaction - INFO - Epoch [47][540/792] lr: 7.500e-04, eta: 1 day, 0:31:24, time: 1.055, data_time: 0.063, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9297, loss_cls: 0.8561, loss: 0.8561, grad_norm: 4.8586, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6550, loss/aux0: 0.6550 2020-10-19 17:22:49,968 - mmaction - INFO - Epoch [47][540/792] lr: 7.500e-04, eta: 1 day, 0:31:48, time: 1.033, data_time: 0.065, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9297, loss_cls: 0.8561, loss: 0.8561, grad_norm: 4.8357, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6497, loss/aux0: 0.6497 2020-10-19 17:23:33,415 - mmaction - INFO - Epoch [47][560/792] lr: 7.500e-04, eta: 1 day, 0:30:43, time: 1.088, data_time: 0.509, memory: 8335, top1_acc: 0.7495, top5_acc: 0.9120, loss_cls: 0.9678, loss: 0.9678, grad_norm: 5.1379, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6835, loss/aux0: 0.6835 2020-10-19 17:23:34,032 - mmaction - INFO - Epoch [47][560/792] lr: 7.500e-04, eta: 1 day, 0:31:08, time: 1.090, data_time: 0.512, memory: 8335, top1_acc: 0.7495, top5_acc: 0.9120, loss_cls: 0.9678, loss: 0.9678, grad_norm: 5.0626, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6774, loss/aux0: 0.6774 2020-10-19 17:24:15,529 - mmaction - INFO - Epoch [47][580/792] lr: 7.500e-04, eta: 1 day, 0:30:04, time: 1.151, data_time: 0.000, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9073, loss_cls: 0.9215, loss: 0.9215, grad_norm: 5.1548, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6793, loss/aux0: 0.6793 2020-10-19 17:24:16,887 - mmaction - INFO - Epoch [47][580/792] lr: 7.500e-04, eta: 1 day, 0:30:28, time: 1.047, data_time: 0.003, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9073, loss_cls: 0.9215, loss: 0.9215, grad_norm: 5.1859, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6921, loss/aux0: 0.6921 2020-10-19 17:24:55,942 - mmaction - INFO - Epoch [47][600/792] lr: 7.500e-04, eta: 1 day, 0:29:21, time: 0.979, data_time: 0.402, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9198, loss_cls: 0.8959, loss: 0.8959, grad_norm: 4.9289, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6379, loss/aux0: 0.6379 2020-10-19 17:24:56,623 - mmaction - INFO - Epoch [47][600/792] lr: 7.500e-04, eta: 1 day, 0:29:44, time: 0.984, data_time: 0.409, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9198, loss_cls: 0.8959, loss: 0.8959, grad_norm: 4.9485, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6367, loss/aux0: 0.6367 2020-10-19 17:25:39,634 - mmaction - INFO - Epoch [47][620/792] lr: 7.500e-04, eta: 1 day, 0:28:40, time: 1.121, data_time: 0.341, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9125, loss_cls: 0.8754, loss: 0.8754, grad_norm: 4.8490, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6418, loss/aux0: 0.6418 2020-10-19 17:25:40,227 - mmaction - INFO - Epoch [47][620/792] lr: 7.500e-04, eta: 1 day, 0:29:05, time: 1.106, data_time: 0.343, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9125, loss_cls: 0.8754, loss: 0.8754, grad_norm: 4.7944, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6344, loss/aux0: 0.6344 2020-10-19 17:26:23,248 - mmaction - INFO - Epoch [47][640/792] lr: 7.500e-04, eta: 1 day, 0:28:00, time: 1.076, data_time: 0.285, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9219, loss_cls: 0.8558, loss: 0.8558, grad_norm: 5.2725, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6855, loss/aux0: 0.6855 2020-10-19 17:26:23,851 - mmaction - INFO - Epoch [47][640/792] lr: 7.500e-04, eta: 1 day, 0:28:24, time: 1.069, data_time: 0.287, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9219, loss_cls: 0.8558, loss: 0.8558, grad_norm: 5.2422, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6888, loss/aux0: 0.6888 2020-10-19 17:27:03,889 - mmaction - INFO - Epoch [47][660/792] lr: 7.500e-04, eta: 1 day, 0:27:17, time: 0.977, data_time: 0.121, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9203, loss_cls: 0.9009, loss: 0.9009, grad_norm: 5.1565, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6761, loss/aux0: 0.6761 2020-10-19 17:27:05,299 - mmaction - INFO - Epoch [47][660/792] lr: 7.500e-04, eta: 1 day, 0:27:40, time: 1.016, data_time: 0.122, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9203, loss_cls: 0.9009, loss: 0.9009, grad_norm: 5.1542, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6804, loss/aux0: 0.6804 2020-10-19 17:27:45,886 - mmaction - INFO - Epoch [47][680/792] lr: 7.500e-04, eta: 1 day, 0:26:33, time: 0.980, data_time: 0.123, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9245, loss_cls: 0.8629, loss: 0.8629, grad_norm: 4.8633, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6584, loss/aux0: 0.6584 2020-10-19 17:27:47,327 - mmaction - INFO - Epoch [47][680/792] lr: 7.500e-04, eta: 1 day, 0:26:56, time: 1.023, data_time: 0.124, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9245, loss_cls: 0.8629, loss: 0.8629, grad_norm: 4.8121, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6467, loss/aux0: 0.6467 2020-10-19 17:28:28,662 - mmaction - INFO - Epoch [47][700/792] lr: 7.500e-04, eta: 1 day, 0:25:51, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9109, loss_cls: 0.9117, loss: 0.9117, grad_norm: 5.1404, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6532, loss/aux0: 0.6532 2020-10-19 17:28:31,449 - mmaction - INFO - Epoch [47][700/792] lr: 7.500e-04, eta: 1 day, 0:26:14, time: 0.998, data_time: 0.003, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9109, loss_cls: 0.9117, loss: 0.9117, grad_norm: 5.0920, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6591, loss/aux0: 0.6591 2020-10-19 17:29:12,916 - mmaction - INFO - Epoch [47][720/792] lr: 7.500e-04, eta: 1 day, 0:25:09, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9151, loss_cls: 0.8840, loss: 0.8840, grad_norm: 5.0365, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6568, loss/aux0: 0.6568 2020-10-19 17:29:15,490 - mmaction - INFO - Epoch [47][720/792] lr: 7.500e-04, eta: 1 day, 0:25:33, time: 1.061, data_time: 0.003, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9151, loss_cls: 0.8840, loss: 0.8840, grad_norm: 5.0483, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6613, loss/aux0: 0.6613 2020-10-19 17:29:53,800 - mmaction - INFO - Epoch [47][740/792] lr: 7.500e-04, eta: 1 day, 0:24:27, time: 1.016, data_time: 0.000, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9057, loss_cls: 0.9093, loss: 0.9093, grad_norm: 5.0379, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6445, loss/aux0: 0.6445 2020-10-19 17:29:57,244 - mmaction - INFO - Epoch [47][740/792] lr: 7.500e-04, eta: 1 day, 0:24:51, time: 1.084, data_time: 0.001, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9057, loss_cls: 0.9093, loss: 0.9093, grad_norm: 5.0635, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6362, loss/aux0: 0.6362 2020-10-19 17:30:37,844 - mmaction - INFO - Epoch [47][760/792] lr: 7.500e-04, eta: 1 day, 0:23:46, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9115, loss_cls: 0.9557, loss: 0.9557, grad_norm: 4.8246, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5924, loss/aux0: 0.5924 2020-10-19 17:30:41,222 - mmaction - INFO - Epoch [47][760/792] lr: 7.500e-04, eta: 1 day, 0:24:11, time: 1.108, data_time: 0.002, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9115, loss_cls: 0.9557, loss: 0.9557, grad_norm: 4.9032, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5988, loss/aux0: 0.5988 2020-10-19 17:31:21,789 - mmaction - INFO - Epoch [47][780/792] lr: 7.500e-04, eta: 1 day, 0:23:05, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9229, loss_cls: 0.8928, loss: 0.8928, grad_norm: 5.0548, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6765, loss/aux0: 0.6765 2020-10-19 17:31:22,626 - mmaction - INFO - Epoch [47][780/792] lr: 7.500e-04, eta: 1 day, 0:23:27, time: 0.945, data_time: 0.002, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9229, loss_cls: 0.8928, loss: 0.8928, grad_norm: 5.0226, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6769, loss/aux0: 0.6769 2020-10-19 17:31:51,150 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-10-19 17:35:11,978 - mmaction - INFO - Epoch [48][20/792] lr: 7.500e-04, eta: 1 day, 0:21:26, time: 0.978, data_time: 0.000, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9141, loss_cls: 0.9414, loss: 0.9414, grad_norm: 5.1006, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9572, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-19 17:35:12,583 - mmaction - INFO - Epoch [48][20/792] lr: 7.500e-04, eta: 1 day, 0:21:49, time: 0.983, data_time: 0.006, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9141, loss_cls: 0.9414, loss: 0.9414, grad_norm: 5.1011, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6210, loss/aux0: 0.6210 2020-10-19 17:35:56,576 - mmaction - INFO - Epoch [48][40/792] lr: 7.500e-04, eta: 1 day, 0:20:44, time: 1.098, data_time: 0.000, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9141, loss_cls: 0.9202, loss: 0.9202, grad_norm: 5.1139, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6311, loss/aux0: 0.6311 2020-10-19 17:35:57,165 - mmaction - INFO - Epoch [48][40/792] lr: 7.500e-04, eta: 1 day, 0:21:08, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.7510, top5_acc: 0.9141, loss_cls: 0.9202, loss: 0.9202, grad_norm: 5.1499, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6246, loss/aux0: 0.6246 2020-10-19 17:36:40,441 - mmaction - INFO - Epoch [48][60/792] lr: 7.500e-04, eta: 1 day, 0:20:04, time: 1.114, data_time: 0.001, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9255, loss_cls: 0.8630, loss: 0.8630, grad_norm: 4.8962, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-19 17:36:42,453 - mmaction - INFO - Epoch [48][60/792] lr: 7.500e-04, eta: 1 day, 0:20:31, time: 1.185, data_time: 0.002, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9255, loss_cls: 0.8630, loss: 0.8630, grad_norm: 4.8071, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-19 17:37:21,689 - mmaction - INFO - Epoch [48][80/792] lr: 7.500e-04, eta: 1 day, 0:19:26, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9229, loss_cls: 0.8782, loss: 0.8782, grad_norm: 4.8479, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6013, loss/aux0: 0.6013 2020-10-19 17:37:23,599 - mmaction - INFO - Epoch [48][80/792] lr: 7.500e-04, eta: 1 day, 0:19:49, time: 1.007, data_time: 0.003, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9229, loss_cls: 0.8782, loss: 0.8782, grad_norm: 4.8566, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-19 17:38:04,602 - mmaction - INFO - Epoch [48][100/792] lr: 7.500e-04, eta: 1 day, 0:18:44, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9234, loss_cls: 0.8937, loss: 0.8937, grad_norm: 4.9485, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6452, loss/aux0: 0.6452 2020-10-19 17:38:07,158 - mmaction - INFO - Epoch [48][100/792] lr: 7.500e-04, eta: 1 day, 0:19:07, time: 1.035, data_time: 0.001, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9234, loss_cls: 0.8937, loss: 0.8937, grad_norm: 4.9765, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6480, loss/aux0: 0.6480 2020-10-19 17:38:44,951 - mmaction - INFO - Epoch [48][120/792] lr: 7.500e-04, eta: 1 day, 0:18:00, time: 0.976, data_time: 0.004, memory: 8335, top1_acc: 0.7563, top5_acc: 0.9250, loss_cls: 0.8876, loss: 0.8876, grad_norm: 5.1086, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.7014, loss/aux0: 0.7014 2020-10-19 17:38:46,735 - mmaction - INFO - Epoch [48][120/792] lr: 7.500e-04, eta: 1 day, 0:18:22, time: 0.987, data_time: 0.005, memory: 8335, top1_acc: 0.7563, top5_acc: 0.9250, loss_cls: 0.8876, loss: 0.8876, grad_norm: 5.0572, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6905, loss/aux0: 0.6905 2020-10-19 17:39:29,503 - mmaction - INFO - Epoch [48][140/792] lr: 7.500e-04, eta: 1 day, 0:17:18, time: 1.099, data_time: 0.071, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9172, loss_cls: 0.8728, loss: 0.8728, grad_norm: 4.8502, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-19 17:39:30,115 - mmaction - INFO - Epoch [48][140/792] lr: 7.500e-04, eta: 1 day, 0:17:43, time: 1.092, data_time: 0.073, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9172, loss_cls: 0.8728, loss: 0.8728, grad_norm: 4.8323, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-19 17:40:12,039 - mmaction - INFO - Epoch [48][160/792] lr: 7.500e-04, eta: 1 day, 0:16:38, time: 1.084, data_time: 0.000, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9114, loss: 0.9114, grad_norm: 4.9081, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-19 17:40:12,636 - mmaction - INFO - Epoch [48][160/792] lr: 7.500e-04, eta: 1 day, 0:17:03, time: 1.084, data_time: 0.002, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9172, loss_cls: 0.9114, loss: 0.9114, grad_norm: 4.9248, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-19 17:40:51,295 - mmaction - INFO - Epoch [48][180/792] lr: 7.500e-04, eta: 1 day, 0:15:56, time: 0.991, data_time: 0.179, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9161, loss_cls: 0.8946, loss: 0.8946, grad_norm: 4.9087, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6475, loss/aux0: 0.6475 2020-10-19 17:40:53,718 - mmaction - INFO - Epoch [48][180/792] lr: 7.500e-04, eta: 1 day, 0:16:20, time: 1.084, data_time: 0.273, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9161, loss_cls: 0.8946, loss: 0.8946, grad_norm: 4.8884, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6523, loss/aux0: 0.6523 2020-10-19 17:41:33,554 - mmaction - INFO - Epoch [48][200/792] lr: 7.500e-04, eta: 1 day, 0:15:17, time: 1.113, data_time: 0.056, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9312, loss_cls: 0.8779, loss: 0.8779, grad_norm: 5.1232, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6323, loss/aux0: 0.6323 2020-10-19 17:41:36,521 - mmaction - INFO - Epoch [48][200/792] lr: 7.500e-04, eta: 1 day, 0:15:42, time: 1.116, data_time: 0.026, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9312, loss_cls: 0.8779, loss: 0.8779, grad_norm: 5.1739, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6337, loss/aux0: 0.6337 2020-10-19 17:42:16,762 - mmaction - INFO - Epoch [48][220/792] lr: 7.500e-04, eta: 1 day, 0:14:37, time: 1.056, data_time: 0.285, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9151, loss_cls: 0.8668, loss: 0.8668, grad_norm: 5.1303, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.7122, loss/aux0: 0.7122 2020-10-19 17:42:19,110 - mmaction - INFO - Epoch [48][220/792] lr: 7.500e-04, eta: 1 day, 0:15:00, time: 1.061, data_time: 0.214, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9151, loss_cls: 0.8668, loss: 0.8668, grad_norm: 5.1527, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7217, loss/aux0: 0.7217 2020-10-19 17:42:58,486 - mmaction - INFO - Epoch [48][240/792] lr: 7.500e-04, eta: 1 day, 0:13:56, time: 1.079, data_time: 0.220, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9146, loss_cls: 0.8941, loss: 0.8941, grad_norm: 5.0576, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.6879, loss/aux0: 0.6879 2020-10-19 17:43:00,431 - mmaction - INFO - Epoch [48][240/792] lr: 7.500e-04, eta: 1 day, 0:14:20, time: 1.061, data_time: 0.156, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9146, loss_cls: 0.8941, loss: 0.8941, grad_norm: 5.0902, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.6856, loss/aux0: 0.6856 2020-10-19 17:43:43,214 - mmaction - INFO - Epoch [48][260/792] lr: 7.500e-04, eta: 1 day, 0:13:16, time: 1.118, data_time: 0.463, memory: 8335, top1_acc: 0.7625, top5_acc: 0.9208, loss_cls: 0.9069, loss: 0.9069, grad_norm: 4.9457, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6945, loss/aux0: 0.6945 2020-10-19 17:43:43,821 - mmaction - INFO - Epoch [48][260/792] lr: 7.500e-04, eta: 1 day, 0:13:41, time: 1.097, data_time: 0.465, memory: 8335, top1_acc: 0.7625, top5_acc: 0.9208, loss_cls: 0.9069, loss: 0.9069, grad_norm: 4.9138, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6929, loss/aux0: 0.6929 2020-10-19 17:44:23,105 - mmaction - INFO - Epoch [48][280/792] lr: 7.500e-04, eta: 1 day, 0:12:34, time: 0.960, data_time: 0.381, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9198, loss_cls: 0.9013, loss: 0.9013, grad_norm: 5.3257, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6627, loss/aux0: 0.6627 2020-10-19 17:44:23,704 - mmaction - INFO - Epoch [48][280/792] lr: 7.500e-04, eta: 1 day, 0:12:55, time: 0.961, data_time: 0.383, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9198, loss_cls: 0.9013, loss: 0.9013, grad_norm: 5.3643, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6634, loss/aux0: 0.6634 2020-10-19 17:45:07,636 - mmaction - INFO - Epoch [48][300/792] lr: 7.500e-04, eta: 1 day, 0:11:52, time: 1.135, data_time: 0.557, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9234, loss_cls: 0.8291, loss: 0.8291, grad_norm: 4.7055, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6465, loss/aux0: 0.6465 2020-10-19 17:45:08,224 - mmaction - INFO - Epoch [48][300/792] lr: 7.500e-04, eta: 1 day, 0:12:17, time: 1.138, data_time: 0.562, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9234, loss_cls: 0.8291, loss: 0.8291, grad_norm: 4.7610, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6506, loss/aux0: 0.6506 2020-10-19 17:45:48,416 - mmaction - INFO - Epoch [48][320/792] lr: 7.500e-04, eta: 1 day, 0:11:14, time: 1.109, data_time: 0.000, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.9006, loss: 0.9006, grad_norm: 5.0672, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6460, loss/aux0: 0.6460 2020-10-19 17:45:49,054 - mmaction - INFO - Epoch [48][320/792] lr: 7.500e-04, eta: 1 day, 0:11:37, time: 1.045, data_time: 0.003, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9203, loss_cls: 0.9006, loss: 0.9006, grad_norm: 5.0302, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6343, loss/aux0: 0.6343 2020-10-19 17:46:31,702 - mmaction - INFO - Epoch [48][340/792] lr: 7.500e-04, eta: 1 day, 0:10:36, time: 1.233, data_time: 0.099, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.8448, loss: 0.8448, grad_norm: 4.9336, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6061, loss/aux0: 0.6061 2020-10-19 17:46:33,467 - mmaction - INFO - Epoch [48][340/792] lr: 7.500e-04, eta: 1 day, 0:11:04, time: 1.283, data_time: 0.102, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.8448, loss: 0.8448, grad_norm: 4.8882, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-19 17:47:13,426 - mmaction - INFO - Epoch [48][360/792] lr: 7.500e-04, eta: 1 day, 0:10:01, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9193, loss_cls: 0.8957, loss: 0.8957, grad_norm: 4.8314, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6300, loss/aux0: 0.6300 2020-10-19 17:47:14,049 - mmaction - INFO - Epoch [48][360/792] lr: 7.500e-04, eta: 1 day, 0:10:23, time: 1.004, data_time: 0.002, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9193, loss_cls: 0.8957, loss: 0.8957, grad_norm: 4.8339, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6329, loss/aux0: 0.6329 2020-10-19 17:47:52,833 - mmaction - INFO - Epoch [48][380/792] lr: 7.500e-04, eta: 1 day, 0:09:17, time: 1.003, data_time: 0.258, memory: 8335, top1_acc: 0.7557, top5_acc: 0.9146, loss_cls: 0.9221, loss: 0.9221, grad_norm: 5.0581, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6548, loss/aux0: 0.6548 2020-10-19 17:47:55,501 - mmaction - INFO - Epoch [48][380/792] lr: 7.500e-04, eta: 1 day, 0:09:41, time: 1.055, data_time: 0.265, memory: 8335, top1_acc: 0.7557, top5_acc: 0.9146, loss_cls: 0.9221, loss: 0.9221, grad_norm: 5.0118, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6475, loss/aux0: 0.6475 2020-10-19 17:48:35,436 - mmaction - INFO - Epoch [48][400/792] lr: 7.500e-04, eta: 1 day, 0:08:35, time: 1.026, data_time: 0.056, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9245, loss_cls: 0.8507, loss: 0.8507, grad_norm: 5.2772, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6613, loss/aux0: 0.6613 2020-10-19 17:48:37,996 - mmaction - INFO - Epoch [48][400/792] lr: 7.500e-04, eta: 1 day, 0:08:59, time: 1.055, data_time: 0.002, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9245, loss_cls: 0.8507, loss: 0.8507, grad_norm: 5.2690, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6729, loss/aux0: 0.6729 2020-10-19 17:49:18,166 - mmaction - INFO - Epoch [48][420/792] lr: 7.500e-04, eta: 1 day, 0:07:54, time: 1.041, data_time: 0.113, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9203, loss_cls: 0.8132, loss: 0.8132, grad_norm: 4.9742, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6787, loss/aux0: 0.6787 2020-10-19 17:49:20,496 - mmaction - INFO - Epoch [48][420/792] lr: 7.500e-04, eta: 1 day, 0:08:17, time: 1.074, data_time: 0.116, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9203, loss_cls: 0.8132, loss: 0.8132, grad_norm: 4.9020, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6771, loss/aux0: 0.6771 2020-10-19 17:50:00,350 - mmaction - INFO - Epoch [48][440/792] lr: 7.500e-04, eta: 1 day, 0:07:12, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9203, loss_cls: 0.8649, loss: 0.8649, grad_norm: 5.3045, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6394, loss/aux0: 0.6394 2020-10-19 17:50:02,517 - mmaction - INFO - Epoch [48][440/792] lr: 7.500e-04, eta: 1 day, 0:07:37, time: 1.128, data_time: 0.003, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9203, loss_cls: 0.8649, loss: 0.8649, grad_norm: 5.2040, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6386, loss/aux0: 0.6386 2020-10-19 17:50:42,267 - mmaction - INFO - Epoch [48][460/792] lr: 7.500e-04, eta: 1 day, 0:06:32, time: 1.045, data_time: 0.000, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9250, loss_cls: 0.8711, loss: 0.8711, grad_norm: 5.1133, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7070, loss/aux0: 0.7070 2020-10-19 17:50:43,270 - mmaction - INFO - Epoch [48][460/792] lr: 7.500e-04, eta: 1 day, 0:06:56, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9250, loss_cls: 0.8711, loss: 0.8711, grad_norm: 4.9946, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7039, loss/aux0: 0.7039 2020-10-19 17:51:24,310 - mmaction - INFO - Epoch [48][480/792] lr: 7.500e-04, eta: 1 day, 0:05:52, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9156, loss_cls: 0.9224, loss: 0.9224, grad_norm: 5.0707, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6545, loss/aux0: 0.6545 2020-10-19 17:51:24,927 - mmaction - INFO - Epoch [48][480/792] lr: 7.500e-04, eta: 1 day, 0:06:15, time: 1.074, data_time: 0.003, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9156, loss_cls: 0.9224, loss: 0.9224, grad_norm: 5.0215, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6612, loss/aux0: 0.6612 2020-10-19 17:52:09,636 - mmaction - INFO - Epoch [48][500/792] lr: 7.500e-04, eta: 1 day, 0:05:13, time: 1.145, data_time: 0.000, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9109, loss_cls: 0.9173, loss: 0.9173, grad_norm: 4.8193, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6576, loss/aux0: 0.6576 2020-10-19 17:52:10,257 - mmaction - INFO - Epoch [48][500/792] lr: 7.500e-04, eta: 1 day, 0:05:38, time: 1.148, data_time: 0.003, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9109, loss_cls: 0.9173, loss: 0.9173, grad_norm: 4.7943, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6489, loss/aux0: 0.6489 2020-10-19 17:52:49,762 - mmaction - INFO - Epoch [48][520/792] lr: 7.500e-04, eta: 1 day, 0:04:31, time: 0.956, data_time: 0.125, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9365, loss_cls: 0.7757, loss: 0.7757, grad_norm: 5.0892, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6902, loss/aux0: 0.6902 2020-10-19 17:52:51,863 - mmaction - INFO - Epoch [48][520/792] lr: 7.500e-04, eta: 1 day, 0:04:54, time: 1.032, data_time: 0.127, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9365, loss_cls: 0.7757, loss: 0.7757, grad_norm: 5.0226, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6867, loss/aux0: 0.6867 2020-10-19 17:53:33,136 - mmaction - INFO - Epoch [48][540/792] lr: 7.500e-04, eta: 1 day, 0:03:50, time: 1.073, data_time: 0.089, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9260, loss_cls: 0.8735, loss: 0.8735, grad_norm: 4.7730, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5873, loss/aux0: 0.5873 2020-10-19 17:53:34,090 - mmaction - INFO - Epoch [48][540/792] lr: 7.500e-04, eta: 1 day, 0:04:12, time: 1.016, data_time: 0.091, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9260, loss_cls: 0.8735, loss: 0.8735, grad_norm: 4.7611, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5842, loss/aux0: 0.5842 2020-10-19 17:54:14,366 - mmaction - INFO - Epoch [48][560/792] lr: 7.500e-04, eta: 1 day, 0:03:07, time: 1.054, data_time: 0.331, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9182, loss_cls: 0.8709, loss: 0.8709, grad_norm: 4.9258, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-19 17:54:16,858 - mmaction - INFO - Epoch [48][560/792] lr: 7.500e-04, eta: 1 day, 0:03:32, time: 1.137, data_time: 0.347, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9182, loss_cls: 0.8709, loss: 0.8709, grad_norm: 4.8689, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5952, loss/aux0: 0.5952 2020-10-19 17:54:56,826 - mmaction - INFO - Epoch [48][580/792] lr: 7.500e-04, eta: 1 day, 0:02:27, time: 1.011, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8273, loss: 0.8273, grad_norm: 4.9621, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6428, loss/aux0: 0.6428 2020-10-19 17:54:59,864 - mmaction - INFO - Epoch [48][580/792] lr: 7.500e-04, eta: 1 day, 0:02:50, time: 1.039, data_time: 0.003, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8273, loss: 0.8273, grad_norm: 5.0273, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6465, loss/aux0: 0.6465 2020-10-19 17:55:41,028 - mmaction - INFO - Epoch [48][600/792] lr: 7.500e-04, eta: 1 day, 0:01:46, time: 1.083, data_time: 0.021, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9224, loss_cls: 0.9020, loss: 0.9020, grad_norm: 4.8231, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6808, loss/aux0: 0.6808 2020-10-19 17:55:41,643 - mmaction - INFO - Epoch [48][600/792] lr: 7.500e-04, eta: 1 day, 0:02:08, time: 1.004, data_time: 0.023, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9224, loss_cls: 0.9020, loss: 0.9020, grad_norm: 4.8022, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6762, loss/aux0: 0.6762 2020-10-19 17:56:21,882 - mmaction - INFO - Epoch [48][620/792] lr: 7.500e-04, eta: 1 day, 0:01:03, time: 1.054, data_time: 0.436, memory: 8335, top1_acc: 0.7563, top5_acc: 0.9141, loss_cls: 0.9110, loss: 0.9110, grad_norm: 5.1390, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6522, loss/aux0: 0.6522 2020-10-19 17:56:23,729 - mmaction - INFO - Epoch [48][620/792] lr: 7.500e-04, eta: 1 day, 0:01:25, time: 1.013, data_time: 0.432, memory: 8335, top1_acc: 0.7563, top5_acc: 0.9141, loss_cls: 0.9110, loss: 0.9110, grad_norm: 5.0615, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6578, loss/aux0: 0.6578 2020-10-19 17:57:07,346 - mmaction - INFO - Epoch [48][640/792] lr: 7.500e-04, eta: 1 day, 0:00:23, time: 1.163, data_time: 0.377, memory: 8335, top1_acc: 0.7562, top5_acc: 0.9260, loss_cls: 0.9028, loss: 0.9028, grad_norm: 5.2304, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6822, loss/aux0: 0.6822 2020-10-19 17:57:08,756 - mmaction - INFO - Epoch [48][640/792] lr: 7.500e-04, eta: 1 day, 0:00:48, time: 1.119, data_time: 0.378, memory: 8335, top1_acc: 0.7562, top5_acc: 0.9260, loss_cls: 0.9028, loss: 0.9028, grad_norm: 5.2346, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6824, loss/aux0: 0.6824 2020-10-19 17:57:51,665 - mmaction - INFO - Epoch [48][660/792] lr: 7.500e-04, eta: 23:59:41, time: 0.947, data_time: 0.205, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9073, loss_cls: 0.9376, loss: 0.9376, grad_norm: 4.9481, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6738, loss/aux0: 0.6738 2020-10-19 17:57:54,063 - mmaction - INFO - Epoch [48][660/792] lr: 7.500e-04, eta: 1 day, 0:00:04, time: 1.038, data_time: 0.207, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9073, loss_cls: 0.9376, loss: 0.9376, grad_norm: 4.9549, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6765, loss/aux0: 0.6765 2020-10-19 17:58:34,355 - mmaction - INFO - Epoch [48][680/792] lr: 7.500e-04, eta: 23:59:00, time: 1.087, data_time: 0.061, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9187, loss_cls: 0.9007, loss: 0.9007, grad_norm: 4.9530, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6486, loss/aux0: 0.6486 2020-10-19 17:58:34,993 - mmaction - INFO - Epoch [48][680/792] lr: 7.500e-04, eta: 23:59:22, time: 1.004, data_time: 0.064, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9187, loss_cls: 0.9007, loss: 0.9007, grad_norm: 4.9403, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-19 17:59:17,416 - mmaction - INFO - Epoch [48][700/792] lr: 7.500e-04, eta: 23:58:18, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9229, loss_cls: 0.8502, loss: 0.8502, grad_norm: 5.0152, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6526, loss/aux0: 0.6526 2020-10-19 17:59:18,005 - mmaction - INFO - Epoch [48][700/792] lr: 7.500e-04, eta: 23:58:42, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9229, loss_cls: 0.8502, loss: 0.8502, grad_norm: 5.0233, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6749, loss/aux0: 0.6749 2020-10-19 17:59:56,802 - mmaction - INFO - Epoch [48][720/792] lr: 7.500e-04, eta: 23:57:37, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9141, loss_cls: 0.9363, loss: 0.9363, grad_norm: 5.1619, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6639, loss/aux0: 0.6639 2020-10-19 18:00:00,177 - mmaction - INFO - Epoch [48][720/792] lr: 7.500e-04, eta: 23:58:01, time: 1.100, data_time: 0.001, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9141, loss_cls: 0.9363, loss: 0.9363, grad_norm: 5.1622, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6617, loss/aux0: 0.6617 2020-10-19 18:00:43,578 - mmaction - INFO - Epoch [48][740/792] lr: 7.500e-04, eta: 23:56:57, time: 1.084, data_time: 0.001, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9219, loss_cls: 0.8720, loss: 0.8720, grad_norm: 5.0915, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6469, loss/aux0: 0.6469 2020-10-19 18:00:44,664 - mmaction - INFO - Epoch [48][740/792] lr: 7.500e-04, eta: 23:57:21, time: 1.110, data_time: 0.009, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9219, loss_cls: 0.8720, loss: 0.8720, grad_norm: 5.1385, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6435, loss/aux0: 0.6435 2020-10-19 18:01:27,027 - mmaction - INFO - Epoch [48][760/792] lr: 7.500e-04, eta: 23:56:19, time: 1.144, data_time: 0.000, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9167, loss_cls: 0.8921, loss: 0.8921, grad_norm: 5.2855, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6929, loss/aux0: 0.6929 2020-10-19 18:01:30,024 - mmaction - INFO - Epoch [48][760/792] lr: 7.500e-04, eta: 23:56:43, time: 1.094, data_time: 0.003, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9167, loss_cls: 0.8921, loss: 0.8921, grad_norm: 5.2825, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6913, loss/aux0: 0.6913 2020-10-19 18:02:07,446 - mmaction - INFO - Epoch [48][780/792] lr: 7.500e-04, eta: 23:55:39, time: 1.070, data_time: 0.064, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9312, loss_cls: 0.8293, loss: 0.8293, grad_norm: 4.8038, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.6992, loss/aux0: 0.6992 2020-10-19 18:02:08,201 - mmaction - INFO - Epoch [48][780/792] lr: 7.500e-04, eta: 23:55:59, time: 0.955, data_time: 0.003, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9312, loss_cls: 0.8293, loss: 0.8293, grad_norm: 4.7768, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7013, loss/aux0: 0.7013 2020-10-19 18:02:44,520 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-19 18:06:14,784 - mmaction - INFO - Epoch [49][20/792] lr: 7.500e-04, eta: 23:54:04, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9193, loss_cls: 0.8561, loss: 0.8561, grad_norm: 4.9725, top1_acc/aux0: 0.8257, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6791, loss/aux0: 0.6791 2020-10-19 18:06:15,398 - mmaction - INFO - Epoch [49][20/792] lr: 7.500e-04, eta: 23:54:28, time: 1.112, data_time: 0.003, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9193, loss_cls: 0.8561, loss: 0.8561, grad_norm: 4.9681, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6841, loss/aux0: 0.6841 2020-10-19 18:06:57,616 - mmaction - INFO - Epoch [49][40/792] lr: 7.500e-04, eta: 23:53:25, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9161, loss_cls: 0.9231, loss: 0.9231, grad_norm: 4.7443, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-19 18:06:58,225 - mmaction - INFO - Epoch [49][40/792] lr: 7.500e-04, eta: 23:53:48, time: 1.094, data_time: 0.002, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9161, loss_cls: 0.9231, loss: 0.9231, grad_norm: 4.8083, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-19 18:07:41,613 - mmaction - INFO - Epoch [49][60/792] lr: 7.500e-04, eta: 23:52:48, time: 1.216, data_time: 0.000, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9240, loss_cls: 0.8465, loss: 0.8465, grad_norm: 4.7582, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6299, loss/aux0: 0.6299 2020-10-19 18:07:42,205 - mmaction - INFO - Epoch [49][60/792] lr: 7.500e-04, eta: 23:53:13, time: 1.183, data_time: 0.002, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9240, loss_cls: 0.8465, loss: 0.8465, grad_norm: 4.7723, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6331, loss/aux0: 0.6331 2020-10-19 18:08:23,711 - mmaction - INFO - Epoch [49][80/792] lr: 7.500e-04, eta: 23:52:09, time: 1.041, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9234, loss_cls: 0.8342, loss: 0.8342, grad_norm: 4.6891, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5805, loss/aux0: 0.5805 2020-10-19 18:08:24,336 - mmaction - INFO - Epoch [49][80/792] lr: 7.500e-04, eta: 23:52:31, time: 1.045, data_time: 0.005, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9234, loss_cls: 0.8342, loss: 0.8342, grad_norm: 4.6918, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5776, loss/aux0: 0.5776 2020-10-19 18:09:06,558 - mmaction - INFO - Epoch [49][100/792] lr: 7.500e-04, eta: 23:51:28, time: 1.096, data_time: 0.000, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9214, loss_cls: 0.9094, loss: 0.9094, grad_norm: 5.2058, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-19 18:09:07,159 - mmaction - INFO - Epoch [49][100/792] lr: 7.500e-04, eta: 23:51:52, time: 1.098, data_time: 0.002, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9214, loss_cls: 0.9094, loss: 0.9094, grad_norm: 5.2305, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-19 18:09:50,271 - mmaction - INFO - Epoch [49][120/792] lr: 7.500e-04, eta: 23:50:48, time: 1.094, data_time: 0.000, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9115, loss_cls: 0.8937, loss: 0.8937, grad_norm: 5.1236, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6319, loss/aux0: 0.6319 2020-10-19 18:09:50,916 - mmaction - INFO - Epoch [49][120/792] lr: 7.500e-04, eta: 23:51:12, time: 1.098, data_time: 0.005, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9115, loss_cls: 0.8937, loss: 0.8937, grad_norm: 5.1491, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-19 18:10:33,033 - mmaction - INFO - Epoch [49][140/792] lr: 7.500e-04, eta: 23:50:10, time: 1.139, data_time: 0.000, memory: 8335, top1_acc: 0.7536, top5_acc: 0.9083, loss_cls: 0.9564, loss: 0.9564, grad_norm: 4.9055, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6649, loss/aux0: 0.6649 2020-10-19 18:10:33,644 - mmaction - INFO - Epoch [49][140/792] lr: 7.500e-04, eta: 23:50:34, time: 1.142, data_time: 0.003, memory: 8335, top1_acc: 0.7536, top5_acc: 0.9083, loss_cls: 0.9564, loss: 0.9564, grad_norm: 4.9240, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6571, loss/aux0: 0.6571 2020-10-19 18:11:17,879 - mmaction - INFO - Epoch [49][160/792] lr: 7.500e-04, eta: 23:49:33, time: 1.169, data_time: 0.000, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9193, loss_cls: 0.9106, loss: 0.9106, grad_norm: 4.9988, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6442, loss/aux0: 0.6442 2020-10-19 18:11:18,472 - mmaction - INFO - Epoch [49][160/792] lr: 7.500e-04, eta: 23:49:58, time: 1.170, data_time: 0.003, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9193, loss_cls: 0.9106, loss: 0.9106, grad_norm: 5.0983, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6475, loss/aux0: 0.6475 2020-10-19 18:12:00,795 - mmaction - INFO - Epoch [49][180/792] lr: 7.500e-04, eta: 23:48:53, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9229, loss_cls: 0.8669, loss: 0.8669, grad_norm: 5.0513, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6478, loss/aux0: 0.6478 2020-10-19 18:12:01,418 - mmaction - INFO - Epoch [49][180/792] lr: 7.500e-04, eta: 23:49:16, time: 1.040, data_time: 0.001, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9229, loss_cls: 0.8669, loss: 0.8669, grad_norm: 5.0666, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6462, loss/aux0: 0.6462 2020-10-19 18:12:45,082 - mmaction - INFO - Epoch [49][200/792] lr: 7.500e-04, eta: 23:48:13, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9281, loss_cls: 0.8312, loss: 0.8312, grad_norm: 4.8056, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-19 18:12:46,294 - mmaction - INFO - Epoch [49][200/792] lr: 7.500e-04, eta: 23:48:37, time: 1.141, data_time: 0.002, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9281, loss_cls: 0.8312, loss: 0.8312, grad_norm: 4.8186, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5967, loss/aux0: 0.5967 2020-10-19 18:13:24,833 - mmaction - INFO - Epoch [49][220/792] lr: 7.500e-04, eta: 23:47:33, time: 1.039, data_time: 0.360, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9182, loss_cls: 0.9310, loss: 0.9310, grad_norm: 5.0087, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6348, loss/aux0: 0.6348 2020-10-19 18:13:25,442 - mmaction - INFO - Epoch [49][220/792] lr: 7.500e-04, eta: 23:47:54, time: 0.991, data_time: 0.362, memory: 8335, top1_acc: 0.7531, top5_acc: 0.9182, loss_cls: 0.9310, loss: 0.9310, grad_norm: 5.0545, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6465, loss/aux0: 0.6465 2020-10-19 18:14:10,806 - mmaction - INFO - Epoch [49][240/792] lr: 7.500e-04, eta: 23:46:51, time: 1.092, data_time: 0.317, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9193, loss_cls: 0.8988, loss: 0.8988, grad_norm: 5.1076, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6840, loss/aux0: 0.6840 2020-10-19 18:14:11,425 - mmaction - INFO - Epoch [49][240/792] lr: 7.500e-04, eta: 23:47:14, time: 1.092, data_time: 0.319, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9193, loss_cls: 0.8988, loss: 0.8988, grad_norm: 5.2065, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6802, loss/aux0: 0.6802 2020-10-19 18:14:51,155 - mmaction - INFO - Epoch [49][260/792] lr: 7.500e-04, eta: 23:46:11, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9161, loss_cls: 0.8981, loss: 0.8981, grad_norm: 5.1075, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6477, loss/aux0: 0.6477 2020-10-19 18:14:51,757 - mmaction - INFO - Epoch [49][260/792] lr: 7.500e-04, eta: 23:46:32, time: 0.999, data_time: 0.002, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9161, loss_cls: 0.8981, loss: 0.8981, grad_norm: 5.0474, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6328, loss/aux0: 0.6328 2020-10-19 18:15:33,128 - mmaction - INFO - Epoch [49][280/792] lr: 7.500e-04, eta: 23:45:27, time: 0.972, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9250, loss_cls: 0.8827, loss: 0.8827, grad_norm: 4.9210, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6593, loss/aux0: 0.6593 2020-10-19 18:15:34,506 - mmaction - INFO - Epoch [49][280/792] lr: 7.500e-04, eta: 23:45:48, time: 1.010, data_time: 0.003, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9250, loss_cls: 0.8827, loss: 0.8827, grad_norm: 4.9362, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6630, loss/aux0: 0.6630 2020-10-19 18:16:15,467 - mmaction - INFO - Epoch [49][300/792] lr: 7.500e-04, eta: 23:44:42, time: 0.961, data_time: 0.002, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9266, loss_cls: 0.8443, loss: 0.8443, grad_norm: 5.1026, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6208, loss/aux0: 0.6208 2020-10-19 18:16:16,078 - mmaction - INFO - Epoch [49][300/792] lr: 7.500e-04, eta: 23:45:03, time: 0.963, data_time: 0.006, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9266, loss_cls: 0.8443, loss: 0.8443, grad_norm: 5.1226, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6301, loss/aux0: 0.6301 2020-10-19 18:16:58,812 - mmaction - INFO - Epoch [49][320/792] lr: 7.500e-04, eta: 23:44:00, time: 1.080, data_time: 0.149, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9229, loss_cls: 0.8777, loss: 0.8777, grad_norm: 4.8874, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6620, loss/aux0: 0.6620 2020-10-19 18:17:01,903 - mmaction - INFO - Epoch [49][320/792] lr: 7.500e-04, eta: 23:44:25, time: 1.206, data_time: 0.150, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9229, loss_cls: 0.8777, loss: 0.8777, grad_norm: 4.9065, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6584, loss/aux0: 0.6584 2020-10-19 18:17:41,444 - mmaction - INFO - Epoch [49][340/792] lr: 7.500e-04, eta: 23:43:19, time: 0.953, data_time: 0.072, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9167, loss_cls: 0.8701, loss: 0.8701, grad_norm: 4.8523, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6522, loss/aux0: 0.6522 2020-10-19 18:17:45,245 - mmaction - INFO - Epoch [49][340/792] lr: 7.500e-04, eta: 23:43:43, time: 1.114, data_time: 0.232, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9167, loss_cls: 0.8701, loss: 0.8701, grad_norm: 4.8774, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6536, loss/aux0: 0.6536 2020-10-19 18:18:27,394 - mmaction - INFO - Epoch [49][360/792] lr: 7.500e-04, eta: 23:42:39, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9234, loss_cls: 0.8464, loss: 0.8464, grad_norm: 5.2171, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-19 18:18:28,583 - mmaction - INFO - Epoch [49][360/792] lr: 7.500e-04, eta: 23:42:59, time: 0.960, data_time: 0.006, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9234, loss_cls: 0.8464, loss: 0.8464, grad_norm: 5.1857, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6291, loss/aux0: 0.6291 2020-10-19 18:19:09,350 - mmaction - INFO - Epoch [49][380/792] lr: 7.500e-04, eta: 23:41:55, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9193, loss_cls: 0.8600, loss: 0.8600, grad_norm: 4.8785, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-19 18:19:11,402 - mmaction - INFO - Epoch [49][380/792] lr: 7.500e-04, eta: 23:42:17, time: 1.025, data_time: 0.001, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9193, loss_cls: 0.8600, loss: 0.8600, grad_norm: 4.9764, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6605, loss/aux0: 0.6605 2020-10-19 18:19:51,459 - mmaction - INFO - Epoch [49][400/792] lr: 7.500e-04, eta: 23:41:14, time: 1.099, data_time: 0.015, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9193, loss_cls: 0.8737, loss: 0.8737, grad_norm: 5.0710, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6735, loss/aux0: 0.6735 2020-10-19 18:19:53,948 - mmaction - INFO - Epoch [49][400/792] lr: 7.500e-04, eta: 23:41:37, time: 1.086, data_time: 0.003, memory: 8335, top1_acc: 0.7703, top5_acc: 0.9193, loss_cls: 0.8737, loss: 0.8737, grad_norm: 5.0572, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6691, loss/aux0: 0.6691 2020-10-19 18:20:32,069 - mmaction - INFO - Epoch [49][420/792] lr: 7.500e-04, eta: 23:40:32, time: 1.014, data_time: 0.001, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9182, loss_cls: 0.8934, loss: 0.8934, grad_norm: 5.1619, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6397, loss/aux0: 0.6397 2020-10-19 18:20:34,853 - mmaction - INFO - Epoch [49][420/792] lr: 7.500e-04, eta: 23:40:54, time: 1.042, data_time: 0.002, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9182, loss_cls: 0.8934, loss: 0.8934, grad_norm: 5.3037, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6498, loss/aux0: 0.6498 2020-10-19 18:21:14,604 - mmaction - INFO - Epoch [49][440/792] lr: 7.500e-04, eta: 23:39:52, time: 1.131, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9312, loss_cls: 0.8286, loss: 0.8286, grad_norm: 4.8183, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6450, loss/aux0: 0.6450 2020-10-19 18:21:16,592 - mmaction - INFO - Epoch [49][440/792] lr: 7.500e-04, eta: 23:40:16, time: 1.119, data_time: 0.002, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9312, loss_cls: 0.8286, loss: 0.8286, grad_norm: 4.8580, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-19 18:21:57,496 - mmaction - INFO - Epoch [49][460/792] lr: 7.500e-04, eta: 23:39:13, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9177, loss_cls: 0.8577, loss: 0.8577, grad_norm: 4.8728, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6236, loss/aux0: 0.6236 2020-10-19 18:22:00,575 - mmaction - INFO - Epoch [49][460/792] lr: 7.500e-04, eta: 23:39:37, time: 1.145, data_time: 0.003, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9177, loss_cls: 0.8577, loss: 0.8577, grad_norm: 4.8763, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-19 18:22:43,048 - mmaction - INFO - Epoch [49][480/792] lr: 7.500e-04, eta: 23:38:36, time: 1.161, data_time: 0.000, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9172, loss_cls: 0.8860, loss: 0.8860, grad_norm: 5.1580, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6669, loss/aux0: 0.6669 2020-10-19 18:22:45,480 - mmaction - INFO - Epoch [49][480/792] lr: 7.500e-04, eta: 23:38:59, time: 1.103, data_time: 0.003, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9172, loss_cls: 0.8860, loss: 0.8860, grad_norm: 5.2056, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6665, loss/aux0: 0.6665 2020-10-19 18:23:25,195 - mmaction - INFO - Epoch [49][500/792] lr: 7.500e-04, eta: 23:37:57, time: 1.123, data_time: 0.031, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9302, loss_cls: 0.8607, loss: 0.8607, grad_norm: 4.9660, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6283, loss/aux0: 0.6283 2020-10-19 18:23:27,583 - mmaction - INFO - Epoch [49][500/792] lr: 7.500e-04, eta: 23:38:21, time: 1.144, data_time: 0.021, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9302, loss_cls: 0.8607, loss: 0.8607, grad_norm: 4.8800, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-19 18:24:05,484 - mmaction - INFO - Epoch [49][520/792] lr: 7.500e-04, eta: 23:37:16, time: 0.994, data_time: 0.012, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9229, loss_cls: 0.8936, loss: 0.8936, grad_norm: 5.1934, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6431, loss/aux0: 0.6431 2020-10-19 18:24:06,643 - mmaction - INFO - Epoch [49][520/792] lr: 7.500e-04, eta: 23:37:36, time: 0.941, data_time: 0.014, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9229, loss_cls: 0.8936, loss: 0.8936, grad_norm: 5.2109, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6696, loss/aux0: 0.6696 2020-10-19 18:24:47,833 - mmaction - INFO - Epoch [49][540/792] lr: 7.500e-04, eta: 23:36:28, time: 0.860, data_time: 0.277, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9141, loss_cls: 0.8838, loss: 0.8838, grad_norm: 4.9047, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-19 18:24:49,442 - mmaction - INFO - Epoch [49][540/792] lr: 7.500e-04, eta: 23:36:47, time: 0.913, data_time: 0.280, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9141, loss_cls: 0.8838, loss: 0.8838, grad_norm: 4.8661, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5969, loss/aux0: 0.5969 2020-10-19 18:25:31,137 - mmaction - INFO - Epoch [49][560/792] lr: 7.500e-04, eta: 23:35:44, time: 1.098, data_time: 0.371, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9172, loss_cls: 0.8787, loss: 0.8787, grad_norm: 4.8353, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6281, loss/aux0: 0.6281 2020-10-19 18:25:33,229 - mmaction - INFO - Epoch [49][560/792] lr: 7.500e-04, eta: 23:36:06, time: 1.049, data_time: 0.404, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9172, loss_cls: 0.8787, loss: 0.8787, grad_norm: 4.8144, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6278, loss/aux0: 0.6278 2020-10-19 18:26:12,575 - mmaction - INFO - Epoch [49][580/792] lr: 7.500e-04, eta: 23:35:03, time: 1.060, data_time: 0.000, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9161, loss_cls: 0.8744, loss: 0.8744, grad_norm: 5.1072, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6628, loss/aux0: 0.6628 2020-10-19 18:26:14,732 - mmaction - INFO - Epoch [49][580/792] lr: 7.500e-04, eta: 23:35:25, time: 1.057, data_time: 0.003, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9161, loss_cls: 0.8744, loss: 0.8744, grad_norm: 5.0617, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6712, loss/aux0: 0.6712 2020-10-19 18:26:55,581 - mmaction - INFO - Epoch [49][600/792] lr: 7.500e-04, eta: 23:34:22, time: 1.062, data_time: 0.000, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9203, loss_cls: 0.8526, loss: 0.8526, grad_norm: 4.7330, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-19 18:26:57,441 - mmaction - INFO - Epoch [49][600/792] lr: 7.500e-04, eta: 23:34:44, time: 1.048, data_time: 0.002, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9203, loss_cls: 0.8526, loss: 0.8526, grad_norm: 4.7383, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-19 18:27:40,385 - mmaction - INFO - Epoch [49][620/792] lr: 7.500e-04, eta: 23:33:43, time: 1.182, data_time: 0.595, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9182, loss_cls: 0.8909, loss: 0.8909, grad_norm: 5.0872, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6507, loss/aux0: 0.6507 2020-10-19 18:27:42,613 - mmaction - INFO - Epoch [49][620/792] lr: 7.500e-04, eta: 23:34:08, time: 1.181, data_time: 0.603, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9182, loss_cls: 0.8909, loss: 0.8909, grad_norm: 5.1171, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6589, loss/aux0: 0.6589 2020-10-19 18:28:21,972 - mmaction - INFO - Epoch [49][640/792] lr: 7.500e-04, eta: 23:33:03, time: 1.009, data_time: 0.345, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9234, loss_cls: 0.8890, loss: 0.8890, grad_norm: 5.2156, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6649, loss/aux0: 0.6649 2020-10-19 18:28:23,566 - mmaction - INFO - Epoch [49][640/792] lr: 7.500e-04, eta: 23:33:24, time: 0.998, data_time: 0.333, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9234, loss_cls: 0.8890, loss: 0.8890, grad_norm: 5.1656, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6445, loss/aux0: 0.6445 2020-10-19 18:29:03,728 - mmaction - INFO - Epoch [49][660/792] lr: 7.500e-04, eta: 23:32:19, time: 0.983, data_time: 0.030, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9146, loss_cls: 0.9193, loss: 0.9193, grad_norm: 5.2306, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6200, loss/aux0: 0.6200 2020-10-19 18:29:05,958 - mmaction - INFO - Epoch [49][660/792] lr: 7.500e-04, eta: 23:32:41, time: 1.066, data_time: 0.113, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9146, loss_cls: 0.9193, loss: 0.9193, grad_norm: 5.1853, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-19 18:29:44,937 - mmaction - INFO - Epoch [49][680/792] lr: 7.500e-04, eta: 23:31:36, time: 0.976, data_time: 0.227, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9208, loss_cls: 0.8953, loss: 0.8953, grad_norm: 5.1014, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6304, loss/aux0: 0.6304 2020-10-19 18:29:46,646 - mmaction - INFO - Epoch [49][680/792] lr: 7.500e-04, eta: 23:31:57, time: 0.989, data_time: 0.185, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9208, loss_cls: 0.8953, loss: 0.8953, grad_norm: 5.0640, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6297, loss/aux0: 0.6297 2020-10-19 18:30:28,091 - mmaction - INFO - Epoch [49][700/792] lr: 7.500e-04, eta: 23:30:55, time: 1.119, data_time: 0.030, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9224, loss_cls: 0.8764, loss: 0.8764, grad_norm: 5.1760, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6471, loss/aux0: 0.6471 2020-10-19 18:30:30,520 - mmaction - INFO - Epoch [49][700/792] lr: 7.500e-04, eta: 23:31:19, time: 1.171, data_time: 0.032, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9224, loss_cls: 0.8764, loss: 0.8764, grad_norm: 5.1481, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-19 18:31:12,062 - mmaction - INFO - Epoch [49][720/792] lr: 7.500e-04, eta: 23:30:18, time: 1.162, data_time: 0.006, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.8906, loss: 0.8906, grad_norm: 4.8946, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6129, loss/aux0: 0.6129 2020-10-19 18:31:12,657 - mmaction - INFO - Epoch [49][720/792] lr: 7.500e-04, eta: 23:30:40, time: 1.082, data_time: 0.008, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9187, loss_cls: 0.8906, loss: 0.8906, grad_norm: 4.9441, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6236, loss/aux0: 0.6236 2020-10-19 18:31:53,767 - mmaction - INFO - Epoch [49][740/792] lr: 7.500e-04, eta: 23:29:37, time: 1.056, data_time: 0.001, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9146, loss_cls: 0.9180, loss: 0.9180, grad_norm: 5.2592, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6762, loss/aux0: 0.6762 2020-10-19 18:31:54,780 - mmaction - INFO - Epoch [49][740/792] lr: 7.500e-04, eta: 23:29:59, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9146, loss_cls: 0.9180, loss: 0.9180, grad_norm: 5.2882, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6737, loss/aux0: 0.6737 2020-10-19 18:32:36,749 - mmaction - INFO - Epoch [49][760/792] lr: 7.500e-04, eta: 23:28:56, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9161, loss_cls: 0.8846, loss: 0.8846, grad_norm: 5.0219, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6642, loss/aux0: 0.6642 2020-10-19 18:32:37,362 - mmaction - INFO - Epoch [49][760/792] lr: 7.500e-04, eta: 23:29:18, time: 1.030, data_time: 0.003, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9161, loss_cls: 0.8846, loss: 0.8846, grad_norm: 5.0200, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-19 18:33:20,898 - mmaction - INFO - Epoch [49][780/792] lr: 7.500e-04, eta: 23:28:17, time: 1.182, data_time: 0.000, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9260, loss_cls: 0.8620, loss: 0.8620, grad_norm: 5.2289, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6727, loss/aux0: 0.6727 2020-10-19 18:33:21,493 - mmaction - INFO - Epoch [49][780/792] lr: 7.500e-04, eta: 23:28:41, time: 1.166, data_time: 0.002, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9260, loss_cls: 0.8620, loss: 0.8620, grad_norm: 5.2087, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6782, loss/aux0: 0.6782 2020-10-19 18:33:47,899 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-10-19 18:37:05,893 - mmaction - INFO - Epoch [50][20/792] lr: 7.500e-04, eta: 23:26:45, time: 0.961, data_time: 0.054, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9208, loss_cls: 0.8593, loss: 0.8593, grad_norm: 5.3582, top1_acc/aux0: 0.8196, top5_acc/aux0: 0.9501, loss_cls/aux0: 0.6778, loss/aux0: 0.6778 2020-10-19 18:37:06,502 - mmaction - INFO - Epoch [50][20/792] lr: 7.500e-04, eta: 23:27:05, time: 0.964, data_time: 0.057, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9208, loss_cls: 0.8593, loss: 0.8593, grad_norm: 5.3680, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6768, loss/aux0: 0.6768 2020-10-19 18:37:53,620 - mmaction - INFO - Epoch [50][40/792] lr: 7.500e-04, eta: 23:26:06, time: 1.260, data_time: 0.000, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9151, loss_cls: 0.8752, loss: 0.8752, grad_norm: 4.9567, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-19 18:37:54,225 - mmaction - INFO - Epoch [50][40/792] lr: 7.500e-04, eta: 23:26:31, time: 1.235, data_time: 0.004, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9151, loss_cls: 0.8752, loss: 0.8752, grad_norm: 4.9996, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6362, loss/aux0: 0.6362 2020-10-19 18:38:32,293 - mmaction - INFO - Epoch [50][60/792] lr: 7.500e-04, eta: 23:25:27, time: 1.001, data_time: 0.023, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9182, loss_cls: 0.8547, loss: 0.8547, grad_norm: 4.7893, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-19 18:38:34,588 - mmaction - INFO - Epoch [50][60/792] lr: 7.500e-04, eta: 23:25:49, time: 1.087, data_time: 0.025, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9182, loss_cls: 0.8547, loss: 0.8547, grad_norm: 4.8013, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6194, loss/aux0: 0.6194 2020-10-19 18:39:16,981 - mmaction - INFO - Epoch [50][80/792] lr: 7.500e-04, eta: 23:24:46, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9344, loss_cls: 0.8549, loss: 0.8549, grad_norm: 5.0142, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6329, loss/aux0: 0.6329 2020-10-19 18:39:20,788 - mmaction - INFO - Epoch [50][80/792] lr: 7.500e-04, eta: 23:25:09, time: 1.102, data_time: 0.003, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9344, loss_cls: 0.8549, loss: 0.8549, grad_norm: 4.9530, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6281, loss/aux0: 0.6281 2020-10-19 18:39:59,931 - mmaction - INFO - Epoch [50][100/792] lr: 7.500e-04, eta: 23:24:07, time: 1.126, data_time: 0.000, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9203, loss_cls: 0.8464, loss: 0.8464, grad_norm: 4.9515, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6502, loss/aux0: 0.6502 2020-10-19 18:40:03,029 - mmaction - INFO - Epoch [50][100/792] lr: 7.500e-04, eta: 23:24:30, time: 1.102, data_time: 0.002, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9203, loss_cls: 0.8464, loss: 0.8464, grad_norm: 4.8531, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6437, loss/aux0: 0.6437 2020-10-19 18:40:41,455 - mmaction - INFO - Epoch [50][120/792] lr: 7.500e-04, eta: 23:23:25, time: 0.961, data_time: 0.115, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9198, loss_cls: 0.8509, loss: 0.8509, grad_norm: 5.1709, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6100, loss/aux0: 0.6100 2020-10-19 18:40:43,142 - mmaction - INFO - Epoch [50][120/792] lr: 7.500e-04, eta: 23:23:45, time: 0.974, data_time: 0.170, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9198, loss_cls: 0.8509, loss: 0.8509, grad_norm: 5.0952, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-19 18:41:26,309 - mmaction - INFO - Epoch [50][140/792] lr: 7.500e-04, eta: 23:22:44, time: 1.179, data_time: 0.182, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9109, loss_cls: 0.9133, loss: 0.9133, grad_norm: 5.1046, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6638, loss/aux0: 0.6638 2020-10-19 18:41:26,891 - mmaction - INFO - Epoch [50][140/792] lr: 7.500e-04, eta: 23:23:08, time: 1.134, data_time: 0.168, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9109, loss_cls: 0.9133, loss: 0.9133, grad_norm: 5.1421, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6557, loss/aux0: 0.6557 2020-10-19 18:42:07,976 - mmaction - INFO - Epoch [50][160/792] lr: 7.500e-04, eta: 23:22:05, time: 1.091, data_time: 0.416, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9255, loss_cls: 0.8782, loss: 0.8782, grad_norm: 5.0585, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6687, loss/aux0: 0.6687 2020-10-19 18:42:10,300 - mmaction - INFO - Epoch [50][160/792] lr: 7.500e-04, eta: 23:22:28, time: 1.089, data_time: 0.414, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9255, loss_cls: 0.8782, loss: 0.8782, grad_norm: 5.0210, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6662, loss/aux0: 0.6662 2020-10-19 18:42:51,432 - mmaction - INFO - Epoch [50][180/792] lr: 7.500e-04, eta: 23:21:26, time: 1.130, data_time: 0.549, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9359, loss_cls: 0.8249, loss: 0.8249, grad_norm: 4.8604, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6489, loss/aux0: 0.6489 2020-10-19 18:42:52,025 - mmaction - INFO - Epoch [50][180/792] lr: 7.500e-04, eta: 23:21:49, time: 1.123, data_time: 0.542, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9359, loss_cls: 0.8249, loss: 0.8249, grad_norm: 4.8603, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6627, loss/aux0: 0.6627 2020-10-19 18:43:34,506 - mmaction - INFO - Epoch [50][200/792] lr: 7.500e-04, eta: 23:20:45, time: 1.022, data_time: 0.279, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9135, loss_cls: 0.8894, loss: 0.8894, grad_norm: 4.9118, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6619, loss/aux0: 0.6619 2020-10-19 18:43:36,204 - mmaction - INFO - Epoch [50][200/792] lr: 7.500e-04, eta: 23:21:07, time: 1.077, data_time: 0.281, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9135, loss_cls: 0.8894, loss: 0.8894, grad_norm: 4.9222, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6523, loss/aux0: 0.6523 2020-10-19 18:44:17,085 - mmaction - INFO - Epoch [50][220/792] lr: 7.500e-04, eta: 23:20:03, time: 0.982, data_time: 0.142, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9214, loss_cls: 0.8996, loss: 0.8996, grad_norm: 5.3960, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6665, loss/aux0: 0.6665 2020-10-19 18:44:18,542 - mmaction - INFO - Epoch [50][220/792] lr: 7.500e-04, eta: 23:20:24, time: 1.025, data_time: 0.144, memory: 8335, top1_acc: 0.7589, top5_acc: 0.9214, loss_cls: 0.8996, loss: 0.8996, grad_norm: 5.3374, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6648, loss/aux0: 0.6648 2020-10-19 18:44:58,539 - mmaction - INFO - Epoch [50][240/792] lr: 7.500e-04, eta: 23:19:19, time: 0.996, data_time: 0.000, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9193, loss_cls: 0.8652, loss: 0.8652, grad_norm: 4.9210, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6209, loss/aux0: 0.6209 2020-10-19 18:45:00,351 - mmaction - INFO - Epoch [50][240/792] lr: 7.500e-04, eta: 23:19:41, time: 1.057, data_time: 0.002, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9193, loss_cls: 0.8652, loss: 0.8652, grad_norm: 4.8913, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6273, loss/aux0: 0.6273 2020-10-19 18:45:38,198 - mmaction - INFO - Epoch [50][260/792] lr: 7.500e-04, eta: 23:18:37, time: 1.001, data_time: 0.000, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9115, loss_cls: 0.9068, loss: 0.9068, grad_norm: 5.0660, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6041, loss/aux0: 0.6041 2020-10-19 18:45:39,228 - mmaction - INFO - Epoch [50][260/792] lr: 7.500e-04, eta: 23:18:58, time: 1.010, data_time: 0.003, memory: 8335, top1_acc: 0.7578, top5_acc: 0.9115, loss_cls: 0.9068, loss: 0.9068, grad_norm: 5.0732, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6083, loss/aux0: 0.6083 2020-10-19 18:46:21,123 - mmaction - INFO - Epoch [50][280/792] lr: 7.500e-04, eta: 23:17:55, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9167, loss_cls: 0.9095, loss: 0.9095, grad_norm: 4.9140, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5831, loss/aux0: 0.5831 2020-10-19 18:46:22,600 - mmaction - INFO - Epoch [50][280/792] lr: 7.500e-04, eta: 23:18:17, time: 1.071, data_time: 0.003, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9167, loss_cls: 0.9095, loss: 0.9095, grad_norm: 4.8876, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5826, loss/aux0: 0.5826 2020-10-19 18:47:03,024 - mmaction - INFO - Epoch [50][300/792] lr: 7.500e-04, eta: 23:17:15, time: 1.129, data_time: 0.000, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9245, loss_cls: 0.8861, loss: 0.8861, grad_norm: 5.1911, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6730, loss/aux0: 0.6730 2020-10-19 18:47:06,468 - mmaction - INFO - Epoch [50][300/792] lr: 7.500e-04, eta: 23:17:39, time: 1.177, data_time: 0.003, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9245, loss_cls: 0.8861, loss: 0.8861, grad_norm: 5.2328, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6782, loss/aux0: 0.6782 2020-10-19 18:47:46,179 - mmaction - INFO - Epoch [50][320/792] lr: 7.500e-04, eta: 23:16:35, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9240, loss_cls: 0.9082, loss: 0.9082, grad_norm: 5.2251, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-19 18:47:48,471 - mmaction - INFO - Epoch [50][320/792] lr: 7.500e-04, eta: 23:16:56, time: 1.016, data_time: 0.003, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9240, loss_cls: 0.9082, loss: 0.9082, grad_norm: 5.2255, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5991, loss/aux0: 0.5991 2020-10-19 18:48:27,782 - mmaction - INFO - Epoch [50][340/792] lr: 7.500e-04, eta: 23:15:53, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9146, loss_cls: 0.8718, loss: 0.8718, grad_norm: 4.9314, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-19 18:48:30,687 - mmaction - INFO - Epoch [50][340/792] lr: 7.500e-04, eta: 23:16:15, time: 1.065, data_time: 0.003, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9146, loss_cls: 0.8718, loss: 0.8718, grad_norm: 4.9536, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6405, loss/aux0: 0.6405 2020-10-19 18:49:10,206 - mmaction - INFO - Epoch [50][360/792] lr: 7.500e-04, eta: 23:15:11, time: 1.009, data_time: 0.000, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9250, loss_cls: 0.9115, loss: 0.9115, grad_norm: 5.2422, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6764, loss/aux0: 0.6764 2020-10-19 18:49:12,509 - mmaction - INFO - Epoch [50][360/792] lr: 7.500e-04, eta: 23:15:32, time: 1.051, data_time: 0.002, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9250, loss_cls: 0.9115, loss: 0.9115, grad_norm: 5.2180, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6626, loss/aux0: 0.6626 2020-10-19 18:49:51,135 - mmaction - INFO - Epoch [50][380/792] lr: 7.500e-04, eta: 23:14:27, time: 0.949, data_time: 0.000, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9245, loss_cls: 0.8665, loss: 0.8665, grad_norm: 5.0186, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-19 18:49:53,633 - mmaction - INFO - Epoch [50][380/792] lr: 7.500e-04, eta: 23:14:49, time: 1.045, data_time: 0.002, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9245, loss_cls: 0.8665, loss: 0.8665, grad_norm: 4.9468, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6366, loss/aux0: 0.6366 2020-10-19 18:50:35,518 - mmaction - INFO - Epoch [50][400/792] lr: 7.500e-04, eta: 23:13:47, time: 1.115, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9271, loss_cls: 0.8477, loss: 0.8477, grad_norm: 5.1726, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6536, loss/aux0: 0.6536 2020-10-19 18:50:37,502 - mmaction - INFO - Epoch [50][400/792] lr: 7.500e-04, eta: 23:14:09, time: 1.104, data_time: 0.002, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9271, loss_cls: 0.8477, loss: 0.8477, grad_norm: 5.1547, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6633, loss/aux0: 0.6633 2020-10-19 18:51:17,461 - mmaction - INFO - Epoch [50][420/792] lr: 7.500e-04, eta: 23:13:06, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9146, loss_cls: 0.8936, loss: 0.8936, grad_norm: 4.9943, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6626, loss/aux0: 0.6626 2020-10-19 18:51:18,121 - mmaction - INFO - Epoch [50][420/792] lr: 7.500e-04, eta: 23:13:26, time: 0.997, data_time: 0.002, memory: 8335, top1_acc: 0.7646, top5_acc: 0.9146, loss_cls: 0.8936, loss: 0.8936, grad_norm: 4.9651, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6590, loss/aux0: 0.6590 2020-10-19 18:52:01,719 - mmaction - INFO - Epoch [50][440/792] lr: 7.500e-04, eta: 23:12:25, time: 1.125, data_time: 0.000, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9177, loss_cls: 0.9006, loss: 0.9006, grad_norm: 5.1464, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6960, loss/aux0: 0.6960 2020-10-19 18:52:03,756 - mmaction - INFO - Epoch [50][440/792] lr: 7.500e-04, eta: 23:12:48, time: 1.151, data_time: 0.003, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9177, loss_cls: 0.9006, loss: 0.9006, grad_norm: 5.1506, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6965, loss/aux0: 0.6965 2020-10-19 18:52:42,036 - mmaction - INFO - Epoch [50][460/792] lr: 7.500e-04, eta: 23:11:45, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9188, loss_cls: 0.8649, loss: 0.8649, grad_norm: 5.0263, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6410, loss/aux0: 0.6410 2020-10-19 18:52:43,938 - mmaction - INFO - Epoch [50][460/792] lr: 7.500e-04, eta: 23:12:06, time: 1.059, data_time: 0.002, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9188, loss_cls: 0.8649, loss: 0.8649, grad_norm: 5.0139, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6448, loss/aux0: 0.6448 2020-10-19 18:53:26,952 - mmaction - INFO - Epoch [50][480/792] lr: 7.500e-04, eta: 23:11:04, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9203, loss_cls: 0.8442, loss: 0.8442, grad_norm: 5.0475, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6370, loss/aux0: 0.6370 2020-10-19 18:53:30,041 - mmaction - INFO - Epoch [50][480/792] lr: 7.500e-04, eta: 23:11:28, time: 1.150, data_time: 0.002, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9203, loss_cls: 0.8442, loss: 0.8442, grad_norm: 5.0396, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-19 18:54:07,737 - mmaction - INFO - Epoch [50][500/792] lr: 7.500e-04, eta: 23:10:23, time: 0.984, data_time: 0.000, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8253, loss: 0.8253, grad_norm: 5.1194, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6757, loss/aux0: 0.6757 2020-10-19 18:54:09,768 - mmaction - INFO - Epoch [50][500/792] lr: 7.500e-04, eta: 23:10:43, time: 0.965, data_time: 0.003, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8253, loss: 0.8253, grad_norm: 5.0817, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6817, loss/aux0: 0.6817 2020-10-19 18:54:50,811 - mmaction - INFO - Epoch [50][520/792] lr: 7.500e-04, eta: 23:09:41, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.7604, top5_acc: 0.9146, loss_cls: 0.8879, loss: 0.8879, grad_norm: 5.2022, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6365, loss/aux0: 0.6365 2020-10-19 18:54:51,427 - mmaction - INFO - Epoch [50][520/792] lr: 7.500e-04, eta: 23:10:01, time: 1.020, data_time: 0.002, memory: 8335, top1_acc: 0.7604, top5_acc: 0.9146, loss_cls: 0.8879, loss: 0.8879, grad_norm: 5.1328, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-19 18:55:34,326 - mmaction - INFO - Epoch [50][540/792] lr: 7.500e-04, eta: 23:09:01, time: 1.160, data_time: 0.021, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9161, loss_cls: 0.9245, loss: 0.9245, grad_norm: 5.3340, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6754, loss/aux0: 0.6754 2020-10-19 18:55:34,915 - mmaction - INFO - Epoch [50][540/792] lr: 7.500e-04, eta: 23:09:24, time: 1.160, data_time: 0.022, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9161, loss_cls: 0.9245, loss: 0.9245, grad_norm: 5.3110, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6789, loss/aux0: 0.6789 2020-10-19 18:56:14,283 - mmaction - INFO - Epoch [50][560/792] lr: 7.500e-04, eta: 23:08:20, time: 0.967, data_time: 0.000, memory: 8335, top1_acc: 0.7495, top5_acc: 0.9177, loss_cls: 0.9367, loss: 0.9367, grad_norm: 5.1449, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6375, loss/aux0: 0.6375 2020-10-19 18:56:14,897 - mmaction - INFO - Epoch [50][560/792] lr: 7.500e-04, eta: 23:08:39, time: 0.944, data_time: 0.003, memory: 8335, top1_acc: 0.7495, top5_acc: 0.9177, loss_cls: 0.9367, loss: 0.9367, grad_norm: 5.1267, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6328, loss/aux0: 0.6328 2020-10-19 18:56:59,070 - mmaction - INFO - Epoch [50][580/792] lr: 7.500e-04, eta: 23:07:36, time: 1.082, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9266, loss_cls: 0.8104, loss: 0.8104, grad_norm: 4.9414, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6691, loss/aux0: 0.6691 2020-10-19 18:56:59,655 - mmaction - INFO - Epoch [50][580/792] lr: 7.500e-04, eta: 23:07:58, time: 1.080, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9266, loss_cls: 0.8104, loss: 0.8104, grad_norm: 4.9215, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6636, loss/aux0: 0.6636 2020-10-19 18:57:42,256 - mmaction - INFO - Epoch [50][600/792] lr: 7.500e-04, eta: 23:06:56, time: 1.060, data_time: 0.000, memory: 8335, top1_acc: 0.7557, top5_acc: 0.9151, loss_cls: 0.9117, loss: 0.9117, grad_norm: 5.2141, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-19 18:57:42,874 - mmaction - INFO - Epoch [50][600/792] lr: 7.500e-04, eta: 23:07:17, time: 1.061, data_time: 0.002, memory: 8335, top1_acc: 0.7557, top5_acc: 0.9151, loss_cls: 0.9117, loss: 0.9117, grad_norm: 5.2549, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6483, loss/aux0: 0.6483 2020-10-19 18:58:22,594 - mmaction - INFO - Epoch [50][620/792] lr: 7.500e-04, eta: 23:06:13, time: 1.011, data_time: 0.000, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9120, loss_cls: 0.9041, loss: 0.9041, grad_norm: 5.1017, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-19 18:58:24,259 - mmaction - INFO - Epoch [50][620/792] lr: 7.500e-04, eta: 23:06:35, time: 1.062, data_time: 0.001, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9120, loss_cls: 0.9041, loss: 0.9041, grad_norm: 5.0797, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6164, loss/aux0: 0.6164 2020-10-19 18:59:05,429 - mmaction - INFO - Epoch [50][640/792] lr: 7.500e-04, eta: 23:05:33, time: 1.122, data_time: 0.000, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9198, loss_cls: 0.8808, loss: 0.8808, grad_norm: 5.1525, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6214, loss/aux0: 0.6214 2020-10-19 18:59:07,287 - mmaction - INFO - Epoch [50][640/792] lr: 7.500e-04, eta: 23:05:55, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9198, loss_cls: 0.8808, loss: 0.8808, grad_norm: 5.1459, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6112, loss/aux0: 0.6112 2020-10-19 18:59:46,174 - mmaction - INFO - Epoch [50][660/792] lr: 7.500e-04, eta: 23:04:52, time: 1.041, data_time: 0.000, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9120, loss_cls: 0.9192, loss: 0.9192, grad_norm: 5.2302, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6539, loss/aux0: 0.6539 2020-10-19 18:59:48,868 - mmaction - INFO - Epoch [50][660/792] lr: 7.500e-04, eta: 23:05:14, time: 1.094, data_time: 0.003, memory: 8335, top1_acc: 0.7521, top5_acc: 0.9120, loss_cls: 0.9192, loss: 0.9192, grad_norm: 5.1919, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6544, loss/aux0: 0.6544 2020-10-19 19:00:32,679 - mmaction - INFO - Epoch [50][680/792] lr: 7.500e-04, eta: 23:04:12, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9161, loss_cls: 0.9095, loss: 0.9095, grad_norm: 5.0416, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5685, loss/aux0: 0.5685 2020-10-19 19:00:35,203 - mmaction - INFO - Epoch [50][680/792] lr: 7.500e-04, eta: 23:04:33, time: 1.066, data_time: 0.003, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9161, loss_cls: 0.9095, loss: 0.9095, grad_norm: 5.0272, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5880, loss/aux0: 0.5880 2020-10-19 19:01:15,773 - mmaction - INFO - Epoch [50][700/792] lr: 7.500e-04, eta: 23:03:31, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9099, loss_cls: 0.9328, loss: 0.9328, grad_norm: 5.0942, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6495, loss/aux0: 0.6495 2020-10-19 19:01:17,876 - mmaction - INFO - Epoch [50][700/792] lr: 7.500e-04, eta: 23:03:52, time: 1.051, data_time: 0.003, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9099, loss_cls: 0.9328, loss: 0.9328, grad_norm: 5.1467, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6423, loss/aux0: 0.6423 2020-10-19 19:01:58,258 - mmaction - INFO - Epoch [50][720/792] lr: 7.500e-04, eta: 23:02:50, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9198, loss_cls: 0.8685, loss: 0.8685, grad_norm: 5.2345, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6711, loss/aux0: 0.6711 2020-10-19 19:02:00,884 - mmaction - INFO - Epoch [50][720/792] lr: 7.500e-04, eta: 23:03:13, time: 1.114, data_time: 0.003, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9198, loss_cls: 0.8685, loss: 0.8685, grad_norm: 5.1762, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6565, loss/aux0: 0.6565 2020-10-19 19:02:40,742 - mmaction - INFO - Epoch [50][740/792] lr: 7.500e-04, eta: 23:02:12, time: 1.177, data_time: 0.000, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9193, loss_cls: 0.8640, loss: 0.8640, grad_norm: 4.7258, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-19 19:02:41,374 - mmaction - INFO - Epoch [50][740/792] lr: 7.500e-04, eta: 23:02:34, time: 1.098, data_time: 0.004, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9193, loss_cls: 0.8640, loss: 0.8640, grad_norm: 4.7375, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6111, loss/aux0: 0.6111 2020-10-19 19:03:19,817 - mmaction - INFO - Epoch [50][760/792] lr: 7.500e-04, eta: 23:01:31, time: 1.004, data_time: 0.191, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.8465, loss: 0.8465, grad_norm: 5.1967, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-19 19:03:21,683 - mmaction - INFO - Epoch [50][760/792] lr: 7.500e-04, eta: 23:01:51, time: 1.017, data_time: 0.148, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9219, loss_cls: 0.8465, loss: 0.8465, grad_norm: 5.2300, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-19 19:04:03,571 - mmaction - INFO - Epoch [50][780/792] lr: 7.500e-04, eta: 23:00:50, time: 1.134, data_time: 0.009, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9333, loss_cls: 0.8181, loss: 0.8181, grad_norm: 5.0019, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6443, loss/aux0: 0.6443 2020-10-19 19:04:04,381 - mmaction - INFO - Epoch [50][780/792] lr: 7.500e-04, eta: 23:01:12, time: 1.093, data_time: 0.012, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9333, loss_cls: 0.8181, loss: 0.8181, grad_norm: 4.9774, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6376, loss/aux0: 0.6376 2020-10-19 19:04:30,906 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-10-19 19:05:48,403 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 19:05:48,520 - mmaction - INFO - top1_acc 0.7881 top5_acc 0.9432 2020-10-19 19:05:48,520 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 19:05:48,543 - mmaction - INFO - mean_acc 0.7886 2020-10-19 19:05:48,544 - mmaction - INFO - Now best checkpoint is epoch_50.pth 2020-10-19 19:05:48,559 - mmaction - INFO - Epoch(val) [50][792] top1_acc: 0.7881, top5_acc: 0.9432, mean_class_accuracy: 0.7886 2020-10-19 19:08:44,191 - mmaction - INFO - Epoch [51][20/792] lr: 7.500e-04, eta: 22:59:20, time: 1.089, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9276, loss_cls: 0.8056, loss: 0.8056, grad_norm: 5.0470, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9468, loss_cls/aux0: 0.6749, loss/aux0: 0.6749 2020-10-19 19:08:44,785 - mmaction - INFO - Epoch [51][20/792] lr: 7.500e-04, eta: 22:59:42, time: 1.091, data_time: 0.002, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9276, loss_cls: 0.8056, loss: 0.8056, grad_norm: 5.0900, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6857, loss/aux0: 0.6857 2020-10-19 19:09:24,046 - mmaction - INFO - Epoch [51][40/792] lr: 7.500e-04, eta: 22:58:37, time: 0.939, data_time: 0.039, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9214, loss_cls: 0.8772, loss: 0.8772, grad_norm: 5.2356, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6653, loss/aux0: 0.6653 2020-10-19 19:09:26,803 - mmaction - INFO - Epoch [51][40/792] lr: 7.500e-04, eta: 22:58:58, time: 1.049, data_time: 0.108, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9214, loss_cls: 0.8772, loss: 0.8772, grad_norm: 5.1480, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6424, loss/aux0: 0.6424 2020-10-19 19:10:05,683 - mmaction - INFO - Epoch [51][60/792] lr: 7.500e-04, eta: 22:57:54, time: 0.991, data_time: 0.000, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.9181, loss: 0.9181, grad_norm: 5.2143, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-19 19:10:06,298 - mmaction - INFO - Epoch [51][60/792] lr: 7.500e-04, eta: 22:58:14, time: 0.994, data_time: 0.003, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9125, loss_cls: 0.9181, loss: 0.9181, grad_norm: 5.2173, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6339, loss/aux0: 0.6339 2020-10-19 19:10:50,623 - mmaction - INFO - Epoch [51][80/792] lr: 7.500e-04, eta: 22:57:11, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9141, loss_cls: 0.8671, loss: 0.8671, grad_norm: 4.8259, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6563, loss/aux0: 0.6563 2020-10-19 19:10:51,231 - mmaction - INFO - Epoch [51][80/792] lr: 7.500e-04, eta: 22:57:31, time: 1.023, data_time: 0.002, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9141, loss_cls: 0.8671, loss: 0.8671, grad_norm: 4.8376, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6553, loss/aux0: 0.6553 2020-10-19 19:11:32,701 - mmaction - INFO - Epoch [51][100/792] lr: 7.500e-04, eta: 22:56:28, time: 0.988, data_time: 0.000, memory: 8335, top1_acc: 0.7688, top5_acc: 0.9177, loss_cls: 0.8771, loss: 0.8771, grad_norm: 5.0520, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-19 19:11:33,305 - mmaction - INFO - Epoch [51][100/792] lr: 7.500e-04, eta: 22:56:47, time: 0.990, data_time: 0.001, memory: 8335, top1_acc: 0.7688, top5_acc: 0.9177, loss_cls: 0.8771, loss: 0.8771, grad_norm: 4.9688, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-19 19:12:16,203 - mmaction - INFO - Epoch [51][120/792] lr: 7.500e-04, eta: 22:55:45, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.7599, top5_acc: 0.9198, loss_cls: 0.9238, loss: 0.9238, grad_norm: 4.9496, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6011, loss/aux0: 0.6011 2020-10-19 19:12:16,811 - mmaction - INFO - Epoch [51][120/792] lr: 7.500e-04, eta: 22:56:06, time: 1.061, data_time: 0.003, memory: 8335, top1_acc: 0.7599, top5_acc: 0.9198, loss_cls: 0.9238, loss: 0.9238, grad_norm: 4.8734, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5927, loss/aux0: 0.5927 2020-10-19 19:12:58,650 - mmaction - INFO - Epoch [51][140/792] lr: 7.500e-04, eta: 22:55:04, time: 1.076, data_time: 0.443, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9167, loss_cls: 0.8772, loss: 0.8772, grad_norm: 5.2280, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6496, loss/aux0: 0.6496 2020-10-19 19:13:00,884 - mmaction - INFO - Epoch [51][140/792] lr: 7.500e-04, eta: 22:55:26, time: 1.112, data_time: 0.478, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9167, loss_cls: 0.8772, loss: 0.8772, grad_norm: 5.2591, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6660, loss/aux0: 0.6660 2020-10-19 19:13:40,488 - mmaction - INFO - Epoch [51][160/792] lr: 7.500e-04, eta: 22:54:23, time: 1.037, data_time: 0.367, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9167, loss_cls: 0.8817, loss: 0.8817, grad_norm: 4.8135, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-19 19:13:41,362 - mmaction - INFO - Epoch [51][160/792] lr: 7.500e-04, eta: 22:54:44, time: 1.024, data_time: 0.353, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9167, loss_cls: 0.8817, loss: 0.8817, grad_norm: 4.8650, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-19 19:14:22,645 - mmaction - INFO - Epoch [51][180/792] lr: 7.500e-04, eta: 22:53:42, time: 1.100, data_time: 0.329, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8360, loss: 0.8360, grad_norm: 4.7660, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6336, loss/aux0: 0.6336 2020-10-19 19:14:25,144 - mmaction - INFO - Epoch [51][180/792] lr: 7.500e-04, eta: 22:54:04, time: 1.111, data_time: 0.245, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8360, loss: 0.8360, grad_norm: 4.8030, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6346, loss/aux0: 0.6346 2020-10-19 19:15:07,475 - mmaction - INFO - Epoch [51][200/792] lr: 7.500e-04, eta: 22:53:04, time: 1.146, data_time: 0.004, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9214, loss_cls: 0.8885, loss: 0.8885, grad_norm: 5.0270, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-19 19:15:09,709 - mmaction - INFO - Epoch [51][200/792] lr: 7.500e-04, eta: 22:53:25, time: 1.077, data_time: 0.006, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9214, loss_cls: 0.8885, loss: 0.8885, grad_norm: 5.0490, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6243, loss/aux0: 0.6243 2020-10-19 19:15:49,821 - mmaction - INFO - Epoch [51][220/792] lr: 7.500e-04, eta: 22:52:23, time: 1.097, data_time: 0.052, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9187, loss_cls: 0.8884, loss: 0.8884, grad_norm: 5.0794, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6384, loss/aux0: 0.6384 2020-10-19 19:15:52,238 - mmaction - INFO - Epoch [51][220/792] lr: 7.500e-04, eta: 22:52:45, time: 1.107, data_time: 0.055, memory: 8335, top1_acc: 0.7615, top5_acc: 0.9187, loss_cls: 0.8884, loss: 0.8884, grad_norm: 5.1022, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-19 19:16:31,863 - mmaction - INFO - Epoch [51][240/792] lr: 7.500e-04, eta: 22:51:44, time: 1.117, data_time: 0.041, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9172, loss_cls: 0.8589, loss: 0.8589, grad_norm: 4.9389, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-19 19:16:34,005 - mmaction - INFO - Epoch [51][240/792] lr: 7.500e-04, eta: 22:52:06, time: 1.095, data_time: 0.043, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9172, loss_cls: 0.8589, loss: 0.8589, grad_norm: 4.9678, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5904, loss/aux0: 0.5904 2020-10-19 19:17:17,052 - mmaction - INFO - Epoch [51][260/792] lr: 7.500e-04, eta: 22:51:04, time: 1.097, data_time: 0.519, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9245, loss_cls: 0.8677, loss: 0.8677, grad_norm: 5.0988, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-19 19:17:17,637 - mmaction - INFO - Epoch [51][260/792] lr: 7.500e-04, eta: 22:51:26, time: 1.097, data_time: 0.521, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9245, loss_cls: 0.8677, loss: 0.8677, grad_norm: 5.1385, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6300, loss/aux0: 0.6300 2020-10-19 19:17:58,053 - mmaction - INFO - Epoch [51][280/792] lr: 7.500e-04, eta: 22:50:24, time: 1.052, data_time: 0.260, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9151, loss_cls: 0.8644, loss: 0.8644, grad_norm: 5.2154, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6742, loss/aux0: 0.6742 2020-10-19 19:17:59,762 - mmaction - INFO - Epoch [51][280/792] lr: 7.500e-04, eta: 22:50:46, time: 1.109, data_time: 0.262, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9151, loss_cls: 0.8644, loss: 0.8644, grad_norm: 5.2195, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6660, loss/aux0: 0.6660 2020-10-19 19:18:40,612 - mmaction - INFO - Epoch [51][300/792] lr: 7.500e-04, eta: 22:49:42, time: 0.971, data_time: 0.396, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9172, loss_cls: 0.8755, loss: 0.8755, grad_norm: 5.0569, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6461, loss/aux0: 0.6461 2020-10-19 19:18:41,194 - mmaction - INFO - Epoch [51][300/792] lr: 7.500e-04, eta: 22:50:01, time: 0.970, data_time: 0.397, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9172, loss_cls: 0.8755, loss: 0.8755, grad_norm: 5.0596, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6416, loss/aux0: 0.6416 2020-10-19 19:19:27,687 - mmaction - INFO - Epoch [51][320/792] lr: 7.500e-04, eta: 22:49:02, time: 1.210, data_time: 0.531, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9193, loss_cls: 0.8438, loss: 0.8438, grad_norm: 5.0496, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6430, loss/aux0: 0.6430 2020-10-19 19:19:28,306 - mmaction - INFO - Epoch [51][320/792] lr: 7.500e-04, eta: 22:49:25, time: 1.211, data_time: 0.533, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9193, loss_cls: 0.8438, loss: 0.8438, grad_norm: 5.0764, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6435, loss/aux0: 0.6435 2020-10-19 19:20:10,660 - mmaction - INFO - Epoch [51][340/792] lr: 7.500e-04, eta: 22:48:23, time: 1.066, data_time: 0.484, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9068, loss_cls: 0.9193, loss: 0.9193, grad_norm: 5.1924, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6432, loss/aux0: 0.6432 2020-10-19 19:20:11,261 - mmaction - INFO - Epoch [51][340/792] lr: 7.500e-04, eta: 22:48:44, time: 1.067, data_time: 0.486, memory: 8335, top1_acc: 0.7568, top5_acc: 0.9068, loss_cls: 0.9193, loss: 0.9193, grad_norm: 5.1803, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6474, loss/aux0: 0.6474 2020-10-19 19:20:51,086 - mmaction - INFO - Epoch [51][360/792] lr: 7.500e-04, eta: 22:47:41, time: 0.990, data_time: 0.390, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9198, loss_cls: 0.8787, loss: 0.8787, grad_norm: 5.2205, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.7311, loss/aux0: 0.7311 2020-10-19 19:20:52,765 - mmaction - INFO - Epoch [51][360/792] lr: 7.500e-04, eta: 22:48:01, time: 1.043, data_time: 0.392, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9198, loss_cls: 0.8787, loss: 0.8787, grad_norm: 5.1957, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.7284, loss/aux0: 0.7284 2020-10-19 19:21:34,065 - mmaction - INFO - Epoch [51][380/792] lr: 7.500e-04, eta: 22:47:00, time: 1.074, data_time: 0.060, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9214, loss_cls: 0.8889, loss: 0.8889, grad_norm: 5.1717, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-19 19:21:35,863 - mmaction - INFO - Epoch [51][380/792] lr: 7.500e-04, eta: 22:47:19, time: 0.990, data_time: 0.063, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9214, loss_cls: 0.8889, loss: 0.8889, grad_norm: 5.1777, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6181, loss/aux0: 0.6181 2020-10-19 19:22:17,023 - mmaction - INFO - Epoch [51][400/792] lr: 7.500e-04, eta: 22:46:16, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9219, loss_cls: 0.8754, loss: 0.8754, grad_norm: 4.8990, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6680, loss/aux0: 0.6680 2020-10-19 19:22:17,638 - mmaction - INFO - Epoch [51][400/792] lr: 7.500e-04, eta: 22:46:36, time: 1.000, data_time: 0.004, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9219, loss_cls: 0.8754, loss: 0.8754, grad_norm: 4.8830, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6702, loss/aux0: 0.6702 2020-10-19 19:22:57,896 - mmaction - INFO - Epoch [51][420/792] lr: 7.500e-04, eta: 22:45:34, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9104, loss_cls: 0.8801, loss: 0.8801, grad_norm: 5.3927, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6398, loss/aux0: 0.6398 2020-10-19 19:22:58,651 - mmaction - INFO - Epoch [51][420/792] lr: 7.500e-04, eta: 22:45:53, time: 1.005, data_time: 0.003, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9104, loss_cls: 0.8801, loss: 0.8801, grad_norm: 5.3197, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6291, loss/aux0: 0.6291 2020-10-19 19:23:39,663 - mmaction - INFO - Epoch [51][440/792] lr: 7.500e-04, eta: 22:44:50, time: 0.991, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9156, loss_cls: 0.8884, loss: 0.8884, grad_norm: 5.1918, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6227, loss/aux0: 0.6227 2020-10-19 19:23:40,288 - mmaction - INFO - Epoch [51][440/792] lr: 7.500e-04, eta: 22:45:10, time: 0.994, data_time: 0.002, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9156, loss_cls: 0.8884, loss: 0.8884, grad_norm: 5.1978, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6350, loss/aux0: 0.6350 2020-10-19 19:24:21,109 - mmaction - INFO - Epoch [51][460/792] lr: 7.500e-04, eta: 22:44:07, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9260, loss_cls: 0.8366, loss: 0.8366, grad_norm: 5.1131, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6652, loss/aux0: 0.6652 2020-10-19 19:24:21,702 - mmaction - INFO - Epoch [51][460/792] lr: 7.500e-04, eta: 22:44:28, time: 1.045, data_time: 0.002, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9260, loss_cls: 0.8366, loss: 0.8366, grad_norm: 5.1817, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6665, loss/aux0: 0.6665 2020-10-19 19:25:01,954 - mmaction - INFO - Epoch [51][480/792] lr: 7.500e-04, eta: 22:43:25, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9240, loss_cls: 0.8445, loss: 0.8445, grad_norm: 5.0393, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6574, loss/aux0: 0.6574 2020-10-19 19:25:02,842 - mmaction - INFO - Epoch [51][480/792] lr: 7.500e-04, eta: 22:43:45, time: 1.021, data_time: 0.003, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9240, loss_cls: 0.8445, loss: 0.8445, grad_norm: 5.0332, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6437, loss/aux0: 0.6437 2020-10-19 19:25:46,736 - mmaction - INFO - Epoch [51][500/792] lr: 7.500e-04, eta: 22:42:44, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9333, loss_cls: 0.8144, loss: 0.8144, grad_norm: 5.1496, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-19 19:25:48,895 - mmaction - INFO - Epoch [51][500/792] lr: 7.500e-04, eta: 22:43:07, time: 1.174, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9333, loss_cls: 0.8144, loss: 0.8144, grad_norm: 5.1498, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6436, loss/aux0: 0.6436 2020-10-19 19:26:29,179 - mmaction - INFO - Epoch [51][520/792] lr: 7.500e-04, eta: 22:42:04, time: 1.017, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9245, loss_cls: 0.8260, loss: 0.8260, grad_norm: 4.9496, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6629, loss/aux0: 0.6629 2020-10-19 19:26:31,327 - mmaction - INFO - Epoch [51][520/792] lr: 7.500e-04, eta: 22:42:23, time: 0.991, data_time: 0.002, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9245, loss_cls: 0.8260, loss: 0.8260, grad_norm: 4.9377, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6603, loss/aux0: 0.6603 2020-10-19 19:27:15,349 - mmaction - INFO - Epoch [51][540/792] lr: 7.500e-04, eta: 22:41:22, time: 1.108, data_time: 0.000, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9260, loss_cls: 0.8648, loss: 0.8648, grad_norm: 4.9781, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5877, loss/aux0: 0.5877 2020-10-19 19:27:15,970 - mmaction - INFO - Epoch [51][540/792] lr: 7.500e-04, eta: 22:41:44, time: 1.110, data_time: 0.003, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9260, loss_cls: 0.8648, loss: 0.8648, grad_norm: 5.0171, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5944, loss/aux0: 0.5944 2020-10-19 19:27:54,891 - mmaction - INFO - Epoch [51][560/792] lr: 7.500e-04, eta: 22:40:41, time: 1.013, data_time: 0.024, memory: 8335, top1_acc: 0.7599, top5_acc: 0.9172, loss_cls: 0.9223, loss: 0.9223, grad_norm: 5.1374, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6474, loss/aux0: 0.6474 2020-10-19 19:27:56,464 - mmaction - INFO - Epoch [51][560/792] lr: 7.500e-04, eta: 22:41:02, time: 1.063, data_time: 0.074, memory: 8335, top1_acc: 0.7599, top5_acc: 0.9172, loss_cls: 0.9223, loss: 0.9223, grad_norm: 5.1970, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6567, loss/aux0: 0.6567 2020-10-19 19:28:37,057 - mmaction - INFO - Epoch [51][580/792] lr: 7.500e-04, eta: 22:40:00, time: 1.078, data_time: 0.034, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9292, loss_cls: 0.8746, loss: 0.8746, grad_norm: 4.8641, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6568, loss/aux0: 0.6568 2020-10-19 19:28:39,122 - mmaction - INFO - Epoch [51][580/792] lr: 7.500e-04, eta: 22:40:21, time: 1.053, data_time: 0.002, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9292, loss_cls: 0.8746, loss: 0.8746, grad_norm: 4.8524, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-19 19:29:24,408 - mmaction - INFO - Epoch [51][600/792] lr: 7.500e-04, eta: 22:39:20, time: 1.143, data_time: 0.000, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9151, loss_cls: 0.9369, loss: 0.9369, grad_norm: 5.2114, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6324, loss/aux0: 0.6324 2020-10-19 19:29:27,033 - mmaction - INFO - Epoch [51][600/792] lr: 7.500e-04, eta: 22:39:42, time: 1.103, data_time: 0.002, memory: 8335, top1_acc: 0.7464, top5_acc: 0.9151, loss_cls: 0.9369, loss: 0.9369, grad_norm: 5.2753, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6404, loss/aux0: 0.6404 2020-10-19 19:30:04,639 - mmaction - INFO - Epoch [51][620/792] lr: 7.500e-04, eta: 22:38:39, time: 1.022, data_time: 0.000, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9208, loss_cls: 0.8644, loss: 0.8644, grad_norm: 5.1182, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-19 19:30:07,493 - mmaction - INFO - Epoch [51][620/792] lr: 7.500e-04, eta: 22:39:00, time: 1.096, data_time: 0.001, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9208, loss_cls: 0.8644, loss: 0.8644, grad_norm: 5.1289, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6131, loss/aux0: 0.6131 2020-10-19 19:30:51,005 - mmaction - INFO - Epoch [51][640/792] lr: 7.500e-04, eta: 22:38:00, time: 1.124, data_time: 0.000, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9177, loss_cls: 0.8557, loss: 0.8557, grad_norm: 5.2194, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6540, loss/aux0: 0.6540 2020-10-19 19:30:51,633 - mmaction - INFO - Epoch [51][640/792] lr: 7.500e-04, eta: 22:38:20, time: 1.059, data_time: 0.005, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9177, loss_cls: 0.8557, loss: 0.8557, grad_norm: 5.1856, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6551, loss/aux0: 0.6551 2020-10-19 19:31:30,660 - mmaction - INFO - Epoch [51][660/792] lr: 7.500e-04, eta: 22:37:18, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9219, loss_cls: 0.8112, loss: 0.8112, grad_norm: 5.0137, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6458, loss/aux0: 0.6458 2020-10-19 19:31:33,105 - mmaction - INFO - Epoch [51][660/792] lr: 7.500e-04, eta: 22:37:38, time: 1.047, data_time: 0.002, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9219, loss_cls: 0.8112, loss: 0.8112, grad_norm: 5.0789, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6615, loss/aux0: 0.6615 2020-10-19 19:32:18,110 - mmaction - INFO - Epoch [51][680/792] lr: 7.500e-04, eta: 22:36:40, time: 1.214, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9224, loss_cls: 0.8458, loss: 0.8458, grad_norm: 4.9876, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7010, loss/aux0: 0.7010 2020-10-19 19:32:18,716 - mmaction - INFO - Epoch [51][680/792] lr: 7.500e-04, eta: 22:37:03, time: 1.218, data_time: 0.004, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9224, loss_cls: 0.8458, loss: 0.8458, grad_norm: 4.8741, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6800, loss/aux0: 0.6800 2020-10-19 19:33:02,206 - mmaction - INFO - Epoch [51][700/792] lr: 7.500e-04, eta: 22:36:03, time: 1.163, data_time: 0.000, memory: 8335, top1_acc: 0.7563, top5_acc: 0.9115, loss_cls: 0.9211, loss: 0.9211, grad_norm: 5.4087, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6274, loss/aux0: 0.6274 2020-10-19 19:33:03,689 - mmaction - INFO - Epoch [51][700/792] lr: 7.500e-04, eta: 22:36:26, time: 1.149, data_time: 0.003, memory: 8335, top1_acc: 0.7563, top5_acc: 0.9115, loss_cls: 0.9211, loss: 0.9211, grad_norm: 5.3220, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-19 19:33:43,751 - mmaction - INFO - Epoch [51][720/792] lr: 7.500e-04, eta: 22:35:23, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9135, loss_cls: 0.9128, loss: 0.9128, grad_norm: 5.1236, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-19 19:33:44,335 - mmaction - INFO - Epoch [51][720/792] lr: 7.500e-04, eta: 22:35:42, time: 0.969, data_time: 0.002, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9135, loss_cls: 0.9128, loss: 0.9128, grad_norm: 5.0729, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-19 19:34:23,553 - mmaction - INFO - Epoch [51][740/792] lr: 7.500e-04, eta: 22:34:39, time: 1.012, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9219, loss_cls: 0.8615, loss: 0.8615, grad_norm: 4.9643, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6616, loss/aux0: 0.6616 2020-10-19 19:34:25,402 - mmaction - INFO - Epoch [51][740/792] lr: 7.500e-04, eta: 22:34:59, time: 1.021, data_time: 0.002, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9219, loss_cls: 0.8615, loss: 0.8615, grad_norm: 4.9848, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6659, loss/aux0: 0.6659 2020-10-19 19:35:09,779 - mmaction - INFO - Epoch [51][760/792] lr: 7.500e-04, eta: 22:33:57, time: 1.063, data_time: 0.478, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9286, loss_cls: 0.8240, loss: 0.8240, grad_norm: 4.9356, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6358, loss/aux0: 0.6358 2020-10-19 19:35:10,569 - mmaction - INFO - Epoch [51][760/792] lr: 7.500e-04, eta: 22:34:18, time: 1.075, data_time: 0.480, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9286, loss_cls: 0.8240, loss: 0.8240, grad_norm: 4.9685, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6416, loss/aux0: 0.6416 2020-10-19 19:35:53,542 - mmaction - INFO - Epoch [51][780/792] lr: 7.500e-04, eta: 22:33:17, time: 1.073, data_time: 0.496, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9198, loss_cls: 0.8859, loss: 0.8859, grad_norm: 4.8209, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6250, loss/aux0: 0.6250 2020-10-19 19:35:54,122 - mmaction - INFO - Epoch [51][780/792] lr: 7.500e-04, eta: 22:33:37, time: 1.073, data_time: 0.498, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9198, loss_cls: 0.8859, loss: 0.8859, grad_norm: 4.8269, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6211, loss/aux0: 0.6211 2020-10-19 19:36:21,638 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-10-19 19:39:17,259 - mmaction - INFO - Epoch [52][20/792] lr: 7.500e-04, eta: 22:31:46, time: 1.048, data_time: 0.071, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9229, loss_cls: 0.8655, loss: 0.8655, grad_norm: 5.0633, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9463, loss_cls/aux0: 0.6875, loss/aux0: 0.6875 2020-10-19 19:39:17,858 - mmaction - INFO - Epoch [52][20/792] lr: 7.500e-04, eta: 22:32:06, time: 1.051, data_time: 0.075, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9229, loss_cls: 0.8655, loss: 0.8655, grad_norm: 5.0311, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6802, loss/aux0: 0.6802 2020-10-19 19:40:03,142 - mmaction - INFO - Epoch [52][40/792] lr: 7.500e-04, eta: 22:31:06, time: 1.109, data_time: 0.000, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9188, loss_cls: 0.8984, loss: 0.8984, grad_norm: 5.2605, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6611, loss/aux0: 0.6611 2020-10-19 19:40:03,757 - mmaction - INFO - Epoch [52][40/792] lr: 7.500e-04, eta: 22:31:27, time: 1.111, data_time: 0.004, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9188, loss_cls: 0.8984, loss: 0.8984, grad_norm: 5.2534, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6597, loss/aux0: 0.6597 2020-10-19 19:40:43,208 - mmaction - INFO - Epoch [52][60/792] lr: 7.500e-04, eta: 22:30:25, time: 1.021, data_time: 0.027, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9156, loss_cls: 0.8958, loss: 0.8958, grad_norm: 4.9530, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5878, loss/aux0: 0.5878 2020-10-19 19:40:43,815 - mmaction - INFO - Epoch [52][60/792] lr: 7.500e-04, eta: 22:30:44, time: 1.022, data_time: 0.031, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9156, loss_cls: 0.8958, loss: 0.8958, grad_norm: 4.9836, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-19 19:41:25,693 - mmaction - INFO - Epoch [52][80/792] lr: 7.500e-04, eta: 22:29:42, time: 1.022, data_time: 0.000, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9229, loss_cls: 0.8523, loss: 0.8523, grad_norm: 4.8570, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6582, loss/aux0: 0.6582 2020-10-19 19:41:26,787 - mmaction - INFO - Epoch [52][80/792] lr: 7.500e-04, eta: 22:30:02, time: 1.048, data_time: 0.003, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9229, loss_cls: 0.8523, loss: 0.8523, grad_norm: 4.8054, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6435, loss/aux0: 0.6435 2020-10-19 19:42:06,014 - mmaction - INFO - Epoch [52][100/792] lr: 7.500e-04, eta: 22:29:00, time: 1.033, data_time: 0.076, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9307, loss_cls: 0.7915, loss: 0.7915, grad_norm: 4.9816, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6162, loss/aux0: 0.6162 2020-10-19 19:42:08,676 - mmaction - INFO - Epoch [52][100/792] lr: 7.500e-04, eta: 22:29:20, time: 1.043, data_time: 0.041, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9307, loss_cls: 0.7915, loss: 0.7915, grad_norm: 4.9932, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-19 19:42:49,692 - mmaction - INFO - Epoch [52][120/792] lr: 7.500e-04, eta: 22:28:19, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9120, loss_cls: 0.9010, loss: 0.9010, grad_norm: 5.0130, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5889, loss/aux0: 0.5889 2020-10-19 19:42:51,719 - mmaction - INFO - Epoch [52][120/792] lr: 7.500e-04, eta: 22:28:40, time: 1.117, data_time: 0.003, memory: 8335, top1_acc: 0.7641, top5_acc: 0.9120, loss_cls: 0.9010, loss: 0.9010, grad_norm: 4.9620, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5808, loss/aux0: 0.5808 2020-10-19 19:43:30,372 - mmaction - INFO - Epoch [52][140/792] lr: 7.500e-04, eta: 22:27:37, time: 0.985, data_time: 0.302, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9297, loss_cls: 0.8454, loss: 0.8454, grad_norm: 5.2179, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6694, loss/aux0: 0.6694 2020-10-19 19:43:31,130 - mmaction - INFO - Epoch [52][140/792] lr: 7.500e-04, eta: 22:27:56, time: 0.953, data_time: 0.305, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9297, loss_cls: 0.8454, loss: 0.8454, grad_norm: 5.2609, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6815, loss/aux0: 0.6815 2020-10-19 19:44:14,027 - mmaction - INFO - Epoch [52][160/792] lr: 7.500e-04, eta: 22:26:55, time: 1.119, data_time: 0.069, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9297, loss_cls: 0.8125, loss: 0.8125, grad_norm: 5.2313, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-19 19:44:14,645 - mmaction - INFO - Epoch [52][160/792] lr: 7.500e-04, eta: 22:27:16, time: 1.102, data_time: 0.073, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9297, loss_cls: 0.8125, loss: 0.8125, grad_norm: 5.2904, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6342, loss/aux0: 0.6342 2020-10-19 19:44:54,003 - mmaction - INFO - Epoch [52][180/792] lr: 7.500e-04, eta: 22:26:14, time: 1.020, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8254, loss: 0.8254, grad_norm: 5.1943, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6335, loss/aux0: 0.6335 2020-10-19 19:44:56,230 - mmaction - INFO - Epoch [52][180/792] lr: 7.500e-04, eta: 22:26:35, time: 1.101, data_time: 0.003, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9250, loss_cls: 0.8254, loss: 0.8254, grad_norm: 5.2387, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6256, loss/aux0: 0.6256 2020-10-19 19:45:36,525 - mmaction - INFO - Epoch [52][200/792] lr: 7.500e-04, eta: 22:25:34, time: 1.091, data_time: 0.165, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9281, loss_cls: 0.8289, loss: 0.8289, grad_norm: 5.0755, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5995, loss/aux0: 0.5995 2020-10-19 19:45:37,117 - mmaction - INFO - Epoch [52][200/792] lr: 7.500e-04, eta: 22:25:54, time: 1.039, data_time: 0.166, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9281, loss_cls: 0.8289, loss: 0.8289, grad_norm: 5.0341, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-19 19:46:19,303 - mmaction - INFO - Epoch [52][220/792] lr: 7.500e-04, eta: 22:24:53, time: 1.092, data_time: 0.032, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9172, loss_cls: 0.8755, loss: 0.8755, grad_norm: 5.3140, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6334, loss/aux0: 0.6334 2020-10-19 19:46:21,928 - mmaction - INFO - Epoch [52][220/792] lr: 7.500e-04, eta: 22:25:16, time: 1.195, data_time: 0.033, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9172, loss_cls: 0.8755, loss: 0.8755, grad_norm: 5.2505, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-19 19:47:01,590 - mmaction - INFO - Epoch [52][240/792] lr: 7.500e-04, eta: 22:24:15, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9229, loss_cls: 0.8884, loss: 0.8884, grad_norm: 5.3068, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6219, loss/aux0: 0.6219 2020-10-19 19:47:02,185 - mmaction - INFO - Epoch [52][240/792] lr: 7.500e-04, eta: 22:24:34, time: 1.002, data_time: 0.002, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9229, loss_cls: 0.8884, loss: 0.8884, grad_norm: 5.2526, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6222, loss/aux0: 0.6222 2020-10-19 19:47:43,376 - mmaction - INFO - Epoch [52][260/792] lr: 7.500e-04, eta: 22:23:33, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9151, loss_cls: 0.9133, loss: 0.9133, grad_norm: 5.1822, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-19 19:47:44,466 - mmaction - INFO - Epoch [52][260/792] lr: 7.500e-04, eta: 22:23:54, time: 1.101, data_time: 0.002, memory: 8335, top1_acc: 0.7516, top5_acc: 0.9151, loss_cls: 0.9133, loss: 0.9133, grad_norm: 5.1440, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6423, loss/aux0: 0.6423 2020-10-19 19:48:25,430 - mmaction - INFO - Epoch [52][280/792] lr: 7.500e-04, eta: 22:22:52, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9193, loss_cls: 0.8850, loss: 0.8850, grad_norm: 5.2190, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5794, loss/aux0: 0.5794 2020-10-19 19:48:28,126 - mmaction - INFO - Epoch [52][280/792] lr: 7.500e-04, eta: 22:23:13, time: 1.088, data_time: 0.002, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9193, loss_cls: 0.8850, loss: 0.8850, grad_norm: 5.2839, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5909, loss/aux0: 0.5909 2020-10-19 19:49:07,714 - mmaction - INFO - Epoch [52][300/792] lr: 7.500e-04, eta: 22:22:11, time: 0.999, data_time: 0.000, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9078, loss_cls: 0.8927, loss: 0.8927, grad_norm: 5.1203, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-19 19:49:10,230 - mmaction - INFO - Epoch [52][300/792] lr: 7.500e-04, eta: 22:22:31, time: 1.057, data_time: 0.062, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9078, loss_cls: 0.8927, loss: 0.8927, grad_norm: 5.1063, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-19 19:49:51,845 - mmaction - INFO - Epoch [52][320/792] lr: 7.500e-04, eta: 22:21:30, time: 1.121, data_time: 0.499, memory: 8335, top1_acc: 0.7599, top5_acc: 0.9229, loss_cls: 0.9193, loss: 0.9193, grad_norm: 5.2966, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6728, loss/aux0: 0.6728 2020-10-19 19:49:53,897 - mmaction - INFO - Epoch [52][320/792] lr: 7.500e-04, eta: 22:21:51, time: 1.103, data_time: 0.526, memory: 8335, top1_acc: 0.7599, top5_acc: 0.9229, loss_cls: 0.9193, loss: 0.9193, grad_norm: 5.2643, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6750, loss/aux0: 0.6750 2020-10-19 19:50:33,159 - mmaction - INFO - Epoch [52][340/792] lr: 7.500e-04, eta: 22:20:49, time: 0.986, data_time: 0.385, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9229, loss_cls: 0.8743, loss: 0.8743, grad_norm: 4.9764, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6410, loss/aux0: 0.6410 2020-10-19 19:50:35,688 - mmaction - INFO - Epoch [52][340/792] lr: 7.500e-04, eta: 22:21:07, time: 0.988, data_time: 0.332, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9229, loss_cls: 0.8743, loss: 0.8743, grad_norm: 4.9802, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6415, loss/aux0: 0.6415 2020-10-19 19:51:17,841 - mmaction - INFO - Epoch [52][360/792] lr: 7.500e-04, eta: 22:20:07, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9344, loss_cls: 0.8343, loss: 0.8343, grad_norm: 4.9820, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-19 19:51:19,351 - mmaction - INFO - Epoch [52][360/792] lr: 7.500e-04, eta: 22:20:27, time: 1.051, data_time: 0.002, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9344, loss_cls: 0.8343, loss: 0.8343, grad_norm: 4.9849, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6270, loss/aux0: 0.6270 2020-10-19 19:52:00,278 - mmaction - INFO - Epoch [52][380/792] lr: 7.500e-04, eta: 22:19:25, time: 1.048, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9328, loss_cls: 0.8137, loss: 0.8137, grad_norm: 4.8356, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6261, loss/aux0: 0.6261 2020-10-19 19:52:00,875 - mmaction - INFO - Epoch [52][380/792] lr: 7.500e-04, eta: 22:19:45, time: 1.048, data_time: 0.001, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9328, loss_cls: 0.8137, loss: 0.8137, grad_norm: 4.8253, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6214, loss/aux0: 0.6214 2020-10-19 19:52:41,574 - mmaction - INFO - Epoch [52][400/792] lr: 7.500e-04, eta: 22:18:44, time: 1.065, data_time: 0.000, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.8426, loss: 0.8426, grad_norm: 5.1272, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-19 19:52:44,461 - mmaction - INFO - Epoch [52][400/792] lr: 7.500e-04, eta: 22:19:04, time: 1.066, data_time: 0.003, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9203, loss_cls: 0.8426, loss: 0.8426, grad_norm: 5.0961, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6285, loss/aux0: 0.6285 2020-10-19 19:53:27,912 - mmaction - INFO - Epoch [52][420/792] lr: 7.500e-04, eta: 22:18:04, time: 1.153, data_time: 0.000, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9193, loss_cls: 0.8423, loss: 0.8423, grad_norm: 4.8397, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-19 19:53:29,885 - mmaction - INFO - Epoch [52][420/792] lr: 7.500e-04, eta: 22:18:26, time: 1.157, data_time: 0.003, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9193, loss_cls: 0.8423, loss: 0.8423, grad_norm: 4.8808, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5909, loss/aux0: 0.5909 2020-10-19 19:54:10,287 - mmaction - INFO - Epoch [52][440/792] lr: 7.500e-04, eta: 22:17:24, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9161, loss_cls: 0.8254, loss: 0.8254, grad_norm: 5.0752, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6671, loss/aux0: 0.6671 2020-10-19 19:54:12,154 - mmaction - INFO - Epoch [52][440/792] lr: 7.500e-04, eta: 22:17:43, time: 1.000, data_time: 0.002, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9161, loss_cls: 0.8254, loss: 0.8254, grad_norm: 5.0886, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6714, loss/aux0: 0.6714 2020-10-19 19:54:52,560 - mmaction - INFO - Epoch [52][460/792] lr: 7.500e-04, eta: 22:16:42, time: 1.057, data_time: 0.338, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9281, loss_cls: 0.8528, loss: 0.8528, grad_norm: 5.1209, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6762, loss/aux0: 0.6762 2020-10-19 19:54:55,193 - mmaction - INFO - Epoch [52][460/792] lr: 7.500e-04, eta: 22:17:03, time: 1.129, data_time: 0.340, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9281, loss_cls: 0.8528, loss: 0.8528, grad_norm: 5.1667, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6700, loss/aux0: 0.6700 2020-10-19 19:55:35,044 - mmaction - INFO - Epoch [52][480/792] lr: 7.500e-04, eta: 22:16:01, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9224, loss_cls: 0.8782, loss: 0.8782, grad_norm: 5.1661, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-19 19:55:37,200 - mmaction - INFO - Epoch [52][480/792] lr: 7.500e-04, eta: 22:16:20, time: 1.007, data_time: 0.002, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9224, loss_cls: 0.8782, loss: 0.8782, grad_norm: 5.1091, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-19 19:56:15,657 - mmaction - INFO - Epoch [52][500/792] lr: 7.500e-04, eta: 22:15:17, time: 0.954, data_time: 0.000, memory: 8335, top1_acc: 0.7536, top5_acc: 0.9198, loss_cls: 0.9292, loss: 0.9292, grad_norm: 5.1555, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6794, loss/aux0: 0.6794 2020-10-19 19:56:18,829 - mmaction - INFO - Epoch [52][500/792] lr: 7.500e-04, eta: 22:15:36, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.7536, top5_acc: 0.9198, loss_cls: 0.9292, loss: 0.9292, grad_norm: 5.0798, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6797, loss/aux0: 0.6797 2020-10-19 19:56:59,661 - mmaction - INFO - Epoch [52][520/792] lr: 7.500e-04, eta: 22:14:35, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9240, loss_cls: 0.8230, loss: 0.8230, grad_norm: 5.0436, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6387, loss/aux0: 0.6387 2020-10-19 19:57:00,282 - mmaction - INFO - Epoch [52][520/792] lr: 7.500e-04, eta: 22:14:54, time: 1.038, data_time: 0.002, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9240, loss_cls: 0.8230, loss: 0.8230, grad_norm: 5.0299, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6334, loss/aux0: 0.6334 2020-10-19 19:57:41,375 - mmaction - INFO - Epoch [52][540/792] lr: 7.500e-04, eta: 22:13:54, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9203, loss_cls: 0.8441, loss: 0.8441, grad_norm: 4.9406, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5904, loss/aux0: 0.5904 2020-10-19 19:57:42,021 - mmaction - INFO - Epoch [52][540/792] lr: 7.500e-04, eta: 22:14:14, time: 1.072, data_time: 0.004, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9203, loss_cls: 0.8441, loss: 0.8441, grad_norm: 4.9735, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6041, loss/aux0: 0.6041 2020-10-19 19:58:23,502 - mmaction - INFO - Epoch [52][560/792] lr: 7.500e-04, eta: 22:13:13, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9255, loss_cls: 0.8358, loss: 0.8358, grad_norm: 5.1062, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-19 19:58:24,101 - mmaction - INFO - Epoch [52][560/792] lr: 7.500e-04, eta: 22:13:34, time: 1.088, data_time: 0.002, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9255, loss_cls: 0.8358, loss: 0.8358, grad_norm: 5.0779, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6427, loss/aux0: 0.6427 2020-10-19 19:59:08,224 - mmaction - INFO - Epoch [52][580/792] lr: 7.500e-04, eta: 22:12:36, time: 1.250, data_time: 0.633, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9276, loss_cls: 0.8831, loss: 0.8831, grad_norm: 5.0988, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5669, loss/aux0: 0.5669 2020-10-19 19:59:10,801 - mmaction - INFO - Epoch [52][580/792] lr: 7.500e-04, eta: 22:12:59, time: 1.244, data_time: 0.627, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9276, loss_cls: 0.8831, loss: 0.8831, grad_norm: 5.1554, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5562, loss/aux0: 0.5562 2020-10-19 19:59:49,803 - mmaction - INFO - Epoch [52][600/792] lr: 7.500e-04, eta: 22:11:59, time: 1.084, data_time: 0.009, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9156, loss_cls: 0.8604, loss: 0.8604, grad_norm: 5.2303, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6506, loss/aux0: 0.6506 2020-10-19 19:59:51,134 - mmaction - INFO - Epoch [52][600/792] lr: 7.500e-04, eta: 22:12:19, time: 1.096, data_time: 0.002, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9156, loss_cls: 0.8604, loss: 0.8604, grad_norm: 5.2678, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6595, loss/aux0: 0.6595 2020-10-19 20:00:34,935 - mmaction - INFO - Epoch [52][620/792] lr: 7.500e-04, eta: 22:11:19, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9219, loss_cls: 0.8965, loss: 0.8965, grad_norm: 5.1627, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6261, loss/aux0: 0.6261 2020-10-19 20:00:37,920 - mmaction - INFO - Epoch [52][620/792] lr: 7.500e-04, eta: 22:11:41, time: 1.149, data_time: 0.003, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9219, loss_cls: 0.8965, loss: 0.8965, grad_norm: 5.2818, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6337, loss/aux0: 0.6337 2020-10-19 20:01:17,779 - mmaction - INFO - Epoch [52][640/792] lr: 7.500e-04, eta: 22:10:40, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.7688, top5_acc: 0.9224, loss_cls: 0.8797, loss: 0.8797, grad_norm: 5.3049, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6856, loss/aux0: 0.6856 2020-10-19 20:01:21,291 - mmaction - INFO - Epoch [52][640/792] lr: 7.500e-04, eta: 22:11:00, time: 1.097, data_time: 0.002, memory: 8335, top1_acc: 0.7688, top5_acc: 0.9224, loss_cls: 0.8797, loss: 0.8797, grad_norm: 5.2492, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6687, loss/aux0: 0.6687 2020-10-19 20:02:01,439 - mmaction - INFO - Epoch [52][660/792] lr: 7.500e-04, eta: 22:09:59, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9193, loss_cls: 0.9057, loss: 0.9057, grad_norm: 5.1979, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-19 20:02:03,182 - mmaction - INFO - Epoch [52][660/792] lr: 7.500e-04, eta: 22:10:18, time: 1.001, data_time: 0.002, memory: 8335, top1_acc: 0.7594, top5_acc: 0.9193, loss_cls: 0.9057, loss: 0.9057, grad_norm: 5.1455, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6453, loss/aux0: 0.6453 2020-10-19 20:02:42,481 - mmaction - INFO - Epoch [52][680/792] lr: 7.500e-04, eta: 22:09:15, time: 1.001, data_time: 0.304, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9271, loss_cls: 0.8039, loss: 0.8039, grad_norm: 5.0415, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5947, loss/aux0: 0.5947 2020-10-19 20:02:43,088 - mmaction - INFO - Epoch [52][680/792] lr: 7.500e-04, eta: 22:09:34, time: 1.003, data_time: 0.306, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9271, loss_cls: 0.8039, loss: 0.8039, grad_norm: 5.0791, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6033, loss/aux0: 0.6033 2020-10-19 20:03:25,663 - mmaction - INFO - Epoch [52][700/792] lr: 7.500e-04, eta: 22:08:33, time: 1.079, data_time: 0.132, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9156, loss_cls: 0.8941, loss: 0.8941, grad_norm: 5.1380, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-19 20:03:26,441 - mmaction - INFO - Epoch [52][700/792] lr: 7.500e-04, eta: 22:08:53, time: 1.067, data_time: 0.135, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9156, loss_cls: 0.8941, loss: 0.8941, grad_norm: 5.0907, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-19 20:04:08,063 - mmaction - INFO - Epoch [52][720/792] lr: 7.500e-04, eta: 22:07:51, time: 1.014, data_time: 0.347, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9146, loss_cls: 0.8800, loss: 0.8800, grad_norm: 5.3593, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6747, loss/aux0: 0.6747 2020-10-19 20:04:08,656 - mmaction - INFO - Epoch [52][720/792] lr: 7.500e-04, eta: 22:08:10, time: 0.986, data_time: 0.348, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9146, loss_cls: 0.8800, loss: 0.8800, grad_norm: 5.3538, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6584, loss/aux0: 0.6584 2020-10-19 20:04:50,092 - mmaction - INFO - Epoch [52][740/792] lr: 7.500e-04, eta: 22:07:08, time: 1.025, data_time: 0.436, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9229, loss_cls: 0.8249, loss: 0.8249, grad_norm: 5.3036, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-19 20:04:50,697 - mmaction - INFO - Epoch [52][740/792] lr: 7.500e-04, eta: 22:07:27, time: 1.021, data_time: 0.437, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9229, loss_cls: 0.8249, loss: 0.8249, grad_norm: 5.3135, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6410, loss/aux0: 0.6410 2020-10-19 20:05:31,208 - mmaction - INFO - Epoch [52][760/792] lr: 7.500e-04, eta: 22:06:27, time: 1.089, data_time: 0.435, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9266, loss_cls: 0.8267, loss: 0.8267, grad_norm: 5.1032, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6244, loss/aux0: 0.6244 2020-10-19 20:05:32,285 - mmaction - INFO - Epoch [52][760/792] lr: 7.500e-04, eta: 22:06:45, time: 1.010, data_time: 0.357, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9266, loss_cls: 0.8267, loss: 0.8267, grad_norm: 5.1044, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6129, loss/aux0: 0.6129 2020-10-19 20:06:12,372 - mmaction - INFO - Epoch [52][780/792] lr: 7.500e-04, eta: 22:05:44, time: 1.021, data_time: 0.415, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9135, loss_cls: 0.9165, loss: 0.9165, grad_norm: 5.2454, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6328, loss/aux0: 0.6328 2020-10-19 20:06:14,521 - mmaction - INFO - Epoch [52][780/792] lr: 7.500e-04, eta: 22:06:02, time: 1.016, data_time: 0.407, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9135, loss_cls: 0.9165, loss: 0.9165, grad_norm: 5.2774, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6390, loss/aux0: 0.6390 2020-10-19 20:06:41,347 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-10-19 20:09:56,809 - mmaction - INFO - Epoch [53][20/792] lr: 7.500e-04, eta: 22:04:13, time: 1.035, data_time: 0.456, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9292, loss_cls: 0.8256, loss: 0.8256, grad_norm: 5.0291, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-19 20:09:57,405 - mmaction - INFO - Epoch [53][20/792] lr: 7.500e-04, eta: 22:04:32, time: 1.037, data_time: 0.458, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9292, loss_cls: 0.8256, loss: 0.8256, grad_norm: 5.0296, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-19 20:10:39,684 - mmaction - INFO - Epoch [53][40/792] lr: 7.500e-04, eta: 22:03:30, time: 0.999, data_time: 0.202, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9198, loss_cls: 0.8512, loss: 0.8512, grad_norm: 4.8048, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5909, loss/aux0: 0.5909 2020-10-19 20:10:40,874 - mmaction - INFO - Epoch [53][40/792] lr: 7.500e-04, eta: 22:03:49, time: 1.030, data_time: 0.203, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9198, loss_cls: 0.8512, loss: 0.8512, grad_norm: 4.7621, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6011, loss/aux0: 0.6011 2020-10-19 20:11:26,092 - mmaction - INFO - Epoch [53][60/792] lr: 7.500e-04, eta: 22:02:51, time: 1.207, data_time: 0.627, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9161, loss_cls: 0.8929, loss: 0.8929, grad_norm: 5.0122, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5877, loss/aux0: 0.5877 2020-10-19 20:11:26,688 - mmaction - INFO - Epoch [53][60/792] lr: 7.500e-04, eta: 22:03:13, time: 1.207, data_time: 0.629, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9161, loss_cls: 0.8929, loss: 0.8929, grad_norm: 5.0401, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5821, loss/aux0: 0.5821 2020-10-19 20:12:06,312 - mmaction - INFO - Epoch [53][80/792] lr: 7.500e-04, eta: 22:02:12, time: 1.051, data_time: 0.113, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9276, loss_cls: 0.8283, loss: 0.8283, grad_norm: 5.0350, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6337, loss/aux0: 0.6337 2020-10-19 20:12:08,901 - mmaction - INFO - Epoch [53][80/792] lr: 7.500e-04, eta: 22:02:33, time: 1.114, data_time: 0.115, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9276, loss_cls: 0.8283, loss: 0.8283, grad_norm: 5.0991, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6478, loss/aux0: 0.6478 2020-10-19 20:12:48,654 - mmaction - INFO - Epoch [53][100/792] lr: 7.500e-04, eta: 22:01:32, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9271, loss_cls: 0.8664, loss: 0.8664, grad_norm: 5.1114, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6427, loss/aux0: 0.6427 2020-10-19 20:12:51,294 - mmaction - INFO - Epoch [53][100/792] lr: 7.500e-04, eta: 22:01:51, time: 1.061, data_time: 0.002, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9271, loss_cls: 0.8664, loss: 0.8664, grad_norm: 5.0621, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6294, loss/aux0: 0.6294 2020-10-19 20:13:30,684 - mmaction - INFO - Epoch [53][120/792] lr: 7.500e-04, eta: 22:00:50, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9333, loss_cls: 0.8126, loss: 0.8126, grad_norm: 4.9176, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-19 20:13:33,210 - mmaction - INFO - Epoch [53][120/792] lr: 7.500e-04, eta: 22:01:09, time: 1.026, data_time: 0.003, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9333, loss_cls: 0.8126, loss: 0.8126, grad_norm: 4.8320, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-19 20:14:14,598 - mmaction - INFO - Epoch [53][140/792] lr: 7.500e-04, eta: 22:00:08, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9193, loss_cls: 0.8187, loss: 0.8187, grad_norm: 5.0153, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6162, loss/aux0: 0.6162 2020-10-19 20:14:15,207 - mmaction - INFO - Epoch [53][140/792] lr: 7.500e-04, eta: 22:00:26, time: 0.963, data_time: 0.003, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9193, loss_cls: 0.8187, loss: 0.8187, grad_norm: 4.9995, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6409, loss/aux0: 0.6409 2020-10-19 20:14:54,983 - mmaction - INFO - Epoch [53][160/792] lr: 7.500e-04, eta: 21:59:25, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9198, loss_cls: 0.8967, loss: 0.8967, grad_norm: 5.0014, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6291, loss/aux0: 0.6291 2020-10-19 20:14:56,806 - mmaction - INFO - Epoch [53][160/792] lr: 7.500e-04, eta: 21:59:44, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9198, loss_cls: 0.8967, loss: 0.8967, grad_norm: 4.9529, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-19 20:15:39,016 - mmaction - INFO - Epoch [53][180/792] lr: 7.500e-04, eta: 21:58:45, time: 1.146, data_time: 0.000, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9198, loss_cls: 0.8652, loss: 0.8652, grad_norm: 5.2783, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-19 20:15:39,627 - mmaction - INFO - Epoch [53][180/792] lr: 7.500e-04, eta: 21:59:04, time: 1.050, data_time: 0.003, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9198, loss_cls: 0.8652, loss: 0.8652, grad_norm: 5.2938, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-19 20:16:17,978 - mmaction - INFO - Epoch [53][200/792] lr: 7.500e-04, eta: 21:58:01, time: 0.954, data_time: 0.000, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9286, loss_cls: 0.8501, loss: 0.8501, grad_norm: 5.2579, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-19 20:16:20,426 - mmaction - INFO - Epoch [53][200/792] lr: 7.500e-04, eta: 21:58:18, time: 0.932, data_time: 0.001, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9286, loss_cls: 0.8501, loss: 0.8501, grad_norm: 5.2109, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6057, loss/aux0: 0.6057 2020-10-19 20:17:00,077 - mmaction - INFO - Epoch [53][220/792] lr: 7.500e-04, eta: 21:57:16, time: 0.998, data_time: 0.023, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.8625, loss: 0.8625, grad_norm: 5.5014, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-19 20:17:04,575 - mmaction - INFO - Epoch [53][220/792] lr: 7.500e-04, eta: 21:57:36, time: 1.100, data_time: 0.025, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9219, loss_cls: 0.8625, loss: 0.8625, grad_norm: 5.5932, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6495, loss/aux0: 0.6495 2020-10-19 20:17:44,713 - mmaction - INFO - Epoch [53][240/792] lr: 7.500e-04, eta: 21:56:36, time: 1.047, data_time: 0.116, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9146, loss_cls: 0.8705, loss: 0.8705, grad_norm: 5.4324, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6425, loss/aux0: 0.6425 2020-10-19 20:17:48,009 - mmaction - INFO - Epoch [53][240/792] lr: 7.500e-04, eta: 21:56:56, time: 1.141, data_time: 0.149, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9146, loss_cls: 0.8705, loss: 0.8705, grad_norm: 5.4162, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-19 20:18:25,642 - mmaction - INFO - Epoch [53][260/792] lr: 7.500e-04, eta: 21:55:55, time: 0.999, data_time: 0.079, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8693, loss: 0.8693, grad_norm: 5.1312, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5673, loss/aux0: 0.5673 2020-10-19 20:18:26,950 - mmaction - INFO - Epoch [53][260/792] lr: 7.500e-04, eta: 21:56:13, time: 0.980, data_time: 0.084, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8693, loss: 0.8693, grad_norm: 5.1654, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5690, loss/aux0: 0.5690 2020-10-19 20:19:06,371 - mmaction - INFO - Epoch [53][280/792] lr: 7.500e-04, eta: 21:55:10, time: 0.935, data_time: 0.147, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9323, loss_cls: 0.8096, loss: 0.8096, grad_norm: 5.2201, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6638, loss/aux0: 0.6638 2020-10-19 20:19:07,943 - mmaction - INFO - Epoch [53][280/792] lr: 7.500e-04, eta: 21:55:28, time: 0.985, data_time: 0.198, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9323, loss_cls: 0.8096, loss: 0.8096, grad_norm: 5.2906, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6774, loss/aux0: 0.6774 2020-10-19 20:19:49,881 - mmaction - INFO - Epoch [53][300/792] lr: 7.500e-04, eta: 21:54:28, time: 1.099, data_time: 0.518, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9281, loss_cls: 0.8335, loss: 0.8335, grad_norm: 4.9750, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6338, loss/aux0: 0.6338 2020-10-19 20:19:51,953 - mmaction - INFO - Epoch [53][300/792] lr: 7.500e-04, eta: 21:54:46, time: 1.029, data_time: 0.450, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9281, loss_cls: 0.8335, loss: 0.8335, grad_norm: 4.9273, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-19 20:20:32,977 - mmaction - INFO - Epoch [53][320/792] lr: 7.500e-04, eta: 21:53:45, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9271, loss_cls: 0.8205, loss: 0.8205, grad_norm: 5.1880, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-19 20:20:33,592 - mmaction - INFO - Epoch [53][320/792] lr: 7.500e-04, eta: 21:54:04, time: 1.033, data_time: 0.002, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9271, loss_cls: 0.8205, loss: 0.8205, grad_norm: 5.1354, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5929, loss/aux0: 0.5929 2020-10-19 20:21:12,440 - mmaction - INFO - Epoch [53][340/792] lr: 7.500e-04, eta: 21:53:02, time: 0.973, data_time: 0.020, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9250, loss_cls: 0.8363, loss: 0.8363, grad_norm: 5.0790, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-19 20:21:13,560 - mmaction - INFO - Epoch [53][340/792] lr: 7.500e-04, eta: 21:53:20, time: 1.001, data_time: 0.022, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9250, loss_cls: 0.8363, loss: 0.8363, grad_norm: 5.0436, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-19 20:21:55,903 - mmaction - INFO - Epoch [53][360/792] lr: 7.500e-04, eta: 21:52:20, time: 1.074, data_time: 0.027, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9313, loss_cls: 0.8031, loss: 0.8031, grad_norm: 4.9957, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5769, loss/aux0: 0.5769 2020-10-19 20:21:58,506 - mmaction - INFO - Epoch [53][360/792] lr: 7.500e-04, eta: 21:52:41, time: 1.170, data_time: 0.029, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9313, loss_cls: 0.8031, loss: 0.8031, grad_norm: 5.0293, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5909, loss/aux0: 0.5909 2020-10-19 20:22:38,595 - mmaction - INFO - Epoch [53][380/792] lr: 7.500e-04, eta: 21:51:41, time: 1.065, data_time: 0.149, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9276, loss_cls: 0.8644, loss: 0.8644, grad_norm: 5.1385, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6166, loss/aux0: 0.6166 2020-10-19 20:22:41,444 - mmaction - INFO - Epoch [53][380/792] lr: 7.500e-04, eta: 21:52:00, time: 1.065, data_time: 0.150, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9276, loss_cls: 0.8644, loss: 0.8644, grad_norm: 5.0819, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6038, loss/aux0: 0.6038 2020-10-19 20:23:23,970 - mmaction - INFO - Epoch [53][400/792] lr: 7.500e-04, eta: 21:51:01, time: 1.149, data_time: 0.539, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9255, loss_cls: 0.8279, loss: 0.8279, grad_norm: 5.2113, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6776, loss/aux0: 0.6776 2020-10-19 20:23:24,586 - mmaction - INFO - Epoch [53][400/792] lr: 7.500e-04, eta: 21:51:21, time: 1.118, data_time: 0.541, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9255, loss_cls: 0.8279, loss: 0.8279, grad_norm: 5.2092, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6869, loss/aux0: 0.6869 2020-10-19 20:24:08,058 - mmaction - INFO - Epoch [53][420/792] lr: 7.500e-04, eta: 21:50:23, time: 1.183, data_time: 0.146, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9375, loss_cls: 0.7741, loss: 0.7741, grad_norm: 5.1397, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6456, loss/aux0: 0.6456 2020-10-19 20:24:10,840 - mmaction - INFO - Epoch [53][420/792] lr: 7.500e-04, eta: 21:50:46, time: 1.262, data_time: 0.148, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9375, loss_cls: 0.7741, loss: 0.7741, grad_norm: 5.1297, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6540, loss/aux0: 0.6540 2020-10-19 20:24:50,490 - mmaction - INFO - Epoch [53][440/792] lr: 7.500e-04, eta: 21:49:45, time: 1.044, data_time: 0.002, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9344, loss_cls: 0.8246, loss: 0.8246, grad_norm: 5.0183, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6362, loss/aux0: 0.6362 2020-10-19 20:24:52,607 - mmaction - INFO - Epoch [53][440/792] lr: 7.500e-04, eta: 21:50:04, time: 1.068, data_time: 0.004, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9344, loss_cls: 0.8246, loss: 0.8246, grad_norm: 5.0188, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-19 20:25:33,730 - mmaction - INFO - Epoch [53][460/792] lr: 7.500e-04, eta: 21:49:06, time: 1.169, data_time: 0.000, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9198, loss_cls: 0.8661, loss: 0.8661, grad_norm: 5.4317, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-19 20:25:34,327 - mmaction - INFO - Epoch [53][460/792] lr: 7.500e-04, eta: 21:49:25, time: 1.055, data_time: 0.003, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9198, loss_cls: 0.8661, loss: 0.8661, grad_norm: 5.4212, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6204, loss/aux0: 0.6204 2020-10-19 20:26:16,311 - mmaction - INFO - Epoch [53][480/792] lr: 7.500e-04, eta: 21:48:25, time: 1.066, data_time: 0.010, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9031, loss_cls: 0.9416, loss: 0.9416, grad_norm: 5.2710, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5971, loss/aux0: 0.5971 2020-10-19 20:26:16,892 - mmaction - INFO - Epoch [53][480/792] lr: 7.500e-04, eta: 21:48:44, time: 1.066, data_time: 0.011, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9031, loss_cls: 0.9416, loss: 0.9416, grad_norm: 5.2095, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5940, loss/aux0: 0.5940 2020-10-19 20:26:56,617 - mmaction - INFO - Epoch [53][500/792] lr: 7.500e-04, eta: 21:47:42, time: 0.986, data_time: 0.000, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9250, loss_cls: 0.8712, loss: 0.8712, grad_norm: 5.0961, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-19 20:26:57,207 - mmaction - INFO - Epoch [53][500/792] lr: 7.500e-04, eta: 21:48:00, time: 0.987, data_time: 0.003, memory: 8335, top1_acc: 0.7687, top5_acc: 0.9250, loss_cls: 0.8712, loss: 0.8712, grad_norm: 5.0483, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-19 20:27:39,435 - mmaction - INFO - Epoch [53][520/792] lr: 7.500e-04, eta: 21:47:00, time: 1.100, data_time: 0.001, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9323, loss_cls: 0.7444, loss: 0.7444, grad_norm: 4.8081, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5803, loss/aux0: 0.5803 2020-10-19 20:27:41,179 - mmaction - INFO - Epoch [53][520/792] lr: 7.500e-04, eta: 21:47:18, time: 1.009, data_time: 0.003, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9323, loss_cls: 0.7444, loss: 0.7444, grad_norm: 4.7945, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5764, loss/aux0: 0.5764 2020-10-19 20:28:22,247 - mmaction - INFO - Epoch [53][540/792] lr: 7.500e-04, eta: 21:46:19, time: 1.106, data_time: 0.000, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9266, loss_cls: 0.8630, loss: 0.8630, grad_norm: 5.1959, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-19 20:28:25,185 - mmaction - INFO - Epoch [53][540/792] lr: 7.500e-04, eta: 21:46:39, time: 1.108, data_time: 0.003, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9266, loss_cls: 0.8630, loss: 0.8630, grad_norm: 5.2531, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-19 20:29:03,767 - mmaction - INFO - Epoch [53][560/792] lr: 7.500e-04, eta: 21:45:38, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9161, loss_cls: 0.8994, loss: 0.8994, grad_norm: 5.3157, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6362, loss/aux0: 0.6362 2020-10-19 20:29:05,585 - mmaction - INFO - Epoch [53][560/792] lr: 7.500e-04, eta: 21:45:56, time: 1.012, data_time: 0.001, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9161, loss_cls: 0.8994, loss: 0.8994, grad_norm: 5.2864, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6372, loss/aux0: 0.6372 2020-10-19 20:29:44,303 - mmaction - INFO - Epoch [53][580/792] lr: 7.500e-04, eta: 21:44:54, time: 0.976, data_time: 0.117, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.8604, loss: 0.8604, grad_norm: 5.1470, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6406, loss/aux0: 0.6406 2020-10-19 20:29:46,656 - mmaction - INFO - Epoch [53][580/792] lr: 7.500e-04, eta: 21:45:13, time: 1.032, data_time: 0.118, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.8604, loss: 0.8604, grad_norm: 5.1600, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6441, loss/aux0: 0.6441 2020-10-19 20:30:28,257 - mmaction - INFO - Epoch [53][600/792] lr: 7.500e-04, eta: 21:44:14, time: 1.163, data_time: 0.031, memory: 8335, top1_acc: 0.7688, top5_acc: 0.9234, loss_cls: 0.8584, loss: 0.8584, grad_norm: 5.1430, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6506, loss/aux0: 0.6506 2020-10-19 20:30:30,961 - mmaction - INFO - Epoch [53][600/792] lr: 7.500e-04, eta: 21:44:36, time: 1.229, data_time: 0.033, memory: 8335, top1_acc: 0.7688, top5_acc: 0.9234, loss_cls: 0.8584, loss: 0.8584, grad_norm: 5.1313, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6445, loss/aux0: 0.6445 2020-10-19 20:31:13,019 - mmaction - INFO - Epoch [53][620/792] lr: 7.500e-04, eta: 21:43:38, time: 1.202, data_time: 0.566, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9156, loss_cls: 0.9010, loss: 0.9010, grad_norm: 5.1958, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6230, loss/aux0: 0.6230 2020-10-19 20:31:13,621 - mmaction - INFO - Epoch [53][620/792] lr: 7.500e-04, eta: 21:43:59, time: 1.150, data_time: 0.568, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9156, loss_cls: 0.9010, loss: 0.9010, grad_norm: 5.1563, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6219, loss/aux0: 0.6219 2020-10-19 20:31:54,116 - mmaction - INFO - Epoch [53][640/792] lr: 7.500e-04, eta: 21:42:58, time: 1.002, data_time: 0.274, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9177, loss_cls: 0.8670, loss: 0.8670, grad_norm: 4.9435, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5952, loss/aux0: 0.5952 2020-10-19 20:31:54,726 - mmaction - INFO - Epoch [53][640/792] lr: 7.500e-04, eta: 21:43:16, time: 1.004, data_time: 0.276, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9177, loss_cls: 0.8670, loss: 0.8670, grad_norm: 4.9193, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-19 20:32:35,785 - mmaction - INFO - Epoch [53][660/792] lr: 7.500e-04, eta: 21:42:13, time: 0.948, data_time: 0.000, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9245, loss_cls: 0.8315, loss: 0.8315, grad_norm: 5.2212, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5855, loss/aux0: 0.5855 2020-10-19 20:32:37,052 - mmaction - INFO - Epoch [53][660/792] lr: 7.500e-04, eta: 21:42:31, time: 0.983, data_time: 0.002, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9245, loss_cls: 0.8315, loss: 0.8315, grad_norm: 5.2412, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5923, loss/aux0: 0.5923 2020-10-19 20:33:17,741 - mmaction - INFO - Epoch [53][680/792] lr: 7.500e-04, eta: 21:41:31, time: 1.076, data_time: 0.043, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9271, loss_cls: 0.8318, loss: 0.8318, grad_norm: 5.1061, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-19 20:33:18,372 - mmaction - INFO - Epoch [53][680/792] lr: 7.500e-04, eta: 21:41:50, time: 1.060, data_time: 0.045, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9271, loss_cls: 0.8318, loss: 0.8318, grad_norm: 5.1526, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-19 20:33:58,836 - mmaction - INFO - Epoch [53][700/792] lr: 7.500e-04, eta: 21:40:49, time: 1.017, data_time: 0.000, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9214, loss_cls: 0.8443, loss: 0.8443, grad_norm: 5.0922, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6497, loss/aux0: 0.6497 2020-10-19 20:33:59,462 - mmaction - INFO - Epoch [53][700/792] lr: 7.500e-04, eta: 21:41:07, time: 1.019, data_time: 0.002, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9214, loss_cls: 0.8443, loss: 0.8443, grad_norm: 5.0756, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6570, loss/aux0: 0.6570 2020-10-19 20:34:38,630 - mmaction - INFO - Epoch [53][720/792] lr: 7.500e-04, eta: 21:40:06, time: 1.009, data_time: 0.000, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9130, loss_cls: 0.9225, loss: 0.9225, grad_norm: 5.1770, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6124, loss/aux0: 0.6124 2020-10-19 20:34:40,227 - mmaction - INFO - Epoch [53][720/792] lr: 7.500e-04, eta: 21:40:23, time: 0.964, data_time: 0.003, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9130, loss_cls: 0.9225, loss: 0.9225, grad_norm: 5.2118, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6078, loss/aux0: 0.6078 2020-10-19 20:35:20,726 - mmaction - INFO - Epoch [53][740/792] lr: 7.500e-04, eta: 21:39:23, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9172, loss_cls: 0.8712, loss: 0.8712, grad_norm: 5.1284, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6281, loss/aux0: 0.6281 2020-10-19 20:35:23,283 - mmaction - INFO - Epoch [53][740/792] lr: 7.500e-04, eta: 21:39:41, time: 1.029, data_time: 0.002, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9172, loss_cls: 0.8712, loss: 0.8712, grad_norm: 5.1151, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6284, loss/aux0: 0.6284 2020-10-19 20:36:02,484 - mmaction - INFO - Epoch [53][760/792] lr: 7.500e-04, eta: 21:38:43, time: 1.132, data_time: 0.368, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9208, loss_cls: 0.8712, loss: 0.8712, grad_norm: 5.2328, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6506, loss/aux0: 0.6506 2020-10-19 20:36:03,276 - mmaction - INFO - Epoch [53][760/792] lr: 7.500e-04, eta: 21:39:01, time: 1.058, data_time: 0.370, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9208, loss_cls: 0.8712, loss: 0.8712, grad_norm: 5.2116, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6388, loss/aux0: 0.6388 2020-10-19 20:36:43,968 - mmaction - INFO - Epoch [53][780/792] lr: 7.500e-04, eta: 21:38:01, time: 1.062, data_time: 0.248, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.8729, loss: 0.8729, grad_norm: 5.2997, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-19 20:36:45,191 - mmaction - INFO - Epoch [53][780/792] lr: 7.500e-04, eta: 21:38:18, time: 0.972, data_time: 0.279, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.8729, loss: 0.8729, grad_norm: 5.3135, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6163, loss/aux0: 0.6163 2020-10-19 20:37:12,918 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-10-19 20:40:06,721 - mmaction - INFO - Epoch [54][20/792] lr: 7.500e-04, eta: 21:36:30, time: 1.015, data_time: 0.034, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9208, loss_cls: 0.8584, loss: 0.8584, grad_norm: 5.0196, top1_acc/aux0: 0.8268, top5_acc/aux0: 0.9507, loss_cls/aux0: 0.6485, loss/aux0: 0.6485 2020-10-19 20:40:08,001 - mmaction - INFO - Epoch [54][20/792] lr: 7.500e-04, eta: 21:36:49, time: 1.051, data_time: 0.037, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9208, loss_cls: 0.8584, loss: 0.8584, grad_norm: 5.0510, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6576, loss/aux0: 0.6576 2020-10-19 20:40:46,739 - mmaction - INFO - Epoch [54][40/792] lr: 7.500e-04, eta: 21:35:47, time: 0.979, data_time: 0.300, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9156, loss_cls: 0.8994, loss: 0.8994, grad_norm: 5.0891, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-19 20:40:47,856 - mmaction - INFO - Epoch [54][40/792] lr: 7.500e-04, eta: 21:36:05, time: 1.006, data_time: 0.303, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9156, loss_cls: 0.8994, loss: 0.8994, grad_norm: 5.1889, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6203, loss/aux0: 0.6203 2020-10-19 20:41:32,783 - mmaction - INFO - Epoch [54][60/792] lr: 7.500e-04, eta: 21:35:06, time: 1.105, data_time: 0.528, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9245, loss_cls: 0.7957, loss: 0.7957, grad_norm: 5.3196, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-19 20:41:33,418 - mmaction - INFO - Epoch [54][60/792] lr: 7.500e-04, eta: 21:35:25, time: 1.109, data_time: 0.531, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9245, loss_cls: 0.7957, loss: 0.7957, grad_norm: 5.3483, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6267, loss/aux0: 0.6267 2020-10-19 20:42:16,276 - mmaction - INFO - Epoch [54][80/792] lr: 7.500e-04, eta: 21:34:25, time: 1.038, data_time: 0.453, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9156, loss_cls: 0.8750, loss: 0.8750, grad_norm: 5.0959, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5730, loss/aux0: 0.5730 2020-10-19 20:42:16,879 - mmaction - INFO - Epoch [54][80/792] lr: 7.500e-04, eta: 21:34:44, time: 1.048, data_time: 0.463, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9156, loss_cls: 0.8750, loss: 0.8750, grad_norm: 5.1440, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5726, loss/aux0: 0.5726 2020-10-19 20:42:56,760 - mmaction - INFO - Epoch [54][100/792] lr: 7.500e-04, eta: 21:33:44, time: 1.075, data_time: 0.026, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9172, loss_cls: 0.8724, loss: 0.8724, grad_norm: 5.2435, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-19 20:42:59,395 - mmaction - INFO - Epoch [54][100/792] lr: 7.500e-04, eta: 21:34:03, time: 1.097, data_time: 0.029, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9172, loss_cls: 0.8724, loss: 0.8724, grad_norm: 5.2912, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-19 20:43:39,480 - mmaction - INFO - Epoch [54][120/792] lr: 7.500e-04, eta: 21:33:02, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9276, loss_cls: 0.8269, loss: 0.8269, grad_norm: 5.0317, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-19 20:43:42,356 - mmaction - INFO - Epoch [54][120/792] lr: 7.500e-04, eta: 21:33:22, time: 1.118, data_time: 0.001, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9276, loss_cls: 0.8269, loss: 0.8269, grad_norm: 4.9648, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-19 20:44:21,477 - mmaction - INFO - Epoch [54][140/792] lr: 7.500e-04, eta: 21:32:21, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9240, loss_cls: 0.8393, loss: 0.8393, grad_norm: 5.4091, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-19 20:44:25,786 - mmaction - INFO - Epoch [54][140/792] lr: 7.500e-04, eta: 21:32:41, time: 1.124, data_time: 0.002, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9240, loss_cls: 0.8393, loss: 0.8393, grad_norm: 5.3793, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-19 20:45:05,395 - mmaction - INFO - Epoch [54][160/792] lr: 7.500e-04, eta: 21:31:40, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9229, loss_cls: 0.8668, loss: 0.8668, grad_norm: 5.2808, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6790, loss/aux0: 0.6790 2020-10-19 20:45:06,723 - mmaction - INFO - Epoch [54][160/792] lr: 7.500e-04, eta: 21:31:58, time: 1.004, data_time: 0.002, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9229, loss_cls: 0.8668, loss: 0.8668, grad_norm: 5.2979, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6724, loss/aux0: 0.6724 2020-10-19 20:45:48,054 - mmaction - INFO - Epoch [54][180/792] lr: 7.500e-04, eta: 21:30:58, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9219, loss_cls: 0.8366, loss: 0.8366, grad_norm: 4.9602, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5993, loss/aux0: 0.5993 2020-10-19 20:45:49,235 - mmaction - INFO - Epoch [54][180/792] lr: 7.500e-04, eta: 21:31:17, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9219, loss_cls: 0.8366, loss: 0.8366, grad_norm: 4.9593, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-19 20:46:29,490 - mmaction - INFO - Epoch [54][200/792] lr: 7.500e-04, eta: 21:30:17, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9229, loss_cls: 0.8434, loss: 0.8434, grad_norm: 5.2768, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-19 20:46:30,440 - mmaction - INFO - Epoch [54][200/792] lr: 7.500e-04, eta: 21:30:35, time: 1.030, data_time: 0.002, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9229, loss_cls: 0.8434, loss: 0.8434, grad_norm: 5.2589, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6242, loss/aux0: 0.6242 2020-10-19 20:47:11,193 - mmaction - INFO - Epoch [54][220/792] lr: 7.500e-04, eta: 21:29:34, time: 0.987, data_time: 0.000, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9281, loss_cls: 0.8747, loss: 0.8747, grad_norm: 5.1027, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-19 20:47:12,654 - mmaction - INFO - Epoch [54][220/792] lr: 7.500e-04, eta: 21:29:52, time: 1.029, data_time: 0.002, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9281, loss_cls: 0.8747, loss: 0.8747, grad_norm: 5.0752, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5993, loss/aux0: 0.5993 2020-10-19 20:47:51,438 - mmaction - INFO - Epoch [54][240/792] lr: 7.500e-04, eta: 21:28:50, time: 0.988, data_time: 0.379, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9318, loss_cls: 0.7999, loss: 0.7999, grad_norm: 5.0123, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6490, loss/aux0: 0.6490 2020-10-19 20:47:54,809 - mmaction - INFO - Epoch [54][240/792] lr: 7.500e-04, eta: 21:29:09, time: 1.051, data_time: 0.441, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9318, loss_cls: 0.7999, loss: 0.7999, grad_norm: 5.0322, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6488, loss/aux0: 0.6488 2020-10-19 20:48:38,620 - mmaction - INFO - Epoch [54][260/792] lr: 7.500e-04, eta: 21:28:11, time: 1.154, data_time: 0.000, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9240, loss_cls: 0.8835, loss: 0.8835, grad_norm: 5.2502, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-19 20:48:39,217 - mmaction - INFO - Epoch [54][260/792] lr: 7.500e-04, eta: 21:28:31, time: 1.156, data_time: 0.003, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9240, loss_cls: 0.8835, loss: 0.8835, grad_norm: 5.2728, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6169, loss/aux0: 0.6169 2020-10-19 20:49:19,144 - mmaction - INFO - Epoch [54][280/792] lr: 7.500e-04, eta: 21:27:31, time: 1.084, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9240, loss_cls: 0.8572, loss: 0.8572, grad_norm: 5.2681, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6259, loss/aux0: 0.6259 2020-10-19 20:49:20,659 - mmaction - INFO - Epoch [54][280/792] lr: 7.500e-04, eta: 21:27:50, time: 1.057, data_time: 0.003, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9240, loss_cls: 0.8572, loss: 0.8572, grad_norm: 5.3170, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-19 20:50:02,451 - mmaction - INFO - Epoch [54][300/792] lr: 7.500e-04, eta: 21:26:50, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9292, loss_cls: 0.8319, loss: 0.8319, grad_norm: 5.1562, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6281, loss/aux0: 0.6281 2020-10-19 20:50:04,734 - mmaction - INFO - Epoch [54][300/792] lr: 7.500e-04, eta: 21:27:10, time: 1.115, data_time: 0.003, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9292, loss_cls: 0.8319, loss: 0.8319, grad_norm: 5.1887, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6348, loss/aux0: 0.6348 2020-10-19 20:50:45,052 - mmaction - INFO - Epoch [54][320/792] lr: 7.500e-04, eta: 21:26:10, time: 1.076, data_time: 0.020, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9297, loss_cls: 0.8114, loss: 0.8114, grad_norm: 5.0552, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-19 20:50:47,397 - mmaction - INFO - Epoch [54][320/792] lr: 7.500e-04, eta: 21:26:28, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9297, loss_cls: 0.8114, loss: 0.8114, grad_norm: 5.0026, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6022, loss/aux0: 0.6022 2020-10-19 20:51:26,279 - mmaction - INFO - Epoch [54][340/792] lr: 7.500e-04, eta: 21:25:28, time: 1.025, data_time: 0.287, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9219, loss_cls: 0.8540, loss: 0.8540, grad_norm: 5.0234, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6192, loss/aux0: 0.6192 2020-10-19 20:51:27,237 - mmaction - INFO - Epoch [54][340/792] lr: 7.500e-04, eta: 21:25:46, time: 1.032, data_time: 0.289, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9219, loss_cls: 0.8540, loss: 0.8540, grad_norm: 5.0577, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-19 20:52:08,680 - mmaction - INFO - Epoch [54][360/792] lr: 7.500e-04, eta: 21:24:46, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9161, loss_cls: 0.8735, loss: 0.8735, grad_norm: 5.2359, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6596, loss/aux0: 0.6596 2020-10-19 20:52:11,608 - mmaction - INFO - Epoch [54][360/792] lr: 7.500e-04, eta: 21:25:05, time: 1.074, data_time: 0.003, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9161, loss_cls: 0.8735, loss: 0.8735, grad_norm: 5.2343, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6558, loss/aux0: 0.6558 2020-10-19 20:52:51,973 - mmaction - INFO - Epoch [54][380/792] lr: 7.500e-04, eta: 21:24:06, time: 1.084, data_time: 0.000, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9312, loss_cls: 0.8143, loss: 0.8143, grad_norm: 5.1411, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-19 20:52:52,573 - mmaction - INFO - Epoch [54][380/792] lr: 7.500e-04, eta: 21:24:24, time: 1.085, data_time: 0.003, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9312, loss_cls: 0.8143, loss: 0.8143, grad_norm: 5.1550, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-19 20:53:31,330 - mmaction - INFO - Epoch [54][400/792] lr: 7.500e-04, eta: 21:23:23, time: 0.949, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9344, loss_cls: 0.7996, loss: 0.7996, grad_norm: 5.4458, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-19 20:53:33,519 - mmaction - INFO - Epoch [54][400/792] lr: 7.500e-04, eta: 21:23:41, time: 1.029, data_time: 0.002, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9344, loss_cls: 0.7996, loss: 0.7996, grad_norm: 5.4957, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-19 20:54:15,604 - mmaction - INFO - Epoch [54][420/792] lr: 7.500e-04, eta: 21:22:42, time: 1.120, data_time: 0.000, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9240, loss_cls: 0.8518, loss: 0.8518, grad_norm: 5.3039, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6442, loss/aux0: 0.6442 2020-10-19 20:54:17,383 - mmaction - INFO - Epoch [54][420/792] lr: 7.500e-04, eta: 21:23:01, time: 1.099, data_time: 0.003, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9240, loss_cls: 0.8518, loss: 0.8518, grad_norm: 5.2817, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6392, loss/aux0: 0.6392 2020-10-19 20:54:56,690 - mmaction - INFO - Epoch [54][440/792] lr: 7.500e-04, eta: 21:22:02, time: 1.090, data_time: 0.172, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9297, loss_cls: 0.8057, loss: 0.8057, grad_norm: 5.2096, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6241, loss/aux0: 0.6241 2020-10-19 20:54:58,311 - mmaction - INFO - Epoch [54][440/792] lr: 7.500e-04, eta: 21:22:20, time: 1.031, data_time: 0.175, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9297, loss_cls: 0.8057, loss: 0.8057, grad_norm: 5.2144, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6259, loss/aux0: 0.6259 2020-10-19 20:55:40,762 - mmaction - INFO - Epoch [54][460/792] lr: 7.500e-04, eta: 21:21:23, time: 1.251, data_time: 0.000, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9240, loss_cls: 0.8458, loss: 0.8458, grad_norm: 5.2639, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6082, loss/aux0: 0.6082 2020-10-19 20:55:41,371 - mmaction - INFO - Epoch [54][460/792] lr: 7.500e-04, eta: 21:21:44, time: 1.177, data_time: 0.002, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9240, loss_cls: 0.8458, loss: 0.8458, grad_norm: 5.2294, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-19 20:56:23,179 - mmaction - INFO - Epoch [54][480/792] lr: 7.500e-04, eta: 21:20:47, time: 1.221, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9177, loss_cls: 0.8615, loss: 0.8615, grad_norm: 4.9796, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6973, loss/aux0: 0.6973 2020-10-19 20:56:24,640 - mmaction - INFO - Epoch [54][480/792] lr: 7.500e-04, eta: 21:21:06, time: 1.139, data_time: 0.002, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9177, loss_cls: 0.8615, loss: 0.8615, grad_norm: 5.0799, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7130, loss/aux0: 0.7130 2020-10-19 20:57:03,709 - mmaction - INFO - Epoch [54][500/792] lr: 7.500e-04, eta: 21:20:07, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9255, loss_cls: 0.8553, loss: 0.8553, grad_norm: 5.3421, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6883, loss/aux0: 0.6883 2020-10-19 20:57:04,781 - mmaction - INFO - Epoch [54][500/792] lr: 7.500e-04, eta: 21:20:25, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9255, loss_cls: 0.8553, loss: 0.8553, grad_norm: 5.2656, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6658, loss/aux0: 0.6658 2020-10-19 20:57:49,349 - mmaction - INFO - Epoch [54][520/792] lr: 7.500e-04, eta: 21:19:26, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9255, loss_cls: 0.8616, loss: 0.8616, grad_norm: 5.1458, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6255, loss/aux0: 0.6255 2020-10-19 20:57:50,290 - mmaction - INFO - Epoch [54][520/792] lr: 7.500e-04, eta: 21:19:45, time: 1.096, data_time: 0.002, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9255, loss_cls: 0.8616, loss: 0.8616, grad_norm: 5.1310, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6412, loss/aux0: 0.6412 2020-10-19 20:58:32,610 - mmaction - INFO - Epoch [54][540/792] lr: 7.500e-04, eta: 21:18:45, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9255, loss_cls: 0.8324, loss: 0.8324, grad_norm: 5.0632, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6370, loss/aux0: 0.6370 2020-10-19 20:58:33,220 - mmaction - INFO - Epoch [54][540/792] lr: 7.500e-04, eta: 21:19:03, time: 1.052, data_time: 0.002, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9255, loss_cls: 0.8324, loss: 0.8324, grad_norm: 5.1861, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6482, loss/aux0: 0.6482 2020-10-19 20:59:12,965 - mmaction - INFO - Epoch [54][560/792] lr: 7.500e-04, eta: 21:18:03, time: 1.057, data_time: 0.017, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9224, loss_cls: 0.8579, loss: 0.8579, grad_norm: 5.1013, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6105, loss/aux0: 0.6105 2020-10-19 20:59:14,237 - mmaction - INFO - Epoch [54][560/792] lr: 7.500e-04, eta: 21:18:20, time: 0.992, data_time: 0.037, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9224, loss_cls: 0.8579, loss: 0.8579, grad_norm: 5.0719, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5902, loss/aux0: 0.5902 2020-10-19 20:59:59,218 - mmaction - INFO - Epoch [54][580/792] lr: 7.500e-04, eta: 21:17:23, time: 1.184, data_time: 0.610, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9078, loss_cls: 0.8745, loss: 0.8745, grad_norm: 5.4341, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-19 21:00:00,132 - mmaction - INFO - Epoch [54][580/792] lr: 7.500e-04, eta: 21:17:42, time: 1.091, data_time: 0.518, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9078, loss_cls: 0.8745, loss: 0.8745, grad_norm: 5.4830, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6260, loss/aux0: 0.6260 2020-10-19 21:00:43,595 - mmaction - INFO - Epoch [54][600/792] lr: 7.500e-04, eta: 21:16:41, time: 0.979, data_time: 0.341, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9318, loss_cls: 0.8489, loss: 0.8489, grad_norm: 5.2820, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-19 21:00:45,467 - mmaction - INFO - Epoch [54][600/792] lr: 7.500e-04, eta: 21:16:58, time: 0.976, data_time: 0.337, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9318, loss_cls: 0.8489, loss: 0.8489, grad_norm: 5.3694, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5997, loss/aux0: 0.5997 2020-10-19 21:01:24,449 - mmaction - INFO - Epoch [54][620/792] lr: 7.500e-04, eta: 21:15:58, time: 1.076, data_time: 0.031, memory: 8335, top1_acc: 0.7813, top5_acc: 0.9229, loss_cls: 0.8407, loss: 0.8407, grad_norm: 5.1167, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6280, loss/aux0: 0.6280 2020-10-19 21:01:25,862 - mmaction - INFO - Epoch [54][620/792] lr: 7.500e-04, eta: 21:16:16, time: 1.020, data_time: 0.011, memory: 8335, top1_acc: 0.7813, top5_acc: 0.9229, loss_cls: 0.8407, loss: 0.8407, grad_norm: 5.1985, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6374, loss/aux0: 0.6374 2020-10-19 21:02:07,863 - mmaction - INFO - Epoch [54][640/792] lr: 7.500e-04, eta: 21:15:18, time: 1.143, data_time: 0.355, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9255, loss_cls: 0.8452, loss: 0.8452, grad_norm: 5.0714, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6300, loss/aux0: 0.6300 2020-10-19 21:02:11,524 - mmaction - INFO - Epoch [54][640/792] lr: 7.500e-04, eta: 21:15:38, time: 1.163, data_time: 0.223, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9255, loss_cls: 0.8452, loss: 0.8452, grad_norm: 5.1363, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-19 21:02:48,303 - mmaction - INFO - Epoch [54][660/792] lr: 7.500e-04, eta: 21:14:36, time: 0.955, data_time: 0.083, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9208, loss_cls: 0.8665, loss: 0.8665, grad_norm: 5.4043, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6551, loss/aux0: 0.6551 2020-10-19 21:02:50,066 - mmaction - INFO - Epoch [54][660/792] lr: 7.500e-04, eta: 21:14:53, time: 0.959, data_time: 0.058, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9208, loss_cls: 0.8665, loss: 0.8665, grad_norm: 5.4116, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6516, loss/aux0: 0.6516 2020-10-19 21:03:33,039 - mmaction - INFO - Epoch [54][680/792] lr: 7.500e-04, eta: 21:13:55, time: 1.147, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9203, loss_cls: 0.8319, loss: 0.8319, grad_norm: 5.2578, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6484, loss/aux0: 0.6484 2020-10-19 21:03:33,693 - mmaction - INFO - Epoch [54][680/792] lr: 7.500e-04, eta: 21:14:14, time: 1.128, data_time: 0.005, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9203, loss_cls: 0.8319, loss: 0.8319, grad_norm: 5.2642, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6512, loss/aux0: 0.6512 2020-10-19 21:04:14,209 - mmaction - INFO - Epoch [54][700/792] lr: 7.500e-04, eta: 21:13:13, time: 0.949, data_time: 0.000, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9193, loss_cls: 0.8988, loss: 0.8988, grad_norm: 4.9335, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6088, loss/aux0: 0.6088 2020-10-19 21:04:15,091 - mmaction - INFO - Epoch [54][700/792] lr: 7.500e-04, eta: 21:13:29, time: 0.965, data_time: 0.002, memory: 8335, top1_acc: 0.7724, top5_acc: 0.9193, loss_cls: 0.8988, loss: 0.8988, grad_norm: 4.9928, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-19 21:04:54,314 - mmaction - INFO - Epoch [54][720/792] lr: 7.500e-04, eta: 21:12:28, time: 0.968, data_time: 0.038, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9234, loss_cls: 0.8584, loss: 0.8584, grad_norm: 5.2347, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-19 21:04:56,267 - mmaction - INFO - Epoch [54][720/792] lr: 7.500e-04, eta: 21:12:45, time: 0.977, data_time: 0.027, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9234, loss_cls: 0.8584, loss: 0.8584, grad_norm: 5.2655, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5993, loss/aux0: 0.5993 2020-10-19 21:05:37,903 - mmaction - INFO - Epoch [54][740/792] lr: 7.500e-04, eta: 21:11:45, time: 1.025, data_time: 0.444, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9307, loss_cls: 0.8073, loss: 0.8073, grad_norm: 5.3871, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6553, loss/aux0: 0.6553 2020-10-19 21:05:38,507 - mmaction - INFO - Epoch [54][740/792] lr: 7.500e-04, eta: 21:12:02, time: 1.026, data_time: 0.445, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9307, loss_cls: 0.8073, loss: 0.8073, grad_norm: 5.3518, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6612, loss/aux0: 0.6612 2020-10-19 21:06:21,558 - mmaction - INFO - Epoch [54][760/792] lr: 7.500e-04, eta: 21:11:04, time: 1.133, data_time: 0.468, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9266, loss_cls: 0.8467, loss: 0.8467, grad_norm: 5.2147, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6391, loss/aux0: 0.6391 2020-10-19 21:06:23,419 - mmaction - INFO - Epoch [54][760/792] lr: 7.500e-04, eta: 21:11:24, time: 1.196, data_time: 0.470, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9266, loss_cls: 0.8467, loss: 0.8467, grad_norm: 5.1942, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-19 21:07:07,357 - mmaction - INFO - Epoch [54][780/792] lr: 7.500e-04, eta: 21:10:28, time: 1.216, data_time: 0.628, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9260, loss_cls: 0.8106, loss: 0.8106, grad_norm: 4.9528, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6884, loss/aux0: 0.6884 2020-10-19 21:07:07,972 - mmaction - INFO - Epoch [54][780/792] lr: 7.500e-04, eta: 21:10:48, time: 1.214, data_time: 0.632, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9260, loss_cls: 0.8106, loss: 0.8106, grad_norm: 4.9436, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6948, loss/aux0: 0.6948 2020-10-19 21:07:38,347 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-10-19 21:11:03,308 - mmaction - INFO - Epoch [55][20/792] lr: 7.500e-04, eta: 21:09:04, time: 1.130, data_time: 0.000, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9167, loss_cls: 0.8772, loss: 0.8772, grad_norm: 5.2256, top1_acc/aux0: 0.8257, top5_acc/aux0: 0.9550, loss_cls/aux0: 0.6603, loss/aux0: 0.6603 2020-10-19 21:11:03,912 - mmaction - INFO - Epoch [55][20/792] lr: 7.500e-04, eta: 21:09:23, time: 1.132, data_time: 0.003, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9167, loss_cls: 0.8772, loss: 0.8772, grad_norm: 5.2706, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6694, loss/aux0: 0.6694 2020-10-19 21:11:42,254 - mmaction - INFO - Epoch [55][40/792] lr: 7.500e-04, eta: 21:08:21, time: 0.932, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9161, loss_cls: 0.8493, loss: 0.8493, grad_norm: 5.3083, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-19 21:11:42,852 - mmaction - INFO - Epoch [55][40/792] lr: 7.500e-04, eta: 21:08:37, time: 0.932, data_time: 0.002, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9161, loss_cls: 0.8493, loss: 0.8493, grad_norm: 5.3401, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5992, loss/aux0: 0.5992 2020-10-19 21:12:22,390 - mmaction - INFO - Epoch [55][60/792] lr: 7.500e-04, eta: 21:07:36, time: 0.968, data_time: 0.385, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9141, loss_cls: 0.8783, loss: 0.8783, grad_norm: 5.1910, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6156, loss/aux0: 0.6156 2020-10-19 21:12:24,661 - mmaction - INFO - Epoch [55][60/792] lr: 7.500e-04, eta: 21:07:52, time: 0.929, data_time: 0.295, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9141, loss_cls: 0.8783, loss: 0.8783, grad_norm: 5.1625, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-19 21:13:05,128 - mmaction - INFO - Epoch [55][80/792] lr: 7.500e-04, eta: 21:06:53, time: 1.068, data_time: 0.430, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9208, loss_cls: 0.8421, loss: 0.8421, grad_norm: 5.2395, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6216, loss/aux0: 0.6216 2020-10-19 21:13:06,481 - mmaction - INFO - Epoch [55][80/792] lr: 7.500e-04, eta: 21:07:11, time: 1.047, data_time: 0.411, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9208, loss_cls: 0.8421, loss: 0.8421, grad_norm: 5.3204, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6295, loss/aux0: 0.6295 2020-10-19 21:13:50,340 - mmaction - INFO - Epoch [55][100/792] lr: 7.500e-04, eta: 21:06:13, time: 1.150, data_time: 0.568, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9234, loss_cls: 0.8208, loss: 0.8208, grad_norm: 4.9089, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-19 21:13:50,961 - mmaction - INFO - Epoch [55][100/792] lr: 7.500e-04, eta: 21:06:32, time: 1.151, data_time: 0.571, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9234, loss_cls: 0.8208, loss: 0.8208, grad_norm: 4.9568, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-19 21:14:30,996 - mmaction - INFO - Epoch [55][120/792] lr: 7.500e-04, eta: 21:05:34, time: 1.092, data_time: 0.196, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.8420, loss: 0.8420, grad_norm: 4.9363, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-19 21:14:33,866 - mmaction - INFO - Epoch [55][120/792] lr: 7.500e-04, eta: 21:05:54, time: 1.178, data_time: 0.179, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.8420, loss: 0.8420, grad_norm: 5.0120, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-19 21:15:12,718 - mmaction - INFO - Epoch [55][140/792] lr: 7.500e-04, eta: 21:04:56, time: 1.139, data_time: 0.078, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9219, loss_cls: 0.8789, loss: 0.8789, grad_norm: 5.2186, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-19 21:15:13,319 - mmaction - INFO - Epoch [55][140/792] lr: 7.500e-04, eta: 21:05:14, time: 1.102, data_time: 0.041, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9219, loss_cls: 0.8789, loss: 0.8789, grad_norm: 5.2110, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-19 21:15:53,489 - mmaction - INFO - Epoch [55][160/792] lr: 7.500e-04, eta: 21:04:14, time: 1.023, data_time: 0.009, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9214, loss_cls: 0.8243, loss: 0.8243, grad_norm: 5.0463, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6390, loss/aux0: 0.6390 2020-10-19 21:15:54,421 - mmaction - INFO - Epoch [55][160/792] lr: 7.500e-04, eta: 21:04:31, time: 0.988, data_time: 0.010, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9214, loss_cls: 0.8243, loss: 0.8243, grad_norm: 5.0648, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6273, loss/aux0: 0.6273 2020-10-19 21:16:38,460 - mmaction - INFO - Epoch [55][180/792] lr: 7.500e-04, eta: 21:03:34, time: 1.168, data_time: 0.069, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9240, loss_cls: 0.8121, loss: 0.8121, grad_norm: 5.2652, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-19 21:16:40,686 - mmaction - INFO - Epoch [55][180/792] lr: 7.500e-04, eta: 21:03:55, time: 1.250, data_time: 0.080, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9240, loss_cls: 0.8121, loss: 0.8121, grad_norm: 5.2469, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6372, loss/aux0: 0.6372 2020-10-19 21:17:18,877 - mmaction - INFO - Epoch [55][200/792] lr: 7.500e-04, eta: 21:02:54, time: 0.984, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9214, loss_cls: 0.8305, loss: 0.8305, grad_norm: 4.8891, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5896, loss/aux0: 0.5896 2020-10-19 21:17:21,213 - mmaction - INFO - Epoch [55][200/792] lr: 7.500e-04, eta: 21:03:11, time: 1.003, data_time: 0.002, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9214, loss_cls: 0.8305, loss: 0.8305, grad_norm: 4.9244, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5950, loss/aux0: 0.5950 2020-10-19 21:18:00,413 - mmaction - INFO - Epoch [55][220/792] lr: 7.500e-04, eta: 21:02:11, time: 1.016, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9276, loss_cls: 0.8301, loss: 0.8301, grad_norm: 5.2279, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6757, loss/aux0: 0.6757 2020-10-19 21:18:04,040 - mmaction - INFO - Epoch [55][220/792] lr: 7.500e-04, eta: 21:02:29, time: 1.068, data_time: 0.050, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9276, loss_cls: 0.8301, loss: 0.8301, grad_norm: 5.2679, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6611, loss/aux0: 0.6611 2020-10-19 21:18:43,177 - mmaction - INFO - Epoch [55][240/792] lr: 7.500e-04, eta: 21:01:31, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8164, loss: 0.8164, grad_norm: 4.9205, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5809, loss/aux0: 0.5809 2020-10-19 21:18:44,331 - mmaction - INFO - Epoch [55][240/792] lr: 7.500e-04, eta: 21:01:48, time: 1.034, data_time: 0.002, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.8164, loss: 0.8164, grad_norm: 4.8857, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5767, loss/aux0: 0.5767 2020-10-19 21:19:24,053 - mmaction - INFO - Epoch [55][260/792] lr: 7.500e-04, eta: 21:00:47, time: 0.959, data_time: 0.000, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9245, loss_cls: 0.8418, loss: 0.8418, grad_norm: 5.0991, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6256, loss/aux0: 0.6256 2020-10-19 21:19:24,659 - mmaction - INFO - Epoch [55][260/792] lr: 7.500e-04, eta: 21:01:03, time: 0.961, data_time: 0.004, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9245, loss_cls: 0.8418, loss: 0.8418, grad_norm: 5.1463, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6469, loss/aux0: 0.6469 2020-10-19 21:20:05,746 - mmaction - INFO - Epoch [55][280/792] lr: 7.500e-04, eta: 21:00:03, time: 1.025, data_time: 0.030, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9292, loss_cls: 0.7990, loss: 0.7990, grad_norm: 5.1268, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6144, loss/aux0: 0.6144 2020-10-19 21:20:07,067 - mmaction - INFO - Epoch [55][280/792] lr: 7.500e-04, eta: 21:00:21, time: 1.057, data_time: 0.061, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9292, loss_cls: 0.7990, loss: 0.7990, grad_norm: 5.0811, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-19 21:20:48,685 - mmaction - INFO - Epoch [55][300/792] lr: 7.500e-04, eta: 20:59:23, time: 1.093, data_time: 0.438, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9245, loss_cls: 0.8354, loss: 0.8354, grad_norm: 5.0228, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-19 21:20:49,326 - mmaction - INFO - Epoch [55][300/792] lr: 7.500e-04, eta: 20:59:40, time: 1.064, data_time: 0.406, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9245, loss_cls: 0.8354, loss: 0.8354, grad_norm: 5.0918, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6169, loss/aux0: 0.6169 2020-10-19 21:21:30,834 - mmaction - INFO - Epoch [55][320/792] lr: 7.500e-04, eta: 20:58:41, time: 1.012, data_time: 0.000, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9208, loss_cls: 0.9029, loss: 0.9029, grad_norm: 5.4408, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6278, loss/aux0: 0.6278 2020-10-19 21:21:31,484 - mmaction - INFO - Epoch [55][320/792] lr: 7.500e-04, eta: 20:58:58, time: 1.016, data_time: 0.003, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9208, loss_cls: 0.9029, loss: 0.9029, grad_norm: 5.4420, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-19 21:22:12,249 - mmaction - INFO - Epoch [55][340/792] lr: 7.500e-04, eta: 20:57:59, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9255, loss_cls: 0.8437, loss: 0.8437, grad_norm: 5.1883, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6712, loss/aux0: 0.6712 2020-10-19 21:22:14,365 - mmaction - INFO - Epoch [55][340/792] lr: 7.500e-04, eta: 20:58:17, time: 1.101, data_time: 0.003, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9255, loss_cls: 0.8437, loss: 0.8437, grad_norm: 5.2865, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6819, loss/aux0: 0.6819 2020-10-19 21:22:53,196 - mmaction - INFO - Epoch [55][360/792] lr: 7.500e-04, eta: 20:57:17, time: 0.974, data_time: 0.000, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9229, loss_cls: 0.8471, loss: 0.8471, grad_norm: 5.2043, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6650, loss/aux0: 0.6650 2020-10-19 21:22:53,781 - mmaction - INFO - Epoch [55][360/792] lr: 7.500e-04, eta: 20:57:31, time: 0.870, data_time: 0.002, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9229, loss_cls: 0.8471, loss: 0.8471, grad_norm: 5.1948, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6367, loss/aux0: 0.6367 2020-10-19 21:23:37,803 - mmaction - INFO - Epoch [55][380/792] lr: 7.500e-04, eta: 20:56:34, time: 1.143, data_time: 0.000, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9234, loss_cls: 0.8254, loss: 0.8254, grad_norm: 5.1469, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6214, loss/aux0: 0.6214 2020-10-19 21:23:38,414 - mmaction - INFO - Epoch [55][380/792] lr: 7.500e-04, eta: 20:56:53, time: 1.146, data_time: 0.002, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9234, loss_cls: 0.8254, loss: 0.8254, grad_norm: 5.1816, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6385, loss/aux0: 0.6385 2020-10-19 21:24:20,936 - mmaction - INFO - Epoch [55][400/792] lr: 7.500e-04, eta: 20:55:55, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9229, loss_cls: 0.8363, loss: 0.8363, grad_norm: 5.3309, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-19 21:24:21,556 - mmaction - INFO - Epoch [55][400/792] lr: 7.500e-04, eta: 20:56:14, time: 1.129, data_time: 0.001, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9229, loss_cls: 0.8363, loss: 0.8363, grad_norm: 5.3451, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-19 21:25:05,803 - mmaction - INFO - Epoch [55][420/792] lr: 7.500e-04, eta: 20:55:18, time: 1.231, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9193, loss_cls: 0.8365, loss: 0.8365, grad_norm: 5.0491, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6229, loss/aux0: 0.6229 2020-10-19 21:25:06,395 - mmaction - INFO - Epoch [55][420/792] lr: 7.500e-04, eta: 20:55:38, time: 1.232, data_time: 0.003, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9193, loss_cls: 0.8365, loss: 0.8365, grad_norm: 5.1336, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6226, loss/aux0: 0.6226 2020-10-19 21:25:47,940 - mmaction - INFO - Epoch [55][440/792] lr: 7.500e-04, eta: 20:54:38, time: 0.984, data_time: 0.000, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9135, loss_cls: 0.8955, loss: 0.8955, grad_norm: 5.4575, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-19 21:25:48,553 - mmaction - INFO - Epoch [55][440/792] lr: 7.500e-04, eta: 20:54:54, time: 0.986, data_time: 0.003, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9135, loss_cls: 0.8955, loss: 0.8955, grad_norm: 5.3775, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5894, loss/aux0: 0.5894 2020-10-19 21:26:28,949 - mmaction - INFO - Epoch [55][460/792] lr: 7.500e-04, eta: 20:53:54, time: 0.976, data_time: 0.052, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9177, loss_cls: 0.8486, loss: 0.8486, grad_norm: 5.1389, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-19 21:26:31,037 - mmaction - INFO - Epoch [55][460/792] lr: 7.500e-04, eta: 20:54:11, time: 1.053, data_time: 0.078, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9177, loss_cls: 0.8486, loss: 0.8486, grad_norm: 5.1736, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-19 21:27:12,143 - mmaction - INFO - Epoch [55][480/792] lr: 7.500e-04, eta: 20:53:13, time: 1.109, data_time: 0.005, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9156, loss_cls: 0.8615, loss: 0.8615, grad_norm: 5.1479, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-19 21:27:14,046 - mmaction - INFO - Epoch [55][480/792] lr: 7.500e-04, eta: 20:53:31, time: 1.093, data_time: 0.058, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9156, loss_cls: 0.8615, loss: 0.8615, grad_norm: 5.2012, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6156, loss/aux0: 0.6156 2020-10-19 21:27:51,714 - mmaction - INFO - Epoch [55][500/792] lr: 7.500e-04, eta: 20:52:30, time: 0.940, data_time: 0.151, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9240, loss_cls: 0.8249, loss: 0.8249, grad_norm: 5.2400, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-19 21:27:54,445 - mmaction - INFO - Epoch [55][500/792] lr: 7.500e-04, eta: 20:52:48, time: 1.037, data_time: 0.256, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9240, loss_cls: 0.8249, loss: 0.8249, grad_norm: 5.2195, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5945, loss/aux0: 0.5945 2020-10-19 21:28:35,692 - mmaction - INFO - Epoch [55][520/792] lr: 7.500e-04, eta: 20:51:49, time: 1.065, data_time: 0.294, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9271, loss_cls: 0.8078, loss: 0.8078, grad_norm: 5.1512, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-19 21:28:36,312 - mmaction - INFO - Epoch [55][520/792] lr: 7.500e-04, eta: 20:52:05, time: 0.964, data_time: 0.192, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9271, loss_cls: 0.8078, loss: 0.8078, grad_norm: 5.1535, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6203, loss/aux0: 0.6203 2020-10-19 21:29:19,177 - mmaction - INFO - Epoch [55][540/792] lr: 7.500e-04, eta: 20:51:05, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9260, loss_cls: 0.8230, loss: 0.8230, grad_norm: 4.9696, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-19 21:29:19,784 - mmaction - INFO - Epoch [55][540/792] lr: 7.500e-04, eta: 20:51:23, time: 1.036, data_time: 0.002, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9260, loss_cls: 0.8230, loss: 0.8230, grad_norm: 4.9306, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6272, loss/aux0: 0.6272 2020-10-19 21:30:01,175 - mmaction - INFO - Epoch [55][560/792] lr: 7.500e-04, eta: 20:50:24, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9240, loss_cls: 0.8617, loss: 0.8617, grad_norm: 5.3697, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6598, loss/aux0: 0.6598 2020-10-19 21:30:01,758 - mmaction - INFO - Epoch [55][560/792] lr: 7.500e-04, eta: 20:50:41, time: 1.064, data_time: 0.002, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9240, loss_cls: 0.8617, loss: 0.8617, grad_norm: 5.4000, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6718, loss/aux0: 0.6718 2020-10-19 21:30:43,720 - mmaction - INFO - Epoch [55][580/792] lr: 7.500e-04, eta: 20:49:42, time: 1.006, data_time: 0.276, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9177, loss_cls: 0.8910, loss: 0.8910, grad_norm: 5.3791, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6316, loss/aux0: 0.6316 2020-10-19 21:30:44,420 - mmaction - INFO - Epoch [55][580/792] lr: 7.500e-04, eta: 20:49:58, time: 1.011, data_time: 0.277, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9177, loss_cls: 0.8910, loss: 0.8910, grad_norm: 5.4097, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-19 21:31:26,997 - mmaction - INFO - Epoch [55][600/792] lr: 7.500e-04, eta: 20:49:00, time: 1.076, data_time: 0.222, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9146, loss_cls: 0.9013, loss: 0.9013, grad_norm: 5.3398, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6298, loss/aux0: 0.6298 2020-10-19 21:31:27,619 - mmaction - INFO - Epoch [55][600/792] lr: 7.500e-04, eta: 20:49:16, time: 0.997, data_time: 0.224, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9146, loss_cls: 0.9013, loss: 0.9013, grad_norm: 5.4088, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6487, loss/aux0: 0.6487 2020-10-19 21:32:07,423 - mmaction - INFO - Epoch [55][620/792] lr: 7.500e-04, eta: 20:48:16, time: 0.967, data_time: 0.000, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9234, loss_cls: 0.8436, loss: 0.8436, grad_norm: 5.3057, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6933, loss/aux0: 0.6933 2020-10-19 21:32:08,752 - mmaction - INFO - Epoch [55][620/792] lr: 7.500e-04, eta: 20:48:31, time: 0.949, data_time: 0.002, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9234, loss_cls: 0.8436, loss: 0.8436, grad_norm: 5.2869, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6766, loss/aux0: 0.6766 2020-10-19 21:32:49,753 - mmaction - INFO - Epoch [55][640/792] lr: 7.500e-04, eta: 20:47:31, time: 0.975, data_time: 0.206, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8849, loss: 0.8849, grad_norm: 5.1423, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6267, loss/aux0: 0.6267 2020-10-19 21:32:51,808 - mmaction - INFO - Epoch [55][640/792] lr: 7.500e-04, eta: 20:47:48, time: 1.049, data_time: 0.209, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8849, loss: 0.8849, grad_norm: 5.0738, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-19 21:33:32,040 - mmaction - INFO - Epoch [55][660/792] lr: 7.500e-04, eta: 20:46:49, time: 0.999, data_time: 0.000, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9172, loss_cls: 0.8704, loss: 0.8704, grad_norm: 5.1709, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6224, loss/aux0: 0.6224 2020-10-19 21:33:36,214 - mmaction - INFO - Epoch [55][660/792] lr: 7.500e-04, eta: 20:47:06, time: 1.088, data_time: 0.002, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9172, loss_cls: 0.8704, loss: 0.8704, grad_norm: 5.1703, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6399, loss/aux0: 0.6399 2020-10-19 21:34:14,220 - mmaction - INFO - Epoch [55][680/792] lr: 7.500e-04, eta: 20:46:08, time: 1.055, data_time: 0.132, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9370, loss_cls: 0.7916, loss: 0.7916, grad_norm: 5.3090, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6200, loss/aux0: 0.6200 2020-10-19 21:34:15,187 - mmaction - INFO - Epoch [55][680/792] lr: 7.500e-04, eta: 20:46:25, time: 1.074, data_time: 0.153, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9370, loss_cls: 0.7916, loss: 0.7916, grad_norm: 5.2626, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6073, loss/aux0: 0.6073 2020-10-19 21:34:54,886 - mmaction - INFO - Epoch [55][700/792] lr: 7.500e-04, eta: 20:45:25, time: 1.000, data_time: 0.354, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9224, loss_cls: 0.8788, loss: 0.8788, grad_norm: 5.5707, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6312, loss/aux0: 0.6312 2020-10-19 21:34:56,880 - mmaction - INFO - Epoch [55][700/792] lr: 7.500e-04, eta: 20:45:42, time: 1.018, data_time: 0.385, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9224, loss_cls: 0.8788, loss: 0.8788, grad_norm: 5.5261, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6383, loss/aux0: 0.6383 2020-10-19 21:35:39,792 - mmaction - INFO - Epoch [55][720/792] lr: 7.500e-04, eta: 20:44:44, time: 1.106, data_time: 0.250, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9245, loss_cls: 0.8295, loss: 0.8295, grad_norm: 5.2807, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-19 21:35:40,414 - mmaction - INFO - Epoch [55][720/792] lr: 7.500e-04, eta: 20:45:01, time: 1.051, data_time: 0.196, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9245, loss_cls: 0.8295, loss: 0.8295, grad_norm: 5.2889, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5991, loss/aux0: 0.5991 2020-10-19 21:36:20,020 - mmaction - INFO - Epoch [55][740/792] lr: 7.500e-04, eta: 20:44:03, time: 1.093, data_time: 0.460, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9344, loss_cls: 0.7935, loss: 0.7935, grad_norm: 5.0162, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-19 21:36:22,345 - mmaction - INFO - Epoch [55][740/792] lr: 7.500e-04, eta: 20:44:21, time: 1.081, data_time: 0.387, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9344, loss_cls: 0.7935, loss: 0.7935, grad_norm: 5.0606, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6274, loss/aux0: 0.6274 2020-10-19 21:37:03,494 - mmaction - INFO - Epoch [55][760/792] lr: 7.500e-04, eta: 20:43:22, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9214, loss_cls: 0.8666, loss: 0.8666, grad_norm: 5.1731, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-19 21:37:06,237 - mmaction - INFO - Epoch [55][760/792] lr: 7.500e-04, eta: 20:43:39, time: 1.018, data_time: 0.003, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9214, loss_cls: 0.8666, loss: 0.8666, grad_norm: 5.2441, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-19 21:37:45,856 - mmaction - INFO - Epoch [55][780/792] lr: 7.500e-04, eta: 20:42:40, time: 1.083, data_time: 0.054, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9323, loss_cls: 0.7667, loss: 0.7667, grad_norm: 5.1961, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6426, loss/aux0: 0.6426 2020-10-19 21:37:48,369 - mmaction - INFO - Epoch [55][780/792] lr: 7.500e-04, eta: 20:42:58, time: 1.065, data_time: 0.056, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9323, loss_cls: 0.7667, loss: 0.7667, grad_norm: 5.1899, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-19 21:38:15,967 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-10-19 21:39:40,192 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-19 21:39:40,311 - mmaction - INFO - top1_acc 0.7921 top5_acc 0.9444 2020-10-19 21:39:40,311 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-19 21:39:40,349 - mmaction - INFO - mean_acc 0.7923 2020-10-19 21:39:40,349 - mmaction - INFO - Now best checkpoint is epoch_55.pth 2020-10-19 21:39:40,354 - mmaction - INFO - Epoch(val) [55][792] top1_acc: 0.7921, top5_acc: 0.9444, mean_class_accuracy: 0.7923 2020-10-19 21:42:49,100 - mmaction - INFO - Epoch [56][20/792] lr: 7.500e-04, eta: 20:41:14, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9260, loss_cls: 0.8249, loss: 0.8249, grad_norm: 5.0281, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9567, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-19 21:42:49,693 - mmaction - INFO - Epoch [56][20/792] lr: 7.500e-04, eta: 20:41:32, time: 1.094, data_time: 0.003, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9260, loss_cls: 0.8249, loss: 0.8249, grad_norm: 5.0302, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6238, loss/aux0: 0.6238 2020-10-19 21:43:33,874 - mmaction - INFO - Epoch [56][40/792] lr: 7.500e-04, eta: 20:40:35, time: 1.159, data_time: 0.040, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8356, loss: 0.8356, grad_norm: 5.3026, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5941, loss/aux0: 0.5941 2020-10-19 21:43:34,470 - mmaction - INFO - Epoch [56][40/792] lr: 7.500e-04, eta: 20:40:54, time: 1.160, data_time: 0.042, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9250, loss_cls: 0.8356, loss: 0.8356, grad_norm: 5.3507, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5871, loss/aux0: 0.5871 2020-10-19 21:44:12,289 - mmaction - INFO - Epoch [56][60/792] lr: 7.500e-04, eta: 20:39:52, time: 0.906, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9344, loss_cls: 0.7966, loss: 0.7966, grad_norm: 5.3442, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6359, loss/aux0: 0.6359 2020-10-19 21:44:14,728 - mmaction - INFO - Epoch [56][60/792] lr: 7.500e-04, eta: 20:40:09, time: 0.997, data_time: 0.023, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9344, loss_cls: 0.7966, loss: 0.7966, grad_norm: 5.2969, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6428, loss/aux0: 0.6428 2020-10-19 21:44:55,860 - mmaction - INFO - Epoch [56][80/792] lr: 7.500e-04, eta: 20:39:12, time: 1.153, data_time: 0.574, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9172, loss_cls: 0.8498, loss: 0.8498, grad_norm: 4.9676, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-19 21:44:58,510 - mmaction - INFO - Epoch [56][80/792] lr: 7.500e-04, eta: 20:39:30, time: 1.141, data_time: 0.561, memory: 8335, top1_acc: 0.7682, top5_acc: 0.9172, loss_cls: 0.8498, loss: 0.8498, grad_norm: 4.9822, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6072, loss/aux0: 0.6072 2020-10-19 21:45:38,237 - mmaction - INFO - Epoch [56][100/792] lr: 7.500e-04, eta: 20:38:32, time: 1.083, data_time: 0.503, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.8538, loss: 0.8538, grad_norm: 5.2203, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6337, loss/aux0: 0.6337 2020-10-19 21:45:41,069 - mmaction - INFO - Epoch [56][100/792] lr: 7.500e-04, eta: 20:38:49, time: 1.052, data_time: 0.472, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9234, loss_cls: 0.8538, loss: 0.8538, grad_norm: 5.2021, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6330, loss/aux0: 0.6330 2020-10-19 21:46:21,309 - mmaction - INFO - Epoch [56][120/792] lr: 7.500e-04, eta: 20:37:52, time: 1.142, data_time: 0.313, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9328, loss_cls: 0.7915, loss: 0.7915, grad_norm: 5.0871, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-19 21:46:22,886 - mmaction - INFO - Epoch [56][120/792] lr: 7.500e-04, eta: 20:38:10, time: 1.135, data_time: 0.306, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9328, loss_cls: 0.7915, loss: 0.7915, grad_norm: 5.1035, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-19 21:47:06,538 - mmaction - INFO - Epoch [56][140/792] lr: 7.500e-04, eta: 20:37:14, time: 1.181, data_time: 0.602, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9292, loss_cls: 0.8582, loss: 0.8582, grad_norm: 5.3801, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6464, loss/aux0: 0.6464 2020-10-19 21:47:08,331 - mmaction - INFO - Epoch [56][140/792] lr: 7.500e-04, eta: 20:37:31, time: 1.068, data_time: 0.495, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9292, loss_cls: 0.8582, loss: 0.8582, grad_norm: 5.3430, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6489, loss/aux0: 0.6489 2020-10-19 21:47:46,449 - mmaction - INFO - Epoch [56][160/792] lr: 7.500e-04, eta: 20:36:32, time: 1.006, data_time: 0.289, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9271, loss_cls: 0.8290, loss: 0.8290, grad_norm: 5.0871, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-19 21:47:48,278 - mmaction - INFO - Epoch [56][160/792] lr: 7.500e-04, eta: 20:36:48, time: 1.002, data_time: 0.286, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9271, loss_cls: 0.8290, loss: 0.8290, grad_norm: 5.1693, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6188, loss/aux0: 0.6188 2020-10-19 21:48:29,339 - mmaction - INFO - Epoch [56][180/792] lr: 7.500e-04, eta: 20:35:50, time: 1.077, data_time: 0.193, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9240, loss_cls: 0.8475, loss: 0.8475, grad_norm: 5.3271, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6353, loss/aux0: 0.6353 2020-10-19 21:48:29,934 - mmaction - INFO - Epoch [56][180/792] lr: 7.500e-04, eta: 20:36:06, time: 1.024, data_time: 0.139, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9240, loss_cls: 0.8475, loss: 0.8475, grad_norm: 5.3623, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6385, loss/aux0: 0.6385 2020-10-19 21:49:10,804 - mmaction - INFO - Epoch [56][200/792] lr: 7.500e-04, eta: 20:35:07, time: 1.039, data_time: 0.076, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9156, loss_cls: 0.8739, loss: 0.8739, grad_norm: 5.3443, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-19 21:49:11,650 - mmaction - INFO - Epoch [56][200/792] lr: 7.500e-04, eta: 20:35:24, time: 1.053, data_time: 0.090, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9156, loss_cls: 0.8739, loss: 0.8739, grad_norm: 5.2954, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5992, loss/aux0: 0.5992 2020-10-19 21:49:54,296 - mmaction - INFO - Epoch [56][220/792] lr: 7.500e-04, eta: 20:34:28, time: 1.192, data_time: 0.041, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9182, loss_cls: 0.8191, loss: 0.8191, grad_norm: 4.9169, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5754, loss/aux0: 0.5754 2020-10-19 21:49:54,898 - mmaction - INFO - Epoch [56][220/792] lr: 7.500e-04, eta: 20:34:46, time: 1.143, data_time: 0.003, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9182, loss_cls: 0.8191, loss: 0.8191, grad_norm: 4.9300, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5703, loss/aux0: 0.5703 2020-10-19 21:50:34,430 - mmaction - INFO - Epoch [56][240/792] lr: 7.500e-04, eta: 20:33:47, time: 1.020, data_time: 0.063, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9182, loss_cls: 0.8904, loss: 0.8904, grad_norm: 5.1659, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5429, loss/aux0: 0.5429 2020-10-19 21:50:35,039 - mmaction - INFO - Epoch [56][240/792] lr: 7.500e-04, eta: 20:34:03, time: 0.975, data_time: 0.018, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9182, loss_cls: 0.8904, loss: 0.8904, grad_norm: 5.1484, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5424, loss/aux0: 0.5424 2020-10-19 21:51:16,173 - mmaction - INFO - Epoch [56][260/792] lr: 7.500e-04, eta: 20:33:05, time: 1.066, data_time: 0.030, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9349, loss_cls: 0.7630, loss: 0.7630, grad_norm: 5.1654, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-19 21:51:17,897 - mmaction - INFO - Epoch [56][260/792] lr: 7.500e-04, eta: 20:33:22, time: 1.093, data_time: 0.034, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9349, loss_cls: 0.7630, loss: 0.7630, grad_norm: 5.2159, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6413, loss/aux0: 0.6413 2020-10-19 21:52:01,677 - mmaction - INFO - Epoch [56][280/792] lr: 7.500e-04, eta: 20:32:25, time: 1.160, data_time: 0.000, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9000, loss_cls: 0.9367, loss: 0.9367, grad_norm: 5.1910, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5944, loss/aux0: 0.5944 2020-10-19 21:52:04,445 - mmaction - INFO - Epoch [56][280/792] lr: 7.500e-04, eta: 20:32:44, time: 1.152, data_time: 0.002, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9000, loss_cls: 0.9367, loss: 0.9367, grad_norm: 5.2286, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-19 21:52:45,898 - mmaction - INFO - Epoch [56][300/792] lr: 7.500e-04, eta: 20:31:46, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9281, loss_cls: 0.7887, loss: 0.7887, grad_norm: 5.1077, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6356, loss/aux0: 0.6356 2020-10-19 21:52:48,433 - mmaction - INFO - Epoch [56][300/792] lr: 7.500e-04, eta: 20:32:05, time: 1.157, data_time: 0.003, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9281, loss_cls: 0.7887, loss: 0.7887, grad_norm: 5.1402, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6300, loss/aux0: 0.6300 2020-10-19 21:53:26,004 - mmaction - INFO - Epoch [56][320/792] lr: 7.500e-04, eta: 20:31:07, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9281, loss_cls: 0.8475, loss: 0.8475, grad_norm: 5.0365, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6129, loss/aux0: 0.6129 2020-10-19 21:53:27,258 - mmaction - INFO - Epoch [56][320/792] lr: 7.500e-04, eta: 20:31:24, time: 1.055, data_time: 0.002, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9281, loss_cls: 0.8475, loss: 0.8475, grad_norm: 5.0500, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-19 21:54:06,090 - mmaction - INFO - Epoch [56][340/792] lr: 7.500e-04, eta: 20:30:24, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9224, loss_cls: 0.8215, loss: 0.8215, grad_norm: 5.2794, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6137, loss/aux0: 0.6137 2020-10-19 21:54:08,614 - mmaction - INFO - Epoch [56][340/792] lr: 7.500e-04, eta: 20:30:41, time: 1.007, data_time: 0.001, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9224, loss_cls: 0.8215, loss: 0.8215, grad_norm: 5.3426, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6287, loss/aux0: 0.6287 2020-10-19 21:54:50,402 - mmaction - INFO - Epoch [56][360/792] lr: 7.500e-04, eta: 20:29:42, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9391, loss_cls: 0.8017, loss: 0.8017, grad_norm: 5.3818, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6717, loss/aux0: 0.6717 2020-10-19 21:54:52,205 - mmaction - INFO - Epoch [56][360/792] lr: 7.500e-04, eta: 20:29:58, time: 0.975, data_time: 0.002, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9391, loss_cls: 0.8017, loss: 0.8017, grad_norm: 5.4242, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6737, loss/aux0: 0.6737 2020-10-19 21:55:32,065 - mmaction - INFO - Epoch [56][380/792] lr: 7.500e-04, eta: 20:28:59, time: 1.061, data_time: 0.249, memory: 8335, top1_acc: 0.7620, top5_acc: 0.9245, loss_cls: 0.8876, loss: 0.8876, grad_norm: 5.3559, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-19 21:55:32,650 - mmaction - INFO - Epoch [56][380/792] lr: 7.500e-04, eta: 20:29:16, time: 1.051, data_time: 0.238, memory: 8335, top1_acc: 0.7620, top5_acc: 0.9245, loss_cls: 0.8876, loss: 0.8876, grad_norm: 5.3944, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6048, loss/aux0: 0.6048 2020-10-19 21:56:13,663 - mmaction - INFO - Epoch [56][400/792] lr: 7.500e-04, eta: 20:28:18, time: 1.055, data_time: 0.065, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9198, loss_cls: 0.8775, loss: 0.8775, grad_norm: 5.1492, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6237, loss/aux0: 0.6237 2020-10-19 21:56:16,121 - mmaction - INFO - Epoch [56][400/792] lr: 7.500e-04, eta: 20:28:36, time: 1.112, data_time: 0.028, memory: 8335, top1_acc: 0.7630, top5_acc: 0.9198, loss_cls: 0.8775, loss: 0.8775, grad_norm: 5.2003, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6227, loss/aux0: 0.6227 2020-10-19 21:56:55,904 - mmaction - INFO - Epoch [56][420/792] lr: 7.500e-04, eta: 20:27:38, time: 1.116, data_time: 0.146, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7741, loss: 0.7741, grad_norm: 4.9914, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-19 21:56:56,989 - mmaction - INFO - Epoch [56][420/792] lr: 7.500e-04, eta: 20:27:55, time: 1.076, data_time: 0.148, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7741, loss: 0.7741, grad_norm: 5.0340, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-19 21:57:37,827 - mmaction - INFO - Epoch [56][440/792] lr: 7.500e-04, eta: 20:26:58, time: 1.144, data_time: 0.000, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9297, loss_cls: 0.8218, loss: 0.8218, grad_norm: 5.1247, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6362, loss/aux0: 0.6362 2020-10-19 21:57:38,403 - mmaction - INFO - Epoch [56][440/792] lr: 7.500e-04, eta: 20:27:16, time: 1.102, data_time: 0.002, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9297, loss_cls: 0.8218, loss: 0.8218, grad_norm: 5.1476, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6326, loss/aux0: 0.6326 2020-10-19 21:58:18,378 - mmaction - INFO - Epoch [56][460/792] lr: 7.500e-04, eta: 20:26:17, time: 0.997, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9271, loss_cls: 0.8289, loss: 0.8289, grad_norm: 5.3410, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.6098, loss/aux0: 0.6098 2020-10-19 21:58:20,346 - mmaction - INFO - Epoch [56][460/792] lr: 7.500e-04, eta: 20:26:34, time: 1.065, data_time: 0.001, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9271, loss_cls: 0.8289, loss: 0.8289, grad_norm: 5.3324, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.6130, loss/aux0: 0.6130 2020-10-19 21:59:02,013 - mmaction - INFO - Epoch [56][480/792] lr: 7.500e-04, eta: 20:25:37, time: 1.183, data_time: 0.006, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9292, loss_cls: 0.8646, loss: 0.8646, grad_norm: 5.1240, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5859, loss/aux0: 0.5859 2020-10-19 21:59:02,607 - mmaction - INFO - Epoch [56][480/792] lr: 7.500e-04, eta: 20:25:56, time: 1.183, data_time: 0.009, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9292, loss_cls: 0.8646, loss: 0.8646, grad_norm: 5.0547, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5747, loss/aux0: 0.5747 2020-10-19 21:59:42,686 - mmaction - INFO - Epoch [56][500/792] lr: 7.500e-04, eta: 20:24:57, time: 1.017, data_time: 0.000, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9333, loss_cls: 0.8138, loss: 0.8138, grad_norm: 5.3740, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6506, loss/aux0: 0.6506 2020-10-19 21:59:43,288 - mmaction - INFO - Epoch [56][500/792] lr: 7.500e-04, eta: 20:25:13, time: 1.019, data_time: 0.003, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9333, loss_cls: 0.8138, loss: 0.8138, grad_norm: 5.3820, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6614, loss/aux0: 0.6614 2020-10-19 22:00:26,192 - mmaction - INFO - Epoch [56][520/792] lr: 7.500e-04, eta: 20:24:17, time: 1.187, data_time: 0.605, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9276, loss_cls: 0.7959, loss: 0.7959, grad_norm: 5.0837, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5561, loss/aux0: 0.5561 2020-10-19 22:00:28,922 - mmaction - INFO - Epoch [56][520/792] lr: 7.500e-04, eta: 20:24:36, time: 1.195, data_time: 0.612, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9276, loss_cls: 0.7959, loss: 0.7959, grad_norm: 5.0609, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5527, loss/aux0: 0.5527 2020-10-19 22:01:09,074 - mmaction - INFO - Epoch [56][540/792] lr: 7.500e-04, eta: 20:23:39, time: 1.097, data_time: 0.370, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9187, loss_cls: 0.8686, loss: 0.8686, grad_norm: 5.1631, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-19 22:01:09,915 - mmaction - INFO - Epoch [56][540/792] lr: 7.500e-04, eta: 20:23:55, time: 1.019, data_time: 0.291, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9187, loss_cls: 0.8686, loss: 0.8686, grad_norm: 5.1149, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-19 22:01:54,171 - mmaction - INFO - Epoch [56][560/792] lr: 7.500e-04, eta: 20:22:57, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9208, loss_cls: 0.8348, loss: 0.8348, grad_norm: 5.0199, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-19 22:01:54,778 - mmaction - INFO - Epoch [56][560/792] lr: 7.500e-04, eta: 20:23:15, time: 1.102, data_time: 0.003, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9208, loss_cls: 0.8348, loss: 0.8348, grad_norm: 5.0800, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6163, loss/aux0: 0.6163 2020-10-19 22:02:40,667 - mmaction - INFO - Epoch [56][580/792] lr: 7.500e-04, eta: 20:22:17, time: 1.065, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9370, loss_cls: 0.7706, loss: 0.7706, grad_norm: 4.9783, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5773, loss/aux0: 0.5773 2020-10-19 22:02:41,252 - mmaction - INFO - Epoch [56][580/792] lr: 7.500e-04, eta: 20:22:33, time: 1.063, data_time: 0.001, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9370, loss_cls: 0.7706, loss: 0.7706, grad_norm: 5.0258, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5779, loss/aux0: 0.5779 2020-10-19 22:03:20,400 - mmaction - INFO - Epoch [56][600/792] lr: 7.500e-04, eta: 20:21:35, time: 1.076, data_time: 0.086, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9292, loss_cls: 0.8154, loss: 0.8154, grad_norm: 5.2276, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5790, loss/aux0: 0.5790 2020-10-19 22:03:22,569 - mmaction - INFO - Epoch [56][600/792] lr: 7.500e-04, eta: 20:21:53, time: 1.072, data_time: 0.005, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9292, loss_cls: 0.8154, loss: 0.8154, grad_norm: 5.2496, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5684, loss/aux0: 0.5684 2020-10-19 22:04:01,531 - mmaction - INFO - Epoch [56][620/792] lr: 7.500e-04, eta: 20:20:54, time: 1.012, data_time: 0.309, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9198, loss_cls: 0.8522, loss: 0.8522, grad_norm: 5.3415, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5963, loss/aux0: 0.5963 2020-10-19 22:04:04,892 - mmaction - INFO - Epoch [56][620/792] lr: 7.500e-04, eta: 20:21:12, time: 1.150, data_time: 0.310, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9198, loss_cls: 0.8522, loss: 0.8522, grad_norm: 5.2969, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5961, loss/aux0: 0.5961 2020-10-19 22:04:45,106 - mmaction - INFO - Epoch [56][640/792] lr: 7.500e-04, eta: 20:20:14, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9271, loss_cls: 0.8358, loss: 0.8358, grad_norm: 5.3784, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6366, loss/aux0: 0.6366 2020-10-19 22:04:45,732 - mmaction - INFO - Epoch [56][640/792] lr: 7.500e-04, eta: 20:20:31, time: 1.075, data_time: 0.002, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9271, loss_cls: 0.8358, loss: 0.8358, grad_norm: 5.3634, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6433, loss/aux0: 0.6433 2020-10-19 22:05:27,575 - mmaction - INFO - Epoch [56][660/792] lr: 7.500e-04, eta: 20:19:34, time: 1.157, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9312, loss_cls: 0.8102, loss: 0.8102, grad_norm: 5.0915, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5805, loss/aux0: 0.5805 2020-10-19 22:05:31,494 - mmaction - INFO - Epoch [56][660/792] lr: 7.500e-04, eta: 20:19:53, time: 1.186, data_time: 0.003, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9312, loss_cls: 0.8102, loss: 0.8102, grad_norm: 5.0881, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5824, loss/aux0: 0.5824 2020-10-19 22:06:11,381 - mmaction - INFO - Epoch [56][680/792] lr: 7.500e-04, eta: 20:18:55, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9214, loss_cls: 0.8634, loss: 0.8634, grad_norm: 5.3561, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6163, loss/aux0: 0.6163 2020-10-19 22:06:15,168 - mmaction - INFO - Epoch [56][680/792] lr: 7.500e-04, eta: 20:19:14, time: 1.188, data_time: 0.003, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9214, loss_cls: 0.8634, loss: 0.8634, grad_norm: 5.3808, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-19 22:06:56,493 - mmaction - INFO - Epoch [56][700/792] lr: 7.500e-04, eta: 20:18:16, time: 1.105, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9130, loss_cls: 0.8817, loss: 0.8817, grad_norm: 5.2837, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-19 22:06:58,022 - mmaction - INFO - Epoch [56][700/792] lr: 7.500e-04, eta: 20:18:33, time: 1.087, data_time: 0.003, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9130, loss_cls: 0.8817, loss: 0.8817, grad_norm: 5.3390, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-19 22:07:37,565 - mmaction - INFO - Epoch [56][720/792] lr: 7.500e-04, eta: 20:17:34, time: 0.956, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9318, loss_cls: 0.8310, loss: 0.8310, grad_norm: 5.3770, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5849, loss/aux0: 0.5849 2020-10-19 22:07:39,897 - mmaction - INFO - Epoch [56][720/792] lr: 7.500e-04, eta: 20:17:49, time: 0.964, data_time: 0.003, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9318, loss_cls: 0.8310, loss: 0.8310, grad_norm: 5.3964, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5763, loss/aux0: 0.5763 2020-10-19 22:08:21,398 - mmaction - INFO - Epoch [56][740/792] lr: 7.500e-04, eta: 20:16:52, time: 1.157, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9234, loss_cls: 0.8189, loss: 0.8189, grad_norm: 5.1350, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5579, loss/aux0: 0.5579 2020-10-19 22:08:22,017 - mmaction - INFO - Epoch [56][740/792] lr: 7.500e-04, eta: 20:17:09, time: 1.058, data_time: 0.003, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9234, loss_cls: 0.8189, loss: 0.8189, grad_norm: 5.1270, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5633, loss/aux0: 0.5633 2020-10-19 22:09:01,651 - mmaction - INFO - Epoch [56][760/792] lr: 7.500e-04, eta: 20:16:12, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9187, loss_cls: 0.8811, loss: 0.8811, grad_norm: 5.3447, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6649, loss/aux0: 0.6649 2020-10-19 22:09:02,640 - mmaction - INFO - Epoch [56][760/792] lr: 7.500e-04, eta: 20:16:28, time: 1.021, data_time: 0.006, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9187, loss_cls: 0.8811, loss: 0.8811, grad_norm: 5.2424, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6562, loss/aux0: 0.6562 2020-10-19 22:09:43,686 - mmaction - INFO - Epoch [56][780/792] lr: 7.500e-04, eta: 20:15:29, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9177, loss_cls: 0.9030, loss: 0.9030, grad_norm: 5.2107, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-19 22:09:45,630 - mmaction - INFO - Epoch [56][780/792] lr: 7.500e-04, eta: 20:15:44, time: 0.941, data_time: 0.003, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9177, loss_cls: 0.9030, loss: 0.9030, grad_norm: 5.1651, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6426, loss/aux0: 0.6426 2020-10-19 22:10:12,588 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-19 22:13:22,964 - mmaction - INFO - Epoch [57][20/792] lr: 7.500e-04, eta: 20:14:01, time: 1.040, data_time: 0.464, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9234, loss_cls: 0.8511, loss: 0.8511, grad_norm: 5.2601, top1_acc/aux0: 0.8355, top5_acc/aux0: 0.9567, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-19 22:13:23,573 - mmaction - INFO - Epoch [57][20/792] lr: 7.500e-04, eta: 20:14:17, time: 1.041, data_time: 0.466, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9234, loss_cls: 0.8511, loss: 0.8511, grad_norm: 5.2181, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-19 22:14:07,173 - mmaction - INFO - Epoch [57][40/792] lr: 7.500e-04, eta: 20:13:21, time: 1.180, data_time: 0.008, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9266, loss_cls: 0.8568, loss: 0.8568, grad_norm: 5.2742, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5590, loss/aux0: 0.5590 2020-10-19 22:14:07,797 - mmaction - INFO - Epoch [57][40/792] lr: 7.500e-04, eta: 20:13:39, time: 1.175, data_time: 0.014, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9266, loss_cls: 0.8568, loss: 0.8568, grad_norm: 5.2936, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5667, loss/aux0: 0.5667 2020-10-19 22:14:47,380 - mmaction - INFO - Epoch [57][60/792] lr: 7.500e-04, eta: 20:12:41, time: 1.016, data_time: 0.011, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9208, loss_cls: 0.8814, loss: 0.8814, grad_norm: 5.3106, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6664, loss/aux0: 0.6664 2020-10-19 22:14:47,960 - mmaction - INFO - Epoch [57][60/792] lr: 7.500e-04, eta: 20:12:57, time: 1.017, data_time: 0.013, memory: 8335, top1_acc: 0.7651, top5_acc: 0.9208, loss_cls: 0.8814, loss: 0.8814, grad_norm: 5.3029, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6688, loss/aux0: 0.6688 2020-10-19 22:15:28,467 - mmaction - INFO - Epoch [57][80/792] lr: 7.500e-04, eta: 20:12:00, time: 1.117, data_time: 0.093, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9297, loss_cls: 0.8320, loss: 0.8320, grad_norm: 5.0957, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5948, loss/aux0: 0.5948 2020-10-19 22:15:29,074 - mmaction - INFO - Epoch [57][80/792] lr: 7.500e-04, eta: 20:12:17, time: 1.100, data_time: 0.094, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9297, loss_cls: 0.8320, loss: 0.8320, grad_norm: 5.1047, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5949, loss/aux0: 0.5949 2020-10-19 22:16:09,724 - mmaction - INFO - Epoch [57][100/792] lr: 7.500e-04, eta: 20:11:18, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9198, loss_cls: 0.9023, loss: 0.9023, grad_norm: 5.2953, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-19 22:16:11,965 - mmaction - INFO - Epoch [57][100/792] lr: 7.500e-04, eta: 20:11:35, time: 1.086, data_time: 0.003, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9198, loss_cls: 0.9023, loss: 0.9023, grad_norm: 5.2947, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-19 22:16:52,622 - mmaction - INFO - Epoch [57][120/792] lr: 7.500e-04, eta: 20:10:37, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9224, loss_cls: 0.8580, loss: 0.8580, grad_norm: 5.2878, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5827, loss/aux0: 0.5827 2020-10-19 22:16:55,289 - mmaction - INFO - Epoch [57][120/792] lr: 7.500e-04, eta: 20:10:52, time: 1.019, data_time: 0.002, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9224, loss_cls: 0.8580, loss: 0.8580, grad_norm: 5.3368, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5898, loss/aux0: 0.5898 2020-10-19 22:17:36,394 - mmaction - INFO - Epoch [57][140/792] lr: 7.500e-04, eta: 20:09:55, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9224, loss_cls: 0.8623, loss: 0.8623, grad_norm: 5.3354, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6554, loss/aux0: 0.6554 2020-10-19 22:17:36,992 - mmaction - INFO - Epoch [57][140/792] lr: 7.500e-04, eta: 20:10:12, time: 1.082, data_time: 0.002, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9224, loss_cls: 0.8623, loss: 0.8623, grad_norm: 5.3001, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6471, loss/aux0: 0.6471 2020-10-19 22:18:17,667 - mmaction - INFO - Epoch [57][160/792] lr: 7.500e-04, eta: 20:09:14, time: 1.056, data_time: 0.018, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9286, loss_cls: 0.8066, loss: 0.8066, grad_norm: 5.3313, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6318, loss/aux0: 0.6318 2020-10-19 22:18:18,285 - mmaction - INFO - Epoch [57][160/792] lr: 7.500e-04, eta: 20:09:30, time: 1.058, data_time: 0.022, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9286, loss_cls: 0.8066, loss: 0.8066, grad_norm: 5.2792, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6439, loss/aux0: 0.6439 2020-10-19 22:18:59,556 - mmaction - INFO - Epoch [57][180/792] lr: 7.500e-04, eta: 20:08:33, time: 1.116, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9229, loss_cls: 0.8178, loss: 0.8178, grad_norm: 5.7878, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6891, loss/aux0: 0.6891 2020-10-19 22:19:00,808 - mmaction - INFO - Epoch [57][180/792] lr: 7.500e-04, eta: 20:08:50, time: 1.106, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9229, loss_cls: 0.8178, loss: 0.8178, grad_norm: 5.7174, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6799, loss/aux0: 0.6799 2020-10-19 22:19:43,668 - mmaction - INFO - Epoch [57][200/792] lr: 7.500e-04, eta: 20:07:53, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9245, loss_cls: 0.7997, loss: 0.7997, grad_norm: 5.2211, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6321, loss/aux0: 0.6321 2020-10-19 22:19:44,268 - mmaction - INFO - Epoch [57][200/792] lr: 7.500e-04, eta: 20:08:10, time: 1.080, data_time: 0.002, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9245, loss_cls: 0.7997, loss: 0.7997, grad_norm: 5.2672, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6325, loss/aux0: 0.6325 2020-10-19 22:20:24,385 - mmaction - INFO - Epoch [57][220/792] lr: 7.500e-04, eta: 20:07:10, time: 0.936, data_time: 0.010, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9286, loss_cls: 0.8168, loss: 0.8168, grad_norm: 5.0599, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6228, loss/aux0: 0.6228 2020-10-19 22:20:25,858 - mmaction - INFO - Epoch [57][220/792] lr: 7.500e-04, eta: 20:07:25, time: 0.971, data_time: 0.012, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9286, loss_cls: 0.8168, loss: 0.8168, grad_norm: 5.0290, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6336, loss/aux0: 0.6336 2020-10-19 22:21:05,528 - mmaction - INFO - Epoch [57][240/792] lr: 7.500e-04, eta: 20:06:27, time: 1.034, data_time: 0.108, memory: 8335, top1_acc: 0.7688, top5_acc: 0.9193, loss_cls: 0.8551, loss: 0.8551, grad_norm: 5.0187, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.6010, loss/aux0: 0.6010 2020-10-19 22:21:06,137 - mmaction - INFO - Epoch [57][240/792] lr: 7.500e-04, eta: 20:06:42, time: 0.987, data_time: 0.060, memory: 8335, top1_acc: 0.7688, top5_acc: 0.9193, loss_cls: 0.8551, loss: 0.8551, grad_norm: 5.0140, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5897, loss/aux0: 0.5897 2020-10-19 22:21:47,543 - mmaction - INFO - Epoch [57][260/792] lr: 7.500e-04, eta: 20:05:43, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9234, loss_cls: 0.8364, loss: 0.8364, grad_norm: 5.2200, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5429, loss/aux0: 0.5429 2020-10-19 22:21:48,152 - mmaction - INFO - Epoch [57][260/792] lr: 7.500e-04, eta: 20:05:58, time: 0.949, data_time: 0.001, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9234, loss_cls: 0.8364, loss: 0.8364, grad_norm: 5.1861, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5373, loss/aux0: 0.5373 2020-10-19 22:22:28,146 - mmaction - INFO - Epoch [57][280/792] lr: 7.500e-04, eta: 20:05:00, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9276, loss_cls: 0.8305, loss: 0.8305, grad_norm: 5.1112, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-19 22:22:28,774 - mmaction - INFO - Epoch [57][280/792] lr: 7.500e-04, eta: 20:05:17, time: 1.046, data_time: 0.002, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9276, loss_cls: 0.8305, loss: 0.8305, grad_norm: 5.0884, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6273, loss/aux0: 0.6273 2020-10-19 22:23:11,375 - mmaction - INFO - Epoch [57][300/792] lr: 7.500e-04, eta: 20:04:19, time: 1.065, data_time: 0.000, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9208, loss_cls: 0.8695, loss: 0.8695, grad_norm: 5.3888, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-19 22:23:11,961 - mmaction - INFO - Epoch [57][300/792] lr: 7.500e-04, eta: 20:04:35, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9208, loss_cls: 0.8695, loss: 0.8695, grad_norm: 5.3466, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-19 22:23:55,731 - mmaction - INFO - Epoch [57][320/792] lr: 7.500e-04, eta: 20:03:39, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9115, loss_cls: 0.8832, loss: 0.8832, grad_norm: 5.3264, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-19 22:23:56,358 - mmaction - INFO - Epoch [57][320/792] lr: 7.500e-04, eta: 20:03:56, time: 1.120, data_time: 0.002, memory: 8335, top1_acc: 0.7656, top5_acc: 0.9115, loss_cls: 0.8832, loss: 0.8832, grad_norm: 5.3739, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-19 22:24:35,308 - mmaction - INFO - Epoch [57][340/792] lr: 7.500e-04, eta: 20:02:58, time: 1.027, data_time: 0.014, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9208, loss_cls: 0.8291, loss: 0.8291, grad_norm: 5.3013, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6196, loss/aux0: 0.6196 2020-10-19 22:24:36,774 - mmaction - INFO - Epoch [57][340/792] lr: 7.500e-04, eta: 20:03:14, time: 1.053, data_time: 0.016, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9208, loss_cls: 0.8291, loss: 0.8291, grad_norm: 5.2972, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-19 22:25:18,636 - mmaction - INFO - Epoch [57][360/792] lr: 7.500e-04, eta: 20:02:17, time: 1.098, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9172, loss_cls: 0.8669, loss: 0.8669, grad_norm: 5.2872, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6368, loss/aux0: 0.6368 2020-10-19 22:25:21,911 - mmaction - INFO - Epoch [57][360/792] lr: 7.500e-04, eta: 20:02:36, time: 1.233, data_time: 0.003, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9172, loss_cls: 0.8669, loss: 0.8669, grad_norm: 5.2078, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6226, loss/aux0: 0.6226 2020-10-19 22:26:04,684 - mmaction - INFO - Epoch [57][380/792] lr: 7.500e-04, eta: 20:01:38, time: 1.062, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9292, loss_cls: 0.8216, loss: 0.8216, grad_norm: 5.2402, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-19 22:26:07,561 - mmaction - INFO - Epoch [57][380/792] lr: 7.500e-04, eta: 20:01:54, time: 1.034, data_time: 0.003, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9292, loss_cls: 0.8216, loss: 0.8216, grad_norm: 5.2455, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6108, loss/aux0: 0.6108 2020-10-19 22:26:45,862 - mmaction - INFO - Epoch [57][400/792] lr: 7.500e-04, eta: 20:00:56, time: 1.074, data_time: 0.004, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9255, loss_cls: 0.8482, loss: 0.8482, grad_norm: 5.1034, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6204, loss/aux0: 0.6204 2020-10-19 22:26:47,277 - mmaction - INFO - Epoch [57][400/792] lr: 7.500e-04, eta: 20:01:13, time: 1.066, data_time: 0.006, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9255, loss_cls: 0.8482, loss: 0.8482, grad_norm: 5.1012, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6223, loss/aux0: 0.6223 2020-10-19 22:27:27,419 - mmaction - INFO - Epoch [57][420/792] lr: 7.500e-04, eta: 20:00:15, time: 1.037, data_time: 0.049, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9276, loss_cls: 0.8150, loss: 0.8150, grad_norm: 5.1944, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-19 22:27:29,622 - mmaction - INFO - Epoch [57][420/792] lr: 7.500e-04, eta: 20:00:32, time: 1.117, data_time: 0.130, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9276, loss_cls: 0.8150, loss: 0.8150, grad_norm: 5.2423, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5979, loss/aux0: 0.5979 2020-10-19 22:28:11,073 - mmaction - INFO - Epoch [57][440/792] lr: 7.500e-04, eta: 19:59:34, time: 1.065, data_time: 0.463, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9245, loss_cls: 0.8187, loss: 0.8187, grad_norm: 5.0762, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6033, loss/aux0: 0.6033 2020-10-19 22:28:11,755 - mmaction - INFO - Epoch [57][440/792] lr: 7.500e-04, eta: 19:59:50, time: 1.020, data_time: 0.417, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9245, loss_cls: 0.8187, loss: 0.8187, grad_norm: 5.0230, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5950, loss/aux0: 0.5950 2020-10-19 22:28:54,250 - mmaction - INFO - Epoch [57][460/792] lr: 7.500e-04, eta: 19:58:53, time: 1.134, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9266, loss_cls: 0.8160, loss: 0.8160, grad_norm: 5.1357, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5577, loss/aux0: 0.5577 2020-10-19 22:28:55,699 - mmaction - INFO - Epoch [57][460/792] lr: 7.500e-04, eta: 19:59:10, time: 1.101, data_time: 0.003, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9266, loss_cls: 0.8160, loss: 0.8160, grad_norm: 5.0768, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5599, loss/aux0: 0.5599 2020-10-19 22:29:34,407 - mmaction - INFO - Epoch [57][480/792] lr: 7.500e-04, eta: 19:58:12, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9182, loss_cls: 0.8393, loss: 0.8393, grad_norm: 5.3201, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-19 22:29:36,728 - mmaction - INFO - Epoch [57][480/792] lr: 7.500e-04, eta: 19:58:28, time: 1.032, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9182, loss_cls: 0.8393, loss: 0.8393, grad_norm: 5.2641, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-19 22:30:18,008 - mmaction - INFO - Epoch [57][500/792] lr: 7.500e-04, eta: 19:57:31, time: 1.092, data_time: 0.064, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9245, loss_cls: 0.8295, loss: 0.8295, grad_norm: 5.1663, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6679, loss/aux0: 0.6679 2020-10-19 22:30:19,044 - mmaction - INFO - Epoch [57][500/792] lr: 7.500e-04, eta: 19:57:47, time: 1.048, data_time: 0.067, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9245, loss_cls: 0.8295, loss: 0.8295, grad_norm: 5.1747, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6843, loss/aux0: 0.6843 2020-10-19 22:31:02,438 - mmaction - INFO - Epoch [57][520/792] lr: 7.500e-04, eta: 19:56:50, time: 1.156, data_time: 0.568, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9187, loss_cls: 0.8658, loss: 0.8658, grad_norm: 5.2689, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-19 22:31:03,100 - mmaction - INFO - Epoch [57][520/792] lr: 7.500e-04, eta: 19:57:08, time: 1.150, data_time: 0.572, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9187, loss_cls: 0.8658, loss: 0.8658, grad_norm: 5.1804, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-19 22:31:44,921 - mmaction - INFO - Epoch [57][540/792] lr: 7.500e-04, eta: 19:56:10, time: 1.061, data_time: 0.392, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.8319, loss: 0.8319, grad_norm: 5.2932, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6374, loss/aux0: 0.6374 2020-10-19 22:31:45,536 - mmaction - INFO - Epoch [57][540/792] lr: 7.500e-04, eta: 19:56:27, time: 1.063, data_time: 0.395, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.8319, loss: 0.8319, grad_norm: 5.2692, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6337, loss/aux0: 0.6337 2020-10-19 22:32:24,626 - mmaction - INFO - Epoch [57][560/792] lr: 7.500e-04, eta: 19:55:27, time: 0.950, data_time: 0.016, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9156, loss_cls: 0.8661, loss: 0.8661, grad_norm: 5.1228, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6361, loss/aux0: 0.6361 2020-10-19 22:32:25,684 - mmaction - INFO - Epoch [57][560/792] lr: 7.500e-04, eta: 19:55:42, time: 0.947, data_time: 0.018, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9156, loss_cls: 0.8661, loss: 0.8661, grad_norm: 5.0842, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-19 22:33:07,286 - mmaction - INFO - Epoch [57][580/792] lr: 7.500e-04, eta: 19:54:44, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9208, loss_cls: 0.8303, loss: 0.8303, grad_norm: 5.1230, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6115, loss/aux0: 0.6115 2020-10-19 22:33:07,943 - mmaction - INFO - Epoch [57][580/792] lr: 7.500e-04, eta: 19:55:00, time: 1.056, data_time: 0.005, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9208, loss_cls: 0.8303, loss: 0.8303, grad_norm: 5.1306, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-19 22:33:51,496 - mmaction - INFO - Epoch [57][600/792] lr: 7.500e-04, eta: 19:54:03, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9391, loss_cls: 0.7435, loss: 0.7435, grad_norm: 5.3476, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6480, loss/aux0: 0.6480 2020-10-19 22:33:53,402 - mmaction - INFO - Epoch [57][600/792] lr: 7.500e-04, eta: 19:54:20, time: 1.130, data_time: 0.003, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9391, loss_cls: 0.7435, loss: 0.7435, grad_norm: 5.2515, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6395, loss/aux0: 0.6395 2020-10-19 22:34:34,547 - mmaction - INFO - Epoch [57][620/792] lr: 7.500e-04, eta: 19:53:23, time: 1.104, data_time: 0.000, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9240, loss_cls: 0.8558, loss: 0.8558, grad_norm: 5.4632, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5568, loss/aux0: 0.5568 2020-10-19 22:34:36,438 - mmaction - INFO - Epoch [57][620/792] lr: 7.500e-04, eta: 19:53:40, time: 1.086, data_time: 0.003, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9240, loss_cls: 0.8558, loss: 0.8558, grad_norm: 5.5151, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5628, loss/aux0: 0.5628 2020-10-19 22:35:17,019 - mmaction - INFO - Epoch [57][640/792] lr: 7.500e-04, eta: 19:52:43, time: 1.107, data_time: 0.112, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9167, loss_cls: 0.9071, loss: 0.9071, grad_norm: 5.5641, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6024, loss/aux0: 0.6024 2020-10-19 22:35:19,086 - mmaction - INFO - Epoch [57][640/792] lr: 7.500e-04, eta: 19:53:00, time: 1.145, data_time: 0.114, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9167, loss_cls: 0.9071, loss: 0.9071, grad_norm: 5.6535, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-19 22:35:56,105 - mmaction - INFO - Epoch [57][660/792] lr: 7.500e-04, eta: 19:52:01, time: 0.988, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9260, loss_cls: 0.8357, loss: 0.8357, grad_norm: 5.1603, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6050, loss/aux0: 0.6050 2020-10-19 22:35:57,812 - mmaction - INFO - Epoch [57][660/792] lr: 7.500e-04, eta: 19:52:15, time: 0.923, data_time: 0.001, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9260, loss_cls: 0.8357, loss: 0.8357, grad_norm: 5.1578, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5979, loss/aux0: 0.5979 2020-10-19 22:36:39,658 - mmaction - INFO - Epoch [57][680/792] lr: 7.500e-04, eta: 19:51:17, time: 1.028, data_time: 0.004, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9307, loss_cls: 0.8137, loss: 0.8137, grad_norm: 5.2089, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6399, loss/aux0: 0.6399 2020-10-19 22:36:40,537 - mmaction - INFO - Epoch [57][680/792] lr: 7.500e-04, eta: 19:51:33, time: 1.042, data_time: 0.016, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9307, loss_cls: 0.8137, loss: 0.8137, grad_norm: 5.1872, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6426, loss/aux0: 0.6426 2020-10-19 22:37:21,547 - mmaction - INFO - Epoch [57][700/792] lr: 7.500e-04, eta: 19:50:36, time: 1.105, data_time: 0.249, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9167, loss_cls: 0.8414, loss: 0.8414, grad_norm: 5.3870, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-19 22:37:24,680 - mmaction - INFO - Epoch [57][700/792] lr: 7.500e-04, eta: 19:50:54, time: 1.130, data_time: 0.152, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9167, loss_cls: 0.8414, loss: 0.8414, grad_norm: 5.3341, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-19 22:38:04,726 - mmaction - INFO - Epoch [57][720/792] lr: 7.500e-04, eta: 19:49:56, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9193, loss_cls: 0.8572, loss: 0.8572, grad_norm: 5.3968, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-19 22:38:07,167 - mmaction - INFO - Epoch [57][720/792] lr: 7.500e-04, eta: 19:50:13, time: 1.083, data_time: 0.003, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9193, loss_cls: 0.8572, loss: 0.8572, grad_norm: 5.3116, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5923, loss/aux0: 0.5923 2020-10-19 22:38:46,507 - mmaction - INFO - Epoch [57][740/792] lr: 7.500e-04, eta: 19:49:16, time: 1.104, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9276, loss_cls: 0.8346, loss: 0.8346, grad_norm: 5.1722, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-19 22:38:48,377 - mmaction - INFO - Epoch [57][740/792] lr: 7.500e-04, eta: 19:49:32, time: 1.063, data_time: 0.002, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9276, loss_cls: 0.8346, loss: 0.8346, grad_norm: 5.1880, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6311, loss/aux0: 0.6311 2020-10-19 22:39:28,928 - mmaction - INFO - Epoch [57][760/792] lr: 7.500e-04, eta: 19:48:35, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9161, loss_cls: 0.8273, loss: 0.8273, grad_norm: 5.3909, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-19 22:39:29,532 - mmaction - INFO - Epoch [57][760/792] lr: 7.500e-04, eta: 19:48:51, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9161, loss_cls: 0.8273, loss: 0.8273, grad_norm: 5.3068, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-19 22:40:10,738 - mmaction - INFO - Epoch [57][780/792] lr: 7.500e-04, eta: 19:47:53, time: 0.983, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9333, loss_cls: 0.8105, loss: 0.8105, grad_norm: 5.3784, top1_acc/aux0: 0.8214, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6697, loss/aux0: 0.6697 2020-10-19 22:40:11,490 - mmaction - INFO - Epoch [57][780/792] lr: 7.500e-04, eta: 19:48:08, time: 0.988, data_time: 0.010, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9333, loss_cls: 0.8105, loss: 0.8105, grad_norm: 5.3276, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6664, loss/aux0: 0.6664 2020-10-19 22:40:40,465 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-10-19 22:43:52,936 - mmaction - INFO - Epoch [58][20/792] lr: 7.500e-04, eta: 19:46:26, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9302, loss_cls: 0.8155, loss: 0.8155, grad_norm: 5.2321, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9485, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-19 22:43:53,579 - mmaction - INFO - Epoch [58][20/792] lr: 7.500e-04, eta: 19:46:42, time: 1.058, data_time: 0.004, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9302, loss_cls: 0.8155, loss: 0.8155, grad_norm: 5.1640, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6162, loss/aux0: 0.6162 2020-10-19 22:44:34,797 - mmaction - INFO - Epoch [58][40/792] lr: 7.500e-04, eta: 19:45:44, time: 1.019, data_time: 0.000, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8358, loss: 0.8358, grad_norm: 5.2328, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-19 22:44:35,389 - mmaction - INFO - Epoch [58][40/792] lr: 7.500e-04, eta: 19:45:59, time: 1.019, data_time: 0.003, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8358, loss: 0.8358, grad_norm: 5.1940, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-19 22:45:16,070 - mmaction - INFO - Epoch [58][60/792] lr: 7.500e-04, eta: 19:45:01, time: 0.974, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9354, loss_cls: 0.7820, loss: 0.7820, grad_norm: 5.1888, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5619, loss/aux0: 0.5619 2020-10-19 22:45:18,717 - mmaction - INFO - Epoch [58][60/792] lr: 7.500e-04, eta: 19:45:17, time: 1.077, data_time: 0.003, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9354, loss_cls: 0.7820, loss: 0.7820, grad_norm: 5.1436, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5497, loss/aux0: 0.5497 2020-10-19 22:46:00,772 - mmaction - INFO - Epoch [58][80/792] lr: 7.500e-04, eta: 19:44:20, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9307, loss_cls: 0.7984, loss: 0.7984, grad_norm: 5.2046, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6379, loss/aux0: 0.6379 2020-10-19 22:46:03,703 - mmaction - INFO - Epoch [58][80/792] lr: 7.500e-04, eta: 19:44:37, time: 1.152, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9307, loss_cls: 0.7984, loss: 0.7984, grad_norm: 5.2924, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6539, loss/aux0: 0.6539 2020-10-19 22:46:48,068 - mmaction - INFO - Epoch [58][100/792] lr: 7.500e-04, eta: 19:43:41, time: 1.167, data_time: 0.000, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9224, loss_cls: 0.8263, loss: 0.8263, grad_norm: 5.2232, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-19 22:46:51,392 - mmaction - INFO - Epoch [58][100/792] lr: 7.500e-04, eta: 19:43:59, time: 1.206, data_time: 0.002, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9224, loss_cls: 0.8263, loss: 0.8263, grad_norm: 5.2477, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6348, loss/aux0: 0.6348 2020-10-19 22:47:29,877 - mmaction - INFO - Epoch [58][120/792] lr: 7.500e-04, eta: 19:43:03, time: 1.106, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9339, loss_cls: 0.7865, loss: 0.7865, grad_norm: 5.1466, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6193, loss/aux0: 0.6193 2020-10-19 22:47:30,506 - mmaction - INFO - Epoch [58][120/792] lr: 7.500e-04, eta: 19:43:18, time: 1.012, data_time: 0.002, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9339, loss_cls: 0.7865, loss: 0.7865, grad_norm: 5.0992, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-19 22:48:12,430 - mmaction - INFO - Epoch [58][140/792] lr: 7.500e-04, eta: 19:42:20, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9198, loss_cls: 0.8401, loss: 0.8401, grad_norm: 5.2086, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-19 22:48:14,590 - mmaction - INFO - Epoch [58][140/792] lr: 7.500e-04, eta: 19:42:36, time: 1.094, data_time: 0.002, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9198, loss_cls: 0.8401, loss: 0.8401, grad_norm: 5.1828, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6278, loss/aux0: 0.6278 2020-10-19 22:48:55,945 - mmaction - INFO - Epoch [58][160/792] lr: 7.500e-04, eta: 19:41:40, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9328, loss_cls: 0.7889, loss: 0.7889, grad_norm: 5.1331, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-19 22:48:56,541 - mmaction - INFO - Epoch [58][160/792] lr: 7.500e-04, eta: 19:41:56, time: 1.094, data_time: 0.002, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9328, loss_cls: 0.7889, loss: 0.7889, grad_norm: 5.1449, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5918, loss/aux0: 0.5918 2020-10-19 22:49:37,625 - mmaction - INFO - Epoch [58][180/792] lr: 7.500e-04, eta: 19:40:59, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9302, loss_cls: 0.7959, loss: 0.7959, grad_norm: 5.2843, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5929, loss/aux0: 0.5929 2020-10-19 22:49:38,229 - mmaction - INFO - Epoch [58][180/792] lr: 7.500e-04, eta: 19:41:15, time: 1.081, data_time: 0.002, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9302, loss_cls: 0.7959, loss: 0.7959, grad_norm: 5.2993, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-19 22:50:20,555 - mmaction - INFO - Epoch [58][200/792] lr: 7.500e-04, eta: 19:40:19, time: 1.142, data_time: 0.063, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9286, loss_cls: 0.8045, loss: 0.8045, grad_norm: 5.1744, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6476, loss/aux0: 0.6476 2020-10-19 22:50:21,173 - mmaction - INFO - Epoch [58][200/792] lr: 7.500e-04, eta: 19:40:36, time: 1.110, data_time: 0.067, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9286, loss_cls: 0.8045, loss: 0.8045, grad_norm: 5.1430, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-19 22:51:05,479 - mmaction - INFO - Epoch [58][220/792] lr: 7.500e-04, eta: 19:39:40, time: 1.142, data_time: 0.000, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9250, loss_cls: 0.8336, loss: 0.8336, grad_norm: 5.3824, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5865, loss/aux0: 0.5865 2020-10-19 22:51:06,077 - mmaction - INFO - Epoch [58][220/792] lr: 7.500e-04, eta: 19:39:57, time: 1.144, data_time: 0.002, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9250, loss_cls: 0.8336, loss: 0.8336, grad_norm: 5.3424, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5904, loss/aux0: 0.5904 2020-10-19 22:51:45,257 - mmaction - INFO - Epoch [58][240/792] lr: 7.500e-04, eta: 19:38:58, time: 0.986, data_time: 0.018, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9240, loss_cls: 0.8360, loss: 0.8360, grad_norm: 5.5267, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6464, loss/aux0: 0.6464 2020-10-19 22:51:46,316 - mmaction - INFO - Epoch [58][240/792] lr: 7.500e-04, eta: 19:39:13, time: 1.011, data_time: 0.039, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9240, loss_cls: 0.8360, loss: 0.8360, grad_norm: 5.5812, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6456, loss/aux0: 0.6456 2020-10-19 22:52:27,910 - mmaction - INFO - Epoch [58][260/792] lr: 7.500e-04, eta: 19:38:17, time: 1.142, data_time: 0.312, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9339, loss_cls: 0.7670, loss: 0.7670, grad_norm: 5.3983, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6698, loss/aux0: 0.6698 2020-10-19 22:52:30,825 - mmaction - INFO - Epoch [58][260/792] lr: 7.500e-04, eta: 19:38:35, time: 1.163, data_time: 0.220, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9339, loss_cls: 0.7670, loss: 0.7670, grad_norm: 5.3908, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6733, loss/aux0: 0.6733 2020-10-19 22:53:10,672 - mmaction - INFO - Epoch [58][280/792] lr: 7.500e-04, eta: 19:37:37, time: 1.053, data_time: 0.161, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9240, loss_cls: 0.8265, loss: 0.8265, grad_norm: 5.3919, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6444, loss/aux0: 0.6444 2020-10-19 22:53:11,286 - mmaction - INFO - Epoch [58][280/792] lr: 7.500e-04, eta: 19:37:52, time: 0.975, data_time: 0.162, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9240, loss_cls: 0.8265, loss: 0.8265, grad_norm: 5.3860, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6404, loss/aux0: 0.6404 2020-10-19 22:53:53,226 - mmaction - INFO - Epoch [58][300/792] lr: 7.500e-04, eta: 19:36:55, time: 1.057, data_time: 0.299, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9333, loss_cls: 0.8219, loss: 0.8219, grad_norm: 5.2705, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-19 22:53:53,824 - mmaction - INFO - Epoch [58][300/792] lr: 7.500e-04, eta: 19:37:10, time: 1.057, data_time: 0.301, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9333, loss_cls: 0.8219, loss: 0.8219, grad_norm: 5.2204, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6182, loss/aux0: 0.6182 2020-10-19 22:54:34,570 - mmaction - INFO - Epoch [58][320/792] lr: 7.500e-04, eta: 19:36:12, time: 0.951, data_time: 0.283, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9240, loss_cls: 0.8137, loss: 0.8137, grad_norm: 5.3963, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6100, loss/aux0: 0.6100 2020-10-19 22:54:37,253 - mmaction - INFO - Epoch [58][320/792] lr: 7.500e-04, eta: 19:36:27, time: 1.019, data_time: 0.285, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9240, loss_cls: 0.8137, loss: 0.8137, grad_norm: 5.2968, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5924, loss/aux0: 0.5924 2020-10-19 22:55:16,895 - mmaction - INFO - Epoch [58][340/792] lr: 7.500e-04, eta: 19:35:30, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9229, loss_cls: 0.8069, loss: 0.8069, grad_norm: 5.1150, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5860, loss/aux0: 0.5860 2020-10-19 22:55:19,708 - mmaction - INFO - Epoch [58][340/792] lr: 7.500e-04, eta: 19:35:45, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9229, loss_cls: 0.8069, loss: 0.8069, grad_norm: 5.1126, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6008, loss/aux0: 0.6008 2020-10-19 22:56:00,391 - mmaction - INFO - Epoch [58][360/792] lr: 7.500e-04, eta: 19:34:48, time: 1.061, data_time: 0.086, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9281, loss_cls: 0.8340, loss: 0.8340, grad_norm: 5.1696, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6147, loss/aux0: 0.6147 2020-10-19 22:56:02,300 - mmaction - INFO - Epoch [58][360/792] lr: 7.500e-04, eta: 19:35:03, time: 1.025, data_time: 0.152, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9281, loss_cls: 0.8340, loss: 0.8340, grad_norm: 5.1198, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6024, loss/aux0: 0.6024 2020-10-19 22:56:42,252 - mmaction - INFO - Epoch [58][380/792] lr: 7.500e-04, eta: 19:34:07, time: 1.120, data_time: 0.049, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9245, loss_cls: 0.8338, loss: 0.8338, grad_norm: 5.0912, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6056, loss/aux0: 0.6056 2020-10-19 22:56:44,581 - mmaction - INFO - Epoch [58][380/792] lr: 7.500e-04, eta: 19:34:23, time: 1.063, data_time: 0.003, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9245, loss_cls: 0.8338, loss: 0.8338, grad_norm: 5.1304, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-19 22:57:22,788 - mmaction - INFO - Epoch [58][400/792] lr: 7.500e-04, eta: 19:33:25, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9203, loss_cls: 0.8565, loss: 0.8565, grad_norm: 5.2759, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-19 22:57:24,756 - mmaction - INFO - Epoch [58][400/792] lr: 7.500e-04, eta: 19:33:40, time: 0.984, data_time: 0.002, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9203, loss_cls: 0.8565, loss: 0.8565, grad_norm: 5.3107, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6112, loss/aux0: 0.6112 2020-10-19 22:58:06,843 - mmaction - INFO - Epoch [58][420/792] lr: 7.500e-04, eta: 19:32:43, time: 1.096, data_time: 0.000, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9307, loss_cls: 0.7937, loss: 0.7937, grad_norm: 4.9142, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5874, loss/aux0: 0.5874 2020-10-19 22:58:09,103 - mmaction - INFO - Epoch [58][420/792] lr: 7.500e-04, eta: 19:32:59, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9307, loss_cls: 0.7937, loss: 0.7937, grad_norm: 4.8909, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5931, loss/aux0: 0.5931 2020-10-19 22:58:49,970 - mmaction - INFO - Epoch [58][440/792] lr: 7.500e-04, eta: 19:32:02, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9250, loss_cls: 0.8159, loss: 0.8159, grad_norm: 5.2178, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6208, loss/aux0: 0.6208 2020-10-19 22:58:52,959 - mmaction - INFO - Epoch [58][440/792] lr: 7.500e-04, eta: 19:32:18, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9250, loss_cls: 0.8159, loss: 0.8159, grad_norm: 5.1939, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-19 22:59:33,037 - mmaction - INFO - Epoch [58][460/792] lr: 7.500e-04, eta: 19:31:20, time: 1.045, data_time: 0.088, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9266, loss_cls: 0.7930, loss: 0.7930, grad_norm: 5.2524, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5719, loss/aux0: 0.5719 2020-10-19 22:59:35,175 - mmaction - INFO - Epoch [58][460/792] lr: 7.500e-04, eta: 19:31:36, time: 1.044, data_time: 0.090, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9266, loss_cls: 0.7930, loss: 0.7930, grad_norm: 5.2093, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5781, loss/aux0: 0.5781 2020-10-19 23:00:16,179 - mmaction - INFO - Epoch [58][480/792] lr: 7.500e-04, eta: 19:30:39, time: 1.055, data_time: 0.070, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9219, loss_cls: 0.8792, loss: 0.8792, grad_norm: 5.4577, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-19 23:00:17,576 - mmaction - INFO - Epoch [58][480/792] lr: 7.500e-04, eta: 19:30:54, time: 1.018, data_time: 0.072, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9219, loss_cls: 0.8792, loss: 0.8792, grad_norm: 5.3715, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5886, loss/aux0: 0.5886 2020-10-19 23:00:59,701 - mmaction - INFO - Epoch [58][500/792] lr: 7.500e-04, eta: 19:29:59, time: 1.189, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9214, loss_cls: 0.8184, loss: 0.8184, grad_norm: 5.4178, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-19 23:01:01,750 - mmaction - INFO - Epoch [58][500/792] lr: 7.500e-04, eta: 19:30:16, time: 1.149, data_time: 0.002, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9214, loss_cls: 0.8184, loss: 0.8184, grad_norm: 5.3727, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6376, loss/aux0: 0.6376 2020-10-19 23:01:40,984 - mmaction - INFO - Epoch [58][520/792] lr: 7.500e-04, eta: 19:29:18, time: 1.059, data_time: 0.018, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9323, loss_cls: 0.8024, loss: 0.8024, grad_norm: 5.4846, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6517, loss/aux0: 0.6517 2020-10-19 23:01:42,917 - mmaction - INFO - Epoch [58][520/792] lr: 7.500e-04, eta: 19:29:33, time: 1.015, data_time: 0.002, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9323, loss_cls: 0.8024, loss: 0.8024, grad_norm: 5.3681, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6460, loss/aux0: 0.6460 2020-10-19 23:02:24,120 - mmaction - INFO - Epoch [58][540/792] lr: 7.500e-04, eta: 19:28:37, time: 1.084, data_time: 0.000, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9214, loss_cls: 0.8594, loss: 0.8594, grad_norm: 5.5512, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5880, loss/aux0: 0.5880 2020-10-19 23:02:28,042 - mmaction - INFO - Epoch [58][540/792] lr: 7.500e-04, eta: 19:28:54, time: 1.192, data_time: 0.002, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9214, loss_cls: 0.8594, loss: 0.8594, grad_norm: 5.4587, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-19 23:03:09,234 - mmaction - INFO - Epoch [58][560/792] lr: 7.500e-04, eta: 19:27:59, time: 1.188, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9307, loss_cls: 0.8011, loss: 0.8011, grad_norm: 5.2819, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6181, loss/aux0: 0.6181 2020-10-19 23:03:09,838 - mmaction - INFO - Epoch [58][560/792] lr: 7.500e-04, eta: 19:28:16, time: 1.162, data_time: 0.002, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9307, loss_cls: 0.8011, loss: 0.8011, grad_norm: 5.3147, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6275, loss/aux0: 0.6275 2020-10-19 23:03:52,181 - mmaction - INFO - Epoch [58][580/792] lr: 7.500e-04, eta: 19:27:19, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9224, loss_cls: 0.8003, loss: 0.8003, grad_norm: 5.5046, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6423, loss/aux0: 0.6423 2020-10-19 23:03:52,783 - mmaction - INFO - Epoch [58][580/792] lr: 7.500e-04, eta: 19:27:35, time: 1.061, data_time: 0.002, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9224, loss_cls: 0.8003, loss: 0.8003, grad_norm: 5.3370, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6307, loss/aux0: 0.6307 2020-10-19 23:04:33,665 - mmaction - INFO - Epoch [58][600/792] lr: 7.500e-04, eta: 19:26:37, time: 0.997, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9328, loss_cls: 0.8226, loss: 0.8226, grad_norm: 5.1189, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6379, loss/aux0: 0.6379 2020-10-19 23:04:35,586 - mmaction - INFO - Epoch [58][600/792] lr: 7.500e-04, eta: 19:26:52, time: 1.047, data_time: 0.002, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9328, loss_cls: 0.8226, loss: 0.8226, grad_norm: 5.1267, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6530, loss/aux0: 0.6530 2020-10-19 23:05:19,501 - mmaction - INFO - Epoch [58][620/792] lr: 7.500e-04, eta: 19:25:57, time: 1.151, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9224, loss_cls: 0.8597, loss: 0.8597, grad_norm: 5.2982, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6322, loss/aux0: 0.6322 2020-10-19 23:05:20,102 - mmaction - INFO - Epoch [58][620/792] lr: 7.500e-04, eta: 19:26:13, time: 1.151, data_time: 0.002, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9224, loss_cls: 0.8597, loss: 0.8597, grad_norm: 5.2876, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6303, loss/aux0: 0.6303 2020-10-19 23:06:01,122 - mmaction - INFO - Epoch [58][640/792] lr: 7.500e-04, eta: 19:25:17, time: 1.082, data_time: 0.018, memory: 8335, top1_acc: 0.7813, top5_acc: 0.9161, loss_cls: 0.8354, loss: 0.8354, grad_norm: 5.1972, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6073, loss/aux0: 0.6073 2020-10-19 23:06:01,748 - mmaction - INFO - Epoch [58][640/792] lr: 7.500e-04, eta: 19:25:33, time: 1.083, data_time: 0.021, memory: 8335, top1_acc: 0.7813, top5_acc: 0.9161, loss_cls: 0.8354, loss: 0.8354, grad_norm: 5.1614, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6075, loss/aux0: 0.6075 2020-10-19 23:06:43,555 - mmaction - INFO - Epoch [58][660/792] lr: 7.500e-04, eta: 19:24:36, time: 1.092, data_time: 0.236, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9266, loss_cls: 0.8541, loss: 0.8541, grad_norm: 5.6781, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-19 23:06:45,325 - mmaction - INFO - Epoch [58][660/792] lr: 7.500e-04, eta: 19:24:52, time: 1.071, data_time: 0.158, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9266, loss_cls: 0.8541, loss: 0.8541, grad_norm: 5.7010, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6490, loss/aux0: 0.6490 2020-10-19 23:07:25,954 - mmaction - INFO - Epoch [58][680/792] lr: 7.500e-04, eta: 19:23:56, time: 1.114, data_time: 0.278, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9203, loss_cls: 0.8499, loss: 0.8499, grad_norm: 5.4118, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6038, loss/aux0: 0.6038 2020-10-19 23:07:27,163 - mmaction - INFO - Epoch [58][680/792] lr: 7.500e-04, eta: 19:24:12, time: 1.087, data_time: 0.247, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9203, loss_cls: 0.8499, loss: 0.8499, grad_norm: 5.3434, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5839, loss/aux0: 0.5839 2020-10-19 23:08:08,101 - mmaction - INFO - Epoch [58][700/792] lr: 7.500e-04, eta: 19:23:16, time: 1.137, data_time: 0.558, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9250, loss_cls: 0.8130, loss: 0.8130, grad_norm: 5.3394, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6321, loss/aux0: 0.6321 2020-10-19 23:08:10,866 - mmaction - INFO - Epoch [58][700/792] lr: 7.500e-04, eta: 19:23:31, time: 1.076, data_time: 0.498, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9250, loss_cls: 0.8130, loss: 0.8130, grad_norm: 5.3041, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6364, loss/aux0: 0.6364 2020-10-19 23:08:51,100 - mmaction - INFO - Epoch [58][720/792] lr: 7.500e-04, eta: 19:22:33, time: 0.988, data_time: 0.378, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9156, loss_cls: 0.8834, loss: 0.8834, grad_norm: 5.5444, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6354, loss/aux0: 0.6354 2020-10-19 23:08:53,172 - mmaction - INFO - Epoch [58][720/792] lr: 7.500e-04, eta: 19:22:48, time: 0.975, data_time: 0.365, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9156, loss_cls: 0.8834, loss: 0.8834, grad_norm: 5.5344, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6374, loss/aux0: 0.6374 2020-10-19 23:09:32,968 - mmaction - INFO - Epoch [58][740/792] lr: 7.500e-04, eta: 19:21:50, time: 1.004, data_time: 0.410, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9224, loss_cls: 0.8869, loss: 0.8869, grad_norm: 5.5957, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6543, loss/aux0: 0.6543 2020-10-19 23:09:34,002 - mmaction - INFO - Epoch [58][740/792] lr: 7.500e-04, eta: 19:22:05, time: 1.027, data_time: 0.433, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9224, loss_cls: 0.8869, loss: 0.8869, grad_norm: 5.5821, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6587, loss/aux0: 0.6587 2020-10-19 23:10:13,844 - mmaction - INFO - Epoch [58][760/792] lr: 7.500e-04, eta: 19:21:07, time: 1.016, data_time: 0.396, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9177, loss_cls: 0.8823, loss: 0.8823, grad_norm: 5.2530, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6504, loss/aux0: 0.6504 2020-10-19 23:10:16,389 - mmaction - INFO - Epoch [58][760/792] lr: 7.500e-04, eta: 19:21:23, time: 1.059, data_time: 0.439, memory: 8335, top1_acc: 0.7667, top5_acc: 0.9177, loss_cls: 0.8823, loss: 0.8823, grad_norm: 5.2156, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6408, loss/aux0: 0.6408 2020-10-19 23:10:55,983 - mmaction - INFO - Epoch [58][780/792] lr: 7.500e-04, eta: 19:20:25, time: 1.017, data_time: 0.158, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9214, loss_cls: 0.8496, loss: 0.8496, grad_norm: 5.1622, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-19 23:10:57,665 - mmaction - INFO - Epoch [58][780/792] lr: 7.500e-04, eta: 19:20:40, time: 1.012, data_time: 0.098, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9214, loss_cls: 0.8496, loss: 0.8496, grad_norm: 5.2326, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6223, loss/aux0: 0.6223 2020-10-19 23:11:25,430 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-10-19 23:14:17,050 - mmaction - INFO - Epoch [59][20/792] lr: 7.500e-04, eta: 19:18:59, time: 0.975, data_time: 0.000, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9260, loss_cls: 0.8255, loss: 0.8255, grad_norm: 5.2928, top1_acc/aux0: 0.8492, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5881, loss/aux0: 0.5881 2020-10-19 23:14:18,846 - mmaction - INFO - Epoch [59][20/792] lr: 7.500e-04, eta: 19:19:14, time: 1.037, data_time: 0.002, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9260, loss_cls: 0.8255, loss: 0.8255, grad_norm: 5.3380, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5927, loss/aux0: 0.5927 2020-10-19 23:15:01,025 - mmaction - INFO - Epoch [59][40/792] lr: 7.500e-04, eta: 19:18:17, time: 1.065, data_time: 0.019, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9328, loss_cls: 0.8350, loss: 0.8350, grad_norm: 5.3885, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5757, loss/aux0: 0.5757 2020-10-19 23:15:02,062 - mmaction - INFO - Epoch [59][40/792] lr: 7.500e-04, eta: 19:18:33, time: 1.088, data_time: 0.021, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9328, loss_cls: 0.8350, loss: 0.8350, grad_norm: 5.6265, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5715, loss/aux0: 0.5715 2020-10-19 23:15:45,689 - mmaction - INFO - Epoch [59][60/792] lr: 7.500e-04, eta: 19:17:36, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9224, loss_cls: 0.8442, loss: 0.8442, grad_norm: 5.4989, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-19 23:15:46,286 - mmaction - INFO - Epoch [59][60/792] lr: 7.500e-04, eta: 19:17:50, time: 0.987, data_time: 0.003, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9224, loss_cls: 0.8442, loss: 0.8442, grad_norm: 5.4583, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6145, loss/aux0: 0.6145 2020-10-19 23:16:28,298 - mmaction - INFO - Epoch [59][80/792] lr: 7.500e-04, eta: 19:16:52, time: 0.972, data_time: 0.000, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9156, loss_cls: 0.8665, loss: 0.8665, grad_norm: 5.3272, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6557, loss/aux0: 0.6557 2020-10-19 23:16:28,886 - mmaction - INFO - Epoch [59][80/792] lr: 7.500e-04, eta: 19:17:06, time: 0.973, data_time: 0.002, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9156, loss_cls: 0.8665, loss: 0.8665, grad_norm: 5.3500, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6513, loss/aux0: 0.6513 2020-10-19 23:17:12,888 - mmaction - INFO - Epoch [59][100/792] lr: 7.500e-04, eta: 19:16:10, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9208, loss_cls: 0.8556, loss: 0.8556, grad_norm: 5.2449, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-19 23:17:13,477 - mmaction - INFO - Epoch [59][100/792] lr: 7.500e-04, eta: 19:16:26, time: 1.119, data_time: 0.002, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9208, loss_cls: 0.8556, loss: 0.8556, grad_norm: 5.1812, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-19 23:17:52,956 - mmaction - INFO - Epoch [59][120/792] lr: 7.500e-04, eta: 19:15:30, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9271, loss_cls: 0.8063, loss: 0.8063, grad_norm: 5.1594, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-19 23:17:53,583 - mmaction - INFO - Epoch [59][120/792] lr: 7.500e-04, eta: 19:15:46, time: 1.091, data_time: 0.003, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9271, loss_cls: 0.8063, loss: 0.8063, grad_norm: 5.1420, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6199, loss/aux0: 0.6199 2020-10-19 23:18:34,924 - mmaction - INFO - Epoch [59][140/792] lr: 7.500e-04, eta: 19:14:48, time: 0.972, data_time: 0.000, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9312, loss_cls: 0.8290, loss: 0.8290, grad_norm: 5.1531, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6339, loss/aux0: 0.6339 2020-10-19 23:18:35,534 - mmaction - INFO - Epoch [59][140/792] lr: 7.500e-04, eta: 19:15:02, time: 0.973, data_time: 0.002, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9312, loss_cls: 0.8290, loss: 0.8290, grad_norm: 5.1150, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6126, loss/aux0: 0.6126 2020-10-19 23:19:15,897 - mmaction - INFO - Epoch [59][160/792] lr: 7.500e-04, eta: 19:14:04, time: 1.012, data_time: 0.000, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9245, loss_cls: 0.8461, loss: 0.8461, grad_norm: 5.1876, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5909, loss/aux0: 0.5909 2020-10-19 23:19:18,379 - mmaction - INFO - Epoch [59][160/792] lr: 7.500e-04, eta: 19:14:20, time: 1.106, data_time: 0.003, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9245, loss_cls: 0.8461, loss: 0.8461, grad_norm: 5.1881, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6088, loss/aux0: 0.6088 2020-10-19 23:19:57,742 - mmaction - INFO - Epoch [59][180/792] lr: 7.500e-04, eta: 19:13:24, time: 1.082, data_time: 0.000, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9260, loss_cls: 0.8138, loss: 0.8138, grad_norm: 5.4602, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-19 23:19:58,794 - mmaction - INFO - Epoch [59][180/792] lr: 7.500e-04, eta: 19:13:39, time: 1.043, data_time: 0.002, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9260, loss_cls: 0.8138, loss: 0.8138, grad_norm: 5.4215, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5971, loss/aux0: 0.5971 2020-10-19 23:20:42,177 - mmaction - INFO - Epoch [59][200/792] lr: 7.500e-04, eta: 19:12:43, time: 1.125, data_time: 0.000, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9245, loss_cls: 0.8202, loss: 0.8202, grad_norm: 5.3785, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5878, loss/aux0: 0.5878 2020-10-19 23:20:42,769 - mmaction - INFO - Epoch [59][200/792] lr: 7.500e-04, eta: 19:12:58, time: 1.066, data_time: 0.001, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9245, loss_cls: 0.8202, loss: 0.8202, grad_norm: 5.3240, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-19 23:21:25,552 - mmaction - INFO - Epoch [59][220/792] lr: 7.500e-04, eta: 19:12:04, time: 1.196, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9260, loss_cls: 0.8130, loss: 0.8130, grad_norm: 5.2855, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6147, loss/aux0: 0.6147 2020-10-19 23:21:26,134 - mmaction - INFO - Epoch [59][220/792] lr: 7.500e-04, eta: 19:12:20, time: 1.170, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9260, loss_cls: 0.8130, loss: 0.8130, grad_norm: 5.2693, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6228, loss/aux0: 0.6228 2020-10-19 23:22:08,421 - mmaction - INFO - Epoch [59][240/792] lr: 7.500e-04, eta: 19:11:24, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9344, loss_cls: 0.7450, loss: 0.7450, grad_norm: 5.2366, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6316, loss/aux0: 0.6316 2020-10-19 23:22:09,026 - mmaction - INFO - Epoch [59][240/792] lr: 7.500e-04, eta: 19:11:39, time: 1.056, data_time: 0.002, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9344, loss_cls: 0.7450, loss: 0.7450, grad_norm: 5.1555, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6303, loss/aux0: 0.6303 2020-10-19 23:22:48,417 - mmaction - INFO - Epoch [59][260/792] lr: 7.500e-04, eta: 19:10:41, time: 0.963, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9365, loss_cls: 0.7769, loss: 0.7769, grad_norm: 5.2979, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-19 23:22:50,350 - mmaction - INFO - Epoch [59][260/792] lr: 7.500e-04, eta: 19:10:56, time: 1.031, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9365, loss_cls: 0.7769, loss: 0.7769, grad_norm: 5.2570, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5979, loss/aux0: 0.5979 2020-10-19 23:23:34,413 - mmaction - INFO - Epoch [59][280/792] lr: 7.500e-04, eta: 19:10:01, time: 1.226, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9208, loss_cls: 0.8442, loss: 0.8442, grad_norm: 5.3175, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6221, loss/aux0: 0.6221 2020-10-19 23:23:35,021 - mmaction - INFO - Epoch [59][280/792] lr: 7.500e-04, eta: 19:10:19, time: 1.218, data_time: 0.002, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9208, loss_cls: 0.8442, loss: 0.8442, grad_norm: 5.3760, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-19 23:24:17,470 - mmaction - INFO - Epoch [59][300/792] lr: 7.500e-04, eta: 19:09:23, time: 1.131, data_time: 0.000, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9094, loss_cls: 0.8734, loss: 0.8734, grad_norm: 5.3356, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5887, loss/aux0: 0.5887 2020-10-19 23:24:18,088 - mmaction - INFO - Epoch [59][300/792] lr: 7.500e-04, eta: 19:09:39, time: 1.133, data_time: 0.004, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9094, loss_cls: 0.8734, loss: 0.8734, grad_norm: 5.3750, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-19 23:24:59,753 - mmaction - INFO - Epoch [59][320/792] lr: 7.500e-04, eta: 19:08:43, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9292, loss_cls: 0.8150, loss: 0.8150, grad_norm: 5.3210, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-19 23:25:00,337 - mmaction - INFO - Epoch [59][320/792] lr: 7.500e-04, eta: 19:08:58, time: 1.080, data_time: 0.002, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9292, loss_cls: 0.8150, loss: 0.8150, grad_norm: 5.2885, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-19 23:25:40,385 - mmaction - INFO - Epoch [59][340/792] lr: 7.500e-04, eta: 19:08:02, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9240, loss_cls: 0.8516, loss: 0.8516, grad_norm: 5.3239, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5850, loss/aux0: 0.5850 2020-10-19 23:25:43,685 - mmaction - INFO - Epoch [59][340/792] lr: 7.500e-04, eta: 19:08:17, time: 1.076, data_time: 0.002, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9240, loss_cls: 0.8516, loss: 0.8516, grad_norm: 5.2933, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5867, loss/aux0: 0.5867 2020-10-19 23:26:22,547 - mmaction - INFO - Epoch [59][360/792] lr: 7.500e-04, eta: 19:07:20, time: 0.985, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9214, loss_cls: 0.8513, loss: 0.8513, grad_norm: 5.4181, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5662, loss/aux0: 0.5662 2020-10-19 23:26:23,872 - mmaction - INFO - Epoch [59][360/792] lr: 7.500e-04, eta: 19:07:33, time: 0.924, data_time: 0.002, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9214, loss_cls: 0.8513, loss: 0.8513, grad_norm: 5.3891, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5639, loss/aux0: 0.5639 2020-10-19 23:27:06,140 - mmaction - INFO - Epoch [59][380/792] lr: 7.500e-04, eta: 19:06:36, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9281, loss_cls: 0.8275, loss: 0.8275, grad_norm: 5.0511, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-19 23:27:09,205 - mmaction - INFO - Epoch [59][380/792] lr: 7.500e-04, eta: 19:06:52, time: 1.097, data_time: 0.002, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9281, loss_cls: 0.8275, loss: 0.8275, grad_norm: 5.0098, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-19 23:27:47,601 - mmaction - INFO - Epoch [59][400/792] lr: 7.500e-04, eta: 19:05:55, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9396, loss_cls: 0.7397, loss: 0.7397, grad_norm: 5.1191, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5622, loss/aux0: 0.5622 2020-10-19 23:27:50,977 - mmaction - INFO - Epoch [59][400/792] lr: 7.500e-04, eta: 19:06:09, time: 1.040, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9396, loss_cls: 0.7397, loss: 0.7397, grad_norm: 5.1899, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5771, loss/aux0: 0.5771 2020-10-19 23:28:29,647 - mmaction - INFO - Epoch [59][420/792] lr: 7.500e-04, eta: 19:05:12, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9255, loss_cls: 0.8418, loss: 0.8418, grad_norm: 5.2440, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6165, loss/aux0: 0.6165 2020-10-19 23:28:33,012 - mmaction - INFO - Epoch [59][420/792] lr: 7.500e-04, eta: 19:05:28, time: 1.063, data_time: 0.076, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9255, loss_cls: 0.8418, loss: 0.8418, grad_norm: 5.3724, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6055, loss/aux0: 0.6055 2020-10-19 23:29:11,332 - mmaction - INFO - Epoch [59][440/792] lr: 7.500e-04, eta: 19:04:30, time: 0.981, data_time: 0.350, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9271, loss_cls: 0.8338, loss: 0.8338, grad_norm: 5.2945, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-19 23:29:13,600 - mmaction - INFO - Epoch [59][440/792] lr: 7.500e-04, eta: 19:04:43, time: 0.955, data_time: 0.245, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9271, loss_cls: 0.8338, loss: 0.8338, grad_norm: 5.2924, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6237, loss/aux0: 0.6237 2020-10-19 23:29:53,253 - mmaction - INFO - Epoch [59][460/792] lr: 7.500e-04, eta: 19:03:47, time: 1.056, data_time: 0.135, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9203, loss_cls: 0.8136, loss: 0.8136, grad_norm: 5.1865, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-19 23:29:54,972 - mmaction - INFO - Epoch [59][460/792] lr: 7.500e-04, eta: 19:04:02, time: 1.050, data_time: 0.136, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9203, loss_cls: 0.8136, loss: 0.8136, grad_norm: 5.1032, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-19 23:30:34,319 - mmaction - INFO - Epoch [59][480/792] lr: 7.500e-04, eta: 19:03:06, time: 1.080, data_time: 0.037, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9302, loss_cls: 0.7906, loss: 0.7906, grad_norm: 5.1258, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5899, loss/aux0: 0.5899 2020-10-19 23:30:35,431 - mmaction - INFO - Epoch [59][480/792] lr: 7.500e-04, eta: 19:03:20, time: 1.014, data_time: 0.039, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9302, loss_cls: 0.7906, loss: 0.7906, grad_norm: 5.1235, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-19 23:31:17,810 - mmaction - INFO - Epoch [59][500/792] lr: 7.500e-04, eta: 19:02:24, time: 1.072, data_time: 0.035, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9333, loss_cls: 0.8096, loss: 0.8096, grad_norm: 5.0617, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5522, loss/aux0: 0.5522 2020-10-19 23:31:21,128 - mmaction - INFO - Epoch [59][500/792] lr: 7.500e-04, eta: 19:02:39, time: 1.067, data_time: 0.013, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9333, loss_cls: 0.8096, loss: 0.8096, grad_norm: 5.1256, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5532, loss/aux0: 0.5532 2020-10-19 23:32:01,356 - mmaction - INFO - Epoch [59][520/792] lr: 7.500e-04, eta: 19:01:42, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9229, loss_cls: 0.8266, loss: 0.8266, grad_norm: 5.2729, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6339, loss/aux0: 0.6339 2020-10-19 23:32:01,941 - mmaction - INFO - Epoch [59][520/792] lr: 7.500e-04, eta: 19:01:57, time: 1.054, data_time: 0.002, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9229, loss_cls: 0.8266, loss: 0.8266, grad_norm: 5.2723, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6318, loss/aux0: 0.6318 2020-10-19 23:32:44,190 - mmaction - INFO - Epoch [59][540/792] lr: 7.500e-04, eta: 19:01:01, time: 1.089, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9229, loss_cls: 0.8418, loss: 0.8418, grad_norm: 5.1829, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5899, loss/aux0: 0.5899 2020-10-19 23:32:45,207 - mmaction - INFO - Epoch [59][540/792] lr: 7.500e-04, eta: 19:01:17, time: 1.107, data_time: 0.002, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9229, loss_cls: 0.8418, loss: 0.8418, grad_norm: 5.1377, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-19 23:33:28,819 - mmaction - INFO - Epoch [59][560/792] lr: 7.500e-04, eta: 19:00:21, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9339, loss_cls: 0.7876, loss: 0.7876, grad_norm: 5.2274, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6129, loss/aux0: 0.6129 2020-10-19 23:33:30,269 - mmaction - INFO - Epoch [59][560/792] lr: 7.500e-04, eta: 19:00:37, time: 1.142, data_time: 0.002, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9339, loss_cls: 0.7876, loss: 0.7876, grad_norm: 5.2470, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6130, loss/aux0: 0.6130 2020-10-19 23:34:10,830 - mmaction - INFO - Epoch [59][580/792] lr: 7.500e-04, eta: 18:59:39, time: 0.958, data_time: 0.087, memory: 8335, top1_acc: 0.7625, top5_acc: 0.9167, loss_cls: 0.8797, loss: 0.8797, grad_norm: 5.4309, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-19 23:34:11,831 - mmaction - INFO - Epoch [59][580/792] lr: 7.500e-04, eta: 18:59:53, time: 0.981, data_time: 0.089, memory: 8335, top1_acc: 0.7625, top5_acc: 0.9167, loss_cls: 0.8797, loss: 0.8797, grad_norm: 5.4322, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6098, loss/aux0: 0.6098 2020-10-19 23:34:52,831 - mmaction - INFO - Epoch [59][600/792] lr: 7.500e-04, eta: 18:58:57, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9312, loss_cls: 0.8178, loss: 0.8178, grad_norm: 5.1220, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5946, loss/aux0: 0.5946 2020-10-19 23:34:55,241 - mmaction - INFO - Epoch [59][600/792] lr: 7.500e-04, eta: 18:59:12, time: 1.077, data_time: 0.001, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9312, loss_cls: 0.8178, loss: 0.8178, grad_norm: 5.0922, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5873, loss/aux0: 0.5873 2020-10-19 23:35:35,781 - mmaction - INFO - Epoch [59][620/792] lr: 7.500e-04, eta: 18:58:15, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9276, loss_cls: 0.8061, loss: 0.8061, grad_norm: 5.2785, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6130, loss/aux0: 0.6130 2020-10-19 23:35:36,392 - mmaction - INFO - Epoch [59][620/792] lr: 7.500e-04, eta: 18:58:30, time: 1.035, data_time: 0.002, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9276, loss_cls: 0.8061, loss: 0.8061, grad_norm: 5.2756, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6007, loss/aux0: 0.6007 2020-10-19 23:36:14,797 - mmaction - INFO - Epoch [59][640/792] lr: 7.500e-04, eta: 18:57:32, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9370, loss_cls: 0.7845, loss: 0.7845, grad_norm: 4.9954, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5849, loss/aux0: 0.5849 2020-10-19 23:36:16,704 - mmaction - INFO - Epoch [59][640/792] lr: 7.500e-04, eta: 18:57:46, time: 1.002, data_time: 0.002, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9370, loss_cls: 0.7845, loss: 0.7845, grad_norm: 4.9675, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5907, loss/aux0: 0.5907 2020-10-19 23:36:57,049 - mmaction - INFO - Epoch [59][660/792] lr: 7.500e-04, eta: 18:56:50, time: 1.017, data_time: 0.209, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9240, loss_cls: 0.8152, loss: 0.8152, grad_norm: 5.3037, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5846, loss/aux0: 0.5846 2020-10-19 23:36:58,707 - mmaction - INFO - Epoch [59][660/792] lr: 7.500e-04, eta: 18:57:04, time: 1.005, data_time: 0.144, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9240, loss_cls: 0.8152, loss: 0.8152, grad_norm: 5.3203, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5866, loss/aux0: 0.5866 2020-10-19 23:37:39,880 - mmaction - INFO - Epoch [59][680/792] lr: 7.500e-04, eta: 18:56:08, time: 1.072, data_time: 0.099, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9339, loss_cls: 0.7713, loss: 0.7713, grad_norm: 5.2394, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-19 23:37:41,692 - mmaction - INFO - Epoch [59][680/792] lr: 7.500e-04, eta: 18:56:22, time: 1.056, data_time: 0.037, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9339, loss_cls: 0.7713, loss: 0.7713, grad_norm: 5.3755, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-19 23:38:19,840 - mmaction - INFO - Epoch [59][700/792] lr: 7.500e-04, eta: 18:55:26, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9401, loss_cls: 0.7687, loss: 0.7687, grad_norm: 5.2881, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6395, loss/aux0: 0.6395 2020-10-19 23:38:21,832 - mmaction - INFO - Epoch [59][700/792] lr: 7.500e-04, eta: 18:55:41, time: 1.027, data_time: 0.003, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9401, loss_cls: 0.7687, loss: 0.7687, grad_norm: 5.2750, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6253, loss/aux0: 0.6253 2020-10-19 23:39:00,421 - mmaction - INFO - Epoch [59][720/792] lr: 7.500e-04, eta: 18:54:44, time: 1.063, data_time: 0.256, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9302, loss_cls: 0.8351, loss: 0.8351, grad_norm: 5.2161, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5886, loss/aux0: 0.5886 2020-10-19 23:39:02,168 - mmaction - INFO - Epoch [59][720/792] lr: 7.500e-04, eta: 18:54:59, time: 1.078, data_time: 0.314, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9302, loss_cls: 0.8351, loss: 0.8351, grad_norm: 5.1878, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5849, loss/aux0: 0.5849 2020-10-19 23:39:41,959 - mmaction - INFO - Epoch [59][740/792] lr: 7.500e-04, eta: 18:54:03, time: 1.070, data_time: 0.438, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9266, loss_cls: 0.8008, loss: 0.8008, grad_norm: 5.3345, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-19 23:39:44,346 - mmaction - INFO - Epoch [59][740/792] lr: 7.500e-04, eta: 18:54:18, time: 1.080, data_time: 0.449, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9266, loss_cls: 0.8008, loss: 0.8008, grad_norm: 5.4541, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-19 23:40:25,698 - mmaction - INFO - Epoch [59][760/792] lr: 7.500e-04, eta: 18:53:21, time: 0.973, data_time: 0.308, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9323, loss_cls: 0.7895, loss: 0.7895, grad_norm: 5.1534, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-19 23:40:26,982 - mmaction - INFO - Epoch [59][760/792] lr: 7.500e-04, eta: 18:53:34, time: 0.935, data_time: 0.269, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9323, loss_cls: 0.7895, loss: 0.7895, grad_norm: 5.2113, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6267, loss/aux0: 0.6267 2020-10-19 23:41:09,649 - mmaction - INFO - Epoch [59][780/792] lr: 7.500e-04, eta: 18:52:38, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9203, loss_cls: 0.8476, loss: 0.8476, grad_norm: 5.3691, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5882, loss/aux0: 0.5882 2020-10-19 23:41:10,271 - mmaction - INFO - Epoch [59][780/792] lr: 7.500e-04, eta: 18:52:52, time: 1.055, data_time: 0.003, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9203, loss_cls: 0.8476, loss: 0.8476, grad_norm: 5.2918, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5718, loss/aux0: 0.5718 2020-10-19 23:41:36,059 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-10-19 23:44:31,329 - mmaction - INFO - Epoch [60][20/792] lr: 7.500e-04, eta: 18:51:14, time: 1.076, data_time: 0.440, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9255, loss_cls: 0.7753, loss: 0.7753, grad_norm: 5.1809, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9545, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-19 23:44:32,707 - mmaction - INFO - Epoch [60][20/792] lr: 7.500e-04, eta: 18:51:29, time: 1.117, data_time: 0.442, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9255, loss_cls: 0.7753, loss: 0.7753, grad_norm: 5.1686, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-19 23:45:15,293 - mmaction - INFO - Epoch [60][40/792] lr: 7.500e-04, eta: 18:50:34, time: 1.147, data_time: 0.093, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9313, loss_cls: 0.7794, loss: 0.7794, grad_norm: 5.0425, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6452, loss/aux0: 0.6452 2020-10-19 23:45:15,916 - mmaction - INFO - Epoch [60][40/792] lr: 7.500e-04, eta: 18:50:50, time: 1.139, data_time: 0.097, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9313, loss_cls: 0.7794, loss: 0.7794, grad_norm: 5.0557, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6473, loss/aux0: 0.6473 2020-10-19 23:45:55,836 - mmaction - INFO - Epoch [60][60/792] lr: 7.500e-04, eta: 18:49:53, time: 0.962, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9266, loss_cls: 0.7997, loss: 0.7997, grad_norm: 5.3611, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-19 23:45:57,447 - mmaction - INFO - Epoch [60][60/792] lr: 7.500e-04, eta: 18:50:07, time: 1.012, data_time: 0.002, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9266, loss_cls: 0.7997, loss: 0.7997, grad_norm: 5.3796, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-19 23:46:35,904 - mmaction - INFO - Epoch [60][80/792] lr: 7.500e-04, eta: 18:49:09, time: 0.935, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9391, loss_cls: 0.7468, loss: 0.7468, grad_norm: 5.1495, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6220, loss/aux0: 0.6220 2020-10-19 23:46:38,729 - mmaction - INFO - Epoch [60][80/792] lr: 7.500e-04, eta: 18:49:22, time: 0.976, data_time: 0.004, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9391, loss_cls: 0.7468, loss: 0.7468, grad_norm: 5.2706, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-19 23:47:17,884 - mmaction - INFO - Epoch [60][100/792] lr: 7.500e-04, eta: 18:48:26, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9349, loss_cls: 0.7883, loss: 0.7883, grad_norm: 5.3926, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6457, loss/aux0: 0.6457 2020-10-19 23:47:20,288 - mmaction - INFO - Epoch [60][100/792] lr: 7.500e-04, eta: 18:48:40, time: 1.015, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9349, loss_cls: 0.7883, loss: 0.7883, grad_norm: 5.4293, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6515, loss/aux0: 0.6515 2020-10-19 23:47:59,139 - mmaction - INFO - Epoch [60][120/792] lr: 7.500e-04, eta: 18:47:43, time: 0.992, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9385, loss_cls: 0.7675, loss: 0.7675, grad_norm: 5.0739, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5893, loss/aux0: 0.5893 2020-10-19 23:48:02,255 - mmaction - INFO - Epoch [60][120/792] lr: 7.500e-04, eta: 18:47:57, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9385, loss_cls: 0.7675, loss: 0.7675, grad_norm: 5.0478, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-19 23:48:43,051 - mmaction - INFO - Epoch [60][140/792] lr: 7.500e-04, eta: 18:47:01, time: 1.049, data_time: 0.260, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9219, loss_cls: 0.8768, loss: 0.8768, grad_norm: 5.5237, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-19 23:48:43,962 - mmaction - INFO - Epoch [60][140/792] lr: 7.500e-04, eta: 18:47:15, time: 1.004, data_time: 0.262, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9219, loss_cls: 0.8768, loss: 0.8768, grad_norm: 5.5555, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-19 23:49:24,345 - mmaction - INFO - Epoch [60][160/792] lr: 7.500e-04, eta: 18:46:19, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9260, loss_cls: 0.8009, loss: 0.8009, grad_norm: 5.1750, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-19 23:49:26,416 - mmaction - INFO - Epoch [60][160/792] lr: 7.500e-04, eta: 18:46:34, time: 1.090, data_time: 0.003, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9260, loss_cls: 0.8009, loss: 0.8009, grad_norm: 5.2706, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6093, loss/aux0: 0.6093 2020-10-19 23:50:05,141 - mmaction - INFO - Epoch [60][180/792] lr: 7.500e-04, eta: 18:45:38, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9115, loss_cls: 0.8871, loss: 0.8871, grad_norm: 5.3230, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6344, loss/aux0: 0.6344 2020-10-19 23:50:06,586 - mmaction - INFO - Epoch [60][180/792] lr: 7.500e-04, eta: 18:45:51, time: 0.952, data_time: 0.002, memory: 8335, top1_acc: 0.7693, top5_acc: 0.9115, loss_cls: 0.8871, loss: 0.8871, grad_norm: 5.3839, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6268, loss/aux0: 0.6268 2020-10-19 23:50:47,345 - mmaction - INFO - Epoch [60][200/792] lr: 7.500e-04, eta: 18:44:54, time: 1.001, data_time: 0.000, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9182, loss_cls: 0.8799, loss: 0.8799, grad_norm: 5.2598, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-19 23:50:47,952 - mmaction - INFO - Epoch [60][200/792] lr: 7.500e-04, eta: 18:45:07, time: 0.962, data_time: 0.003, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9182, loss_cls: 0.8799, loss: 0.8799, grad_norm: 5.3795, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-19 23:51:28,267 - mmaction - INFO - Epoch [60][220/792] lr: 7.500e-04, eta: 18:44:11, time: 1.014, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9260, loss_cls: 0.8074, loss: 0.8074, grad_norm: 5.4558, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6053, loss/aux0: 0.6053 2020-10-19 23:51:30,996 - mmaction - INFO - Epoch [60][220/792] lr: 7.500e-04, eta: 18:44:26, time: 1.123, data_time: 0.003, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9260, loss_cls: 0.8074, loss: 0.8074, grad_norm: 5.4885, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6093, loss/aux0: 0.6093 2020-10-19 23:52:12,319 - mmaction - INFO - Epoch [60][240/792] lr: 7.500e-04, eta: 18:43:31, time: 1.125, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9333, loss_cls: 0.7784, loss: 0.7784, grad_norm: 5.2581, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6673, loss/aux0: 0.6673 2020-10-19 23:52:15,333 - mmaction - INFO - Epoch [60][240/792] lr: 7.500e-04, eta: 18:43:48, time: 1.233, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9333, loss_cls: 0.7784, loss: 0.7784, grad_norm: 5.2513, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6610, loss/aux0: 0.6610 2020-10-19 23:52:52,220 - mmaction - INFO - Epoch [60][260/792] lr: 7.500e-04, eta: 18:42:52, time: 1.045, data_time: 0.101, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9354, loss_cls: 0.7746, loss: 0.7746, grad_norm: 5.4136, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-19 23:52:54,584 - mmaction - INFO - Epoch [60][260/792] lr: 7.500e-04, eta: 18:43:05, time: 0.999, data_time: 0.103, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9354, loss_cls: 0.7746, loss: 0.7746, grad_norm: 5.4235, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-19 23:53:34,832 - mmaction - INFO - Epoch [60][280/792] lr: 7.500e-04, eta: 18:42:09, time: 1.005, data_time: 0.187, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9172, loss_cls: 0.8637, loss: 0.8637, grad_norm: 5.3676, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6051, loss/aux0: 0.6051 2020-10-19 23:53:37,562 - mmaction - INFO - Epoch [60][280/792] lr: 7.500e-04, eta: 18:42:23, time: 1.024, data_time: 0.190, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9172, loss_cls: 0.8637, loss: 0.8637, grad_norm: 5.3829, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-19 23:54:18,840 - mmaction - INFO - Epoch [60][300/792] lr: 7.500e-04, eta: 18:41:27, time: 1.079, data_time: 0.129, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9292, loss_cls: 0.7907, loss: 0.7907, grad_norm: 5.2910, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-19 23:54:19,575 - mmaction - INFO - Epoch [60][300/792] lr: 7.500e-04, eta: 18:41:40, time: 0.993, data_time: 0.136, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9292, loss_cls: 0.7907, loss: 0.7907, grad_norm: 5.2661, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-19 23:55:03,512 - mmaction - INFO - Epoch [60][320/792] lr: 7.500e-04, eta: 18:40:46, time: 1.150, data_time: 0.573, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9214, loss_cls: 0.8245, loss: 0.8245, grad_norm: 5.2406, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6214, loss/aux0: 0.6214 2020-10-19 23:55:04,148 - mmaction - INFO - Epoch [60][320/792] lr: 7.500e-04, eta: 18:41:02, time: 1.152, data_time: 0.576, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9214, loss_cls: 0.8245, loss: 0.8245, grad_norm: 5.2891, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6389, loss/aux0: 0.6389 2020-10-19 23:55:44,871 - mmaction - INFO - Epoch [60][340/792] lr: 7.500e-04, eta: 18:40:04, time: 0.955, data_time: 0.380, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9240, loss_cls: 0.8101, loss: 0.8101, grad_norm: 5.5070, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6418, loss/aux0: 0.6418 2020-10-19 23:55:45,463 - mmaction - INFO - Epoch [60][340/792] lr: 7.500e-04, eta: 18:40:17, time: 0.957, data_time: 0.382, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9240, loss_cls: 0.8101, loss: 0.8101, grad_norm: 5.4803, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6402, loss/aux0: 0.6402 2020-10-19 23:56:27,947 - mmaction - INFO - Epoch [60][360/792] lr: 7.500e-04, eta: 18:39:22, time: 1.097, data_time: 0.445, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9297, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.1026, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6167, loss/aux0: 0.6167 2020-10-19 23:56:28,648 - mmaction - INFO - Epoch [60][360/792] lr: 7.500e-04, eta: 18:39:37, time: 1.104, data_time: 0.452, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9297, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.0889, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-19 23:57:09,244 - mmaction - INFO - Epoch [60][380/792] lr: 7.500e-04, eta: 18:38:41, time: 1.060, data_time: 0.348, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9385, loss_cls: 0.7932, loss: 0.7932, grad_norm: 5.4843, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5770, loss/aux0: 0.5770 2020-10-19 23:57:09,918 - mmaction - INFO - Epoch [60][380/792] lr: 7.500e-04, eta: 18:38:55, time: 1.065, data_time: 0.351, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9385, loss_cls: 0.7932, loss: 0.7932, grad_norm: 5.5191, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5916, loss/aux0: 0.5916 2020-10-19 23:57:52,359 - mmaction - INFO - Epoch [60][400/792] lr: 7.500e-04, eta: 18:38:00, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9234, loss_cls: 0.8460, loss: 0.8460, grad_norm: 5.3595, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-19 23:57:55,826 - mmaction - INFO - Epoch [60][400/792] lr: 7.500e-04, eta: 18:38:15, time: 1.109, data_time: 0.002, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9234, loss_cls: 0.8460, loss: 0.8460, grad_norm: 5.3609, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-19 23:58:34,973 - mmaction - INFO - Epoch [60][420/792] lr: 7.500e-04, eta: 18:37:20, time: 1.084, data_time: 0.000, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9271, loss_cls: 0.8186, loss: 0.8186, grad_norm: 5.2525, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-19 23:58:37,118 - mmaction - INFO - Epoch [60][420/792] lr: 7.500e-04, eta: 18:37:34, time: 1.089, data_time: 0.002, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9271, loss_cls: 0.8186, loss: 0.8186, grad_norm: 5.2587, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-19 23:59:16,482 - mmaction - INFO - Epoch [60][440/792] lr: 7.500e-04, eta: 18:36:37, time: 0.977, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9292, loss_cls: 0.7969, loss: 0.7969, grad_norm: 5.2951, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5736, loss/aux0: 0.5736 2020-10-19 23:59:19,072 - mmaction - INFO - Epoch [60][440/792] lr: 7.500e-04, eta: 18:36:52, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9292, loss_cls: 0.7969, loss: 0.7969, grad_norm: 5.1754, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5797, loss/aux0: 0.5797 2020-10-20 00:00:01,033 - mmaction - INFO - Epoch [60][460/792] lr: 7.500e-04, eta: 18:35:57, time: 1.108, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9182, loss_cls: 0.8744, loss: 0.8744, grad_norm: 5.4568, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-20 00:00:07,020 - mmaction - INFO - Epoch [60][460/792] lr: 7.500e-04, eta: 18:36:14, time: 1.311, data_time: 0.003, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9182, loss_cls: 0.8744, loss: 0.8744, grad_norm: 5.4811, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6170, loss/aux0: 0.6170 2020-10-20 00:00:50,938 - mmaction - INFO - Epoch [60][480/792] lr: 7.500e-04, eta: 18:35:19, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9141, loss_cls: 0.8474, loss: 0.8474, grad_norm: 5.4043, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5950, loss/aux0: 0.5950 2020-10-20 00:00:53,962 - mmaction - INFO - Epoch [60][480/792] lr: 7.500e-04, eta: 18:35:33, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9141, loss_cls: 0.8474, loss: 0.8474, grad_norm: 5.3608, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5942, loss/aux0: 0.5942 2020-10-20 00:01:32,776 - mmaction - INFO - Epoch [60][500/792] lr: 7.500e-04, eta: 18:34:37, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9328, loss_cls: 0.7837, loss: 0.7837, grad_norm: 5.2536, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6408, loss/aux0: 0.6408 2020-10-20 00:01:33,969 - mmaction - INFO - Epoch [60][500/792] lr: 7.500e-04, eta: 18:34:51, time: 0.996, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9328, loss_cls: 0.7837, loss: 0.7837, grad_norm: 5.1963, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6383, loss/aux0: 0.6383 2020-10-20 00:02:15,091 - mmaction - INFO - Epoch [60][520/792] lr: 7.500e-04, eta: 18:33:55, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9172, loss_cls: 0.8639, loss: 0.8639, grad_norm: 5.4500, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6262, loss/aux0: 0.6262 2020-10-20 00:02:17,243 - mmaction - INFO - Epoch [60][520/792] lr: 7.500e-04, eta: 18:34:09, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9172, loss_cls: 0.8639, loss: 0.8639, grad_norm: 5.4965, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6291, loss/aux0: 0.6291 2020-10-20 00:02:57,237 - mmaction - INFO - Epoch [60][540/792] lr: 7.500e-04, eta: 18:33:13, time: 1.009, data_time: 0.029, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9182, loss_cls: 0.8417, loss: 0.8417, grad_norm: 5.3005, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6009, loss/aux0: 0.6009 2020-10-20 00:02:59,592 - mmaction - INFO - Epoch [60][540/792] lr: 7.500e-04, eta: 18:33:27, time: 1.098, data_time: 0.030, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9182, loss_cls: 0.8417, loss: 0.8417, grad_norm: 5.3880, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6075, loss/aux0: 0.6075 2020-10-20 00:03:38,369 - mmaction - INFO - Epoch [60][560/792] lr: 7.500e-04, eta: 18:32:31, time: 1.009, data_time: 0.156, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9276, loss_cls: 0.8301, loss: 0.8301, grad_norm: 5.2479, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6123, loss/aux0: 0.6123 2020-10-20 00:03:39,007 - mmaction - INFO - Epoch [60][560/792] lr: 7.500e-04, eta: 18:32:43, time: 0.919, data_time: 0.161, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9276, loss_cls: 0.8301, loss: 0.8301, grad_norm: 5.2211, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5988, loss/aux0: 0.5988 2020-10-20 00:04:21,395 - mmaction - INFO - Epoch [60][580/792] lr: 7.500e-04, eta: 18:31:48, time: 1.117, data_time: 0.135, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.8752, loss: 0.8752, grad_norm: 5.4571, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6522, loss/aux0: 0.6522 2020-10-20 00:04:22,638 - mmaction - INFO - Epoch [60][580/792] lr: 7.500e-04, eta: 18:32:03, time: 1.089, data_time: 0.132, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9172, loss_cls: 0.8752, loss: 0.8752, grad_norm: 5.4614, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6523, loss/aux0: 0.6523 2020-10-20 00:05:04,690 - mmaction - INFO - Epoch [60][600/792] lr: 7.500e-04, eta: 18:31:08, time: 1.082, data_time: 0.363, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8753, loss: 0.8753, grad_norm: 5.4271, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6200, loss/aux0: 0.6200 2020-10-20 00:05:05,290 - mmaction - INFO - Epoch [60][600/792] lr: 7.500e-04, eta: 18:31:21, time: 1.024, data_time: 0.341, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9219, loss_cls: 0.8753, loss: 0.8753, grad_norm: 5.3551, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6170, loss/aux0: 0.6170 2020-10-20 00:05:46,336 - mmaction - INFO - Epoch [60][620/792] lr: 7.500e-04, eta: 18:30:25, time: 0.977, data_time: 0.394, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9302, loss_cls: 0.7957, loss: 0.7957, grad_norm: 5.1547, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6272, loss/aux0: 0.6272 2020-10-20 00:05:46,931 - mmaction - INFO - Epoch [60][620/792] lr: 7.500e-04, eta: 18:30:38, time: 0.977, data_time: 0.396, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9302, loss_cls: 0.7957, loss: 0.7957, grad_norm: 5.1493, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-20 00:06:29,042 - mmaction - INFO - Epoch [60][640/792] lr: 7.500e-04, eta: 18:29:40, time: 0.935, data_time: 0.360, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9161, loss_cls: 0.8588, loss: 0.8588, grad_norm: 5.2412, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-20 00:06:30,093 - mmaction - INFO - Epoch [60][640/792] lr: 7.500e-04, eta: 18:29:53, time: 0.960, data_time: 0.385, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9161, loss_cls: 0.8588, loss: 0.8588, grad_norm: 5.2484, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5932, loss/aux0: 0.5932 2020-10-20 00:07:12,565 - mmaction - INFO - Epoch [60][660/792] lr: 7.500e-04, eta: 18:28:58, time: 1.126, data_time: 0.443, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9266, loss_cls: 0.8385, loss: 0.8385, grad_norm: 5.4871, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5948, loss/aux0: 0.5948 2020-10-20 00:07:15,930 - mmaction - INFO - Epoch [60][660/792] lr: 7.500e-04, eta: 18:29:14, time: 1.143, data_time: 0.446, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9266, loss_cls: 0.8385, loss: 0.8385, grad_norm: 5.4944, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5934, loss/aux0: 0.5934 2020-10-20 00:07:55,031 - mmaction - INFO - Epoch [60][680/792] lr: 7.500e-04, eta: 18:28:18, time: 1.031, data_time: 0.026, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9250, loss_cls: 0.8173, loss: 0.8173, grad_norm: 5.2581, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-20 00:07:57,007 - mmaction - INFO - Epoch [60][680/792] lr: 7.500e-04, eta: 18:28:31, time: 0.969, data_time: 0.027, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9250, loss_cls: 0.8173, loss: 0.8173, grad_norm: 5.2291, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.6020, loss/aux0: 0.6020 2020-10-20 00:08:38,708 - mmaction - INFO - Epoch [60][700/792] lr: 7.500e-04, eta: 18:27:36, time: 1.122, data_time: 0.000, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9302, loss_cls: 0.8167, loss: 0.8167, grad_norm: 5.4496, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5850, loss/aux0: 0.5850 2020-10-20 00:08:39,676 - mmaction - INFO - Epoch [60][700/792] lr: 7.500e-04, eta: 18:27:49, time: 1.020, data_time: 0.002, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9302, loss_cls: 0.8167, loss: 0.8167, grad_norm: 5.4208, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5876, loss/aux0: 0.5876 2020-10-20 00:09:19,306 - mmaction - INFO - Epoch [60][720/792] lr: 7.500e-04, eta: 18:26:54, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9198, loss_cls: 0.8276, loss: 0.8276, grad_norm: 5.4963, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6234, loss/aux0: 0.6234 2020-10-20 00:09:21,619 - mmaction - INFO - Epoch [60][720/792] lr: 7.500e-04, eta: 18:27:08, time: 1.044, data_time: 0.003, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9198, loss_cls: 0.8276, loss: 0.8276, grad_norm: 5.5360, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6329, loss/aux0: 0.6329 2020-10-20 00:10:03,377 - mmaction - INFO - Epoch [60][740/792] lr: 7.500e-04, eta: 18:26:13, time: 1.143, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9266, loss_cls: 0.8330, loss: 0.8330, grad_norm: 5.4036, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-20 00:10:05,197 - mmaction - INFO - Epoch [60][740/792] lr: 7.500e-04, eta: 18:26:28, time: 1.108, data_time: 0.003, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9266, loss_cls: 0.8330, loss: 0.8330, grad_norm: 5.4391, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6061, loss/aux0: 0.6061 2020-10-20 00:10:44,669 - mmaction - INFO - Epoch [60][760/792] lr: 7.500e-04, eta: 18:25:32, time: 1.020, data_time: 0.000, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9156, loss_cls: 0.8676, loss: 0.8676, grad_norm: 5.3236, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-20 00:10:46,822 - mmaction - INFO - Epoch [60][760/792] lr: 7.500e-04, eta: 18:25:45, time: 0.986, data_time: 0.002, memory: 8335, top1_acc: 0.7719, top5_acc: 0.9156, loss_cls: 0.8676, loss: 0.8676, grad_norm: 5.3871, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5882, loss/aux0: 0.5882 2020-10-20 00:11:26,982 - mmaction - INFO - Epoch [60][780/792] lr: 7.500e-04, eta: 18:24:50, time: 1.074, data_time: 0.294, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9313, loss_cls: 0.7980, loss: 0.7980, grad_norm: 5.2420, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6142, loss/aux0: 0.6142 2020-10-20 00:11:27,583 - mmaction - INFO - Epoch [60][780/792] lr: 7.500e-04, eta: 18:25:04, time: 1.075, data_time: 0.295, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9313, loss_cls: 0.7980, loss: 0.7980, grad_norm: 5.2097, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6193, loss/aux0: 0.6193 2020-10-20 00:12:00,211 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-10-20 00:13:44,722 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 00:13:44,848 - mmaction - INFO - top1_acc 0.7892 top5_acc 0.9419 2020-10-20 00:13:44,848 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 00:13:44,880 - mmaction - INFO - mean_acc 0.7895 2020-10-20 00:13:44,883 - mmaction - INFO - Epoch(val) [60][792] top1_acc: 0.7892, top5_acc: 0.9419, mean_class_accuracy: 0.7895 2020-10-20 00:16:42,356 - mmaction - INFO - Epoch [61][20/792] lr: 7.500e-04, eta: 18:23:28, time: 1.193, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9302, loss_cls: 0.8184, loss: 0.8184, grad_norm: 5.4058, top1_acc/aux0: 0.8350, top5_acc/aux0: 0.9633, loss_cls/aux0: 0.6088, loss/aux0: 0.6088 2020-10-20 00:16:43,012 - mmaction - INFO - Epoch [61][20/792] lr: 7.500e-04, eta: 18:23:44, time: 1.196, data_time: 0.006, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9302, loss_cls: 0.8184, loss: 0.8184, grad_norm: 5.4139, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-20 00:17:24,032 - mmaction - INFO - Epoch [61][40/792] lr: 7.500e-04, eta: 18:22:48, time: 0.975, data_time: 0.000, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9302, loss_cls: 0.8378, loss: 0.8378, grad_norm: 5.4716, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-20 00:17:26,454 - mmaction - INFO - Epoch [61][40/792] lr: 7.500e-04, eta: 18:23:02, time: 1.068, data_time: 0.002, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9302, loss_cls: 0.8378, loss: 0.8378, grad_norm: 5.5392, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-20 00:18:08,283 - mmaction - INFO - Epoch [61][60/792] lr: 7.500e-04, eta: 18:22:07, time: 1.127, data_time: 0.046, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.8550, loss: 0.8550, grad_norm: 5.3383, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6508, loss/aux0: 0.6508 2020-10-20 00:18:09,793 - mmaction - INFO - Epoch [61][60/792] lr: 7.500e-04, eta: 18:22:22, time: 1.116, data_time: 0.049, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9219, loss_cls: 0.8550, loss: 0.8550, grad_norm: 5.3590, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6399, loss/aux0: 0.6399 2020-10-20 00:18:48,555 - mmaction - INFO - Epoch [61][80/792] lr: 7.500e-04, eta: 18:21:26, time: 1.044, data_time: 0.092, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9260, loss_cls: 0.8099, loss: 0.8099, grad_norm: 5.4469, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6443, loss/aux0: 0.6443 2020-10-20 00:18:49,663 - mmaction - INFO - Epoch [61][80/792] lr: 7.500e-04, eta: 18:21:40, time: 1.027, data_time: 0.096, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9260, loss_cls: 0.8099, loss: 0.8099, grad_norm: 5.3704, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-20 00:19:30,777 - mmaction - INFO - Epoch [61][100/792] lr: 7.500e-04, eta: 18:20:44, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9401, loss_cls: 0.7193, loss: 0.7193, grad_norm: 5.0351, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5904, loss/aux0: 0.5904 2020-10-20 00:19:31,375 - mmaction - INFO - Epoch [61][100/792] lr: 7.500e-04, eta: 18:20:58, time: 1.037, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9401, loss_cls: 0.7193, loss: 0.7193, grad_norm: 4.9501, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6009, loss/aux0: 0.6009 2020-10-20 00:20:14,939 - mmaction - INFO - Epoch [61][120/792] lr: 7.500e-04, eta: 18:20:02, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9214, loss_cls: 0.8057, loss: 0.8057, grad_norm: 5.6346, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6820, loss/aux0: 0.6820 2020-10-20 00:20:15,533 - mmaction - INFO - Epoch [61][120/792] lr: 7.500e-04, eta: 18:20:17, time: 1.081, data_time: 0.003, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9214, loss_cls: 0.8057, loss: 0.8057, grad_norm: 5.5775, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6829, loss/aux0: 0.6829 2020-10-20 00:20:55,676 - mmaction - INFO - Epoch [61][140/792] lr: 7.500e-04, eta: 18:19:21, time: 1.063, data_time: 0.432, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9240, loss_cls: 0.8209, loss: 0.8209, grad_norm: 5.0072, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5786, loss/aux0: 0.5786 2020-10-20 00:20:57,199 - mmaction - INFO - Epoch [61][140/792] lr: 7.500e-04, eta: 18:19:35, time: 1.051, data_time: 0.417, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9240, loss_cls: 0.8209, loss: 0.8209, grad_norm: 5.0162, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5743, loss/aux0: 0.5743 2020-10-20 00:21:38,491 - mmaction - INFO - Epoch [61][160/792] lr: 7.500e-04, eta: 18:18:40, time: 1.109, data_time: 0.224, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9328, loss_cls: 0.7752, loss: 0.7752, grad_norm: 5.4018, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-20 00:21:39,340 - mmaction - INFO - Epoch [61][160/792] lr: 7.500e-04, eta: 18:18:55, time: 1.073, data_time: 0.189, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9328, loss_cls: 0.7752, loss: 0.7752, grad_norm: 5.3870, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-20 00:22:19,336 - mmaction - INFO - Epoch [61][180/792] lr: 7.500e-04, eta: 18:17:59, time: 1.032, data_time: 0.432, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9214, loss_cls: 0.8198, loss: 0.8198, grad_norm: 5.0708, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-20 00:22:22,146 - mmaction - INFO - Epoch [61][180/792] lr: 7.500e-04, eta: 18:18:13, time: 1.094, data_time: 0.489, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9214, loss_cls: 0.8198, loss: 0.8198, grad_norm: 5.0453, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6061, loss/aux0: 0.6061 2020-10-20 00:23:00,380 - mmaction - INFO - Epoch [61][200/792] lr: 7.500e-04, eta: 18:17:16, time: 0.938, data_time: 0.192, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9203, loss_cls: 0.8509, loss: 0.8509, grad_norm: 5.4221, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-20 00:23:02,089 - mmaction - INFO - Epoch [61][200/792] lr: 7.500e-04, eta: 18:17:29, time: 0.961, data_time: 0.215, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9203, loss_cls: 0.8509, loss: 0.8509, grad_norm: 5.4627, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-20 00:23:41,057 - mmaction - INFO - Epoch [61][220/792] lr: 7.500e-04, eta: 18:16:33, time: 1.010, data_time: 0.152, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9281, loss_cls: 0.8052, loss: 0.8052, grad_norm: 5.2532, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5868, loss/aux0: 0.5868 2020-10-20 00:23:43,432 - mmaction - INFO - Epoch [61][220/792] lr: 7.500e-04, eta: 18:16:46, time: 1.027, data_time: 0.140, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9281, loss_cls: 0.8052, loss: 0.8052, grad_norm: 5.2349, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5848, loss/aux0: 0.5848 2020-10-20 00:24:21,644 - mmaction - INFO - Epoch [61][240/792] lr: 7.500e-04, eta: 18:15:50, time: 0.971, data_time: 0.004, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9370, loss_cls: 0.7806, loss: 0.7806, grad_norm: 5.7248, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6524, loss/aux0: 0.6524 2020-10-20 00:24:24,494 - mmaction - INFO - Epoch [61][240/792] lr: 7.500e-04, eta: 18:16:03, time: 1.028, data_time: 0.001, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9370, loss_cls: 0.7806, loss: 0.7806, grad_norm: 5.7067, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6546, loss/aux0: 0.6546 2020-10-20 00:25:05,062 - mmaction - INFO - Epoch [61][260/792] lr: 7.500e-04, eta: 18:15:08, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9276, loss_cls: 0.8101, loss: 0.8101, grad_norm: 5.3767, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6024, loss/aux0: 0.6024 2020-10-20 00:25:07,536 - mmaction - INFO - Epoch [61][260/792] lr: 7.500e-04, eta: 18:15:22, time: 1.060, data_time: 0.001, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9276, loss_cls: 0.8101, loss: 0.8101, grad_norm: 5.3453, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5919, loss/aux0: 0.5919 2020-10-20 00:25:49,451 - mmaction - INFO - Epoch [61][280/792] lr: 7.500e-04, eta: 18:14:28, time: 1.133, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9312, loss_cls: 0.7987, loss: 0.7987, grad_norm: 5.2083, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6287, loss/aux0: 0.6287 2020-10-20 00:25:52,014 - mmaction - INFO - Epoch [61][280/792] lr: 7.500e-04, eta: 18:14:43, time: 1.174, data_time: 0.003, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9312, loss_cls: 0.7987, loss: 0.7987, grad_norm: 5.2457, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6372, loss/aux0: 0.6372 2020-10-20 00:26:32,023 - mmaction - INFO - Epoch [61][300/792] lr: 7.500e-04, eta: 18:13:46, time: 0.965, data_time: 0.000, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8273, loss: 0.8273, grad_norm: 5.3885, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5814, loss/aux0: 0.5814 2020-10-20 00:26:34,312 - mmaction - INFO - Epoch [61][300/792] lr: 7.500e-04, eta: 18:13:59, time: 0.991, data_time: 0.003, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9250, loss_cls: 0.8273, loss: 0.8273, grad_norm: 5.3579, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5732, loss/aux0: 0.5732 2020-10-20 00:27:15,752 - mmaction - INFO - Epoch [61][320/792] lr: 7.500e-04, eta: 18:13:05, time: 1.103, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9224, loss_cls: 0.8388, loss: 0.8388, grad_norm: 5.5220, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5751, loss/aux0: 0.5751 2020-10-20 00:27:16,359 - mmaction - INFO - Epoch [61][320/792] lr: 7.500e-04, eta: 18:13:18, time: 1.061, data_time: 0.003, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9224, loss_cls: 0.8388, loss: 0.8388, grad_norm: 5.4872, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5783, loss/aux0: 0.5783 2020-10-20 00:27:57,754 - mmaction - INFO - Epoch [61][340/792] lr: 7.500e-04, eta: 18:12:22, time: 0.984, data_time: 0.000, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9240, loss_cls: 0.8207, loss: 0.8207, grad_norm: 5.4376, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6634, loss/aux0: 0.6634 2020-10-20 00:27:58,358 - mmaction - INFO - Epoch [61][340/792] lr: 7.500e-04, eta: 18:12:35, time: 0.986, data_time: 0.002, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9240, loss_cls: 0.8207, loss: 0.8207, grad_norm: 5.4542, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6624, loss/aux0: 0.6624 2020-10-20 00:28:37,703 - mmaction - INFO - Epoch [61][360/792] lr: 7.500e-04, eta: 18:11:39, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9307, loss_cls: 0.8049, loss: 0.8049, grad_norm: 5.3987, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-20 00:28:39,670 - mmaction - INFO - Epoch [61][360/792] lr: 7.500e-04, eta: 18:11:52, time: 1.029, data_time: 0.001, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9307, loss_cls: 0.8049, loss: 0.8049, grad_norm: 5.4309, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-20 00:29:20,680 - mmaction - INFO - Epoch [61][380/792] lr: 7.500e-04, eta: 18:10:57, time: 1.043, data_time: 0.003, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9203, loss_cls: 0.8406, loss: 0.8406, grad_norm: 5.4097, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-20 00:29:22,879 - mmaction - INFO - Epoch [61][380/792] lr: 7.500e-04, eta: 18:11:11, time: 1.109, data_time: 0.005, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9203, loss_cls: 0.8406, loss: 0.8406, grad_norm: 5.4010, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5951, loss/aux0: 0.5951 2020-10-20 00:30:03,300 - mmaction - INFO - Epoch [61][400/792] lr: 7.500e-04, eta: 18:10:17, time: 1.118, data_time: 0.358, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9255, loss_cls: 0.8065, loss: 0.8065, grad_norm: 5.5173, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6344, loss/aux0: 0.6344 2020-10-20 00:30:03,917 - mmaction - INFO - Epoch [61][400/792] lr: 7.500e-04, eta: 18:10:30, time: 1.057, data_time: 0.360, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9255, loss_cls: 0.8065, loss: 0.8065, grad_norm: 5.5228, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-20 00:30:45,200 - mmaction - INFO - Epoch [61][420/792] lr: 7.500e-04, eta: 18:09:36, time: 1.090, data_time: 0.270, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9219, loss_cls: 0.8338, loss: 0.8338, grad_norm: 5.3976, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-20 00:30:47,600 - mmaction - INFO - Epoch [61][420/792] lr: 7.500e-04, eta: 18:09:50, time: 1.087, data_time: 0.266, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9219, loss_cls: 0.8338, loss: 0.8338, grad_norm: 5.4450, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6253, loss/aux0: 0.6253 2020-10-20 00:31:28,555 - mmaction - INFO - Epoch [61][440/792] lr: 7.500e-04, eta: 18:08:55, time: 1.127, data_time: 0.344, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9260, loss_cls: 0.8166, loss: 0.8166, grad_norm: 5.3398, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-20 00:31:30,451 - mmaction - INFO - Epoch [61][440/792] lr: 7.500e-04, eta: 18:09:10, time: 1.124, data_time: 0.277, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9260, loss_cls: 0.8166, loss: 0.8166, grad_norm: 5.3694, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6255, loss/aux0: 0.6255 2020-10-20 00:32:12,252 - mmaction - INFO - Epoch [61][460/792] lr: 7.500e-04, eta: 18:08:14, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9255, loss_cls: 0.8456, loss: 0.8456, grad_norm: 5.2116, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5920, loss/aux0: 0.5920 2020-10-20 00:32:14,826 - mmaction - INFO - Epoch [61][460/792] lr: 7.500e-04, eta: 18:08:29, time: 1.131, data_time: 0.003, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9255, loss_cls: 0.8456, loss: 0.8456, grad_norm: 5.1114, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5787, loss/aux0: 0.5787 2020-10-20 00:32:56,556 - mmaction - INFO - Epoch [61][480/792] lr: 7.500e-04, eta: 18:07:34, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9240, loss_cls: 0.8250, loss: 0.8250, grad_norm: 5.3583, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5780, loss/aux0: 0.5780 2020-10-20 00:32:59,734 - mmaction - INFO - Epoch [61][480/792] lr: 7.500e-04, eta: 18:07:48, time: 1.092, data_time: 0.002, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9240, loss_cls: 0.8250, loss: 0.8250, grad_norm: 5.2645, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5748, loss/aux0: 0.5748 2020-10-20 00:33:39,621 - mmaction - INFO - Epoch [61][500/792] lr: 7.500e-04, eta: 18:06:53, time: 1.022, data_time: 0.150, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9333, loss_cls: 0.7480, loss: 0.7480, grad_norm: 5.2628, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-20 00:33:42,745 - mmaction - INFO - Epoch [61][500/792] lr: 7.500e-04, eta: 18:07:07, time: 1.110, data_time: 0.227, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9333, loss_cls: 0.7480, loss: 0.7480, grad_norm: 5.2043, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-20 00:34:22,253 - mmaction - INFO - Epoch [61][520/792] lr: 7.500e-04, eta: 18:06:12, time: 1.084, data_time: 0.179, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9401, loss_cls: 0.7718, loss: 0.7718, grad_norm: 5.4233, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6558, loss/aux0: 0.6558 2020-10-20 00:34:22,840 - mmaction - INFO - Epoch [61][520/792] lr: 7.500e-04, eta: 18:06:25, time: 1.020, data_time: 0.115, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9401, loss_cls: 0.7718, loss: 0.7718, grad_norm: 5.4348, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6539, loss/aux0: 0.6539 2020-10-20 00:35:04,793 - mmaction - INFO - Epoch [61][540/792] lr: 7.500e-04, eta: 18:05:30, time: 1.075, data_time: 0.180, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9260, loss_cls: 0.8528, loss: 0.8528, grad_norm: 5.4368, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5988, loss/aux0: 0.5988 2020-10-20 00:35:05,726 - mmaction - INFO - Epoch [61][540/792] lr: 7.500e-04, eta: 18:05:43, time: 1.013, data_time: 0.119, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9260, loss_cls: 0.8528, loss: 0.8528, grad_norm: 5.5269, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6172, loss/aux0: 0.6172 2020-10-20 00:35:47,667 - mmaction - INFO - Epoch [61][560/792] lr: 7.500e-04, eta: 18:04:50, time: 1.208, data_time: 0.627, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8113, loss: 0.8113, grad_norm: 5.2742, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.6129, loss/aux0: 0.6129 2020-10-20 00:35:50,101 - mmaction - INFO - Epoch [61][560/792] lr: 7.500e-04, eta: 18:05:05, time: 1.176, data_time: 0.597, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8113, loss: 0.8113, grad_norm: 5.2467, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-20 00:36:29,984 - mmaction - INFO - Epoch [61][580/792] lr: 7.500e-04, eta: 18:04:10, time: 1.024, data_time: 0.024, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9198, loss_cls: 0.8378, loss: 0.8378, grad_norm: 5.5307, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6261, loss/aux0: 0.6261 2020-10-20 00:36:31,441 - mmaction - INFO - Epoch [61][580/792] lr: 7.500e-04, eta: 18:04:21, time: 0.897, data_time: 0.002, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9198, loss_cls: 0.8378, loss: 0.8378, grad_norm: 5.5322, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6349, loss/aux0: 0.6349 2020-10-20 00:37:12,707 - mmaction - INFO - Epoch [61][600/792] lr: 7.500e-04, eta: 18:03:27, time: 1.156, data_time: 0.190, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9068, loss_cls: 0.8783, loss: 0.8783, grad_norm: 5.4354, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6050, loss/aux0: 0.6050 2020-10-20 00:37:13,298 - mmaction - INFO - Epoch [61][600/792] lr: 7.500e-04, eta: 18:03:41, time: 1.085, data_time: 0.120, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9068, loss_cls: 0.8783, loss: 0.8783, grad_norm: 5.3936, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5915, loss/aux0: 0.5915 2020-10-20 00:37:53,611 - mmaction - INFO - Epoch [61][620/792] lr: 7.500e-04, eta: 18:02:45, time: 0.955, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9266, loss_cls: 0.7983, loss: 0.7983, grad_norm: 5.2545, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5942, loss/aux0: 0.5942 2020-10-20 00:37:56,641 - mmaction - INFO - Epoch [61][620/792] lr: 7.500e-04, eta: 18:02:59, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9266, loss_cls: 0.7983, loss: 0.7983, grad_norm: 5.1544, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-20 00:38:37,491 - mmaction - INFO - Epoch [61][640/792] lr: 7.500e-04, eta: 18:02:03, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9297, loss_cls: 0.8349, loss: 0.8349, grad_norm: 5.2159, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6470, loss/aux0: 0.6470 2020-10-20 00:38:39,764 - mmaction - INFO - Epoch [61][640/792] lr: 7.500e-04, eta: 18:02:16, time: 0.984, data_time: 0.002, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9297, loss_cls: 0.8349, loss: 0.8349, grad_norm: 5.2882, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6609, loss/aux0: 0.6609 2020-10-20 00:39:21,343 - mmaction - INFO - Epoch [61][660/792] lr: 7.500e-04, eta: 18:01:21, time: 1.095, data_time: 0.000, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9286, loss_cls: 0.8379, loss: 0.8379, grad_norm: 5.5010, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5816, loss/aux0: 0.5816 2020-10-20 00:39:21,953 - mmaction - INFO - Epoch [61][660/792] lr: 7.500e-04, eta: 18:01:34, time: 0.979, data_time: 0.003, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9286, loss_cls: 0.8379, loss: 0.8379, grad_norm: 5.5008, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5688, loss/aux0: 0.5688 2020-10-20 00:40:03,804 - mmaction - INFO - Epoch [61][680/792] lr: 7.500e-04, eta: 18:00:38, time: 0.978, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9312, loss_cls: 0.8240, loss: 0.8240, grad_norm: 5.4672, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5876, loss/aux0: 0.5876 2020-10-20 00:40:05,471 - mmaction - INFO - Epoch [61][680/792] lr: 7.500e-04, eta: 18:00:51, time: 1.034, data_time: 0.002, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9312, loss_cls: 0.8240, loss: 0.8240, grad_norm: 5.5064, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5888, loss/aux0: 0.5888 2020-10-20 00:40:45,728 - mmaction - INFO - Epoch [61][700/792] lr: 7.500e-04, eta: 17:59:57, time: 1.116, data_time: 0.207, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9276, loss_cls: 0.8200, loss: 0.8200, grad_norm: 5.2443, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5863, loss/aux0: 0.5863 2020-10-20 00:40:47,109 - mmaction - INFO - Epoch [61][700/792] lr: 7.500e-04, eta: 18:00:11, time: 1.090, data_time: 0.209, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9276, loss_cls: 0.8200, loss: 0.8200, grad_norm: 5.1882, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5874, loss/aux0: 0.5874 2020-10-20 00:41:26,998 - mmaction - INFO - Epoch [61][720/792] lr: 7.500e-04, eta: 17:59:15, time: 1.036, data_time: 0.116, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9161, loss_cls: 0.8646, loss: 0.8646, grad_norm: 5.2517, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-20 00:41:29,351 - mmaction - INFO - Epoch [61][720/792] lr: 7.500e-04, eta: 17:59:29, time: 1.047, data_time: 0.166, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9161, loss_cls: 0.8646, loss: 0.8646, grad_norm: 5.2863, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-20 00:42:09,296 - mmaction - INFO - Epoch [61][740/792] lr: 7.500e-04, eta: 17:58:35, time: 1.137, data_time: 0.557, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9245, loss_cls: 0.8227, loss: 0.8227, grad_norm: 5.4045, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5951, loss/aux0: 0.5951 2020-10-20 00:42:11,000 - mmaction - INFO - Epoch [61][740/792] lr: 7.500e-04, eta: 17:58:49, time: 1.108, data_time: 0.529, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9245, loss_cls: 0.8227, loss: 0.8227, grad_norm: 5.4167, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6026, loss/aux0: 0.6026 2020-10-20 00:42:50,281 - mmaction - INFO - Epoch [61][760/792] lr: 7.500e-04, eta: 17:57:53, time: 1.002, data_time: 0.030, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9234, loss_cls: 0.8004, loss: 0.8004, grad_norm: 5.2576, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-20 00:42:51,787 - mmaction - INFO - Epoch [61][760/792] lr: 7.500e-04, eta: 17:58:05, time: 0.975, data_time: 0.038, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9234, loss_cls: 0.8004, loss: 0.8004, grad_norm: 5.3842, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6259, loss/aux0: 0.6259 2020-10-20 00:43:33,967 - mmaction - INFO - Epoch [61][780/792] lr: 7.500e-04, eta: 17:57:11, time: 1.112, data_time: 0.417, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9292, loss_cls: 0.7878, loss: 0.7878, grad_norm: 5.4649, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6337, loss/aux0: 0.6337 2020-10-20 00:43:34,568 - mmaction - INFO - Epoch [61][780/792] lr: 7.500e-04, eta: 17:57:25, time: 1.095, data_time: 0.419, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9292, loss_cls: 0.7878, loss: 0.7878, grad_norm: 5.4569, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-20 00:44:02,435 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-10-20 00:47:12,602 - mmaction - INFO - Epoch [62][20/792] lr: 7.500e-04, eta: 17:55:49, time: 1.055, data_time: 0.304, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9307, loss_cls: 0.7558, loss: 0.7558, grad_norm: 5.4072, top1_acc/aux0: 0.8487, top5_acc/aux0: 0.9572, loss_cls/aux0: 0.5712, loss/aux0: 0.5712 2020-10-20 00:47:14,600 - mmaction - INFO - Epoch [62][20/792] lr: 7.500e-04, eta: 17:56:03, time: 1.127, data_time: 0.377, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9307, loss_cls: 0.7558, loss: 0.7558, grad_norm: 5.3906, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5773, loss/aux0: 0.5773 2020-10-20 00:47:54,935 - mmaction - INFO - Epoch [62][40/792] lr: 7.500e-04, eta: 17:55:08, time: 1.042, data_time: 0.181, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9224, loss_cls: 0.7961, loss: 0.7961, grad_norm: 5.3542, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6748, loss/aux0: 0.6748 2020-10-20 00:47:55,517 - mmaction - INFO - Epoch [62][40/792] lr: 7.500e-04, eta: 17:55:21, time: 1.043, data_time: 0.183, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9224, loss_cls: 0.7961, loss: 0.7961, grad_norm: 5.2963, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6591, loss/aux0: 0.6591 2020-10-20 00:48:37,219 - mmaction - INFO - Epoch [62][60/792] lr: 7.500e-04, eta: 17:54:25, time: 0.986, data_time: 0.009, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9292, loss_cls: 0.7831, loss: 0.7831, grad_norm: 5.5954, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.6208, loss/aux0: 0.6208 2020-10-20 00:48:37,807 - mmaction - INFO - Epoch [62][60/792] lr: 7.500e-04, eta: 17:54:38, time: 0.986, data_time: 0.011, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9292, loss_cls: 0.7831, loss: 0.7831, grad_norm: 5.6616, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6318, loss/aux0: 0.6318 2020-10-20 00:49:19,771 - mmaction - INFO - Epoch [62][80/792] lr: 7.500e-04, eta: 17:53:44, time: 1.127, data_time: 0.000, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9286, loss_cls: 0.8092, loss: 0.8092, grad_norm: 5.1545, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-20 00:49:21,690 - mmaction - INFO - Epoch [62][80/792] lr: 7.500e-04, eta: 17:53:58, time: 1.123, data_time: 0.003, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9286, loss_cls: 0.8092, loss: 0.8092, grad_norm: 5.1318, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-20 00:50:00,244 - mmaction - INFO - Epoch [62][100/792] lr: 7.500e-04, eta: 17:53:03, time: 1.049, data_time: 0.051, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9266, loss_cls: 0.8072, loss: 0.8072, grad_norm: 5.5034, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6123, loss/aux0: 0.6123 2020-10-20 00:50:01,472 - mmaction - INFO - Epoch [62][100/792] lr: 7.500e-04, eta: 17:53:16, time: 0.985, data_time: 0.054, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9266, loss_cls: 0.8072, loss: 0.8072, grad_norm: 5.5637, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-20 00:50:44,235 - mmaction - INFO - Epoch [62][120/792] lr: 7.500e-04, eta: 17:52:22, time: 1.157, data_time: 0.042, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9313, loss_cls: 0.7899, loss: 0.7899, grad_norm: 5.1333, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5843, loss/aux0: 0.5843 2020-10-20 00:50:44,855 - mmaction - INFO - Epoch [62][120/792] lr: 7.500e-04, eta: 17:52:37, time: 1.159, data_time: 0.046, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9313, loss_cls: 0.7899, loss: 0.7899, grad_norm: 5.0805, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5767, loss/aux0: 0.5767 2020-10-20 00:51:28,989 - mmaction - INFO - Epoch [62][140/792] lr: 7.500e-04, eta: 17:51:43, time: 1.200, data_time: 0.142, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9198, loss_cls: 0.8067, loss: 0.8067, grad_norm: 5.2407, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6811, loss/aux0: 0.6811 2020-10-20 00:51:29,633 - mmaction - INFO - Epoch [62][140/792] lr: 7.500e-04, eta: 17:51:58, time: 1.176, data_time: 0.117, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9198, loss_cls: 0.8067, loss: 0.8067, grad_norm: 5.2360, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6876, loss/aux0: 0.6876 2020-10-20 00:52:09,457 - mmaction - INFO - Epoch [62][160/792] lr: 7.500e-04, eta: 17:51:03, time: 0.991, data_time: 0.291, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9437, loss_cls: 0.7115, loss: 0.7115, grad_norm: 5.3257, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-20 00:52:12,220 - mmaction - INFO - Epoch [62][160/792] lr: 7.500e-04, eta: 17:51:16, time: 1.097, data_time: 0.400, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9437, loss_cls: 0.7115, loss: 0.7115, grad_norm: 5.3319, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-20 00:52:53,745 - mmaction - INFO - Epoch [62][180/792] lr: 7.500e-04, eta: 17:50:21, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9292, loss_cls: 0.7858, loss: 0.7858, grad_norm: 5.5112, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6305, loss/aux0: 0.6305 2020-10-20 00:52:54,902 - mmaction - INFO - Epoch [62][180/792] lr: 7.500e-04, eta: 17:50:35, time: 1.081, data_time: 0.002, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9292, loss_cls: 0.7858, loss: 0.7858, grad_norm: 5.4792, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6215, loss/aux0: 0.6215 2020-10-20 00:53:37,141 - mmaction - INFO - Epoch [62][200/792] lr: 7.500e-04, eta: 17:49:41, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9354, loss_cls: 0.7489, loss: 0.7489, grad_norm: 5.2679, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6098, loss/aux0: 0.6098 2020-10-20 00:53:37,757 - mmaction - INFO - Epoch [62][200/792] lr: 7.500e-04, eta: 17:49:55, time: 1.104, data_time: 0.004, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9354, loss_cls: 0.7489, loss: 0.7489, grad_norm: 5.2812, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-20 00:54:18,391 - mmaction - INFO - Epoch [62][220/792] lr: 7.500e-04, eta: 17:48:58, time: 0.947, data_time: 0.003, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9229, loss_cls: 0.8347, loss: 0.8347, grad_norm: 5.5059, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-20 00:54:19,774 - mmaction - INFO - Epoch [62][220/792] lr: 7.500e-04, eta: 17:49:11, time: 0.988, data_time: 0.045, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9229, loss_cls: 0.8347, loss: 0.8347, grad_norm: 5.5613, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6170, loss/aux0: 0.6170 2020-10-20 00:54:58,264 - mmaction - INFO - Epoch [62][240/792] lr: 7.500e-04, eta: 17:48:15, time: 0.964, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9276, loss_cls: 0.8111, loss: 0.8111, grad_norm: 5.5746, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6372, loss/aux0: 0.6372 2020-10-20 00:54:59,180 - mmaction - INFO - Epoch [62][240/792] lr: 7.500e-04, eta: 17:48:27, time: 0.980, data_time: 0.002, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9276, loss_cls: 0.8111, loss: 0.8111, grad_norm: 5.5144, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6308, loss/aux0: 0.6308 2020-10-20 00:55:39,730 - mmaction - INFO - Epoch [62][260/792] lr: 7.500e-04, eta: 17:47:32, time: 0.994, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9292, loss_cls: 0.8025, loss: 0.8025, grad_norm: 5.2556, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5957, loss/aux0: 0.5957 2020-10-20 00:55:43,146 - mmaction - INFO - Epoch [62][260/792] lr: 7.500e-04, eta: 17:47:46, time: 1.135, data_time: 0.015, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9292, loss_cls: 0.8025, loss: 0.8025, grad_norm: 5.1801, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-20 00:56:24,508 - mmaction - INFO - Epoch [62][280/792] lr: 7.500e-04, eta: 17:46:52, time: 1.165, data_time: 0.000, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9302, loss_cls: 0.8241, loss: 0.8241, grad_norm: 5.2998, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6193, loss/aux0: 0.6193 2020-10-20 00:56:27,491 - mmaction - INFO - Epoch [62][280/792] lr: 7.500e-04, eta: 17:47:06, time: 1.124, data_time: 0.003, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9302, loss_cls: 0.8241, loss: 0.8241, grad_norm: 5.3832, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-20 00:57:06,691 - mmaction - INFO - Epoch [62][300/792] lr: 7.500e-04, eta: 17:46:11, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9161, loss_cls: 0.8829, loss: 0.8829, grad_norm: 5.4564, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-20 00:57:09,710 - mmaction - INFO - Epoch [62][300/792] lr: 7.500e-04, eta: 17:46:24, time: 1.059, data_time: 0.002, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9161, loss_cls: 0.8829, loss: 0.8829, grad_norm: 5.4349, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-20 00:57:51,020 - mmaction - INFO - Epoch [62][320/792] lr: 7.500e-04, eta: 17:45:31, time: 1.153, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9286, loss_cls: 0.8110, loss: 0.8110, grad_norm: 5.4625, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5422, loss/aux0: 0.5422 2020-10-20 00:57:51,604 - mmaction - INFO - Epoch [62][320/792] lr: 7.500e-04, eta: 17:45:44, time: 1.088, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9286, loss_cls: 0.8110, loss: 0.8110, grad_norm: 5.4092, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5396, loss/aux0: 0.5396 2020-10-20 00:58:32,366 - mmaction - INFO - Epoch [62][340/792] lr: 7.500e-04, eta: 17:44:49, time: 1.005, data_time: 0.001, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9245, loss_cls: 0.8466, loss: 0.8466, grad_norm: 5.3316, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-20 00:58:33,023 - mmaction - INFO - Epoch [62][340/792] lr: 7.500e-04, eta: 17:45:01, time: 1.006, data_time: 0.004, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9245, loss_cls: 0.8466, loss: 0.8466, grad_norm: 5.2819, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-20 00:59:17,231 - mmaction - INFO - Epoch [62][360/792] lr: 7.500e-04, eta: 17:44:07, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9339, loss_cls: 0.7560, loss: 0.7560, grad_norm: 5.1276, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5765, loss/aux0: 0.5765 2020-10-20 00:59:17,836 - mmaction - INFO - Epoch [62][360/792] lr: 7.500e-04, eta: 17:44:20, time: 1.072, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9339, loss_cls: 0.7560, loss: 0.7560, grad_norm: 5.0682, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5713, loss/aux0: 0.5713 2020-10-20 00:59:57,371 - mmaction - INFO - Epoch [62][380/792] lr: 7.500e-04, eta: 17:43:25, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9302, loss_cls: 0.8030, loss: 0.8030, grad_norm: 5.3856, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6095, loss/aux0: 0.6095 2020-10-20 00:59:57,988 - mmaction - INFO - Epoch [62][380/792] lr: 7.500e-04, eta: 17:43:38, time: 1.033, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9302, loss_cls: 0.8030, loss: 0.8030, grad_norm: 5.2834, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-20 01:00:41,234 - mmaction - INFO - Epoch [62][400/792] lr: 7.500e-04, eta: 17:42:43, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9240, loss_cls: 0.8297, loss: 0.8297, grad_norm: 5.4108, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6024, loss/aux0: 0.6024 2020-10-20 01:00:41,820 - mmaction - INFO - Epoch [62][400/792] lr: 7.500e-04, eta: 17:42:56, time: 1.045, data_time: 0.002, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9240, loss_cls: 0.8297, loss: 0.8297, grad_norm: 5.4308, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-20 01:01:21,083 - mmaction - INFO - Epoch [62][420/792] lr: 7.500e-04, eta: 17:42:01, time: 1.006, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9333, loss_cls: 0.7639, loss: 0.7639, grad_norm: 5.2832, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-20 01:01:22,916 - mmaction - INFO - Epoch [62][420/792] lr: 7.500e-04, eta: 17:42:14, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9333, loss_cls: 0.7639, loss: 0.7639, grad_norm: 5.2923, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-20 01:02:02,750 - mmaction - INFO - Epoch [62][440/792] lr: 7.500e-04, eta: 17:41:19, time: 1.070, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9234, loss_cls: 0.8210, loss: 0.8210, grad_norm: 5.3291, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6265, loss/aux0: 0.6265 2020-10-20 01:02:04,381 - mmaction - INFO - Epoch [62][440/792] lr: 7.500e-04, eta: 17:41:32, time: 1.043, data_time: 0.002, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9234, loss_cls: 0.8210, loss: 0.8210, grad_norm: 5.4308, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6155, loss/aux0: 0.6155 2020-10-20 01:02:45,185 - mmaction - INFO - Epoch [62][460/792] lr: 7.500e-04, eta: 17:40:39, time: 1.139, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9182, loss_cls: 0.8085, loss: 0.8085, grad_norm: 5.3165, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6188, loss/aux0: 0.6188 2020-10-20 01:02:45,830 - mmaction - INFO - Epoch [62][460/792] lr: 7.500e-04, eta: 17:40:52, time: 1.066, data_time: 0.003, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9182, loss_cls: 0.8085, loss: 0.8085, grad_norm: 5.3423, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6258, loss/aux0: 0.6258 2020-10-20 01:03:26,324 - mmaction - INFO - Epoch [62][480/792] lr: 7.500e-04, eta: 17:39:57, time: 1.022, data_time: 0.288, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9354, loss_cls: 0.8074, loss: 0.8074, grad_norm: 5.6133, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6039, loss/aux0: 0.6039 2020-10-20 01:03:26,937 - mmaction - INFO - Epoch [62][480/792] lr: 7.500e-04, eta: 17:40:10, time: 1.024, data_time: 0.292, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9354, loss_cls: 0.8074, loss: 0.8074, grad_norm: 5.6539, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6079, loss/aux0: 0.6079 2020-10-20 01:04:09,807 - mmaction - INFO - Epoch [62][500/792] lr: 7.500e-04, eta: 17:39:16, time: 1.137, data_time: 0.341, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9292, loss_cls: 0.8013, loss: 0.8013, grad_norm: 5.2513, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5759, loss/aux0: 0.5759 2020-10-20 01:04:10,413 - mmaction - INFO - Epoch [62][500/792] lr: 7.500e-04, eta: 17:39:30, time: 1.113, data_time: 0.342, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9292, loss_cls: 0.8013, loss: 0.8013, grad_norm: 5.3100, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5867, loss/aux0: 0.5867 2020-10-20 01:04:50,431 - mmaction - INFO - Epoch [62][520/792] lr: 7.500e-04, eta: 17:38:35, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9193, loss_cls: 0.8431, loss: 0.8431, grad_norm: 5.6158, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5768, loss/aux0: 0.5768 2020-10-20 01:04:51,009 - mmaction - INFO - Epoch [62][520/792] lr: 7.500e-04, eta: 17:38:47, time: 1.015, data_time: 0.003, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9193, loss_cls: 0.8431, loss: 0.8431, grad_norm: 5.6619, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5667, loss/aux0: 0.5667 2020-10-20 01:05:32,427 - mmaction - INFO - Epoch [62][540/792] lr: 7.500e-04, eta: 17:37:53, time: 1.091, data_time: 0.028, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9167, loss_cls: 0.8326, loss: 0.8326, grad_norm: 5.3622, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6227, loss/aux0: 0.6227 2020-10-20 01:05:33,822 - mmaction - INFO - Epoch [62][540/792] lr: 7.500e-04, eta: 17:38:06, time: 1.076, data_time: 0.030, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9167, loss_cls: 0.8326, loss: 0.8326, grad_norm: 5.3898, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-20 01:06:13,927 - mmaction - INFO - Epoch [62][560/792] lr: 7.500e-04, eta: 17:37:11, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9302, loss_cls: 0.8176, loss: 0.8176, grad_norm: 5.3172, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6340, loss/aux0: 0.6340 2020-10-20 01:06:14,536 - mmaction - INFO - Epoch [62][560/792] lr: 7.500e-04, eta: 17:37:25, time: 1.054, data_time: 0.002, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9302, loss_cls: 0.8176, loss: 0.8176, grad_norm: 5.3252, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-20 01:06:56,236 - mmaction - INFO - Epoch [62][580/792] lr: 7.500e-04, eta: 17:36:30, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9224, loss_cls: 0.8120, loss: 0.8120, grad_norm: 5.3390, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-20 01:06:56,834 - mmaction - INFO - Epoch [62][580/792] lr: 7.500e-04, eta: 17:36:43, time: 1.046, data_time: 0.003, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9224, loss_cls: 0.8120, loss: 0.8120, grad_norm: 5.3371, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-20 01:07:37,289 - mmaction - INFO - Epoch [62][600/792] lr: 7.500e-04, eta: 17:35:48, time: 1.069, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9198, loss_cls: 0.8453, loss: 0.8453, grad_norm: 5.4172, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5893, loss/aux0: 0.5893 2020-10-20 01:07:38,836 - mmaction - INFO - Epoch [62][600/792] lr: 7.500e-04, eta: 17:36:02, time: 1.097, data_time: 0.003, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9198, loss_cls: 0.8453, loss: 0.8453, grad_norm: 5.4266, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-20 01:08:20,169 - mmaction - INFO - Epoch [62][620/792] lr: 7.500e-04, eta: 17:35:07, time: 1.062, data_time: 0.000, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9214, loss_cls: 0.8292, loss: 0.8292, grad_norm: 5.3914, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6053, loss/aux0: 0.6053 2020-10-20 01:08:22,889 - mmaction - INFO - Epoch [62][620/792] lr: 7.500e-04, eta: 17:35:21, time: 1.106, data_time: 0.003, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9214, loss_cls: 0.8292, loss: 0.8292, grad_norm: 5.4332, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-20 01:09:02,531 - mmaction - INFO - Epoch [62][640/792] lr: 7.500e-04, eta: 17:34:26, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9193, loss_cls: 0.8703, loss: 0.8703, grad_norm: 5.5952, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6689, loss/aux0: 0.6689 2020-10-20 01:09:05,640 - mmaction - INFO - Epoch [62][640/792] lr: 7.500e-04, eta: 17:34:38, time: 1.043, data_time: 0.002, memory: 8335, top1_acc: 0.7661, top5_acc: 0.9193, loss_cls: 0.8703, loss: 0.8703, grad_norm: 5.5297, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6541, loss/aux0: 0.6541 2020-10-20 01:09:45,288 - mmaction - INFO - Epoch [62][660/792] lr: 7.500e-04, eta: 17:33:44, time: 1.089, data_time: 0.059, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9344, loss_cls: 0.7848, loss: 0.7848, grad_norm: 5.3986, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6158, loss/aux0: 0.6158 2020-10-20 01:09:46,225 - mmaction - INFO - Epoch [62][660/792] lr: 7.500e-04, eta: 17:33:57, time: 1.053, data_time: 0.060, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9344, loss_cls: 0.7848, loss: 0.7848, grad_norm: 5.4063, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-20 01:10:29,853 - mmaction - INFO - Epoch [62][680/792] lr: 7.500e-04, eta: 17:33:04, time: 1.199, data_time: 0.304, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9333, loss_cls: 0.7810, loss: 0.7810, grad_norm: 5.2072, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5807, loss/aux0: 0.5807 2020-10-20 01:10:30,440 - mmaction - INFO - Epoch [62][680/792] lr: 7.500e-04, eta: 17:33:19, time: 1.183, data_time: 0.306, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9333, loss_cls: 0.7810, loss: 0.7810, grad_norm: 5.1633, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5717, loss/aux0: 0.5717 2020-10-20 01:11:12,722 - mmaction - INFO - Epoch [62][700/792] lr: 7.500e-04, eta: 17:32:26, time: 1.155, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9193, loss_cls: 0.8813, loss: 0.8813, grad_norm: 5.4976, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6281, loss/aux0: 0.6281 2020-10-20 01:11:13,317 - mmaction - INFO - Epoch [62][700/792] lr: 7.500e-04, eta: 17:32:39, time: 1.125, data_time: 0.002, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9193, loss_cls: 0.8813, loss: 0.8813, grad_norm: 5.5326, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6379, loss/aux0: 0.6379 2020-10-20 01:11:52,130 - mmaction - INFO - Epoch [62][720/792] lr: 7.500e-04, eta: 17:31:44, time: 1.013, data_time: 0.347, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9297, loss_cls: 0.8059, loss: 0.8059, grad_norm: 5.3656, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-20 01:11:54,679 - mmaction - INFO - Epoch [62][720/792] lr: 7.500e-04, eta: 17:31:58, time: 1.108, data_time: 0.448, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9297, loss_cls: 0.8059, loss: 0.8059, grad_norm: 5.3765, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5985, loss/aux0: 0.5985 2020-10-20 01:12:34,801 - mmaction - INFO - Epoch [62][740/792] lr: 7.500e-04, eta: 17:31:03, time: 1.023, data_time: 0.368, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9307, loss_cls: 0.7765, loss: 0.7765, grad_norm: 5.3687, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6547, loss/aux0: 0.6547 2020-10-20 01:12:36,057 - mmaction - INFO - Epoch [62][740/792] lr: 7.500e-04, eta: 17:31:15, time: 0.964, data_time: 0.309, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9307, loss_cls: 0.7765, loss: 0.7765, grad_norm: 5.3925, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6509, loss/aux0: 0.6509 2020-10-20 01:13:18,848 - mmaction - INFO - Epoch [62][760/792] lr: 7.500e-04, eta: 17:30:21, time: 1.103, data_time: 0.128, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9208, loss_cls: 0.8499, loss: 0.8499, grad_norm: 5.6526, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-20 01:13:19,442 - mmaction - INFO - Epoch [62][760/792] lr: 7.500e-04, eta: 17:30:34, time: 1.073, data_time: 0.098, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9208, loss_cls: 0.8499, loss: 0.8499, grad_norm: 5.6333, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-20 01:13:56,618 - mmaction - INFO - Epoch [62][780/792] lr: 7.500e-04, eta: 17:29:38, time: 0.925, data_time: 0.008, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9281, loss_cls: 0.8186, loss: 0.8186, grad_norm: 5.3141, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6076, loss/aux0: 0.6076 2020-10-20 01:13:59,612 - mmaction - INFO - Epoch [62][780/792] lr: 7.500e-04, eta: 17:29:51, time: 1.046, data_time: 0.009, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9281, loss_cls: 0.8186, loss: 0.8186, grad_norm: 5.2858, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-20 01:14:25,142 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-10-20 01:17:23,763 - mmaction - INFO - Epoch [63][20/792] lr: 7.500e-04, eta: 17:28:17, time: 1.132, data_time: 0.180, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9307, loss_cls: 0.8050, loss: 0.8050, grad_norm: 5.6464, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9567, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-20 01:17:24,347 - mmaction - INFO - Epoch [63][20/792] lr: 7.500e-04, eta: 17:28:30, time: 1.133, data_time: 0.182, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9307, loss_cls: 0.8050, loss: 0.8050, grad_norm: 5.6971, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6130, loss/aux0: 0.6130 2020-10-20 01:18:05,865 - mmaction - INFO - Epoch [63][40/792] lr: 7.500e-04, eta: 17:27:35, time: 1.015, data_time: 0.397, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9214, loss_cls: 0.8462, loss: 0.8462, grad_norm: 5.4421, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6301, loss/aux0: 0.6301 2020-10-20 01:18:06,518 - mmaction - INFO - Epoch [63][40/792] lr: 7.500e-04, eta: 17:27:48, time: 1.017, data_time: 0.399, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9214, loss_cls: 0.8462, loss: 0.8462, grad_norm: 5.4345, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-20 01:18:47,683 - mmaction - INFO - Epoch [63][60/792] lr: 7.500e-04, eta: 17:26:53, time: 1.060, data_time: 0.009, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9208, loss_cls: 0.8294, loss: 0.8294, grad_norm: 5.3808, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5764, loss/aux0: 0.5764 2020-10-20 01:18:48,295 - mmaction - INFO - Epoch [63][60/792] lr: 7.500e-04, eta: 17:27:06, time: 1.004, data_time: 0.011, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9208, loss_cls: 0.8294, loss: 0.8294, grad_norm: 5.3139, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5784, loss/aux0: 0.5784 2020-10-20 01:19:29,521 - mmaction - INFO - Epoch [63][80/792] lr: 7.500e-04, eta: 17:26:11, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9302, loss_cls: 0.8185, loss: 0.8185, grad_norm: 5.4948, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5948, loss/aux0: 0.5948 2020-10-20 01:19:30,193 - mmaction - INFO - Epoch [63][80/792] lr: 7.500e-04, eta: 17:26:22, time: 0.928, data_time: 0.003, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9302, loss_cls: 0.8185, loss: 0.8185, grad_norm: 5.5209, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5976, loss/aux0: 0.5976 2020-10-20 01:20:11,310 - mmaction - INFO - Epoch [63][100/792] lr: 7.500e-04, eta: 17:25:28, time: 1.051, data_time: 0.307, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9312, loss_cls: 0.7800, loss: 0.7800, grad_norm: 5.3417, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6105, loss/aux0: 0.6105 2020-10-20 01:20:12,594 - mmaction - INFO - Epoch [63][100/792] lr: 7.500e-04, eta: 17:25:40, time: 1.030, data_time: 0.312, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9312, loss_cls: 0.7800, loss: 0.7800, grad_norm: 5.3429, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-20 01:20:52,802 - mmaction - INFO - Epoch [63][120/792] lr: 7.500e-04, eta: 17:24:47, time: 1.099, data_time: 0.081, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9281, loss_cls: 0.7809, loss: 0.7809, grad_norm: 5.3146, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-20 01:20:54,248 - mmaction - INFO - Epoch [63][120/792] lr: 7.500e-04, eta: 17:25:00, time: 1.102, data_time: 0.116, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9281, loss_cls: 0.7809, loss: 0.7809, grad_norm: 5.4135, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-20 01:21:34,995 - mmaction - INFO - Epoch [63][140/792] lr: 7.500e-04, eta: 17:24:06, time: 1.082, data_time: 0.303, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9245, loss_cls: 0.8100, loss: 0.8100, grad_norm: 5.3004, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5954, loss/aux0: 0.5954 2020-10-20 01:21:37,627 - mmaction - INFO - Epoch [63][140/792] lr: 7.500e-04, eta: 17:24:19, time: 1.099, data_time: 0.389, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9245, loss_cls: 0.8100, loss: 0.8100, grad_norm: 5.3096, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5932, loss/aux0: 0.5932 2020-10-20 01:22:18,379 - mmaction - INFO - Epoch [63][160/792] lr: 7.500e-04, eta: 17:23:26, time: 1.157, data_time: 0.206, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9302, loss_cls: 0.8092, loss: 0.8092, grad_norm: 5.5197, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.6039, loss/aux0: 0.6039 2020-10-20 01:22:21,962 - mmaction - INFO - Epoch [63][160/792] lr: 7.500e-04, eta: 17:23:41, time: 1.261, data_time: 0.341, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9302, loss_cls: 0.8092, loss: 0.8092, grad_norm: 5.5400, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-20 01:23:01,855 - mmaction - INFO - Epoch [63][180/792] lr: 7.500e-04, eta: 17:22:48, time: 1.130, data_time: 0.409, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9177, loss_cls: 0.8835, loss: 0.8835, grad_norm: 5.6659, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-20 01:23:03,407 - mmaction - INFO - Epoch [63][180/792] lr: 7.500e-04, eta: 17:23:01, time: 1.073, data_time: 0.304, memory: 8335, top1_acc: 0.7609, top5_acc: 0.9177, loss_cls: 0.8835, loss: 0.8835, grad_norm: 5.7069, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5972, loss/aux0: 0.5972 2020-10-20 01:23:43,442 - mmaction - INFO - Epoch [63][200/792] lr: 7.500e-04, eta: 17:22:06, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9323, loss_cls: 0.7801, loss: 0.7801, grad_norm: 5.1769, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-20 01:23:44,152 - mmaction - INFO - Epoch [63][200/792] lr: 7.500e-04, eta: 17:22:19, time: 1.015, data_time: 0.003, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9323, loss_cls: 0.7801, loss: 0.7801, grad_norm: 5.2322, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6273, loss/aux0: 0.6273 2020-10-20 01:24:24,589 - mmaction - INFO - Epoch [63][220/792] lr: 7.500e-04, eta: 17:21:24, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9307, loss_cls: 0.8171, loss: 0.8171, grad_norm: 5.4686, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6199, loss/aux0: 0.6199 2020-10-20 01:24:27,258 - mmaction - INFO - Epoch [63][220/792] lr: 7.500e-04, eta: 17:21:38, time: 1.105, data_time: 0.002, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9307, loss_cls: 0.8171, loss: 0.8171, grad_norm: 5.4829, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-20 01:25:07,292 - mmaction - INFO - Epoch [63][240/792] lr: 7.500e-04, eta: 17:20:43, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9260, loss_cls: 0.8178, loss: 0.8178, grad_norm: 5.5072, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-20 01:25:09,117 - mmaction - INFO - Epoch [63][240/792] lr: 7.500e-04, eta: 17:20:55, time: 1.016, data_time: 0.002, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9260, loss_cls: 0.8178, loss: 0.8178, grad_norm: 5.4712, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6091, loss/aux0: 0.6091 2020-10-20 01:25:51,333 - mmaction - INFO - Epoch [63][260/792] lr: 7.500e-04, eta: 17:20:02, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9318, loss_cls: 0.7905, loss: 0.7905, grad_norm: 5.2172, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5651, loss/aux0: 0.5651 2020-10-20 01:25:52,008 - mmaction - INFO - Epoch [63][260/792] lr: 7.500e-04, eta: 17:20:15, time: 1.095, data_time: 0.004, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9318, loss_cls: 0.7905, loss: 0.7905, grad_norm: 5.2926, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5668, loss/aux0: 0.5668 2020-10-20 01:26:36,604 - mmaction - INFO - Epoch [63][280/792] lr: 7.500e-04, eta: 17:19:21, time: 1.125, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9359, loss_cls: 0.7925, loss: 0.7925, grad_norm: 5.4967, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6515, loss/aux0: 0.6515 2020-10-20 01:26:37,227 - mmaction - INFO - Epoch [63][280/792] lr: 7.500e-04, eta: 17:19:35, time: 1.127, data_time: 0.004, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9359, loss_cls: 0.7925, loss: 0.7925, grad_norm: 5.4882, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6431, loss/aux0: 0.6431 2020-10-20 01:27:17,741 - mmaction - INFO - Epoch [63][300/792] lr: 7.500e-04, eta: 17:18:40, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9208, loss_cls: 0.8206, loss: 0.8206, grad_norm: 5.3112, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5623, loss/aux0: 0.5623 2020-10-20 01:27:21,282 - mmaction - INFO - Epoch [63][300/792] lr: 7.500e-04, eta: 17:18:55, time: 1.183, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9208, loss_cls: 0.8206, loss: 0.8206, grad_norm: 5.2958, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5793, loss/aux0: 0.5793 2020-10-20 01:28:00,875 - mmaction - INFO - Epoch [63][320/792] lr: 7.500e-04, eta: 17:18:00, time: 1.014, data_time: 0.111, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9286, loss_cls: 0.7810, loss: 0.7810, grad_norm: 5.1754, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6337, loss/aux0: 0.6337 2020-10-20 01:28:02,867 - mmaction - INFO - Epoch [63][320/792] lr: 7.500e-04, eta: 17:18:12, time: 1.022, data_time: 0.115, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9286, loss_cls: 0.7810, loss: 0.7810, grad_norm: 5.1986, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-20 01:28:43,432 - mmaction - INFO - Epoch [63][340/792] lr: 7.500e-04, eta: 17:17:18, time: 1.072, data_time: 0.391, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9229, loss_cls: 0.8555, loss: 0.8555, grad_norm: 5.4462, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6128, loss/aux0: 0.6128 2020-10-20 01:28:44,034 - mmaction - INFO - Epoch [63][340/792] lr: 7.500e-04, eta: 17:17:30, time: 0.997, data_time: 0.393, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9229, loss_cls: 0.8555, loss: 0.8555, grad_norm: 5.4428, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6237, loss/aux0: 0.6237 2020-10-20 01:29:27,795 - mmaction - INFO - Epoch [63][360/792] lr: 7.500e-04, eta: 17:16:36, time: 1.127, data_time: 0.545, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9208, loss_cls: 0.8221, loss: 0.8221, grad_norm: 5.3951, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5858, loss/aux0: 0.5858 2020-10-20 01:29:28,390 - mmaction - INFO - Epoch [63][360/792] lr: 7.500e-04, eta: 17:16:50, time: 1.130, data_time: 0.548, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9208, loss_cls: 0.8221, loss: 0.8221, grad_norm: 5.4012, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5747, loss/aux0: 0.5747 2020-10-20 01:30:08,250 - mmaction - INFO - Epoch [63][380/792] lr: 7.500e-04, eta: 17:15:55, time: 1.012, data_time: 0.427, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9339, loss_cls: 0.7424, loss: 0.7424, grad_norm: 5.2884, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-20 01:30:09,905 - mmaction - INFO - Epoch [63][380/792] lr: 7.500e-04, eta: 17:16:08, time: 1.066, data_time: 0.429, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9339, loss_cls: 0.7424, loss: 0.7424, grad_norm: 5.2820, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6063, loss/aux0: 0.6063 2020-10-20 01:30:51,483 - mmaction - INFO - Epoch [63][400/792] lr: 7.500e-04, eta: 17:15:14, time: 1.041, data_time: 0.023, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9292, loss_cls: 0.8423, loss: 0.8423, grad_norm: 5.5959, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6442, loss/aux0: 0.6442 2020-10-20 01:30:53,576 - mmaction - INFO - Epoch [63][400/792] lr: 7.500e-04, eta: 17:15:26, time: 1.042, data_time: 0.025, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9292, loss_cls: 0.8423, loss: 0.8423, grad_norm: 5.4655, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6452, loss/aux0: 0.6452 2020-10-20 01:31:33,478 - mmaction - INFO - Epoch [63][420/792] lr: 7.500e-04, eta: 17:14:32, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9307, loss_cls: 0.8009, loss: 0.8009, grad_norm: 5.4941, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6437, loss/aux0: 0.6437 2020-10-20 01:31:35,265 - mmaction - INFO - Epoch [63][420/792] lr: 7.500e-04, eta: 17:14:43, time: 0.964, data_time: 0.004, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9307, loss_cls: 0.8009, loss: 0.8009, grad_norm: 5.5512, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6486, loss/aux0: 0.6486 2020-10-20 01:32:14,273 - mmaction - INFO - Epoch [63][440/792] lr: 7.500e-04, eta: 17:13:49, time: 1.056, data_time: 0.354, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9255, loss_cls: 0.7845, loss: 0.7845, grad_norm: 5.1667, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-20 01:32:15,850 - mmaction - INFO - Epoch [63][440/792] lr: 7.500e-04, eta: 17:14:01, time: 1.043, data_time: 0.293, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9255, loss_cls: 0.7845, loss: 0.7845, grad_norm: 5.1955, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-20 01:32:54,894 - mmaction - INFO - Epoch [63][460/792] lr: 7.500e-04, eta: 17:13:07, time: 1.043, data_time: 0.323, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9365, loss_cls: 0.7675, loss: 0.7675, grad_norm: 5.3479, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5803, loss/aux0: 0.5803 2020-10-20 01:32:56,378 - mmaction - INFO - Epoch [63][460/792] lr: 7.500e-04, eta: 17:13:19, time: 0.983, data_time: 0.253, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9365, loss_cls: 0.7675, loss: 0.7675, grad_norm: 5.2808, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5691, loss/aux0: 0.5691 2020-10-20 01:33:36,471 - mmaction - INFO - Epoch [63][480/792] lr: 7.500e-04, eta: 17:12:24, time: 1.021, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9302, loss_cls: 0.8087, loss: 0.8087, grad_norm: 5.3958, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5696, loss/aux0: 0.5696 2020-10-20 01:33:37,804 - mmaction - INFO - Epoch [63][480/792] lr: 7.500e-04, eta: 17:12:37, time: 1.058, data_time: 0.001, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9302, loss_cls: 0.8087, loss: 0.8087, grad_norm: 5.4577, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5731, loss/aux0: 0.5731 2020-10-20 01:34:20,681 - mmaction - INFO - Epoch [63][500/792] lr: 7.500e-04, eta: 17:11:44, time: 1.193, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9333, loss_cls: 0.7634, loss: 0.7634, grad_norm: 5.2279, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6379, loss/aux0: 0.6379 2020-10-20 01:34:21,270 - mmaction - INFO - Epoch [63][500/792] lr: 7.500e-04, eta: 17:11:58, time: 1.123, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9333, loss_cls: 0.7634, loss: 0.7634, grad_norm: 5.2470, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6398, loss/aux0: 0.6398 2020-10-20 01:35:02,101 - mmaction - INFO - Epoch [63][520/792] lr: 7.500e-04, eta: 17:11:03, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9255, loss_cls: 0.8141, loss: 0.8141, grad_norm: 5.6092, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5774, loss/aux0: 0.5774 2020-10-20 01:35:03,258 - mmaction - INFO - Epoch [63][520/792] lr: 7.500e-04, eta: 17:11:16, time: 1.063, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9255, loss_cls: 0.8141, loss: 0.8141, grad_norm: 5.5051, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5692, loss/aux0: 0.5692 2020-10-20 01:35:43,263 - mmaction - INFO - Epoch [63][540/792] lr: 7.500e-04, eta: 17:10:22, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9302, loss_cls: 0.8014, loss: 0.8014, grad_norm: 5.4790, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5576, loss/aux0: 0.5576 2020-10-20 01:35:44,776 - mmaction - INFO - Epoch [63][540/792] lr: 7.500e-04, eta: 17:10:35, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9302, loss_cls: 0.8014, loss: 0.8014, grad_norm: 5.4866, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5706, loss/aux0: 0.5706 2020-10-20 01:36:26,870 - mmaction - INFO - Epoch [63][560/792] lr: 7.500e-04, eta: 17:09:43, time: 1.220, data_time: 0.121, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9313, loss_cls: 0.7735, loss: 0.7735, grad_norm: 5.1943, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6015, loss/aux0: 0.6015 2020-10-20 01:36:28,143 - mmaction - INFO - Epoch [63][560/792] lr: 7.500e-04, eta: 17:09:57, time: 1.179, data_time: 0.058, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9313, loss_cls: 0.7735, loss: 0.7735, grad_norm: 5.1740, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6063, loss/aux0: 0.6063 2020-10-20 01:37:08,169 - mmaction - INFO - Epoch [63][580/792] lr: 7.500e-04, eta: 17:09:03, time: 1.073, data_time: 0.136, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9260, loss_cls: 0.8026, loss: 0.8026, grad_norm: 5.4301, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5871, loss/aux0: 0.5871 2020-10-20 01:37:08,789 - mmaction - INFO - Epoch [63][580/792] lr: 7.500e-04, eta: 17:09:15, time: 1.029, data_time: 0.137, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9260, loss_cls: 0.8026, loss: 0.8026, grad_norm: 5.3975, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5762, loss/aux0: 0.5762 2020-10-20 01:37:48,878 - mmaction - INFO - Epoch [63][600/792] lr: 7.500e-04, eta: 17:08:21, time: 1.078, data_time: 0.040, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8162, loss: 0.8162, grad_norm: 5.2851, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5716, loss/aux0: 0.5716 2020-10-20 01:37:51,981 - mmaction - INFO - Epoch [63][600/792] lr: 7.500e-04, eta: 17:08:34, time: 1.064, data_time: 0.024, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9234, loss_cls: 0.8162, loss: 0.8162, grad_norm: 5.2974, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5698, loss/aux0: 0.5698 2020-10-20 01:38:29,647 - mmaction - INFO - Epoch [63][620/792] lr: 7.500e-04, eta: 17:07:39, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.8241, loss: 0.8241, grad_norm: 5.6045, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5858, loss/aux0: 0.5858 2020-10-20 01:38:31,542 - mmaction - INFO - Epoch [63][620/792] lr: 7.500e-04, eta: 17:07:51, time: 0.968, data_time: 0.002, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.8241, loss: 0.8241, grad_norm: 5.5460, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5832, loss/aux0: 0.5832 2020-10-20 01:39:12,874 - mmaction - INFO - Epoch [63][640/792] lr: 7.500e-04, eta: 17:06:56, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9260, loss_cls: 0.8300, loss: 0.8300, grad_norm: 5.3490, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-20 01:39:15,157 - mmaction - INFO - Epoch [63][640/792] lr: 7.500e-04, eta: 17:07:09, time: 1.034, data_time: 0.005, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9260, loss_cls: 0.8300, loss: 0.8300, grad_norm: 5.4132, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-20 01:39:54,204 - mmaction - INFO - Epoch [63][660/792] lr: 7.500e-04, eta: 17:06:14, time: 1.046, data_time: 0.003, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9328, loss_cls: 0.8196, loss: 0.8196, grad_norm: 5.3942, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5822, loss/aux0: 0.5822 2020-10-20 01:39:56,181 - mmaction - INFO - Epoch [63][660/792] lr: 7.500e-04, eta: 17:06:28, time: 1.115, data_time: 0.005, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9328, loss_cls: 0.8196, loss: 0.8196, grad_norm: 5.4615, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5875, loss/aux0: 0.5875 2020-10-20 01:40:37,239 - mmaction - INFO - Epoch [63][680/792] lr: 7.500e-04, eta: 17:05:34, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9281, loss_cls: 0.8027, loss: 0.8027, grad_norm: 5.2570, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5466, loss/aux0: 0.5466 2020-10-20 01:40:39,966 - mmaction - INFO - Epoch [63][680/792] lr: 7.500e-04, eta: 17:05:47, time: 1.114, data_time: 0.004, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9281, loss_cls: 0.8027, loss: 0.8027, grad_norm: 5.1916, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5408, loss/aux0: 0.5408 2020-10-20 01:41:17,755 - mmaction - INFO - Epoch [63][700/792] lr: 7.500e-04, eta: 17:04:52, time: 0.993, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9328, loss_cls: 0.7981, loss: 0.7981, grad_norm: 5.5868, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-20 01:41:19,736 - mmaction - INFO - Epoch [63][700/792] lr: 7.500e-04, eta: 17:05:03, time: 0.901, data_time: 0.002, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9328, loss_cls: 0.7981, loss: 0.7981, grad_norm: 5.6366, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-20 01:42:01,051 - mmaction - INFO - Epoch [63][720/792] lr: 7.500e-04, eta: 17:04:10, time: 1.113, data_time: 0.000, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9240, loss_cls: 0.8371, loss: 0.8371, grad_norm: 5.7307, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-20 01:42:04,134 - mmaction - INFO - Epoch [63][720/792] lr: 7.500e-04, eta: 17:04:22, time: 1.098, data_time: 0.001, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9240, loss_cls: 0.8371, loss: 0.8371, grad_norm: 5.6683, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-20 01:42:42,389 - mmaction - INFO - Epoch [63][740/792] lr: 7.500e-04, eta: 17:03:27, time: 0.953, data_time: 0.000, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9193, loss_cls: 0.8557, loss: 0.8557, grad_norm: 5.4640, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6183, loss/aux0: 0.6183 2020-10-20 01:42:44,232 - mmaction - INFO - Epoch [63][740/792] lr: 7.500e-04, eta: 17:03:39, time: 1.016, data_time: 0.003, memory: 8335, top1_acc: 0.7708, top5_acc: 0.9193, loss_cls: 0.8557, loss: 0.8557, grad_norm: 5.3703, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6240, loss/aux0: 0.6240 2020-10-20 01:43:27,136 - mmaction - INFO - Epoch [63][760/792] lr: 7.500e-04, eta: 17:02:46, time: 1.137, data_time: 0.061, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9250, loss_cls: 0.8054, loss: 0.8054, grad_norm: 5.0457, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5833, loss/aux0: 0.5833 2020-10-20 01:43:27,735 - mmaction - INFO - Epoch [63][760/792] lr: 7.500e-04, eta: 17:02:59, time: 1.092, data_time: 0.016, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9250, loss_cls: 0.8054, loss: 0.8054, grad_norm: 5.1217, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5881, loss/aux0: 0.5881 2020-10-20 01:44:07,427 - mmaction - INFO - Epoch [63][780/792] lr: 7.500e-04, eta: 17:02:04, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9323, loss_cls: 0.7936, loss: 0.7936, grad_norm: 5.4282, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5977, loss/aux0: 0.5977 2020-10-20 01:44:08,667 - mmaction - INFO - Epoch [63][780/792] lr: 7.500e-04, eta: 17:02:17, time: 1.038, data_time: 0.003, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9323, loss_cls: 0.7936, loss: 0.7936, grad_norm: 5.3594, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-20 01:44:35,192 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-10-20 01:47:39,323 - mmaction - INFO - Epoch [64][20/792] lr: 7.500e-04, eta: 17:00:44, time: 1.136, data_time: 0.254, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9302, loss_cls: 0.7895, loss: 0.7895, grad_norm: 5.2023, top1_acc/aux0: 0.8311, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6219, loss/aux0: 0.6219 2020-10-20 01:47:39,910 - mmaction - INFO - Epoch [64][20/792] lr: 7.500e-04, eta: 17:00:57, time: 1.139, data_time: 0.257, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9302, loss_cls: 0.7895, loss: 0.7895, grad_norm: 5.2109, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6148, loss/aux0: 0.6148 2020-10-20 01:48:21,963 - mmaction - INFO - Epoch [64][40/792] lr: 7.500e-04, eta: 17:00:03, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9302, loss_cls: 0.7796, loss: 0.7796, grad_norm: 5.1815, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-20 01:48:22,593 - mmaction - INFO - Epoch [64][40/792] lr: 7.500e-04, eta: 17:00:16, time: 1.079, data_time: 0.003, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9302, loss_cls: 0.7796, loss: 0.7796, grad_norm: 5.2105, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-20 01:49:04,944 - mmaction - INFO - Epoch [64][60/792] lr: 7.500e-04, eta: 16:59:23, time: 1.144, data_time: 0.090, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9370, loss_cls: 0.7567, loss: 0.7567, grad_norm: 5.2290, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-20 01:49:05,535 - mmaction - INFO - Epoch [64][60/792] lr: 7.500e-04, eta: 16:59:36, time: 1.144, data_time: 0.091, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9370, loss_cls: 0.7567, loss: 0.7567, grad_norm: 5.2675, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6208, loss/aux0: 0.6208 2020-10-20 01:49:47,648 - mmaction - INFO - Epoch [64][80/792] lr: 7.500e-04, eta: 16:58:43, time: 1.090, data_time: 0.513, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9276, loss_cls: 0.7898, loss: 0.7898, grad_norm: 5.5760, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5943, loss/aux0: 0.5943 2020-10-20 01:49:50,045 - mmaction - INFO - Epoch [64][80/792] lr: 7.500e-04, eta: 16:58:55, time: 1.058, data_time: 0.482, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9276, loss_cls: 0.7898, loss: 0.7898, grad_norm: 5.5804, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-20 01:50:30,687 - mmaction - INFO - Epoch [64][100/792] lr: 7.500e-04, eta: 16:58:02, time: 1.117, data_time: 0.446, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9297, loss_cls: 0.8158, loss: 0.8158, grad_norm: 5.5665, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6394, loss/aux0: 0.6394 2020-10-20 01:50:34,754 - mmaction - INFO - Epoch [64][100/792] lr: 7.500e-04, eta: 16:58:16, time: 1.206, data_time: 0.533, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9297, loss_cls: 0.8158, loss: 0.8158, grad_norm: 5.5135, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6450, loss/aux0: 0.6450 2020-10-20 01:51:13,205 - mmaction - INFO - Epoch [64][120/792] lr: 7.500e-04, eta: 16:57:22, time: 1.034, data_time: 0.404, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9318, loss_cls: 0.7859, loss: 0.7859, grad_norm: 5.4934, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6453, loss/aux0: 0.6453 2020-10-20 01:51:15,667 - mmaction - INFO - Epoch [64][120/792] lr: 7.500e-04, eta: 16:57:34, time: 1.039, data_time: 0.341, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9318, loss_cls: 0.7859, loss: 0.7859, grad_norm: 5.3622, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-20 01:51:56,402 - mmaction - INFO - Epoch [64][140/792] lr: 7.500e-04, eta: 16:56:40, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9208, loss_cls: 0.8527, loss: 0.8527, grad_norm: 5.6493, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6188, loss/aux0: 0.6188 2020-10-20 01:51:58,374 - mmaction - INFO - Epoch [64][140/792] lr: 7.500e-04, eta: 16:56:54, time: 1.147, data_time: 0.001, memory: 8335, top1_acc: 0.7672, top5_acc: 0.9208, loss_cls: 0.8527, loss: 0.8527, grad_norm: 5.6336, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6295, loss/aux0: 0.6295 2020-10-20 01:52:37,282 - mmaction - INFO - Epoch [64][160/792] lr: 7.500e-04, eta: 16:56:00, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9208, loss_cls: 0.8543, loss: 0.8543, grad_norm: 5.4986, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6365, loss/aux0: 0.6365 2020-10-20 01:52:39,379 - mmaction - INFO - Epoch [64][160/792] lr: 7.500e-04, eta: 16:56:12, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9208, loss_cls: 0.8543, loss: 0.8543, grad_norm: 5.5034, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6296, loss/aux0: 0.6296 2020-10-20 01:53:19,261 - mmaction - INFO - Epoch [64][180/792] lr: 7.500e-04, eta: 16:55:18, time: 1.113, data_time: 0.004, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9344, loss_cls: 0.7707, loss: 0.7707, grad_norm: 5.4531, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6059, loss/aux0: 0.6059 2020-10-20 01:53:19,857 - mmaction - INFO - Epoch [64][180/792] lr: 7.500e-04, eta: 16:55:31, time: 1.073, data_time: 0.003, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9344, loss_cls: 0.7707, loss: 0.7707, grad_norm: 5.3669, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-20 01:54:02,132 - mmaction - INFO - Epoch [64][200/792] lr: 7.500e-04, eta: 16:54:38, time: 1.144, data_time: 0.040, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9396, loss_cls: 0.7724, loss: 0.7724, grad_norm: 5.2896, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6245, loss/aux0: 0.6245 2020-10-20 01:54:05,466 - mmaction - INFO - Epoch [64][200/792] lr: 7.500e-04, eta: 16:54:52, time: 1.242, data_time: 0.043, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9396, loss_cls: 0.7724, loss: 0.7724, grad_norm: 5.2466, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-20 01:54:45,954 - mmaction - INFO - Epoch [64][220/792] lr: 7.500e-04, eta: 16:53:59, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9354, loss_cls: 0.7661, loss: 0.7661, grad_norm: 5.3958, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6311, loss/aux0: 0.6311 2020-10-20 01:54:48,008 - mmaction - INFO - Epoch [64][220/792] lr: 7.500e-04, eta: 16:54:11, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9354, loss_cls: 0.7661, loss: 0.7661, grad_norm: 5.4019, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6334, loss/aux0: 0.6334 2020-10-20 01:55:29,532 - mmaction - INFO - Epoch [64][240/792] lr: 7.500e-04, eta: 16:53:17, time: 1.108, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9333, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.4562, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5829, loss/aux0: 0.5829 2020-10-20 01:55:32,430 - mmaction - INFO - Epoch [64][240/792] lr: 7.500e-04, eta: 16:53:31, time: 1.152, data_time: 0.003, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9333, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.5270, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5975, loss/aux0: 0.5975 2020-10-20 01:56:16,048 - mmaction - INFO - Epoch [64][260/792] lr: 7.500e-04, eta: 16:52:39, time: 1.279, data_time: 0.000, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9297, loss_cls: 0.8022, loss: 0.8022, grad_norm: 5.3788, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6210, loss/aux0: 0.6210 2020-10-20 01:56:17,214 - mmaction - INFO - Epoch [64][260/792] lr: 7.500e-04, eta: 16:52:53, time: 1.202, data_time: 0.002, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9297, loss_cls: 0.8022, loss: 0.8022, grad_norm: 5.3738, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6076, loss/aux0: 0.6076 2020-10-20 01:56:56,860 - mmaction - INFO - Epoch [64][280/792] lr: 7.500e-04, eta: 16:52:00, time: 1.127, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9292, loss_cls: 0.8253, loss: 0.8253, grad_norm: 5.3458, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5971, loss/aux0: 0.5971 2020-10-20 01:57:00,516 - mmaction - INFO - Epoch [64][280/792] lr: 7.500e-04, eta: 16:52:15, time: 1.246, data_time: 0.002, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9292, loss_cls: 0.8253, loss: 0.8253, grad_norm: 5.3239, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5950, loss/aux0: 0.5950 2020-10-20 01:57:39,992 - mmaction - INFO - Epoch [64][300/792] lr: 7.500e-04, eta: 16:51:21, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9385, loss_cls: 0.7348, loss: 0.7348, grad_norm: 5.1056, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5530, loss/aux0: 0.5530 2020-10-20 01:57:40,596 - mmaction - INFO - Epoch [64][300/792] lr: 7.500e-04, eta: 16:51:32, time: 0.976, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9385, loss_cls: 0.7348, loss: 0.7348, grad_norm: 5.1377, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5529, loss/aux0: 0.5529 2020-10-20 01:58:22,471 - mmaction - INFO - Epoch [64][320/792] lr: 7.500e-04, eta: 16:50:38, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9297, loss_cls: 0.8119, loss: 0.8119, grad_norm: 5.4459, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-20 01:58:23,071 - mmaction - INFO - Epoch [64][320/792] lr: 7.500e-04, eta: 16:50:50, time: 1.035, data_time: 0.002, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9297, loss_cls: 0.8119, loss: 0.8119, grad_norm: 5.5141, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6195, loss/aux0: 0.6195 2020-10-20 01:59:02,910 - mmaction - INFO - Epoch [64][340/792] lr: 7.500e-04, eta: 16:49:56, time: 1.036, data_time: 0.185, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9250, loss_cls: 0.8050, loss: 0.8050, grad_norm: 5.5430, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-20 01:59:04,644 - mmaction - INFO - Epoch [64][340/792] lr: 7.500e-04, eta: 16:50:08, time: 1.042, data_time: 0.159, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9250, loss_cls: 0.8050, loss: 0.8050, grad_norm: 5.5248, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6285, loss/aux0: 0.6285 2020-10-20 01:59:47,813 - mmaction - INFO - Epoch [64][360/792] lr: 7.500e-04, eta: 16:49:15, time: 1.158, data_time: 0.054, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9208, loss_cls: 0.8432, loss: 0.8432, grad_norm: 5.5288, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5941, loss/aux0: 0.5941 2020-10-20 01:59:48,423 - mmaction - INFO - Epoch [64][360/792] lr: 7.500e-04, eta: 16:49:28, time: 1.084, data_time: 0.057, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9208, loss_cls: 0.8432, loss: 0.8432, grad_norm: 5.4401, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-20 02:00:27,671 - mmaction - INFO - Epoch [64][380/792] lr: 7.500e-04, eta: 16:48:35, time: 1.104, data_time: 0.093, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9276, loss_cls: 0.7931, loss: 0.7931, grad_norm: 5.5914, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-20 02:00:30,129 - mmaction - INFO - Epoch [64][380/792] lr: 7.500e-04, eta: 16:48:48, time: 1.156, data_time: 0.090, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9276, loss_cls: 0.7931, loss: 0.7931, grad_norm: 5.6198, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.6066, loss/aux0: 0.6066 2020-10-20 02:01:08,268 - mmaction - INFO - Epoch [64][400/792] lr: 7.500e-04, eta: 16:47:54, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9193, loss_cls: 0.8122, loss: 0.8122, grad_norm: 5.3232, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5799, loss/aux0: 0.5799 2020-10-20 02:01:11,844 - mmaction - INFO - Epoch [64][400/792] lr: 7.500e-04, eta: 16:48:07, time: 1.115, data_time: 0.003, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9193, loss_cls: 0.8122, loss: 0.8122, grad_norm: 5.2644, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5804, loss/aux0: 0.5804 2020-10-20 02:01:51,916 - mmaction - INFO - Epoch [64][420/792] lr: 7.500e-04, eta: 16:47:14, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9172, loss_cls: 0.8723, loss: 0.8723, grad_norm: 5.6568, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6374, loss/aux0: 0.6374 2020-10-20 02:01:54,008 - mmaction - INFO - Epoch [64][420/792] lr: 7.500e-04, eta: 16:47:26, time: 1.047, data_time: 0.002, memory: 8335, top1_acc: 0.7635, top5_acc: 0.9172, loss_cls: 0.8723, loss: 0.8723, grad_norm: 5.6607, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6381, loss/aux0: 0.6381 2020-10-20 02:02:33,658 - mmaction - INFO - Epoch [64][440/792] lr: 7.500e-04, eta: 16:46:32, time: 1.051, data_time: 0.391, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9255, loss_cls: 0.8036, loss: 0.8036, grad_norm: 5.2346, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6010, loss/aux0: 0.6010 2020-10-20 02:02:35,440 - mmaction - INFO - Epoch [64][440/792] lr: 7.500e-04, eta: 16:46:44, time: 1.098, data_time: 0.454, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9255, loss_cls: 0.8036, loss: 0.8036, grad_norm: 5.2594, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6113, loss/aux0: 0.6113 2020-10-20 02:03:16,499 - mmaction - INFO - Epoch [64][460/792] lr: 7.500e-04, eta: 16:45:50, time: 0.986, data_time: 0.293, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9240, loss_cls: 0.8398, loss: 0.8398, grad_norm: 5.6923, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6264, loss/aux0: 0.6264 2020-10-20 02:03:19,915 - mmaction - INFO - Epoch [64][460/792] lr: 7.500e-04, eta: 16:46:02, time: 1.038, data_time: 0.342, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9240, loss_cls: 0.8398, loss: 0.8398, grad_norm: 5.6379, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-20 02:03:59,076 - mmaction - INFO - Epoch [64][480/792] lr: 7.500e-04, eta: 16:45:08, time: 1.078, data_time: 0.279, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9318, loss_cls: 0.8133, loss: 0.8133, grad_norm: 5.5348, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-20 02:04:01,391 - mmaction - INFO - Epoch [64][480/792] lr: 7.500e-04, eta: 16:45:20, time: 1.029, data_time: 0.148, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9318, loss_cls: 0.8133, loss: 0.8133, grad_norm: 5.5791, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6255, loss/aux0: 0.6255 2020-10-20 02:04:40,537 - mmaction - INFO - Epoch [64][500/792] lr: 7.500e-04, eta: 16:44:26, time: 1.068, data_time: 0.039, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9307, loss_cls: 0.8155, loss: 0.8155, grad_norm: 5.4478, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6006, loss/aux0: 0.6006 2020-10-20 02:04:43,765 - mmaction - INFO - Epoch [64][500/792] lr: 7.500e-04, eta: 16:44:39, time: 1.098, data_time: 0.046, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9307, loss_cls: 0.8155, loss: 0.8155, grad_norm: 5.3077, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5897, loss/aux0: 0.5897 2020-10-20 02:05:24,433 - mmaction - INFO - Epoch [64][520/792] lr: 7.500e-04, eta: 16:43:46, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9328, loss_cls: 0.7621, loss: 0.7621, grad_norm: 5.2815, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-20 02:05:26,613 - mmaction - INFO - Epoch [64][520/792] lr: 7.500e-04, eta: 16:43:58, time: 1.091, data_time: 0.002, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9328, loss_cls: 0.7621, loss: 0.7621, grad_norm: 5.2913, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-20 02:06:06,319 - mmaction - INFO - Epoch [64][540/792] lr: 7.500e-04, eta: 16:43:04, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9302, loss_cls: 0.7713, loss: 0.7713, grad_norm: 5.1800, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5855, loss/aux0: 0.5855 2020-10-20 02:06:07,603 - mmaction - INFO - Epoch [64][540/792] lr: 7.500e-04, eta: 16:43:15, time: 0.946, data_time: 0.002, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9302, loss_cls: 0.7713, loss: 0.7713, grad_norm: 5.1312, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5843, loss/aux0: 0.5843 2020-10-20 02:06:48,260 - mmaction - INFO - Epoch [64][560/792] lr: 7.500e-04, eta: 16:42:22, time: 1.085, data_time: 0.038, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9328, loss_cls: 0.7804, loss: 0.7804, grad_norm: 5.6076, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-20 02:06:49,004 - mmaction - INFO - Epoch [64][560/792] lr: 7.500e-04, eta: 16:42:33, time: 1.007, data_time: 0.041, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9328, loss_cls: 0.7804, loss: 0.7804, grad_norm: 5.6063, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-20 02:07:31,501 - mmaction - INFO - Epoch [64][580/792] lr: 7.500e-04, eta: 16:41:40, time: 1.124, data_time: 0.000, memory: 8335, top1_acc: 0.7583, top5_acc: 0.9083, loss_cls: 0.9134, loss: 0.9134, grad_norm: 5.4518, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-20 02:07:32,122 - mmaction - INFO - Epoch [64][580/792] lr: 7.500e-04, eta: 16:41:53, time: 1.125, data_time: 0.002, memory: 8335, top1_acc: 0.7583, top5_acc: 0.9083, loss_cls: 0.9134, loss: 0.9134, grad_norm: 5.4722, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-20 02:08:12,284 - mmaction - INFO - Epoch [64][600/792] lr: 7.500e-04, eta: 16:40:59, time: 0.991, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9240, loss_cls: 0.8222, loss: 0.8222, grad_norm: 5.3171, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6026, loss/aux0: 0.6026 2020-10-20 02:08:16,116 - mmaction - INFO - Epoch [64][600/792] lr: 7.500e-04, eta: 16:41:12, time: 1.158, data_time: 0.007, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9240, loss_cls: 0.8222, loss: 0.8222, grad_norm: 5.3089, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5969, loss/aux0: 0.5969 2020-10-20 02:08:54,776 - mmaction - INFO - Epoch [64][620/792] lr: 7.500e-04, eta: 16:40:18, time: 1.046, data_time: 0.258, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9307, loss_cls: 0.7872, loss: 0.7872, grad_norm: 5.3358, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5457, loss/aux0: 0.5457 2020-10-20 02:08:55,663 - mmaction - INFO - Epoch [64][620/792] lr: 7.500e-04, eta: 16:40:29, time: 0.955, data_time: 0.260, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9307, loss_cls: 0.7872, loss: 0.7872, grad_norm: 5.3105, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5373, loss/aux0: 0.5373 2020-10-20 02:09:39,164 - mmaction - INFO - Epoch [64][640/792] lr: 7.500e-04, eta: 16:39:36, time: 1.156, data_time: 0.079, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9187, loss_cls: 0.8524, loss: 0.8524, grad_norm: 5.5488, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5568, loss/aux0: 0.5568 2020-10-20 02:09:40,851 - mmaction - INFO - Epoch [64][640/792] lr: 7.500e-04, eta: 16:39:49, time: 1.113, data_time: 0.082, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9187, loss_cls: 0.8524, loss: 0.8524, grad_norm: 5.5018, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5748, loss/aux0: 0.5748 2020-10-20 02:10:20,254 - mmaction - INFO - Epoch [64][660/792] lr: 7.500e-04, eta: 16:38:55, time: 0.993, data_time: 0.136, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9271, loss_cls: 0.8141, loss: 0.8141, grad_norm: 5.5924, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6537, loss/aux0: 0.6537 2020-10-20 02:10:20,863 - mmaction - INFO - Epoch [64][660/792] lr: 7.500e-04, eta: 16:39:05, time: 0.917, data_time: 0.138, memory: 8335, top1_acc: 0.7797, top5_acc: 0.9271, loss_cls: 0.8141, loss: 0.8141, grad_norm: 5.5362, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6416, loss/aux0: 0.6416 2020-10-20 02:11:01,488 - mmaction - INFO - Epoch [64][680/792] lr: 7.500e-04, eta: 16:38:11, time: 0.978, data_time: 0.106, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9203, loss_cls: 0.8486, loss: 0.8486, grad_norm: 5.4022, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5936, loss/aux0: 0.5936 2020-10-20 02:11:02,078 - mmaction - INFO - Epoch [64][680/792] lr: 7.500e-04, eta: 16:38:22, time: 0.979, data_time: 0.108, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9203, loss_cls: 0.8486, loss: 0.8486, grad_norm: 5.3956, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6118, loss/aux0: 0.6118 2020-10-20 02:11:42,495 - mmaction - INFO - Epoch [64][700/792] lr: 7.500e-04, eta: 16:37:28, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9349, loss_cls: 0.7549, loss: 0.7549, grad_norm: 5.2827, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6084, loss/aux0: 0.6084 2020-10-20 02:11:45,768 - mmaction - INFO - Epoch [64][700/792] lr: 7.500e-04, eta: 16:37:40, time: 1.079, data_time: 0.004, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9349, loss_cls: 0.7549, loss: 0.7549, grad_norm: 5.3228, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5913, loss/aux0: 0.5913 2020-10-20 02:12:24,954 - mmaction - INFO - Epoch [64][720/792] lr: 7.500e-04, eta: 16:36:46, time: 1.048, data_time: 0.000, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9250, loss_cls: 0.8392, loss: 0.8392, grad_norm: 5.5737, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6395, loss/aux0: 0.6395 2020-10-20 02:12:26,446 - mmaction - INFO - Epoch [64][720/792] lr: 7.500e-04, eta: 16:36:57, time: 0.939, data_time: 0.003, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9250, loss_cls: 0.8392, loss: 0.8392, grad_norm: 5.5350, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6359, loss/aux0: 0.6359 2020-10-20 02:13:07,650 - mmaction - INFO - Epoch [64][740/792] lr: 7.500e-04, eta: 16:36:03, time: 1.065, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9318, loss_cls: 0.7710, loss: 0.7710, grad_norm: 5.5119, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6003, loss/aux0: 0.6003 2020-10-20 02:13:08,234 - mmaction - INFO - Epoch [64][740/792] lr: 7.500e-04, eta: 16:36:15, time: 1.046, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9318, loss_cls: 0.7710, loss: 0.7710, grad_norm: 5.4679, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-20 02:13:52,212 - mmaction - INFO - Epoch [64][760/792] lr: 7.500e-04, eta: 16:35:22, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9260, loss_cls: 0.8075, loss: 0.8075, grad_norm: 5.3440, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5657, loss/aux0: 0.5657 2020-10-20 02:13:52,813 - mmaction - INFO - Epoch [64][760/792] lr: 7.500e-04, eta: 16:35:35, time: 1.108, data_time: 0.002, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9260, loss_cls: 0.8075, loss: 0.8075, grad_norm: 5.3975, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5819, loss/aux0: 0.5819 2020-10-20 02:14:33,630 - mmaction - INFO - Epoch [64][780/792] lr: 7.500e-04, eta: 16:34:41, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.7813, top5_acc: 0.9318, loss_cls: 0.8274, loss: 0.8274, grad_norm: 5.6612, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6495, loss/aux0: 0.6495 2020-10-20 02:14:34,698 - mmaction - INFO - Epoch [64][780/792] lr: 7.500e-04, eta: 16:34:52, time: 1.039, data_time: 0.003, memory: 8335, top1_acc: 0.7813, top5_acc: 0.9318, loss_cls: 0.8274, loss: 0.8274, grad_norm: 5.6836, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6554, loss/aux0: 0.6554 2020-10-20 02:15:04,771 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-20 02:18:16,064 - mmaction - INFO - Epoch [65][20/792] lr: 7.500e-04, eta: 16:33:20, time: 1.069, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9385, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.2594, top1_acc/aux0: 0.8520, top5_acc/aux0: 0.9627, loss_cls/aux0: 0.5605, loss/aux0: 0.5605 2020-10-20 02:18:16,652 - mmaction - INFO - Epoch [65][20/792] lr: 7.500e-04, eta: 16:33:32, time: 1.071, data_time: 0.002, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9385, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.2276, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5660, loss/aux0: 0.5660 2020-10-20 02:18:59,224 - mmaction - INFO - Epoch [65][40/792] lr: 7.500e-04, eta: 16:32:38, time: 1.016, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9313, loss_cls: 0.7759, loss: 0.7759, grad_norm: 5.4102, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6297, loss/aux0: 0.6297 2020-10-20 02:19:00,838 - mmaction - INFO - Epoch [65][40/792] lr: 7.500e-04, eta: 16:32:50, time: 1.068, data_time: 0.003, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9313, loss_cls: 0.7759, loss: 0.7759, grad_norm: 5.4053, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6190, loss/aux0: 0.6190 2020-10-20 02:19:41,705 - mmaction - INFO - Epoch [65][60/792] lr: 7.500e-04, eta: 16:31:56, time: 1.014, data_time: 0.000, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9354, loss_cls: 0.7937, loss: 0.7937, grad_norm: 5.3499, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-20 02:19:42,345 - mmaction - INFO - Epoch [65][60/792] lr: 7.500e-04, eta: 16:32:07, time: 0.999, data_time: 0.003, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9354, loss_cls: 0.7937, loss: 0.7937, grad_norm: 5.3564, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6034, loss/aux0: 0.6034 2020-10-20 02:20:24,456 - mmaction - INFO - Epoch [65][80/792] lr: 7.500e-04, eta: 16:31:14, time: 1.069, data_time: 0.030, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9307, loss_cls: 0.7712, loss: 0.7712, grad_norm: 5.5191, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5744, loss/aux0: 0.5744 2020-10-20 02:20:25,178 - mmaction - INFO - Epoch [65][80/792] lr: 7.500e-04, eta: 16:31:26, time: 1.076, data_time: 0.031, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9307, loss_cls: 0.7712, loss: 0.7712, grad_norm: 5.4858, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5633, loss/aux0: 0.5633 2020-10-20 02:21:04,810 - mmaction - INFO - Epoch [65][100/792] lr: 7.500e-04, eta: 16:30:32, time: 0.974, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9297, loss_cls: 0.7564, loss: 0.7564, grad_norm: 5.3126, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5884, loss/aux0: 0.5884 2020-10-20 02:21:07,072 - mmaction - INFO - Epoch [65][100/792] lr: 7.500e-04, eta: 16:30:43, time: 1.057, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9297, loss_cls: 0.7564, loss: 0.7564, grad_norm: 5.3445, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6009, loss/aux0: 0.6009 2020-10-20 02:21:45,424 - mmaction - INFO - Epoch [65][120/792] lr: 7.500e-04, eta: 16:29:50, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9219, loss_cls: 0.8306, loss: 0.8306, grad_norm: 5.7314, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6105, loss/aux0: 0.6105 2020-10-20 02:21:47,245 - mmaction - INFO - Epoch [65][120/792] lr: 7.500e-04, eta: 16:30:01, time: 1.010, data_time: 0.003, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9219, loss_cls: 0.8306, loss: 0.8306, grad_norm: 5.6589, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5990, loss/aux0: 0.5990 2020-10-20 02:22:27,445 - mmaction - INFO - Epoch [65][140/792] lr: 7.500e-04, eta: 16:29:07, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9240, loss_cls: 0.8157, loss: 0.8157, grad_norm: 5.4629, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6169, loss/aux0: 0.6169 2020-10-20 02:22:30,255 - mmaction - INFO - Epoch [65][140/792] lr: 7.500e-04, eta: 16:29:19, time: 1.106, data_time: 0.002, memory: 8335, top1_acc: 0.7807, top5_acc: 0.9240, loss_cls: 0.8157, loss: 0.8157, grad_norm: 5.4702, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6296, loss/aux0: 0.6296 2020-10-20 02:23:11,600 - mmaction - INFO - Epoch [65][160/792] lr: 7.500e-04, eta: 16:28:26, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9203, loss_cls: 0.8353, loss: 0.8353, grad_norm: 5.7168, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6591, loss/aux0: 0.6591 2020-10-20 02:23:13,016 - mmaction - INFO - Epoch [65][160/792] lr: 7.500e-04, eta: 16:28:37, time: 0.987, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9203, loss_cls: 0.8353, loss: 0.8353, grad_norm: 5.7417, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6664, loss/aux0: 0.6664 2020-10-20 02:23:54,132 - mmaction - INFO - Epoch [65][180/792] lr: 7.500e-04, eta: 16:27:45, time: 1.165, data_time: 0.051, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9260, loss_cls: 0.8249, loss: 0.8249, grad_norm: 5.5736, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-20 02:23:55,586 - mmaction - INFO - Epoch [65][180/792] lr: 7.500e-04, eta: 16:27:57, time: 1.096, data_time: 0.031, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9260, loss_cls: 0.8249, loss: 0.8249, grad_norm: 5.5232, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-20 02:24:34,817 - mmaction - INFO - Epoch [65][200/792] lr: 7.500e-04, eta: 16:27:03, time: 1.048, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9208, loss_cls: 0.8289, loss: 0.8289, grad_norm: 5.4507, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5661, loss/aux0: 0.5661 2020-10-20 02:24:35,432 - mmaction - INFO - Epoch [65][200/792] lr: 7.500e-04, eta: 16:27:14, time: 0.952, data_time: 0.003, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9208, loss_cls: 0.8289, loss: 0.8289, grad_norm: 5.3852, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5674, loss/aux0: 0.5674 2020-10-20 02:25:15,740 - mmaction - INFO - Epoch [65][220/792] lr: 7.500e-04, eta: 16:26:20, time: 0.996, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9370, loss_cls: 0.7557, loss: 0.7557, grad_norm: 5.2790, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5839, loss/aux0: 0.5839 2020-10-20 02:25:16,366 - mmaction - INFO - Epoch [65][220/792] lr: 7.500e-04, eta: 16:26:31, time: 0.998, data_time: 0.001, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9370, loss_cls: 0.7557, loss: 0.7557, grad_norm: 5.2234, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5806, loss/aux0: 0.5806 2020-10-20 02:26:00,476 - mmaction - INFO - Epoch [65][240/792] lr: 7.500e-04, eta: 16:25:39, time: 1.146, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9411, loss_cls: 0.7429, loss: 0.7429, grad_norm: 5.6219, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6225, loss/aux0: 0.6225 2020-10-20 02:26:02,717 - mmaction - INFO - Epoch [65][240/792] lr: 7.500e-04, eta: 16:25:51, time: 1.126, data_time: 0.002, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9411, loss_cls: 0.7429, loss: 0.7429, grad_norm: 5.5486, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-20 02:26:43,300 - mmaction - INFO - Epoch [65][260/792] lr: 7.500e-04, eta: 16:24:59, time: 1.134, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9354, loss_cls: 0.7980, loss: 0.7980, grad_norm: 5.3674, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5865, loss/aux0: 0.5865 2020-10-20 02:26:43,907 - mmaction - INFO - Epoch [65][260/792] lr: 7.500e-04, eta: 16:25:10, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9354, loss_cls: 0.7980, loss: 0.7980, grad_norm: 5.3830, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5905, loss/aux0: 0.5905 2020-10-20 02:27:25,056 - mmaction - INFO - Epoch [65][280/792] lr: 7.500e-04, eta: 16:24:17, time: 1.033, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9333, loss_cls: 0.7738, loss: 0.7738, grad_norm: 5.4661, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5816, loss/aux0: 0.5816 2020-10-20 02:27:25,655 - mmaction - INFO - Epoch [65][280/792] lr: 7.500e-04, eta: 16:24:28, time: 1.010, data_time: 0.003, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9333, loss_cls: 0.7738, loss: 0.7738, grad_norm: 5.5522, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5948, loss/aux0: 0.5948 2020-10-20 02:28:07,498 - mmaction - INFO - Epoch [65][300/792] lr: 7.500e-04, eta: 16:23:36, time: 1.143, data_time: 0.001, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9250, loss_cls: 0.8002, loss: 0.8002, grad_norm: 5.3357, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5688, loss/aux0: 0.5688 2020-10-20 02:28:09,724 - mmaction - INFO - Epoch [65][300/792] lr: 7.500e-04, eta: 16:23:48, time: 1.114, data_time: 0.002, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9250, loss_cls: 0.8002, loss: 0.8002, grad_norm: 5.3071, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5597, loss/aux0: 0.5597 2020-10-20 02:28:52,049 - mmaction - INFO - Epoch [65][320/792] lr: 7.500e-04, eta: 16:22:56, time: 1.144, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9219, loss_cls: 0.7924, loss: 0.7924, grad_norm: 5.4250, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-20 02:28:52,683 - mmaction - INFO - Epoch [65][320/792] lr: 7.500e-04, eta: 16:23:07, time: 1.036, data_time: 0.005, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9219, loss_cls: 0.7924, loss: 0.7924, grad_norm: 5.4341, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5997, loss/aux0: 0.5997 2020-10-20 02:29:38,836 - mmaction - INFO - Epoch [65][340/792] lr: 7.500e-04, eta: 16:22:15, time: 1.116, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9266, loss_cls: 0.8164, loss: 0.8164, grad_norm: 5.6521, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6146, loss/aux0: 0.6146 2020-10-20 02:29:39,428 - mmaction - INFO - Epoch [65][340/792] lr: 7.500e-04, eta: 16:22:27, time: 1.116, data_time: 0.002, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9266, loss_cls: 0.8164, loss: 0.8164, grad_norm: 5.6855, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-20 02:30:22,265 - mmaction - INFO - Epoch [65][360/792] lr: 7.500e-04, eta: 16:21:34, time: 1.094, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9271, loss_cls: 0.8083, loss: 0.8083, grad_norm: 5.5460, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6403, loss/aux0: 0.6403 2020-10-20 02:30:22,861 - mmaction - INFO - Epoch [65][360/792] lr: 7.500e-04, eta: 16:21:46, time: 1.096, data_time: 0.003, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9271, loss_cls: 0.8083, loss: 0.8083, grad_norm: 5.5470, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6427, loss/aux0: 0.6427 2020-10-20 02:31:04,398 - mmaction - INFO - Epoch [65][380/792] lr: 7.500e-04, eta: 16:20:53, time: 1.079, data_time: 0.479, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9250, loss_cls: 0.8308, loss: 0.8308, grad_norm: 5.4119, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-20 02:31:05,671 - mmaction - INFO - Epoch [65][380/792] lr: 7.500e-04, eta: 16:21:05, time: 1.113, data_time: 0.481, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9250, loss_cls: 0.8308, loss: 0.8308, grad_norm: 5.4189, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-20 02:31:45,903 - mmaction - INFO - Epoch [65][400/792] lr: 7.500e-04, eta: 16:20:12, time: 1.015, data_time: 0.163, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9286, loss_cls: 0.8165, loss: 0.8165, grad_norm: 5.4834, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5874, loss/aux0: 0.5874 2020-10-20 02:31:48,868 - mmaction - INFO - Epoch [65][400/792] lr: 7.500e-04, eta: 16:20:23, time: 1.070, data_time: 0.164, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9286, loss_cls: 0.8165, loss: 0.8165, grad_norm: 5.4603, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5891, loss/aux0: 0.5891 2020-10-20 02:32:27,762 - mmaction - INFO - Epoch [65][420/792] lr: 7.500e-04, eta: 16:19:29, time: 0.916, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9385, loss_cls: 0.7864, loss: 0.7864, grad_norm: 5.6829, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6409, loss/aux0: 0.6409 2020-10-20 02:32:28,925 - mmaction - INFO - Epoch [65][420/792] lr: 7.500e-04, eta: 16:19:39, time: 0.946, data_time: 0.004, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9385, loss_cls: 0.7864, loss: 0.7864, grad_norm: 5.7477, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6420, loss/aux0: 0.6420 2020-10-20 02:33:09,108 - mmaction - INFO - Epoch [65][440/792] lr: 7.500e-04, eta: 16:18:45, time: 1.011, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9271, loss_cls: 0.7962, loss: 0.7962, grad_norm: 5.5590, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-20 02:33:12,051 - mmaction - INFO - Epoch [65][440/792] lr: 7.500e-04, eta: 16:18:56, time: 0.985, data_time: 0.002, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9271, loss_cls: 0.7962, loss: 0.7962, grad_norm: 5.4973, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5886, loss/aux0: 0.5886 2020-10-20 02:33:52,955 - mmaction - INFO - Epoch [65][460/792] lr: 7.500e-04, eta: 16:18:03, time: 1.102, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9359, loss_cls: 0.7846, loss: 0.7846, grad_norm: 5.5570, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6007, loss/aux0: 0.6007 2020-10-20 02:33:53,687 - mmaction - INFO - Epoch [65][460/792] lr: 7.500e-04, eta: 16:18:14, time: 0.954, data_time: 0.003, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9359, loss_cls: 0.7846, loss: 0.7846, grad_norm: 5.6063, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-20 02:34:36,699 - mmaction - INFO - Epoch [65][480/792] lr: 7.500e-04, eta: 16:17:21, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9245, loss_cls: 0.7985, loss: 0.7985, grad_norm: 5.3753, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6315, loss/aux0: 0.6315 2020-10-20 02:34:37,318 - mmaction - INFO - Epoch [65][480/792] lr: 7.500e-04, eta: 16:17:32, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9245, loss_cls: 0.7985, loss: 0.7985, grad_norm: 5.3135, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-20 02:35:16,955 - mmaction - INFO - Epoch [65][500/792] lr: 7.500e-04, eta: 16:16:38, time: 0.985, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9276, loss_cls: 0.7815, loss: 0.7815, grad_norm: 5.4941, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-20 02:35:19,320 - mmaction - INFO - Epoch [65][500/792] lr: 7.500e-04, eta: 16:16:50, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9276, loss_cls: 0.7815, loss: 0.7815, grad_norm: 5.3886, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-20 02:36:00,510 - mmaction - INFO - Epoch [65][520/792] lr: 7.500e-04, eta: 16:15:57, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9318, loss_cls: 0.7811, loss: 0.7811, grad_norm: 5.4913, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6336, loss/aux0: 0.6336 2020-10-20 02:36:03,527 - mmaction - INFO - Epoch [65][520/792] lr: 7.500e-04, eta: 16:16:09, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9318, loss_cls: 0.7811, loss: 0.7811, grad_norm: 5.5072, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6383, loss/aux0: 0.6383 2020-10-20 02:36:42,375 - mmaction - INFO - Epoch [65][540/792] lr: 7.500e-04, eta: 16:15:16, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9214, loss_cls: 0.8596, loss: 0.8596, grad_norm: 5.3400, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5542, loss/aux0: 0.5542 2020-10-20 02:36:44,311 - mmaction - INFO - Epoch [65][540/792] lr: 7.500e-04, eta: 16:15:27, time: 1.042, data_time: 0.002, memory: 8335, top1_acc: 0.7698, top5_acc: 0.9214, loss_cls: 0.8596, loss: 0.8596, grad_norm: 5.3468, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5540, loss/aux0: 0.5540 2020-10-20 02:37:25,968 - mmaction - INFO - Epoch [65][560/792] lr: 7.500e-04, eta: 16:14:34, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9234, loss_cls: 0.8437, loss: 0.8437, grad_norm: 5.4351, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6734, loss/aux0: 0.6734 2020-10-20 02:37:27,738 - mmaction - INFO - Epoch [65][560/792] lr: 7.500e-04, eta: 16:14:45, time: 1.003, data_time: 0.003, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9234, loss_cls: 0.8437, loss: 0.8437, grad_norm: 5.3980, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6594, loss/aux0: 0.6594 2020-10-20 02:38:06,609 - mmaction - INFO - Epoch [65][580/792] lr: 7.500e-04, eta: 16:13:51, time: 0.979, data_time: 0.000, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9219, loss_cls: 0.8734, loss: 0.8734, grad_norm: 5.6096, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5842, loss/aux0: 0.5842 2020-10-20 02:38:09,404 - mmaction - INFO - Epoch [65][580/792] lr: 7.500e-04, eta: 16:14:02, time: 1.017, data_time: 0.002, memory: 8335, top1_acc: 0.7677, top5_acc: 0.9219, loss_cls: 0.8734, loss: 0.8734, grad_norm: 5.6040, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5952, loss/aux0: 0.5952 2020-10-20 02:38:52,217 - mmaction - INFO - Epoch [65][600/792] lr: 7.500e-04, eta: 16:13:10, time: 1.136, data_time: 0.000, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9307, loss_cls: 0.8051, loss: 0.8051, grad_norm: 5.6202, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6217, loss/aux0: 0.6217 2020-10-20 02:38:52,842 - mmaction - INFO - Epoch [65][600/792] lr: 7.500e-04, eta: 16:13:22, time: 1.132, data_time: 0.004, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9307, loss_cls: 0.8051, loss: 0.8051, grad_norm: 5.5540, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6191, loss/aux0: 0.6191 2020-10-20 02:39:34,396 - mmaction - INFO - Epoch [65][620/792] lr: 7.500e-04, eta: 16:12:29, time: 1.021, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9203, loss_cls: 0.8110, loss: 0.8110, grad_norm: 5.5234, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6204, loss/aux0: 0.6204 2020-10-20 02:39:35,018 - mmaction - INFO - Epoch [65][620/792] lr: 7.500e-04, eta: 16:12:40, time: 1.023, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9203, loss_cls: 0.8110, loss: 0.8110, grad_norm: 5.5213, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-20 02:40:16,567 - mmaction - INFO - Epoch [65][640/792] lr: 7.500e-04, eta: 16:11:47, time: 1.081, data_time: 0.117, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9406, loss_cls: 0.7348, loss: 0.7348, grad_norm: 5.7897, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-20 02:40:17,156 - mmaction - INFO - Epoch [65][640/792] lr: 7.500e-04, eta: 16:11:59, time: 1.082, data_time: 0.119, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9406, loss_cls: 0.7348, loss: 0.7348, grad_norm: 5.6898, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5993, loss/aux0: 0.5993 2020-10-20 02:40:59,259 - mmaction - INFO - Epoch [65][660/792] lr: 7.500e-04, eta: 16:11:06, time: 1.096, data_time: 0.000, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9281, loss_cls: 0.8099, loss: 0.8099, grad_norm: 5.5002, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6003, loss/aux0: 0.6003 2020-10-20 02:40:59,882 - mmaction - INFO - Epoch [65][660/792] lr: 7.500e-04, eta: 16:11:18, time: 1.099, data_time: 0.002, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9281, loss_cls: 0.8099, loss: 0.8099, grad_norm: 5.4407, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-20 02:41:41,870 - mmaction - INFO - Epoch [65][680/792] lr: 7.500e-04, eta: 16:10:26, time: 1.095, data_time: 0.020, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9214, loss_cls: 0.8222, loss: 0.8222, grad_norm: 5.4366, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5828, loss/aux0: 0.5828 2020-10-20 02:41:42,495 - mmaction - INFO - Epoch [65][680/792] lr: 7.500e-04, eta: 16:10:37, time: 1.097, data_time: 0.024, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9214, loss_cls: 0.8222, loss: 0.8222, grad_norm: 5.3766, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5836, loss/aux0: 0.5836 2020-10-20 02:42:27,990 - mmaction - INFO - Epoch [65][700/792] lr: 7.500e-04, eta: 16:09:45, time: 1.143, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9365, loss_cls: 0.7724, loss: 0.7724, grad_norm: 5.3929, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6168, loss/aux0: 0.6168 2020-10-20 02:42:28,648 - mmaction - INFO - Epoch [65][700/792] lr: 7.500e-04, eta: 16:09:58, time: 1.147, data_time: 0.005, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9365, loss_cls: 0.7724, loss: 0.7724, grad_norm: 5.4165, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6156, loss/aux0: 0.6156 2020-10-20 02:43:07,985 - mmaction - INFO - Epoch [65][720/792] lr: 7.500e-04, eta: 16:09:04, time: 0.978, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9286, loss_cls: 0.8087, loss: 0.8087, grad_norm: 5.4613, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5775, loss/aux0: 0.5775 2020-10-20 02:43:08,580 - mmaction - INFO - Epoch [65][720/792] lr: 7.500e-04, eta: 16:09:14, time: 0.979, data_time: 0.002, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9286, loss_cls: 0.8087, loss: 0.8087, grad_norm: 5.5474, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5812, loss/aux0: 0.5812 2020-10-20 02:43:51,498 - mmaction - INFO - Epoch [65][740/792] lr: 7.500e-04, eta: 16:08:21, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9172, loss_cls: 0.8280, loss: 0.8280, grad_norm: 5.5593, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6372, loss/aux0: 0.6372 2020-10-20 02:43:52,485 - mmaction - INFO - Epoch [65][740/792] lr: 7.500e-04, eta: 16:08:33, time: 1.077, data_time: 0.003, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9172, loss_cls: 0.8280, loss: 0.8280, grad_norm: 5.4942, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-20 02:44:34,808 - mmaction - INFO - Epoch [65][760/792] lr: 7.500e-04, eta: 16:07:41, time: 1.118, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9125, loss_cls: 0.8241, loss: 0.8241, grad_norm: 5.3871, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-20 02:44:35,411 - mmaction - INFO - Epoch [65][760/792] lr: 7.500e-04, eta: 16:07:53, time: 1.120, data_time: 0.003, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9125, loss_cls: 0.8241, loss: 0.8241, grad_norm: 5.3720, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-20 02:45:19,078 - mmaction - INFO - Epoch [65][780/792] lr: 7.500e-04, eta: 16:07:00, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9281, loss_cls: 0.7895, loss: 0.7895, grad_norm: 5.6325, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-20 02:45:19,662 - mmaction - INFO - Epoch [65][780/792] lr: 7.500e-04, eta: 16:07:12, time: 1.112, data_time: 0.002, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9281, loss_cls: 0.7895, loss: 0.7895, grad_norm: 5.6086, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6105, loss/aux0: 0.6105 2020-10-20 02:45:46,930 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-10-20 02:47:07,901 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 02:47:08,031 - mmaction - INFO - top1_acc 0.7962 top5_acc 0.9465 2020-10-20 02:47:08,031 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 02:47:08,063 - mmaction - INFO - mean_acc 0.7965 2020-10-20 02:47:08,064 - mmaction - INFO - Now best checkpoint is epoch_65.pth 2020-10-20 02:47:08,069 - mmaction - INFO - Epoch(val) [65][792] top1_acc: 0.7962, top5_acc: 0.9465, mean_class_accuracy: 0.7965 2020-10-20 02:50:22,189 - mmaction - INFO - Epoch [66][20/792] lr: 7.500e-04, eta: 16:05:41, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9240, loss_cls: 0.7578, loss: 0.7578, grad_norm: 5.1054, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9622, loss_cls/aux0: 0.5589, loss/aux0: 0.5589 2020-10-20 02:50:22,794 - mmaction - INFO - Epoch [66][20/792] lr: 7.500e-04, eta: 16:05:52, time: 1.055, data_time: 0.003, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9240, loss_cls: 0.7578, loss: 0.7578, grad_norm: 5.1749, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5686, loss/aux0: 0.5686 2020-10-20 02:51:01,413 - mmaction - INFO - Epoch [66][40/792] lr: 7.500e-04, eta: 16:04:58, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9318, loss_cls: 0.7733, loss: 0.7733, grad_norm: 5.4562, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6411, loss/aux0: 0.6411 2020-10-20 02:51:03,734 - mmaction - INFO - Epoch [66][40/792] lr: 7.500e-04, eta: 16:05:10, time: 1.048, data_time: 0.002, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9318, loss_cls: 0.7733, loss: 0.7733, grad_norm: 5.4807, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6401, loss/aux0: 0.6401 2020-10-20 02:51:45,248 - mmaction - INFO - Epoch [66][60/792] lr: 7.500e-04, eta: 16:04:18, time: 1.177, data_time: 0.134, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9344, loss_cls: 0.7754, loss: 0.7754, grad_norm: 5.4666, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6297, loss/aux0: 0.6297 2020-10-20 02:51:47,876 - mmaction - INFO - Epoch [66][60/792] lr: 7.500e-04, eta: 16:04:31, time: 1.181, data_time: 0.176, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9344, loss_cls: 0.7754, loss: 0.7754, grad_norm: 5.4431, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6209, loss/aux0: 0.6209 2020-10-20 02:52:25,828 - mmaction - INFO - Epoch [66][80/792] lr: 7.500e-04, eta: 16:03:37, time: 1.011, data_time: 0.103, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9333, loss_cls: 0.7418, loss: 0.7418, grad_norm: 5.3064, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-20 02:52:29,047 - mmaction - INFO - Epoch [66][80/792] lr: 7.500e-04, eta: 16:03:49, time: 1.113, data_time: 0.088, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9333, loss_cls: 0.7418, loss: 0.7418, grad_norm: 5.2732, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-20 02:53:09,086 - mmaction - INFO - Epoch [66][100/792] lr: 7.500e-04, eta: 16:02:57, time: 1.094, data_time: 0.154, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9151, loss_cls: 0.8878, loss: 0.8878, grad_norm: 5.6608, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6314, loss/aux0: 0.6314 2020-10-20 02:53:10,908 - mmaction - INFO - Epoch [66][100/792] lr: 7.500e-04, eta: 16:03:08, time: 1.101, data_time: 0.156, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9151, loss_cls: 0.8878, loss: 0.8878, grad_norm: 5.6309, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6197, loss/aux0: 0.6197 2020-10-20 02:53:52,694 - mmaction - INFO - Epoch [66][120/792] lr: 7.500e-04, eta: 16:02:17, time: 1.185, data_time: 0.000, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9260, loss_cls: 0.8275, loss: 0.8275, grad_norm: 5.5622, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6360, loss/aux0: 0.6360 2020-10-20 02:53:54,307 - mmaction - INFO - Epoch [66][120/792] lr: 7.500e-04, eta: 16:02:29, time: 1.135, data_time: 0.003, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9260, loss_cls: 0.8275, loss: 0.8275, grad_norm: 5.5093, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6371, loss/aux0: 0.6371 2020-10-20 02:54:36,674 - mmaction - INFO - Epoch [66][140/792] lr: 7.500e-04, eta: 16:01:37, time: 1.121, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8125, loss: 0.8125, grad_norm: 5.5663, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6196, loss/aux0: 0.6196 2020-10-20 02:54:37,278 - mmaction - INFO - Epoch [66][140/792] lr: 7.500e-04, eta: 16:01:48, time: 1.060, data_time: 0.002, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9281, loss_cls: 0.8125, loss: 0.8125, grad_norm: 5.7059, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6373, loss/aux0: 0.6373 2020-10-20 02:55:18,543 - mmaction - INFO - Epoch [66][160/792] lr: 7.500e-04, eta: 16:00:55, time: 1.041, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9328, loss_cls: 0.7831, loss: 0.7831, grad_norm: 5.4948, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6302, loss/aux0: 0.6302 2020-10-20 02:55:19,342 - mmaction - INFO - Epoch [66][160/792] lr: 7.500e-04, eta: 16:01:06, time: 1.051, data_time: 0.005, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9328, loss_cls: 0.7831, loss: 0.7831, grad_norm: 5.5514, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6126, loss/aux0: 0.6126 2020-10-20 02:55:59,795 - mmaction - INFO - Epoch [66][180/792] lr: 7.500e-04, eta: 16:00:13, time: 1.035, data_time: 0.019, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9203, loss_cls: 0.8370, loss: 0.8370, grad_norm: 5.3128, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5949, loss/aux0: 0.5949 2020-10-20 02:56:00,400 - mmaction - INFO - Epoch [66][180/792] lr: 7.500e-04, eta: 16:00:24, time: 1.038, data_time: 0.021, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9203, loss_cls: 0.8370, loss: 0.8370, grad_norm: 5.3936, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-20 02:56:43,127 - mmaction - INFO - Epoch [66][200/792] lr: 7.500e-04, eta: 15:59:32, time: 1.108, data_time: 0.000, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9250, loss_cls: 0.7960, loss: 0.7960, grad_norm: 5.6098, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6599, loss/aux0: 0.6599 2020-10-20 02:56:43,724 - mmaction - INFO - Epoch [66][200/792] lr: 7.500e-04, eta: 15:59:44, time: 1.108, data_time: 0.002, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9250, loss_cls: 0.7960, loss: 0.7960, grad_norm: 5.5518, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6516, loss/aux0: 0.6516 2020-10-20 02:57:25,433 - mmaction - INFO - Epoch [66][220/792] lr: 7.500e-04, eta: 15:58:51, time: 1.069, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9203, loss_cls: 0.8397, loss: 0.8397, grad_norm: 5.6111, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5775, loss/aux0: 0.5775 2020-10-20 02:57:26,021 - mmaction - INFO - Epoch [66][220/792] lr: 7.500e-04, eta: 15:59:02, time: 1.070, data_time: 0.002, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9203, loss_cls: 0.8397, loss: 0.8397, grad_norm: 5.6335, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5889, loss/aux0: 0.5889 2020-10-20 02:58:08,900 - mmaction - INFO - Epoch [66][240/792] lr: 7.500e-04, eta: 15:58:10, time: 1.147, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9245, loss_cls: 0.7807, loss: 0.7807, grad_norm: 5.7595, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-20 02:58:09,534 - mmaction - INFO - Epoch [66][240/792] lr: 7.500e-04, eta: 15:58:23, time: 1.149, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9245, loss_cls: 0.7807, loss: 0.7807, grad_norm: 5.6473, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-20 02:58:52,041 - mmaction - INFO - Epoch [66][260/792] lr: 7.500e-04, eta: 15:57:30, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9271, loss_cls: 0.7746, loss: 0.7746, grad_norm: 5.4510, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5954, loss/aux0: 0.5954 2020-10-20 02:58:52,633 - mmaction - INFO - Epoch [66][260/792] lr: 7.500e-04, eta: 15:57:41, time: 1.051, data_time: 0.002, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9271, loss_cls: 0.7746, loss: 0.7746, grad_norm: 5.4629, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6131, loss/aux0: 0.6131 2020-10-20 02:59:32,843 - mmaction - INFO - Epoch [66][280/792] lr: 7.500e-04, eta: 15:56:47, time: 0.999, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9255, loss_cls: 0.8293, loss: 0.8293, grad_norm: 5.4956, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5865, loss/aux0: 0.5865 2020-10-20 02:59:33,963 - mmaction - INFO - Epoch [66][280/792] lr: 7.500e-04, eta: 15:56:58, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9255, loss_cls: 0.8293, loss: 0.8293, grad_norm: 5.5433, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5722, loss/aux0: 0.5722 2020-10-20 03:00:18,583 - mmaction - INFO - Epoch [66][300/792] lr: 7.500e-04, eta: 15:56:07, time: 1.179, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.7971, loss: 0.7971, grad_norm: 5.5545, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5807, loss/aux0: 0.5807 2020-10-20 03:00:19,280 - mmaction - INFO - Epoch [66][300/792] lr: 7.500e-04, eta: 15:56:19, time: 1.187, data_time: 0.009, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.7971, loss: 0.7971, grad_norm: 5.5890, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5842, loss/aux0: 0.5842 2020-10-20 03:01:00,608 - mmaction - INFO - Epoch [66][320/792] lr: 7.500e-04, eta: 15:55:27, time: 1.100, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9302, loss_cls: 0.7929, loss: 0.7929, grad_norm: 5.4351, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5868, loss/aux0: 0.5868 2020-10-20 03:01:01,459 - mmaction - INFO - Epoch [66][320/792] lr: 7.500e-04, eta: 15:55:38, time: 1.067, data_time: 0.014, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9302, loss_cls: 0.7929, loss: 0.7929, grad_norm: 5.5289, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5882, loss/aux0: 0.5882 2020-10-20 03:01:43,495 - mmaction - INFO - Epoch [66][340/792] lr: 7.500e-04, eta: 15:54:46, time: 1.056, data_time: 0.461, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9391, loss_cls: 0.7260, loss: 0.7260, grad_norm: 5.4503, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6474, loss/aux0: 0.6474 2020-10-20 03:01:45,959 - mmaction - INFO - Epoch [66][340/792] lr: 7.500e-04, eta: 15:54:56, time: 1.022, data_time: 0.427, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9391, loss_cls: 0.7260, loss: 0.7260, grad_norm: 5.4996, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6458, loss/aux0: 0.6458 2020-10-20 03:02:27,369 - mmaction - INFO - Epoch [66][360/792] lr: 7.500e-04, eta: 15:54:03, time: 1.042, data_time: 0.459, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9318, loss_cls: 0.7767, loss: 0.7767, grad_norm: 5.4650, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5905, loss/aux0: 0.5905 2020-10-20 03:02:30,398 - mmaction - INFO - Epoch [66][360/792] lr: 7.500e-04, eta: 15:54:15, time: 1.098, data_time: 0.515, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9318, loss_cls: 0.7767, loss: 0.7767, grad_norm: 5.4346, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5870, loss/aux0: 0.5870 2020-10-20 03:03:09,862 - mmaction - INFO - Epoch [66][380/792] lr: 7.500e-04, eta: 15:53:22, time: 1.065, data_time: 0.272, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9307, loss_cls: 0.8013, loss: 0.8013, grad_norm: 5.1477, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5678, loss/aux0: 0.5678 2020-10-20 03:03:11,873 - mmaction - INFO - Epoch [66][380/792] lr: 7.500e-04, eta: 15:53:34, time: 1.090, data_time: 0.224, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9307, loss_cls: 0.8013, loss: 0.8013, grad_norm: 5.1505, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5715, loss/aux0: 0.5715 2020-10-20 03:03:54,273 - mmaction - INFO - Epoch [66][400/792] lr: 7.500e-04, eta: 15:52:42, time: 1.164, data_time: 0.033, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9271, loss_cls: 0.8111, loss: 0.8111, grad_norm: 5.6638, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6358, loss/aux0: 0.6358 2020-10-20 03:03:56,450 - mmaction - INFO - Epoch [66][400/792] lr: 7.500e-04, eta: 15:52:55, time: 1.178, data_time: 0.023, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9271, loss_cls: 0.8111, loss: 0.8111, grad_norm: 5.6565, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6347, loss/aux0: 0.6347 2020-10-20 03:04:38,803 - mmaction - INFO - Epoch [66][420/792] lr: 7.500e-04, eta: 15:52:03, time: 1.124, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9370, loss_cls: 0.7644, loss: 0.7644, grad_norm: 5.4247, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5689, loss/aux0: 0.5689 2020-10-20 03:04:41,334 - mmaction - INFO - Epoch [66][420/792] lr: 7.500e-04, eta: 15:52:15, time: 1.150, data_time: 0.004, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9370, loss_cls: 0.7644, loss: 0.7644, grad_norm: 5.4284, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5666, loss/aux0: 0.5666 2020-10-20 03:05:22,142 - mmaction - INFO - Epoch [66][440/792] lr: 7.500e-04, eta: 15:51:22, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9234, loss_cls: 0.7975, loss: 0.7975, grad_norm: 5.6467, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5786, loss/aux0: 0.5786 2020-10-20 03:05:24,218 - mmaction - INFO - Epoch [66][440/792] lr: 7.500e-04, eta: 15:51:33, time: 1.031, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9234, loss_cls: 0.7975, loss: 0.7975, grad_norm: 5.6526, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5839, loss/aux0: 0.5839 2020-10-20 03:06:07,134 - mmaction - INFO - Epoch [66][460/792] lr: 7.500e-04, eta: 15:50:41, time: 1.114, data_time: 0.000, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9255, loss_cls: 0.8145, loss: 0.8145, grad_norm: 5.9701, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6386, loss/aux0: 0.6386 2020-10-20 03:06:09,575 - mmaction - INFO - Epoch [66][460/792] lr: 7.500e-04, eta: 15:50:52, time: 1.087, data_time: 0.002, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9255, loss_cls: 0.8145, loss: 0.8145, grad_norm: 5.9231, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6288, loss/aux0: 0.6288 2020-10-20 03:06:48,588 - mmaction - INFO - Epoch [66][480/792] lr: 7.500e-04, eta: 15:49:59, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9411, loss_cls: 0.7748, loss: 0.7748, grad_norm: 5.3217, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5721, loss/aux0: 0.5721 2020-10-20 03:06:50,706 - mmaction - INFO - Epoch [66][480/792] lr: 7.500e-04, eta: 15:50:10, time: 1.067, data_time: 0.004, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9411, loss_cls: 0.7748, loss: 0.7748, grad_norm: 5.3433, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5820, loss/aux0: 0.5820 2020-10-20 03:07:31,211 - mmaction - INFO - Epoch [66][500/792] lr: 7.500e-04, eta: 15:49:18, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9208, loss_cls: 0.8407, loss: 0.8407, grad_norm: 5.7376, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6343, loss/aux0: 0.6343 2020-10-20 03:07:33,039 - mmaction - INFO - Epoch [66][500/792] lr: 7.500e-04, eta: 15:49:29, time: 1.075, data_time: 0.003, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9208, loss_cls: 0.8407, loss: 0.8407, grad_norm: 5.6313, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6374, loss/aux0: 0.6374 2020-10-20 03:08:11,878 - mmaction - INFO - Epoch [66][520/792] lr: 7.500e-04, eta: 15:48:36, time: 1.017, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9286, loss_cls: 0.8133, loss: 0.8133, grad_norm: 5.6490, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6461, loss/aux0: 0.6461 2020-10-20 03:08:13,470 - mmaction - INFO - Epoch [66][520/792] lr: 7.500e-04, eta: 15:48:45, time: 0.918, data_time: 0.002, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9286, loss_cls: 0.8133, loss: 0.8133, grad_norm: 5.5349, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6411, loss/aux0: 0.6411 2020-10-20 03:08:53,231 - mmaction - INFO - Epoch [66][540/792] lr: 7.500e-04, eta: 15:47:53, time: 1.075, data_time: 0.402, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9182, loss_cls: 0.8429, loss: 0.8429, grad_norm: 5.3866, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6495, loss/aux0: 0.6495 2020-10-20 03:08:55,929 - mmaction - INFO - Epoch [66][540/792] lr: 7.500e-04, eta: 15:48:05, time: 1.118, data_time: 0.363, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9182, loss_cls: 0.8429, loss: 0.8429, grad_norm: 5.3223, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6322, loss/aux0: 0.6322 2020-10-20 03:09:37,875 - mmaction - INFO - Epoch [66][560/792] lr: 7.500e-04, eta: 15:47:12, time: 1.088, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9281, loss_cls: 0.8145, loss: 0.8145, grad_norm: 5.6872, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5845, loss/aux0: 0.5845 2020-10-20 03:09:38,517 - mmaction - INFO - Epoch [66][560/792] lr: 7.500e-04, eta: 15:47:23, time: 1.069, data_time: 0.005, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9281, loss_cls: 0.8145, loss: 0.8145, grad_norm: 5.6043, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6054, loss/aux0: 0.6054 2020-10-20 03:10:18,690 - mmaction - INFO - Epoch [66][580/792] lr: 7.500e-04, eta: 15:46:31, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9365, loss_cls: 0.7721, loss: 0.7721, grad_norm: 5.4478, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-20 03:10:22,105 - mmaction - INFO - Epoch [66][580/792] lr: 7.500e-04, eta: 15:46:43, time: 1.150, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9365, loss_cls: 0.7721, loss: 0.7721, grad_norm: 5.5039, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6028, loss/aux0: 0.6028 2020-10-20 03:11:00,487 - mmaction - INFO - Epoch [66][600/792] lr: 7.500e-04, eta: 15:45:49, time: 0.953, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9187, loss_cls: 0.8523, loss: 0.8523, grad_norm: 5.6006, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-20 03:11:03,065 - mmaction - INFO - Epoch [66][600/792] lr: 7.500e-04, eta: 15:46:00, time: 1.033, data_time: 0.002, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9187, loss_cls: 0.8523, loss: 0.8523, grad_norm: 5.5399, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-20 03:11:41,486 - mmaction - INFO - Epoch [66][620/792] lr: 7.500e-04, eta: 15:45:07, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9292, loss_cls: 0.7759, loss: 0.7759, grad_norm: 5.4604, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5718, loss/aux0: 0.5718 2020-10-20 03:11:45,664 - mmaction - INFO - Epoch [66][620/792] lr: 7.500e-04, eta: 15:45:19, time: 1.154, data_time: 0.003, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9292, loss_cls: 0.7759, loss: 0.7759, grad_norm: 5.4629, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5714, loss/aux0: 0.5714 2020-10-20 03:12:25,735 - mmaction - INFO - Epoch [66][640/792] lr: 7.500e-04, eta: 15:44:26, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9286, loss_cls: 0.8311, loss: 0.8311, grad_norm: 5.4939, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5762, loss/aux0: 0.5762 2020-10-20 03:12:28,650 - mmaction - INFO - Epoch [66][640/792] lr: 7.500e-04, eta: 15:44:37, time: 1.058, data_time: 0.004, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9286, loss_cls: 0.8311, loss: 0.8311, grad_norm: 5.5249, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5768, loss/aux0: 0.5768 2020-10-20 03:13:09,587 - mmaction - INFO - Epoch [66][660/792] lr: 7.500e-04, eta: 15:43:45, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9224, loss_cls: 0.8582, loss: 0.8582, grad_norm: 5.3681, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-20 03:13:11,525 - mmaction - INFO - Epoch [66][660/792] lr: 7.500e-04, eta: 15:43:56, time: 1.069, data_time: 0.002, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9224, loss_cls: 0.8582, loss: 0.8582, grad_norm: 5.3761, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6059, loss/aux0: 0.6059 2020-10-20 03:13:50,831 - mmaction - INFO - Epoch [66][680/792] lr: 7.500e-04, eta: 15:43:03, time: 1.059, data_time: 0.065, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9385, loss_cls: 0.7911, loss: 0.7911, grad_norm: 5.5192, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5839, loss/aux0: 0.5839 2020-10-20 03:13:53,851 - mmaction - INFO - Epoch [66][680/792] lr: 7.500e-04, eta: 15:43:14, time: 1.087, data_time: 0.131, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9385, loss_cls: 0.7911, loss: 0.7911, grad_norm: 5.5589, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5866, loss/aux0: 0.5866 2020-10-20 03:14:33,914 - mmaction - INFO - Epoch [66][700/792] lr: 7.500e-04, eta: 15:42:22, time: 1.082, data_time: 0.181, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9255, loss_cls: 0.8212, loss: 0.8212, grad_norm: 5.2678, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5578, loss/aux0: 0.5578 2020-10-20 03:14:36,122 - mmaction - INFO - Epoch [66][700/792] lr: 7.500e-04, eta: 15:42:33, time: 1.060, data_time: 0.150, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9255, loss_cls: 0.8212, loss: 0.8212, grad_norm: 5.3051, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5466, loss/aux0: 0.5466 2020-10-20 03:15:16,201 - mmaction - INFO - Epoch [66][720/792] lr: 7.500e-04, eta: 15:41:40, time: 1.013, data_time: 0.281, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9203, loss_cls: 0.8515, loss: 0.8515, grad_norm: 5.5514, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5943, loss/aux0: 0.5943 2020-10-20 03:15:16,870 - mmaction - INFO - Epoch [66][720/792] lr: 7.500e-04, eta: 15:41:50, time: 1.012, data_time: 0.283, memory: 8335, top1_acc: 0.7729, top5_acc: 0.9203, loss_cls: 0.8515, loss: 0.8515, grad_norm: 5.5462, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6061, loss/aux0: 0.6061 2020-10-20 03:16:01,192 - mmaction - INFO - Epoch [66][740/792] lr: 7.500e-04, eta: 15:40:59, time: 1.117, data_time: 0.537, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9401, loss_cls: 0.7624, loss: 0.7624, grad_norm: 5.2652, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5755, loss/aux0: 0.5755 2020-10-20 03:16:01,821 - mmaction - INFO - Epoch [66][740/792] lr: 7.500e-04, eta: 15:41:10, time: 1.119, data_time: 0.539, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9401, loss_cls: 0.7624, loss: 0.7624, grad_norm: 5.2365, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5785, loss/aux0: 0.5785 2020-10-20 03:16:47,132 - mmaction - INFO - Epoch [66][760/792] lr: 7.500e-04, eta: 15:40:20, time: 1.259, data_time: 0.674, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9286, loss_cls: 0.8109, loss: 0.8109, grad_norm: 5.4554, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-20 03:16:47,724 - mmaction - INFO - Epoch [66][760/792] lr: 7.500e-04, eta: 15:40:33, time: 1.258, data_time: 0.676, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9286, loss_cls: 0.8109, loss: 0.8109, grad_norm: 5.4655, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-20 03:17:27,650 - mmaction - INFO - Epoch [66][780/792] lr: 7.500e-04, eta: 15:39:39, time: 0.952, data_time: 0.372, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9312, loss_cls: 0.8052, loss: 0.8052, grad_norm: 5.6107, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6474, loss/aux0: 0.6474 2020-10-20 03:17:29,757 - mmaction - INFO - Epoch [66][780/792] lr: 7.500e-04, eta: 15:39:50, time: 1.029, data_time: 0.373, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9312, loss_cls: 0.8052, loss: 0.8052, grad_norm: 5.5925, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-20 03:17:58,758 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-10-20 03:21:17,106 - mmaction - INFO - Epoch [67][20/792] lr: 7.500e-04, eta: 15:38:19, time: 1.070, data_time: 0.258, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9271, loss_cls: 0.8226, loss: 0.8226, grad_norm: 5.6864, top1_acc/aux0: 0.8394, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-20 03:21:17,706 - mmaction - INFO - Epoch [67][20/792] lr: 7.500e-04, eta: 15:38:30, time: 1.073, data_time: 0.261, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9271, loss_cls: 0.8226, loss: 0.8226, grad_norm: 5.5661, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-20 03:21:58,296 - mmaction - INFO - Epoch [67][40/792] lr: 7.500e-04, eta: 15:37:38, time: 1.082, data_time: 0.267, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9427, loss_cls: 0.7329, loss: 0.7329, grad_norm: 5.4269, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6341, loss/aux0: 0.6341 2020-10-20 03:21:58,904 - mmaction - INFO - Epoch [67][40/792] lr: 7.500e-04, eta: 15:37:49, time: 1.085, data_time: 0.270, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9427, loss_cls: 0.7329, loss: 0.7329, grad_norm: 5.3797, top1_acc/aux0: 0.8266, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6320, loss/aux0: 0.6320 2020-10-20 03:22:42,747 - mmaction - INFO - Epoch [67][60/792] lr: 7.500e-04, eta: 15:36:58, time: 1.190, data_time: 0.010, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9453, loss_cls: 0.7352, loss: 0.7352, grad_norm: 5.4860, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5957, loss/aux0: 0.5957 2020-10-20 03:22:43,337 - mmaction - INFO - Epoch [67][60/792] lr: 7.500e-04, eta: 15:37:10, time: 1.192, data_time: 0.014, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9453, loss_cls: 0.7352, loss: 0.7352, grad_norm: 5.5040, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6035, loss/aux0: 0.6035 2020-10-20 03:23:23,366 - mmaction - INFO - Epoch [67][80/792] lr: 7.500e-04, eta: 15:36:18, time: 1.074, data_time: 0.300, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9328, loss_cls: 0.7938, loss: 0.7938, grad_norm: 5.5153, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6294, loss/aux0: 0.6294 2020-10-20 03:23:25,030 - mmaction - INFO - Epoch [67][80/792] lr: 7.500e-04, eta: 15:36:29, time: 1.055, data_time: 0.239, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9328, loss_cls: 0.7938, loss: 0.7938, grad_norm: 5.4912, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6350, loss/aux0: 0.6350 2020-10-20 03:24:06,024 - mmaction - INFO - Epoch [67][100/792] lr: 7.500e-04, eta: 15:35:37, time: 1.160, data_time: 0.045, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9219, loss_cls: 0.8345, loss: 0.8345, grad_norm: 5.6360, top1_acc/aux0: 0.8208, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6307, loss/aux0: 0.6307 2020-10-20 03:24:07,552 - mmaction - INFO - Epoch [67][100/792] lr: 7.500e-04, eta: 15:35:49, time: 1.105, data_time: 0.004, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9219, loss_cls: 0.8345, loss: 0.8345, grad_norm: 5.5348, top1_acc/aux0: 0.8240, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6238, loss/aux0: 0.6238 2020-10-20 03:24:51,000 - mmaction - INFO - Epoch [67][120/792] lr: 7.500e-04, eta: 15:34:57, time: 1.134, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9224, loss_cls: 0.8452, loss: 0.8452, grad_norm: 5.4944, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-20 03:24:51,626 - mmaction - INFO - Epoch [67][120/792] lr: 7.500e-04, eta: 15:35:09, time: 1.136, data_time: 0.004, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9224, loss_cls: 0.8452, loss: 0.8452, grad_norm: 5.4304, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-20 03:25:31,941 - mmaction - INFO - Epoch [67][140/792] lr: 7.500e-04, eta: 15:34:16, time: 1.059, data_time: 0.050, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9240, loss_cls: 0.8548, loss: 0.8548, grad_norm: 5.5824, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5837, loss/aux0: 0.5837 2020-10-20 03:25:33,344 - mmaction - INFO - Epoch [67][140/792] lr: 7.500e-04, eta: 15:34:27, time: 1.100, data_time: 0.053, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9240, loss_cls: 0.8548, loss: 0.8548, grad_norm: 5.6249, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5886, loss/aux0: 0.5886 2020-10-20 03:26:14,584 - mmaction - INFO - Epoch [67][160/792] lr: 7.500e-04, eta: 15:33:34, time: 0.991, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9328, loss_cls: 0.7940, loss: 0.7940, grad_norm: 5.7605, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6472, loss/aux0: 0.6472 2020-10-20 03:26:17,167 - mmaction - INFO - Epoch [67][160/792] lr: 7.500e-04, eta: 15:33:45, time: 1.074, data_time: 0.003, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9328, loss_cls: 0.7940, loss: 0.7940, grad_norm: 5.7110, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6361, loss/aux0: 0.6361 2020-10-20 03:26:59,222 - mmaction - INFO - Epoch [67][180/792] lr: 7.500e-04, eta: 15:32:54, time: 1.181, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9177, loss_cls: 0.8731, loss: 0.8731, grad_norm: 5.5061, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5507, loss/aux0: 0.5507 2020-10-20 03:27:00,590 - mmaction - INFO - Epoch [67][180/792] lr: 7.500e-04, eta: 15:33:06, time: 1.124, data_time: 0.004, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9177, loss_cls: 0.8731, loss: 0.8731, grad_norm: 5.5358, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5516, loss/aux0: 0.5516 2020-10-20 03:27:39,190 - mmaction - INFO - Epoch [67][200/792] lr: 7.500e-04, eta: 15:32:13, time: 1.003, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9260, loss_cls: 0.7825, loss: 0.7825, grad_norm: 5.6149, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-20 03:27:42,270 - mmaction - INFO - Epoch [67][200/792] lr: 7.500e-04, eta: 15:32:24, time: 1.097, data_time: 0.003, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9260, loss_cls: 0.7825, loss: 0.7825, grad_norm: 5.5895, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-20 03:28:23,568 - mmaction - INFO - Epoch [67][220/792] lr: 7.500e-04, eta: 15:31:32, time: 1.145, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9333, loss_cls: 0.7553, loss: 0.7553, grad_norm: 5.5655, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5596, loss/aux0: 0.5596 2020-10-20 03:28:24,192 - mmaction - INFO - Epoch [67][220/792] lr: 7.500e-04, eta: 15:31:43, time: 1.080, data_time: 0.003, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9333, loss_cls: 0.7553, loss: 0.7553, grad_norm: 5.5829, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5489, loss/aux0: 0.5489 2020-10-20 03:29:04,431 - mmaction - INFO - Epoch [67][240/792] lr: 7.500e-04, eta: 15:30:50, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9349, loss_cls: 0.7507, loss: 0.7507, grad_norm: 5.1636, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5450, loss/aux0: 0.5450 2020-10-20 03:29:05,921 - mmaction - INFO - Epoch [67][240/792] lr: 7.500e-04, eta: 15:31:01, time: 1.000, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9349, loss_cls: 0.7507, loss: 0.7507, grad_norm: 5.1652, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5472, loss/aux0: 0.5472 2020-10-20 03:29:46,382 - mmaction - INFO - Epoch [67][260/792] lr: 7.500e-04, eta: 15:30:09, time: 1.117, data_time: 0.059, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9344, loss_cls: 0.7677, loss: 0.7677, grad_norm: 5.4619, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6077, loss/aux0: 0.6077 2020-10-20 03:29:47,496 - mmaction - INFO - Epoch [67][260/792] lr: 7.500e-04, eta: 15:30:19, time: 1.050, data_time: 0.056, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9344, loss_cls: 0.7677, loss: 0.7677, grad_norm: 5.4077, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-20 03:30:29,662 - mmaction - INFO - Epoch [67][280/792] lr: 7.500e-04, eta: 15:29:28, time: 1.123, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9391, loss_cls: 0.7270, loss: 0.7270, grad_norm: 5.5718, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6021, loss/aux0: 0.6021 2020-10-20 03:30:32,742 - mmaction - INFO - Epoch [67][280/792] lr: 7.500e-04, eta: 15:29:39, time: 1.140, data_time: 0.003, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9391, loss_cls: 0.7270, loss: 0.7270, grad_norm: 5.5722, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5985, loss/aux0: 0.5985 2020-10-20 03:31:11,946 - mmaction - INFO - Epoch [67][300/792] lr: 7.500e-04, eta: 15:28:47, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9260, loss_cls: 0.7899, loss: 0.7899, grad_norm: 5.5789, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-20 03:31:15,049 - mmaction - INFO - Epoch [67][300/792] lr: 7.500e-04, eta: 15:28:58, time: 1.058, data_time: 0.001, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9260, loss_cls: 0.7899, loss: 0.7899, grad_norm: 5.6095, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-20 03:31:53,450 - mmaction - INFO - Epoch [67][320/792] lr: 7.500e-04, eta: 15:28:05, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9276, loss_cls: 0.8306, loss: 0.8306, grad_norm: 5.9483, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-20 03:31:55,618 - mmaction - INFO - Epoch [67][320/792] lr: 7.500e-04, eta: 15:28:16, time: 1.021, data_time: 0.002, memory: 8335, top1_acc: 0.7766, top5_acc: 0.9276, loss_cls: 0.8306, loss: 0.8306, grad_norm: 5.9755, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-20 03:32:35,578 - mmaction - INFO - Epoch [67][340/792] lr: 7.500e-04, eta: 15:27:24, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9307, loss_cls: 0.7876, loss: 0.7876, grad_norm: 5.4894, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-20 03:32:38,251 - mmaction - INFO - Epoch [67][340/792] lr: 7.500e-04, eta: 15:27:36, time: 1.167, data_time: 0.003, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9307, loss_cls: 0.7876, loss: 0.7876, grad_norm: 5.4295, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-20 03:33:17,838 - mmaction - INFO - Epoch [67][360/792] lr: 7.500e-04, eta: 15:26:43, time: 1.010, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9151, loss_cls: 0.8295, loss: 0.8295, grad_norm: 5.6719, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-20 03:33:20,339 - mmaction - INFO - Epoch [67][360/792] lr: 7.500e-04, eta: 15:26:53, time: 0.967, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9151, loss_cls: 0.8295, loss: 0.8295, grad_norm: 5.6122, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.6050, loss/aux0: 0.6050 2020-10-20 03:34:00,942 - mmaction - INFO - Epoch [67][380/792] lr: 7.500e-04, eta: 15:26:00, time: 1.022, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9380, loss_cls: 0.7852, loss: 0.7852, grad_norm: 5.8317, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6313, loss/aux0: 0.6313 2020-10-20 03:34:02,859 - mmaction - INFO - Epoch [67][380/792] lr: 7.500e-04, eta: 15:26:11, time: 1.061, data_time: 0.003, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9380, loss_cls: 0.7852, loss: 0.7852, grad_norm: 5.8642, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6388, loss/aux0: 0.6388 2020-10-20 03:34:40,643 - mmaction - INFO - Epoch [67][400/792] lr: 7.500e-04, eta: 15:25:18, time: 1.004, data_time: 0.243, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9250, loss_cls: 0.8372, loss: 0.8372, grad_norm: 5.6423, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-20 03:34:43,514 - mmaction - INFO - Epoch [67][400/792] lr: 7.500e-04, eta: 15:25:29, time: 1.119, data_time: 0.245, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9250, loss_cls: 0.8372, loss: 0.8372, grad_norm: 5.6279, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-20 03:35:25,352 - mmaction - INFO - Epoch [67][420/792] lr: 7.500e-04, eta: 15:24:37, time: 1.033, data_time: 0.302, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9297, loss_cls: 0.8104, loss: 0.8104, grad_norm: 5.4684, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6122, loss/aux0: 0.6122 2020-10-20 03:35:28,736 - mmaction - INFO - Epoch [67][420/792] lr: 7.500e-04, eta: 15:24:48, time: 1.164, data_time: 0.303, memory: 8335, top1_acc: 0.7750, top5_acc: 0.9297, loss_cls: 0.8104, loss: 0.8104, grad_norm: 5.5520, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-20 03:36:08,526 - mmaction - INFO - Epoch [67][440/792] lr: 7.500e-04, eta: 15:23:56, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9135, loss_cls: 0.8607, loss: 0.8607, grad_norm: 5.9035, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-20 03:36:10,169 - mmaction - INFO - Epoch [67][440/792] lr: 7.500e-04, eta: 15:24:06, time: 1.009, data_time: 0.004, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9135, loss_cls: 0.8607, loss: 0.8607, grad_norm: 5.9761, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-20 03:36:50,417 - mmaction - INFO - Epoch [67][460/792] lr: 7.500e-04, eta: 15:23:15, time: 1.137, data_time: 0.155, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9245, loss_cls: 0.8449, loss: 0.8449, grad_norm: 5.6223, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-20 03:36:51,025 - mmaction - INFO - Epoch [67][460/792] lr: 7.500e-04, eta: 15:23:26, time: 1.106, data_time: 0.158, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9245, loss_cls: 0.8449, loss: 0.8449, grad_norm: 5.6527, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6065, loss/aux0: 0.6065 2020-10-20 03:37:33,372 - mmaction - INFO - Epoch [67][480/792] lr: 7.500e-04, eta: 15:22:34, time: 1.065, data_time: 0.204, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9255, loss_cls: 0.8060, loss: 0.8060, grad_norm: 5.7290, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5737, loss/aux0: 0.5737 2020-10-20 03:37:33,974 - mmaction - INFO - Epoch [67][480/792] lr: 7.500e-04, eta: 15:22:44, time: 1.067, data_time: 0.206, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9255, loss_cls: 0.8060, loss: 0.8060, grad_norm: 5.7272, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5733, loss/aux0: 0.5733 2020-10-20 03:38:15,810 - mmaction - INFO - Epoch [67][500/792] lr: 7.500e-04, eta: 15:21:53, time: 1.100, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9354, loss_cls: 0.7554, loss: 0.7554, grad_norm: 5.5582, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6445, loss/aux0: 0.6445 2020-10-20 03:38:18,491 - mmaction - INFO - Epoch [67][500/792] lr: 7.500e-04, eta: 15:22:04, time: 1.163, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9354, loss_cls: 0.7554, loss: 0.7554, grad_norm: 5.5624, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6475, loss/aux0: 0.6475 2020-10-20 03:39:00,317 - mmaction - INFO - Epoch [67][520/792] lr: 7.500e-04, eta: 15:21:13, time: 1.151, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9208, loss_cls: 0.8348, loss: 0.8348, grad_norm: 5.6779, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5977, loss/aux0: 0.5977 2020-10-20 03:39:02,786 - mmaction - INFO - Epoch [67][520/792] lr: 7.500e-04, eta: 15:21:24, time: 1.128, data_time: 0.001, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9208, loss_cls: 0.8348, loss: 0.8348, grad_norm: 5.6727, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5977, loss/aux0: 0.5977 2020-10-20 03:39:42,431 - mmaction - INFO - Epoch [67][540/792] lr: 7.500e-04, eta: 15:20:32, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9333, loss_cls: 0.7489, loss: 0.7489, grad_norm: 5.6013, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6475, loss/aux0: 0.6475 2020-10-20 03:39:45,185 - mmaction - INFO - Epoch [67][540/792] lr: 7.500e-04, eta: 15:20:43, time: 1.102, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9333, loss_cls: 0.7489, loss: 0.7489, grad_norm: 5.5636, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6428, loss/aux0: 0.6428 2020-10-20 03:40:24,539 - mmaction - INFO - Epoch [67][560/792] lr: 7.500e-04, eta: 15:19:50, time: 1.041, data_time: 0.073, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9333, loss_cls: 0.7762, loss: 0.7762, grad_norm: 5.3364, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6285, loss/aux0: 0.6285 2020-10-20 03:40:27,011 - mmaction - INFO - Epoch [67][560/792] lr: 7.500e-04, eta: 15:20:00, time: 1.002, data_time: 0.074, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9333, loss_cls: 0.7762, loss: 0.7762, grad_norm: 5.3961, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6423, loss/aux0: 0.6423 2020-10-20 03:41:09,050 - mmaction - INFO - Epoch [67][580/792] lr: 7.500e-04, eta: 15:19:08, time: 1.082, data_time: 0.060, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9271, loss_cls: 0.8237, loss: 0.8237, grad_norm: 5.5963, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6249, loss/aux0: 0.6249 2020-10-20 03:41:12,159 - mmaction - INFO - Epoch [67][580/792] lr: 7.500e-04, eta: 15:19:20, time: 1.169, data_time: 0.061, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9271, loss_cls: 0.8237, loss: 0.8237, grad_norm: 5.5369, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6261, loss/aux0: 0.6261 2020-10-20 03:41:52,674 - mmaction - INFO - Epoch [67][600/792] lr: 7.500e-04, eta: 15:18:28, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9302, loss_cls: 0.7770, loss: 0.7770, grad_norm: 5.3530, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5570, loss/aux0: 0.5570 2020-10-20 03:41:55,788 - mmaction - INFO - Epoch [67][600/792] lr: 7.500e-04, eta: 15:18:39, time: 1.084, data_time: 0.004, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9302, loss_cls: 0.7770, loss: 0.7770, grad_norm: 5.3157, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5427, loss/aux0: 0.5427 2020-10-20 03:42:35,291 - mmaction - INFO - Epoch [67][620/792] lr: 7.500e-04, eta: 15:17:46, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9365, loss_cls: 0.7952, loss: 0.7952, grad_norm: 5.6503, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-20 03:42:36,846 - mmaction - INFO - Epoch [67][620/792] lr: 7.500e-04, eta: 15:17:56, time: 0.982, data_time: 0.003, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9365, loss_cls: 0.7952, loss: 0.7952, grad_norm: 5.7187, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-20 03:43:18,019 - mmaction - INFO - Epoch [67][640/792] lr: 7.500e-04, eta: 15:17:03, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9297, loss_cls: 0.7877, loss: 0.7877, grad_norm: 5.5110, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5846, loss/aux0: 0.5846 2020-10-20 03:43:19,244 - mmaction - INFO - Epoch [67][640/792] lr: 7.500e-04, eta: 15:17:13, time: 0.992, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9297, loss_cls: 0.7877, loss: 0.7877, grad_norm: 5.4402, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5867, loss/aux0: 0.5867 2020-10-20 03:44:00,950 - mmaction - INFO - Epoch [67][660/792] lr: 7.500e-04, eta: 15:16:21, time: 1.031, data_time: 0.004, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7407, loss: 0.7407, grad_norm: 5.3406, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5829, loss/aux0: 0.5829 2020-10-20 03:44:01,562 - mmaction - INFO - Epoch [67][660/792] lr: 7.500e-04, eta: 15:16:31, time: 1.032, data_time: 0.006, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9375, loss_cls: 0.7407, loss: 0.7407, grad_norm: 5.3737, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5855, loss/aux0: 0.5855 2020-10-20 03:44:43,935 - mmaction - INFO - Epoch [67][680/792] lr: 7.500e-04, eta: 15:15:39, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9240, loss_cls: 0.7966, loss: 0.7966, grad_norm: 5.4302, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-20 03:44:44,575 - mmaction - INFO - Epoch [67][680/792] lr: 7.500e-04, eta: 15:15:50, time: 1.080, data_time: 0.004, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9240, loss_cls: 0.7966, loss: 0.7966, grad_norm: 5.4625, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6016, loss/aux0: 0.6016 2020-10-20 03:45:26,935 - mmaction - INFO - Epoch [67][700/792] lr: 7.500e-04, eta: 15:14:58, time: 1.044, data_time: 0.019, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9286, loss_cls: 0.7903, loss: 0.7903, grad_norm: 5.5883, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-20 03:45:27,545 - mmaction - INFO - Epoch [67][700/792] lr: 7.500e-04, eta: 15:15:08, time: 1.044, data_time: 0.021, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9286, loss_cls: 0.7903, loss: 0.7903, grad_norm: 5.6590, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-20 03:46:11,223 - mmaction - INFO - Epoch [67][720/792] lr: 7.500e-04, eta: 15:14:16, time: 1.118, data_time: 0.009, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9333, loss_cls: 0.7873, loss: 0.7873, grad_norm: 5.6357, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6027, loss/aux0: 0.6027 2020-10-20 03:46:11,809 - mmaction - INFO - Epoch [67][720/792] lr: 7.500e-04, eta: 15:14:27, time: 1.120, data_time: 0.011, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9333, loss_cls: 0.7873, loss: 0.7873, grad_norm: 5.6047, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6012, loss/aux0: 0.6012 2020-10-20 03:46:54,491 - mmaction - INFO - Epoch [67][740/792] lr: 7.500e-04, eta: 15:13:35, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9255, loss_cls: 0.7811, loss: 0.7811, grad_norm: 5.4784, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5334, loss/aux0: 0.5334 2020-10-20 03:46:55,471 - mmaction - INFO - Epoch [67][740/792] lr: 7.500e-04, eta: 15:13:45, time: 1.034, data_time: 0.004, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9255, loss_cls: 0.7811, loss: 0.7811, grad_norm: 5.5389, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5396, loss/aux0: 0.5396 2020-10-20 03:47:35,869 - mmaction - INFO - Epoch [67][760/792] lr: 7.500e-04, eta: 15:12:53, time: 1.037, data_time: 0.079, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9323, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.4425, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5673, loss/aux0: 0.5673 2020-10-20 03:47:36,505 - mmaction - INFO - Epoch [67][760/792] lr: 7.500e-04, eta: 15:13:03, time: 1.040, data_time: 0.080, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9323, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.4163, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5609, loss/aux0: 0.5609 2020-10-20 03:48:18,971 - mmaction - INFO - Epoch [67][780/792] lr: 7.500e-04, eta: 15:12:11, time: 1.032, data_time: 0.067, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9323, loss_cls: 0.7891, loss: 0.7891, grad_norm: 5.4089, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5427, loss/aux0: 0.5427 2020-10-20 03:48:19,582 - mmaction - INFO - Epoch [67][780/792] lr: 7.500e-04, eta: 15:12:21, time: 1.033, data_time: 0.070, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9323, loss_cls: 0.7891, loss: 0.7891, grad_norm: 5.4086, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5417, loss/aux0: 0.5417 2020-10-20 03:48:48,103 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-10-20 03:51:48,271 - mmaction - INFO - Epoch [68][20/792] lr: 7.500e-04, eta: 15:10:51, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9203, loss_cls: 0.8095, loss: 0.8095, grad_norm: 5.6865, top1_acc/aux0: 0.8399, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.5935, loss/aux0: 0.5935 2020-10-20 03:51:48,867 - mmaction - INFO - Epoch [68][20/792] lr: 7.500e-04, eta: 15:11:01, time: 1.006, data_time: 0.003, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9203, loss_cls: 0.8095, loss: 0.8095, grad_norm: 5.6702, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6139, loss/aux0: 0.6139 2020-10-20 03:52:32,166 - mmaction - INFO - Epoch [68][40/792] lr: 7.500e-04, eta: 15:10:09, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9234, loss_cls: 0.8074, loss: 0.8074, grad_norm: 5.5118, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6075, loss/aux0: 0.6075 2020-10-20 03:52:34,812 - mmaction - INFO - Epoch [68][40/792] lr: 7.500e-04, eta: 15:10:20, time: 1.174, data_time: 0.003, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9234, loss_cls: 0.8074, loss: 0.8074, grad_norm: 5.4383, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-20 03:53:14,214 - mmaction - INFO - Epoch [68][60/792] lr: 7.500e-04, eta: 15:09:28, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9396, loss_cls: 0.7488, loss: 0.7488, grad_norm: 5.5367, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6474, loss/aux0: 0.6474 2020-10-20 03:53:15,959 - mmaction - INFO - Epoch [68][60/792] lr: 7.500e-04, eta: 15:09:38, time: 0.952, data_time: 0.002, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9396, loss_cls: 0.7488, loss: 0.7488, grad_norm: 5.5310, top1_acc/aux0: 0.8193, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6472, loss/aux0: 0.6472 2020-10-20 03:53:56,511 - mmaction - INFO - Epoch [68][80/792] lr: 7.500e-04, eta: 15:08:47, time: 1.163, data_time: 0.006, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9411, loss_cls: 0.7268, loss: 0.7268, grad_norm: 5.2242, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6141, loss/aux0: 0.6141 2020-10-20 03:53:57,823 - mmaction - INFO - Epoch [68][80/792] lr: 7.500e-04, eta: 15:08:57, time: 1.049, data_time: 0.008, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9411, loss_cls: 0.7268, loss: 0.7268, grad_norm: 5.1937, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-20 03:54:38,505 - mmaction - INFO - Epoch [68][100/792] lr: 7.500e-04, eta: 15:08:06, time: 1.151, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9359, loss_cls: 0.7335, loss: 0.7335, grad_norm: 5.2556, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6183, loss/aux0: 0.6183 2020-10-20 03:54:41,240 - mmaction - INFO - Epoch [68][100/792] lr: 7.500e-04, eta: 15:08:17, time: 1.145, data_time: 0.003, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9359, loss_cls: 0.7335, loss: 0.7335, grad_norm: 5.2685, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6251, loss/aux0: 0.6251 2020-10-20 03:55:19,364 - mmaction - INFO - Epoch [68][120/792] lr: 7.500e-04, eta: 15:07:25, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9245, loss_cls: 0.8061, loss: 0.8061, grad_norm: 5.5876, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6424, loss/aux0: 0.6424 2020-10-20 03:55:22,564 - mmaction - INFO - Epoch [68][120/792] lr: 7.500e-04, eta: 15:07:35, time: 1.031, data_time: 0.001, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9245, loss_cls: 0.8061, loss: 0.8061, grad_norm: 5.5428, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6286, loss/aux0: 0.6286 2020-10-20 03:56:01,348 - mmaction - INFO - Epoch [68][140/792] lr: 7.500e-04, eta: 15:06:42, time: 0.995, data_time: 0.033, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9359, loss_cls: 0.7739, loss: 0.7739, grad_norm: 5.4933, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5951, loss/aux0: 0.5951 2020-10-20 03:56:03,137 - mmaction - INFO - Epoch [68][140/792] lr: 7.500e-04, eta: 15:06:52, time: 1.048, data_time: 0.036, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9359, loss_cls: 0.7739, loss: 0.7739, grad_norm: 5.5813, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-20 03:56:44,608 - mmaction - INFO - Epoch [68][160/792] lr: 7.500e-04, eta: 15:06:00, time: 1.053, data_time: 0.086, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9328, loss_cls: 0.7964, loss: 0.7964, grad_norm: 5.4996, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5939, loss/aux0: 0.5939 2020-10-20 03:56:45,248 - mmaction - INFO - Epoch [68][160/792] lr: 7.500e-04, eta: 15:06:11, time: 1.059, data_time: 0.091, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9328, loss_cls: 0.7964, loss: 0.7964, grad_norm: 5.5035, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5890, loss/aux0: 0.5890 2020-10-20 03:57:27,836 - mmaction - INFO - Epoch [68][180/792] lr: 7.500e-04, eta: 15:05:19, time: 1.133, data_time: 0.187, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9359, loss_cls: 0.7412, loss: 0.7412, grad_norm: 5.5546, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5809, loss/aux0: 0.5809 2020-10-20 03:57:28,420 - mmaction - INFO - Epoch [68][180/792] lr: 7.500e-04, eta: 15:05:30, time: 1.110, data_time: 0.190, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9359, loss_cls: 0.7412, loss: 0.7412, grad_norm: 5.4654, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5732, loss/aux0: 0.5732 2020-10-20 03:58:10,964 - mmaction - INFO - Epoch [68][200/792] lr: 7.500e-04, eta: 15:04:38, time: 1.066, data_time: 0.001, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9328, loss_cls: 0.7588, loss: 0.7588, grad_norm: 5.3611, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5990, loss/aux0: 0.5990 2020-10-20 03:58:11,549 - mmaction - INFO - Epoch [68][200/792] lr: 7.500e-04, eta: 15:04:49, time: 1.067, data_time: 0.003, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9328, loss_cls: 0.7588, loss: 0.7588, grad_norm: 5.4070, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-20 03:58:51,981 - mmaction - INFO - Epoch [68][220/792] lr: 7.500e-04, eta: 15:03:57, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9344, loss_cls: 0.7893, loss: 0.7893, grad_norm: 5.5143, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5921, loss/aux0: 0.5921 2020-10-20 03:58:53,404 - mmaction - INFO - Epoch [68][220/792] lr: 7.500e-04, eta: 15:04:07, time: 1.094, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9344, loss_cls: 0.7893, loss: 0.7893, grad_norm: 5.5288, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-20 03:59:33,783 - mmaction - INFO - Epoch [68][240/792] lr: 7.500e-04, eta: 15:03:15, time: 1.003, data_time: 0.071, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9255, loss_cls: 0.8054, loss: 0.8054, grad_norm: 5.5725, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-20 03:59:35,050 - mmaction - INFO - Epoch [68][240/792] lr: 7.500e-04, eta: 15:03:25, time: 1.017, data_time: 0.075, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9255, loss_cls: 0.8054, loss: 0.8054, grad_norm: 5.5032, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-20 04:00:18,365 - mmaction - INFO - Epoch [68][260/792] lr: 7.500e-04, eta: 15:02:34, time: 1.166, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9312, loss_cls: 0.7678, loss: 0.7678, grad_norm: 5.2851, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5719, loss/aux0: 0.5719 2020-10-20 04:00:18,980 - mmaction - INFO - Epoch [68][260/792] lr: 7.500e-04, eta: 15:02:45, time: 1.169, data_time: 0.005, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9312, loss_cls: 0.7678, loss: 0.7678, grad_norm: 5.3051, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5744, loss/aux0: 0.5744 2020-10-20 04:00:59,074 - mmaction - INFO - Epoch [68][280/792] lr: 7.500e-04, eta: 15:01:53, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9375, loss_cls: 0.7419, loss: 0.7419, grad_norm: 5.3794, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5855, loss/aux0: 0.5855 2020-10-20 04:00:59,671 - mmaction - INFO - Epoch [68][280/792] lr: 7.500e-04, eta: 15:02:04, time: 1.053, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9375, loss_cls: 0.7419, loss: 0.7419, grad_norm: 5.4855, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5976, loss/aux0: 0.5976 2020-10-20 04:01:41,582 - mmaction - INFO - Epoch [68][300/792] lr: 7.500e-04, eta: 15:01:12, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9271, loss_cls: 0.7970, loss: 0.7970, grad_norm: 5.5726, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5769, loss/aux0: 0.5769 2020-10-20 04:01:42,196 - mmaction - INFO - Epoch [68][300/792] lr: 7.500e-04, eta: 15:01:22, time: 1.065, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9271, loss_cls: 0.7970, loss: 0.7970, grad_norm: 5.5833, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5687, loss/aux0: 0.5687 2020-10-20 04:02:22,709 - mmaction - INFO - Epoch [68][320/792] lr: 7.500e-04, eta: 15:00:30, time: 1.016, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9365, loss_cls: 0.7684, loss: 0.7684, grad_norm: 5.2003, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5594, loss/aux0: 0.5594 2020-10-20 04:02:26,772 - mmaction - INFO - Epoch [68][320/792] lr: 7.500e-04, eta: 15:00:42, time: 1.190, data_time: 0.003, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9365, loss_cls: 0.7684, loss: 0.7684, grad_norm: 5.2228, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5581, loss/aux0: 0.5581 2020-10-20 04:03:04,757 - mmaction - INFO - Epoch [68][340/792] lr: 7.500e-04, eta: 14:59:49, time: 1.028, data_time: 0.038, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9349, loss_cls: 0.7580, loss: 0.7580, grad_norm: 5.5275, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-20 04:03:05,350 - mmaction - INFO - Epoch [68][340/792] lr: 7.500e-04, eta: 14:59:59, time: 0.967, data_time: 0.041, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9349, loss_cls: 0.7580, loss: 0.7580, grad_norm: 5.5153, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6507, loss/aux0: 0.6507 2020-10-20 04:03:47,252 - mmaction - INFO - Epoch [68][360/792] lr: 7.500e-04, eta: 14:59:07, time: 1.065, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9339, loss_cls: 0.7805, loss: 0.7805, grad_norm: 5.6315, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5821, loss/aux0: 0.5821 2020-10-20 04:03:50,295 - mmaction - INFO - Epoch [68][360/792] lr: 7.500e-04, eta: 14:59:17, time: 1.072, data_time: 0.012, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9339, loss_cls: 0.7805, loss: 0.7805, grad_norm: 5.6087, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5713, loss/aux0: 0.5713 2020-10-20 04:04:27,840 - mmaction - INFO - Epoch [68][380/792] lr: 7.500e-04, eta: 14:58:25, time: 1.001, data_time: 0.158, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9370, loss_cls: 0.7280, loss: 0.7280, grad_norm: 5.3309, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-20 04:04:29,484 - mmaction - INFO - Epoch [68][380/792] lr: 7.500e-04, eta: 14:58:35, time: 0.997, data_time: 0.162, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9370, loss_cls: 0.7280, loss: 0.7280, grad_norm: 5.2778, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6075, loss/aux0: 0.6075 2020-10-20 04:05:08,349 - mmaction - INFO - Epoch [68][400/792] lr: 7.500e-04, eta: 14:57:42, time: 0.991, data_time: 0.000, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9328, loss_cls: 0.8169, loss: 0.8169, grad_norm: 5.7137, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5775, loss/aux0: 0.5775 2020-10-20 04:05:09,421 - mmaction - INFO - Epoch [68][400/792] lr: 7.500e-04, eta: 14:57:51, time: 0.906, data_time: 0.002, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9328, loss_cls: 0.8169, loss: 0.8169, grad_norm: 5.7181, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5834, loss/aux0: 0.5834 2020-10-20 04:05:52,074 - mmaction - INFO - Epoch [68][420/792] lr: 7.500e-04, eta: 14:56:59, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9307, loss_cls: 0.8265, loss: 0.8265, grad_norm: 5.5376, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-20 04:05:53,640 - mmaction - INFO - Epoch [68][420/792] lr: 7.500e-04, eta: 14:57:09, time: 1.065, data_time: 0.002, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9307, loss_cls: 0.8265, loss: 0.8265, grad_norm: 5.4984, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6117, loss/aux0: 0.6117 2020-10-20 04:06:34,451 - mmaction - INFO - Epoch [68][440/792] lr: 7.500e-04, eta: 14:56:17, time: 1.059, data_time: 0.018, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9302, loss_cls: 0.7747, loss: 0.7747, grad_norm: 5.7928, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5751, loss/aux0: 0.5751 2020-10-20 04:06:35,052 - mmaction - INFO - Epoch [68][440/792] lr: 7.500e-04, eta: 14:56:26, time: 0.910, data_time: 0.020, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9302, loss_cls: 0.7747, loss: 0.7747, grad_norm: 5.8315, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5803, loss/aux0: 0.5803 2020-10-20 04:07:15,833 - mmaction - INFO - Epoch [68][460/792] lr: 7.500e-04, eta: 14:55:33, time: 0.982, data_time: 0.151, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9333, loss_cls: 0.7421, loss: 0.7421, grad_norm: 5.7743, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-20 04:07:16,582 - mmaction - INFO - Epoch [68][460/792] lr: 7.500e-04, eta: 14:55:43, time: 0.991, data_time: 0.162, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9333, loss_cls: 0.7421, loss: 0.7421, grad_norm: 5.7062, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5770, loss/aux0: 0.5770 2020-10-20 04:07:58,573 - mmaction - INFO - Epoch [68][480/792] lr: 7.500e-04, eta: 14:54:50, time: 0.993, data_time: 0.116, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9339, loss_cls: 0.7849, loss: 0.7849, grad_norm: 5.5785, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-20 04:08:01,348 - mmaction - INFO - Epoch [68][480/792] lr: 7.500e-04, eta: 14:55:01, time: 1.098, data_time: 0.226, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9339, loss_cls: 0.7849, loss: 0.7849, grad_norm: 5.5650, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6377, loss/aux0: 0.6377 2020-10-20 04:08:43,789 - mmaction - INFO - Epoch [68][500/792] lr: 7.500e-04, eta: 14:54:10, time: 1.126, data_time: 0.119, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9307, loss_cls: 0.8205, loss: 0.8205, grad_norm: 5.6205, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5678, loss/aux0: 0.5678 2020-10-20 04:08:44,397 - mmaction - INFO - Epoch [68][500/792] lr: 7.500e-04, eta: 14:54:21, time: 1.124, data_time: 0.116, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9307, loss_cls: 0.8205, loss: 0.8205, grad_norm: 5.7206, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5766, loss/aux0: 0.5766 2020-10-20 04:09:27,270 - mmaction - INFO - Epoch [68][520/792] lr: 7.500e-04, eta: 14:53:30, time: 1.181, data_time: 0.003, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9276, loss_cls: 0.8012, loss: 0.8012, grad_norm: 5.5745, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6329, loss/aux0: 0.6329 2020-10-20 04:09:27,881 - mmaction - INFO - Epoch [68][520/792] lr: 7.500e-04, eta: 14:53:41, time: 1.181, data_time: 0.006, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9276, loss_cls: 0.8012, loss: 0.8012, grad_norm: 5.5583, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6242, loss/aux0: 0.6242 2020-10-20 04:10:07,732 - mmaction - INFO - Epoch [68][540/792] lr: 7.500e-04, eta: 14:52:49, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9266, loss_cls: 0.7915, loss: 0.7915, grad_norm: 5.3771, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5839, loss/aux0: 0.5839 2020-10-20 04:10:08,916 - mmaction - INFO - Epoch [68][540/792] lr: 7.500e-04, eta: 14:52:59, time: 1.016, data_time: 0.002, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9266, loss_cls: 0.7915, loss: 0.7915, grad_norm: 5.3661, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5841, loss/aux0: 0.5841 2020-10-20 04:10:48,936 - mmaction - INFO - Epoch [68][560/792] lr: 7.500e-04, eta: 14:52:06, time: 0.964, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9323, loss_cls: 0.7896, loss: 0.7896, grad_norm: 5.5421, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5648, loss/aux0: 0.5648 2020-10-20 04:10:50,422 - mmaction - INFO - Epoch [68][560/792] lr: 7.500e-04, eta: 14:52:16, time: 1.010, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9323, loss_cls: 0.7896, loss: 0.7896, grad_norm: 5.5829, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5686, loss/aux0: 0.5686 2020-10-20 04:11:30,624 - mmaction - INFO - Epoch [68][580/792] lr: 7.500e-04, eta: 14:51:24, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9339, loss_cls: 0.7578, loss: 0.7578, grad_norm: 5.5569, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-20 04:11:31,234 - mmaction - INFO - Epoch [68][580/792] lr: 7.500e-04, eta: 14:51:33, time: 1.000, data_time: 0.003, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9339, loss_cls: 0.7578, loss: 0.7578, grad_norm: 5.4756, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-20 04:12:13,025 - mmaction - INFO - Epoch [68][600/792] lr: 7.500e-04, eta: 14:50:42, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9312, loss_cls: 0.7617, loss: 0.7617, grad_norm: 5.3931, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5938, loss/aux0: 0.5938 2020-10-20 04:12:13,634 - mmaction - INFO - Epoch [68][600/792] lr: 7.500e-04, eta: 14:50:52, time: 1.046, data_time: 0.002, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9312, loss_cls: 0.7617, loss: 0.7617, grad_norm: 5.3922, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5957, loss/aux0: 0.5957 2020-10-20 04:12:56,573 - mmaction - INFO - Epoch [68][620/792] lr: 7.500e-04, eta: 14:50:01, time: 1.136, data_time: 0.030, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9365, loss_cls: 0.7848, loss: 0.7848, grad_norm: 5.2503, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5670, loss/aux0: 0.5670 2020-10-20 04:12:58,206 - mmaction - INFO - Epoch [68][620/792] lr: 7.500e-04, eta: 14:50:12, time: 1.146, data_time: 0.024, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9365, loss_cls: 0.7848, loss: 0.7848, grad_norm: 5.1961, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5803, loss/aux0: 0.5803 2020-10-20 04:13:39,181 - mmaction - INFO - Epoch [68][640/792] lr: 7.500e-04, eta: 14:49:20, time: 1.092, data_time: 0.185, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9354, loss_cls: 0.7745, loss: 0.7745, grad_norm: 5.5965, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6157, loss/aux0: 0.6157 2020-10-20 04:13:39,776 - mmaction - INFO - Epoch [68][640/792] lr: 7.500e-04, eta: 14:49:31, time: 1.093, data_time: 0.187, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9354, loss_cls: 0.7745, loss: 0.7745, grad_norm: 5.6474, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-20 04:14:21,327 - mmaction - INFO - Epoch [68][660/792] lr: 7.500e-04, eta: 14:48:39, time: 1.076, data_time: 0.046, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9297, loss_cls: 0.8215, loss: 0.8215, grad_norm: 5.6167, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6005, loss/aux0: 0.6005 2020-10-20 04:14:21,918 - mmaction - INFO - Epoch [68][660/792] lr: 7.500e-04, eta: 14:48:49, time: 1.069, data_time: 0.048, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9297, loss_cls: 0.8215, loss: 0.8215, grad_norm: 5.6383, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-20 04:15:04,039 - mmaction - INFO - Epoch [68][680/792] lr: 7.500e-04, eta: 14:47:58, time: 1.118, data_time: 0.000, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9214, loss_cls: 0.8420, loss: 0.8420, grad_norm: 5.4860, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-20 04:15:04,649 - mmaction - INFO - Epoch [68][680/792] lr: 7.500e-04, eta: 14:48:09, time: 1.121, data_time: 0.004, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9214, loss_cls: 0.8420, loss: 0.8420, grad_norm: 5.4997, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5828, loss/aux0: 0.5828 2020-10-20 04:15:44,577 - mmaction - INFO - Epoch [68][700/792] lr: 7.500e-04, eta: 14:47:18, time: 1.130, data_time: 0.428, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9318, loss_cls: 0.7925, loss: 0.7925, grad_norm: 5.5002, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5820, loss/aux0: 0.5820 2020-10-20 04:15:46,401 - mmaction - INFO - Epoch [68][700/792] lr: 7.500e-04, eta: 14:47:28, time: 1.083, data_time: 0.320, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9318, loss_cls: 0.7925, loss: 0.7925, grad_norm: 5.5290, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-20 04:16:25,134 - mmaction - INFO - Epoch [68][720/792] lr: 7.500e-04, eta: 14:46:36, time: 1.028, data_time: 0.030, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9198, loss_cls: 0.8195, loss: 0.8195, grad_norm: 5.8611, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6136, loss/aux0: 0.6136 2020-10-20 04:16:27,691 - mmaction - INFO - Epoch [68][720/792] lr: 7.500e-04, eta: 14:46:46, time: 1.000, data_time: 0.032, memory: 8335, top1_acc: 0.7714, top5_acc: 0.9198, loss_cls: 0.8195, loss: 0.8195, grad_norm: 5.8937, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-20 04:17:06,694 - mmaction - INFO - Epoch [68][740/792] lr: 7.500e-04, eta: 14:45:53, time: 0.994, data_time: 0.000, memory: 8335, top1_acc: 0.7813, top5_acc: 0.9182, loss_cls: 0.8521, loss: 0.8521, grad_norm: 5.3598, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5991, loss/aux0: 0.5991 2020-10-20 04:17:09,271 - mmaction - INFO - Epoch [68][740/792] lr: 7.500e-04, eta: 14:46:03, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.7813, top5_acc: 0.9182, loss_cls: 0.8521, loss: 0.8521, grad_norm: 5.3724, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-20 04:17:49,622 - mmaction - INFO - Epoch [68][760/792] lr: 7.500e-04, eta: 14:45:11, time: 0.937, data_time: 0.007, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9255, loss_cls: 0.7878, loss: 0.7878, grad_norm: 5.4869, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5635, loss/aux0: 0.5635 2020-10-20 04:17:50,202 - mmaction - INFO - Epoch [68][760/792] lr: 7.500e-04, eta: 14:45:19, time: 0.882, data_time: 0.009, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9255, loss_cls: 0.7878, loss: 0.7878, grad_norm: 5.5067, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5656, loss/aux0: 0.5656 2020-10-20 04:18:33,296 - mmaction - INFO - Epoch [68][780/792] lr: 7.500e-04, eta: 14:44:28, time: 1.129, data_time: 0.000, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9260, loss_cls: 0.8219, loss: 0.8219, grad_norm: 5.6978, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5788, loss/aux0: 0.5788 2020-10-20 04:18:34,097 - mmaction - INFO - Epoch [68][780/792] lr: 7.500e-04, eta: 14:44:38, time: 1.082, data_time: 0.009, memory: 8335, top1_acc: 0.7745, top5_acc: 0.9260, loss_cls: 0.8219, loss: 0.8219, grad_norm: 5.6287, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5706, loss/aux0: 0.5706 2020-10-20 04:19:00,392 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-10-20 04:21:53,759 - mmaction - INFO - Epoch [69][20/792] lr: 7.500e-04, eta: 14:43:09, time: 0.995, data_time: 0.370, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9385, loss_cls: 0.7642, loss: 0.7642, grad_norm: 5.6509, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.6318, loss/aux0: 0.6318 2020-10-20 04:21:54,353 - mmaction - INFO - Epoch [69][20/792] lr: 7.500e-04, eta: 14:43:18, time: 0.995, data_time: 0.372, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9385, loss_cls: 0.7642, loss: 0.7642, grad_norm: 5.6465, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6274, loss/aux0: 0.6274 2020-10-20 04:22:35,676 - mmaction - INFO - Epoch [69][40/792] lr: 7.500e-04, eta: 14:42:27, time: 1.070, data_time: 0.443, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9437, loss_cls: 0.6989, loss: 0.6989, grad_norm: 5.7796, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-20 04:22:36,269 - mmaction - INFO - Epoch [69][40/792] lr: 7.500e-04, eta: 14:42:37, time: 1.030, data_time: 0.445, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9437, loss_cls: 0.6989, loss: 0.6989, grad_norm: 5.7375, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6065, loss/aux0: 0.6065 2020-10-20 04:23:15,745 - mmaction - INFO - Epoch [69][60/792] lr: 7.500e-04, eta: 14:41:44, time: 0.952, data_time: 0.310, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9333, loss_cls: 0.7584, loss: 0.7584, grad_norm: 5.3512, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5932, loss/aux0: 0.5932 2020-10-20 04:23:16,652 - mmaction - INFO - Epoch [69][60/792] lr: 7.500e-04, eta: 14:41:53, time: 0.968, data_time: 0.327, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9333, loss_cls: 0.7584, loss: 0.7584, grad_norm: 5.3430, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5892, loss/aux0: 0.5892 2020-10-20 04:24:00,182 - mmaction - INFO - Epoch [69][80/792] lr: 7.500e-04, eta: 14:41:02, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9313, loss_cls: 0.7781, loss: 0.7781, grad_norm: 5.4355, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5650, loss/aux0: 0.5650 2020-10-20 04:24:00,790 - mmaction - INFO - Epoch [69][80/792] lr: 7.500e-04, eta: 14:41:12, time: 1.094, data_time: 0.004, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9313, loss_cls: 0.7781, loss: 0.7781, grad_norm: 5.3604, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5712, loss/aux0: 0.5712 2020-10-20 04:24:44,916 - mmaction - INFO - Epoch [69][100/792] lr: 7.500e-04, eta: 14:40:21, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9240, loss_cls: 0.8061, loss: 0.8061, grad_norm: 5.6275, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-20 04:24:45,521 - mmaction - INFO - Epoch [69][100/792] lr: 7.500e-04, eta: 14:40:31, time: 1.078, data_time: 0.003, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9240, loss_cls: 0.8061, loss: 0.8061, grad_norm: 5.6577, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-20 04:25:27,001 - mmaction - INFO - Epoch [69][120/792] lr: 7.500e-04, eta: 14:39:39, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9271, loss_cls: 0.7950, loss: 0.7950, grad_norm: 5.5693, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-20 04:25:27,601 - mmaction - INFO - Epoch [69][120/792] lr: 7.500e-04, eta: 14:39:48, time: 1.005, data_time: 0.002, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9271, loss_cls: 0.7950, loss: 0.7950, grad_norm: 5.6105, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-20 04:26:09,935 - mmaction - INFO - Epoch [69][140/792] lr: 7.500e-04, eta: 14:38:57, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9250, loss_cls: 0.8021, loss: 0.8021, grad_norm: 5.6853, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5889, loss/aux0: 0.5889 2020-10-20 04:26:10,565 - mmaction - INFO - Epoch [69][140/792] lr: 7.500e-04, eta: 14:39:06, time: 1.050, data_time: 0.003, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9250, loss_cls: 0.8021, loss: 0.8021, grad_norm: 5.8673, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5954, loss/aux0: 0.5954 2020-10-20 04:26:51,469 - mmaction - INFO - Epoch [69][160/792] lr: 7.500e-04, eta: 14:38:15, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9411, loss_cls: 0.7464, loss: 0.7464, grad_norm: 5.5516, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5840, loss/aux0: 0.5840 2020-10-20 04:26:52,375 - mmaction - INFO - Epoch [69][160/792] lr: 7.500e-04, eta: 14:38:25, time: 1.056, data_time: 0.002, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9411, loss_cls: 0.7464, loss: 0.7464, grad_norm: 5.5057, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5659, loss/aux0: 0.5659 2020-10-20 04:27:36,370 - mmaction - INFO - Epoch [69][180/792] lr: 7.500e-04, eta: 14:37:35, time: 1.243, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9370, loss_cls: 0.7495, loss: 0.7495, grad_norm: 5.6470, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5569, loss/aux0: 0.5569 2020-10-20 04:27:37,012 - mmaction - INFO - Epoch [69][180/792] lr: 7.500e-04, eta: 14:37:46, time: 1.168, data_time: 0.005, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9370, loss_cls: 0.7495, loss: 0.7495, grad_norm: 5.5738, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5648, loss/aux0: 0.5648 2020-10-20 04:28:19,971 - mmaction - INFO - Epoch [69][200/792] lr: 7.500e-04, eta: 14:36:55, time: 1.142, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9286, loss_cls: 0.7861, loss: 0.7861, grad_norm: 5.5874, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6070, loss/aux0: 0.6070 2020-10-20 04:28:20,579 - mmaction - INFO - Epoch [69][200/792] lr: 7.500e-04, eta: 14:37:06, time: 1.143, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9286, loss_cls: 0.7861, loss: 0.7861, grad_norm: 5.5909, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-20 04:29:01,208 - mmaction - INFO - Epoch [69][220/792] lr: 7.500e-04, eta: 14:36:14, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9307, loss_cls: 0.7638, loss: 0.7638, grad_norm: 5.2753, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5699, loss/aux0: 0.5699 2020-10-20 04:29:02,144 - mmaction - INFO - Epoch [69][220/792] lr: 7.500e-04, eta: 14:36:25, time: 1.111, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9307, loss_cls: 0.7638, loss: 0.7638, grad_norm: 5.3552, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5800, loss/aux0: 0.5800 2020-10-20 04:29:43,429 - mmaction - INFO - Epoch [69][240/792] lr: 7.500e-04, eta: 14:35:34, time: 1.137, data_time: 0.013, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9344, loss_cls: 0.7479, loss: 0.7479, grad_norm: 5.6241, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6297, loss/aux0: 0.6297 2020-10-20 04:29:45,507 - mmaction - INFO - Epoch [69][240/792] lr: 7.500e-04, eta: 14:35:45, time: 1.161, data_time: 0.015, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9344, loss_cls: 0.7479, loss: 0.7479, grad_norm: 5.6571, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-20 04:30:26,192 - mmaction - INFO - Epoch [69][260/792] lr: 7.500e-04, eta: 14:34:54, time: 1.167, data_time: 0.008, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9250, loss_cls: 0.8514, loss: 0.8514, grad_norm: 5.4958, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5836, loss/aux0: 0.5836 2020-10-20 04:30:26,805 - mmaction - INFO - Epoch [69][260/792] lr: 7.500e-04, eta: 14:35:05, time: 1.138, data_time: 0.010, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9250, loss_cls: 0.8514, loss: 0.8514, grad_norm: 5.5010, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5796, loss/aux0: 0.5796 2020-10-20 04:31:07,707 - mmaction - INFO - Epoch [69][280/792] lr: 7.500e-04, eta: 14:34:13, time: 1.050, data_time: 0.042, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9401, loss_cls: 0.6816, loss: 0.6816, grad_norm: 5.3515, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6286, loss/aux0: 0.6286 2020-10-20 04:31:09,412 - mmaction - INFO - Epoch [69][280/792] lr: 7.500e-04, eta: 14:34:24, time: 1.106, data_time: 0.043, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9401, loss_cls: 0.6816, loss: 0.6816, grad_norm: 5.3215, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-20 04:31:49,336 - mmaction - INFO - Epoch [69][300/792] lr: 7.500e-04, eta: 14:33:32, time: 1.025, data_time: 0.045, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9307, loss_cls: 0.7622, loss: 0.7622, grad_norm: 5.1788, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5478, loss/aux0: 0.5478 2020-10-20 04:31:51,453 - mmaction - INFO - Epoch [69][300/792] lr: 7.500e-04, eta: 14:33:42, time: 1.102, data_time: 0.047, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9307, loss_cls: 0.7622, loss: 0.7622, grad_norm: 5.2020, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5625, loss/aux0: 0.5625 2020-10-20 04:32:32,686 - mmaction - INFO - Epoch [69][320/792] lr: 7.500e-04, eta: 14:32:51, time: 1.098, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9354, loss_cls: 0.7410, loss: 0.7410, grad_norm: 5.3685, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6466, loss/aux0: 0.6466 2020-10-20 04:32:33,298 - mmaction - INFO - Epoch [69][320/792] lr: 7.500e-04, eta: 14:33:01, time: 1.100, data_time: 0.003, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9354, loss_cls: 0.7410, loss: 0.7410, grad_norm: 5.3332, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6363, loss/aux0: 0.6363 2020-10-20 04:33:15,771 - mmaction - INFO - Epoch [69][340/792] lr: 7.500e-04, eta: 14:32:10, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.7861, loss: 0.7861, grad_norm: 5.4708, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6350, loss/aux0: 0.6350 2020-10-20 04:33:16,391 - mmaction - INFO - Epoch [69][340/792] lr: 7.500e-04, eta: 14:32:20, time: 1.075, data_time: 0.002, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9266, loss_cls: 0.7861, loss: 0.7861, grad_norm: 5.4615, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6276, loss/aux0: 0.6276 2020-10-20 04:33:59,066 - mmaction - INFO - Epoch [69][360/792] lr: 7.500e-04, eta: 14:31:28, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9266, loss_cls: 0.7505, loss: 0.7505, grad_norm: 5.3668, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5578, loss/aux0: 0.5578 2020-10-20 04:33:59,653 - mmaction - INFO - Epoch [69][360/792] lr: 7.500e-04, eta: 14:31:38, time: 1.026, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9266, loss_cls: 0.7505, loss: 0.7505, grad_norm: 5.4153, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5754, loss/aux0: 0.5754 2020-10-20 04:34:42,161 - mmaction - INFO - Epoch [69][380/792] lr: 7.500e-04, eta: 14:30:47, time: 1.106, data_time: 0.000, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.8037, loss: 0.8037, grad_norm: 5.3118, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5706, loss/aux0: 0.5706 2020-10-20 04:34:43,523 - mmaction - INFO - Epoch [69][380/792] lr: 7.500e-04, eta: 14:30:57, time: 1.138, data_time: 0.002, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9281, loss_cls: 0.8037, loss: 0.8037, grad_norm: 5.2657, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5558, loss/aux0: 0.5558 2020-10-20 04:35:26,573 - mmaction - INFO - Epoch [69][400/792] lr: 7.500e-04, eta: 14:30:06, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9234, loss_cls: 0.8384, loss: 0.8384, grad_norm: 6.0272, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6281, loss/aux0: 0.6281 2020-10-20 04:35:27,155 - mmaction - INFO - Epoch [69][400/792] lr: 7.500e-04, eta: 14:30:16, time: 1.084, data_time: 0.002, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9234, loss_cls: 0.8384, loss: 0.8384, grad_norm: 6.0243, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6279, loss/aux0: 0.6279 2020-10-20 04:36:07,396 - mmaction - INFO - Epoch [69][420/792] lr: 7.500e-04, eta: 14:29:24, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9354, loss_cls: 0.8104, loss: 0.8104, grad_norm: 5.7044, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5795, loss/aux0: 0.5795 2020-10-20 04:36:08,034 - mmaction - INFO - Epoch [69][420/792] lr: 7.500e-04, eta: 14:29:34, time: 1.011, data_time: 0.002, memory: 8335, top1_acc: 0.7755, top5_acc: 0.9354, loss_cls: 0.8104, loss: 0.8104, grad_norm: 5.7491, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5875, loss/aux0: 0.5875 2020-10-20 04:36:51,881 - mmaction - INFO - Epoch [69][440/792] lr: 7.500e-04, eta: 14:28:42, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9266, loss_cls: 0.8111, loss: 0.8111, grad_norm: 5.6134, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-20 04:36:52,478 - mmaction - INFO - Epoch [69][440/792] lr: 7.500e-04, eta: 14:28:52, time: 1.079, data_time: 0.003, memory: 8335, top1_acc: 0.7833, top5_acc: 0.9266, loss_cls: 0.8111, loss: 0.8111, grad_norm: 5.5782, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6051, loss/aux0: 0.6051 2020-10-20 04:37:31,056 - mmaction - INFO - Epoch [69][460/792] lr: 7.500e-04, eta: 14:28:00, time: 0.931, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9323, loss_cls: 0.7555, loss: 0.7555, grad_norm: 5.5753, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5826, loss/aux0: 0.5826 2020-10-20 04:37:34,338 - mmaction - INFO - Epoch [69][460/792] lr: 7.500e-04, eta: 14:28:10, time: 1.066, data_time: 0.004, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9323, loss_cls: 0.7555, loss: 0.7555, grad_norm: 5.6043, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-20 04:38:13,321 - mmaction - INFO - Epoch [69][480/792] lr: 7.500e-04, eta: 14:27:18, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9323, loss_cls: 0.7560, loss: 0.7560, grad_norm: 5.6608, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5953, loss/aux0: 0.5953 2020-10-20 04:38:15,228 - mmaction - INFO - Epoch [69][480/792] lr: 7.500e-04, eta: 14:27:27, time: 0.965, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9323, loss_cls: 0.7560, loss: 0.7560, grad_norm: 5.6680, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6005, loss/aux0: 0.6005 2020-10-20 04:38:56,054 - mmaction - INFO - Epoch [69][500/792] lr: 7.500e-04, eta: 14:26:35, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9250, loss_cls: 0.7966, loss: 0.7966, grad_norm: 5.5067, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6196, loss/aux0: 0.6196 2020-10-20 04:38:57,687 - mmaction - INFO - Epoch [69][500/792] lr: 7.500e-04, eta: 14:26:44, time: 0.942, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9250, loss_cls: 0.7966, loss: 0.7966, grad_norm: 5.5255, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.6039, loss/aux0: 0.6039 2020-10-20 04:39:39,993 - mmaction - INFO - Epoch [69][520/792] lr: 7.500e-04, eta: 14:25:53, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9234, loss_cls: 0.8220, loss: 0.8220, grad_norm: 5.6855, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5469, loss/aux0: 0.5469 2020-10-20 04:39:40,778 - mmaction - INFO - Epoch [69][520/792] lr: 7.500e-04, eta: 14:26:03, time: 1.081, data_time: 0.004, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9234, loss_cls: 0.8220, loss: 0.8220, grad_norm: 5.6658, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5611, loss/aux0: 0.5611 2020-10-20 04:40:24,652 - mmaction - INFO - Epoch [69][540/792] lr: 7.500e-04, eta: 14:25:12, time: 1.170, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9333, loss_cls: 0.7855, loss: 0.7855, grad_norm: 5.5049, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6045, loss/aux0: 0.6045 2020-10-20 04:40:25,283 - mmaction - INFO - Epoch [69][540/792] lr: 7.500e-04, eta: 14:25:23, time: 1.173, data_time: 0.004, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9333, loss_cls: 0.7855, loss: 0.7855, grad_norm: 5.5613, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6010, loss/aux0: 0.6010 2020-10-20 04:41:06,822 - mmaction - INFO - Epoch [69][560/792] lr: 7.500e-04, eta: 14:24:32, time: 1.099, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9250, loss_cls: 0.8002, loss: 0.8002, grad_norm: 5.5366, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5751, loss/aux0: 0.5751 2020-10-20 04:41:07,441 - mmaction - INFO - Epoch [69][560/792] lr: 7.500e-04, eta: 14:24:42, time: 1.102, data_time: 0.003, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9250, loss_cls: 0.8002, loss: 0.8002, grad_norm: 5.5621, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5757, loss/aux0: 0.5757 2020-10-20 04:41:48,739 - mmaction - INFO - Epoch [69][580/792] lr: 7.500e-04, eta: 14:23:50, time: 0.979, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9302, loss_cls: 0.8132, loss: 0.8132, grad_norm: 5.8038, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-20 04:41:49,326 - mmaction - INFO - Epoch [69][580/792] lr: 7.500e-04, eta: 14:23:59, time: 0.979, data_time: 0.003, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9302, loss_cls: 0.8132, loss: 0.8132, grad_norm: 5.7490, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5968, loss/aux0: 0.5968 2020-10-20 04:42:32,581 - mmaction - INFO - Epoch [69][600/792] lr: 7.500e-04, eta: 14:23:09, time: 1.137, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9276, loss_cls: 0.7616, loss: 0.7616, grad_norm: 5.5420, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-20 04:42:33,160 - mmaction - INFO - Epoch [69][600/792] lr: 7.500e-04, eta: 14:23:19, time: 1.137, data_time: 0.002, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9276, loss_cls: 0.7616, loss: 0.7616, grad_norm: 5.5557, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6218, loss/aux0: 0.6218 2020-10-20 04:43:12,425 - mmaction - INFO - Epoch [69][620/792] lr: 7.500e-04, eta: 14:22:28, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.7731, loss: 0.7731, grad_norm: 5.7208, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6052, loss/aux0: 0.6052 2020-10-20 04:43:13,023 - mmaction - INFO - Epoch [69][620/792] lr: 7.500e-04, eta: 14:22:37, time: 1.042, data_time: 0.003, memory: 8335, top1_acc: 0.7844, top5_acc: 0.9297, loss_cls: 0.7731, loss: 0.7731, grad_norm: 5.7475, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-20 04:43:53,418 - mmaction - INFO - Epoch [69][640/792] lr: 7.500e-04, eta: 14:21:46, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9302, loss_cls: 0.7993, loss: 0.7993, grad_norm: 5.3309, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5560, loss/aux0: 0.5560 2020-10-20 04:43:55,839 - mmaction - INFO - Epoch [69][640/792] lr: 7.500e-04, eta: 14:21:56, time: 1.105, data_time: 0.093, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9302, loss_cls: 0.7993, loss: 0.7993, grad_norm: 5.2760, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5523, loss/aux0: 0.5523 2020-10-20 04:44:36,377 - mmaction - INFO - Epoch [69][660/792] lr: 7.500e-04, eta: 14:21:05, time: 1.057, data_time: 0.465, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9302, loss_cls: 0.8027, loss: 0.8027, grad_norm: 5.7731, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5908, loss/aux0: 0.5908 2020-10-20 04:44:39,107 - mmaction - INFO - Epoch [69][660/792] lr: 7.500e-04, eta: 14:21:14, time: 1.081, data_time: 0.489, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9302, loss_cls: 0.8027, loss: 0.8027, grad_norm: 5.7067, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5897, loss/aux0: 0.5897 2020-10-20 04:45:17,112 - mmaction - INFO - Epoch [69][680/792] lr: 7.500e-04, eta: 14:20:23, time: 1.016, data_time: 0.434, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9281, loss_cls: 0.7871, loss: 0.7871, grad_norm: 5.4830, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5467, loss/aux0: 0.5467 2020-10-20 04:45:20,677 - mmaction - INFO - Epoch [69][680/792] lr: 7.500e-04, eta: 14:20:32, time: 1.073, data_time: 0.491, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9281, loss_cls: 0.7871, loss: 0.7871, grad_norm: 5.5141, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5530, loss/aux0: 0.5530 2020-10-20 04:46:00,623 - mmaction - INFO - Epoch [69][700/792] lr: 7.500e-04, eta: 14:19:42, time: 1.098, data_time: 0.234, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9286, loss_cls: 0.8245, loss: 0.8245, grad_norm: 5.7103, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5903, loss/aux0: 0.5903 2020-10-20 04:46:01,559 - mmaction - INFO - Epoch [69][700/792] lr: 7.500e-04, eta: 14:19:51, time: 1.032, data_time: 0.153, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9286, loss_cls: 0.8245, loss: 0.8245, grad_norm: 5.8158, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-20 04:46:41,033 - mmaction - INFO - Epoch [69][720/792] lr: 7.500e-04, eta: 14:19:00, time: 1.039, data_time: 0.093, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9339, loss_cls: 0.8124, loss: 0.8124, grad_norm: 6.0370, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-20 04:46:42,098 - mmaction - INFO - Epoch [69][720/792] lr: 7.500e-04, eta: 14:19:09, time: 1.056, data_time: 0.120, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9339, loss_cls: 0.8124, loss: 0.8124, grad_norm: 6.0138, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-20 04:47:24,418 - mmaction - INFO - Epoch [69][740/792] lr: 7.500e-04, eta: 14:18:19, time: 1.130, data_time: 0.549, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9359, loss_cls: 0.7569, loss: 0.7569, grad_norm: 5.4724, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5628, loss/aux0: 0.5628 2020-10-20 04:47:26,641 - mmaction - INFO - Epoch [69][740/792] lr: 7.500e-04, eta: 14:18:28, time: 1.105, data_time: 0.526, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9359, loss_cls: 0.7569, loss: 0.7569, grad_norm: 5.4254, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5618, loss/aux0: 0.5618 2020-10-20 04:48:04,614 - mmaction - INFO - Epoch [69][760/792] lr: 7.500e-04, eta: 14:17:37, time: 1.026, data_time: 0.081, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9328, loss_cls: 0.7680, loss: 0.7680, grad_norm: 5.8457, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6912, loss/aux0: 0.6912 2020-10-20 04:48:05,564 - mmaction - INFO - Epoch [69][760/792] lr: 7.500e-04, eta: 14:17:46, time: 1.045, data_time: 0.082, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9328, loss_cls: 0.7680, loss: 0.7680, grad_norm: 5.9198, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.7006, loss/aux0: 0.7006 2020-10-20 04:48:45,112 - mmaction - INFO - Epoch [69][780/792] lr: 7.500e-04, eta: 14:16:55, time: 1.012, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9339, loss_cls: 0.7531, loss: 0.7531, grad_norm: 5.4317, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5460, loss/aux0: 0.5460 2020-10-20 04:48:46,611 - mmaction - INFO - Epoch [69][780/792] lr: 7.500e-04, eta: 14:17:04, time: 1.033, data_time: 0.002, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9339, loss_cls: 0.7531, loss: 0.7531, grad_norm: 5.3967, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5296, loss/aux0: 0.5296 2020-10-20 04:49:12,853 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-10-20 04:52:11,780 - mmaction - INFO - Epoch [70][20/792] lr: 7.500e-04, eta: 14:15:36, time: 0.991, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9224, loss_cls: 0.8210, loss: 0.8210, grad_norm: 5.4900, top1_acc/aux0: 0.8580, top5_acc/aux0: 0.9671, loss_cls/aux0: 0.5345, loss/aux0: 0.5345 2020-10-20 04:52:12,387 - mmaction - INFO - Epoch [70][20/792] lr: 7.500e-04, eta: 14:15:45, time: 0.993, data_time: 0.002, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9224, loss_cls: 0.8210, loss: 0.8210, grad_norm: 5.4984, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5377, loss/aux0: 0.5377 2020-10-20 04:52:53,484 - mmaction - INFO - Epoch [70][40/792] lr: 7.500e-04, eta: 14:14:53, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9297, loss_cls: 0.7936, loss: 0.7936, grad_norm: 5.4719, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.5970, loss/aux0: 0.5970 2020-10-20 04:52:56,891 - mmaction - INFO - Epoch [70][40/792] lr: 7.500e-04, eta: 14:15:04, time: 1.159, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9297, loss_cls: 0.7936, loss: 0.7936, grad_norm: 5.4202, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5889, loss/aux0: 0.5889 2020-10-20 04:53:35,673 - mmaction - INFO - Epoch [70][60/792] lr: 7.500e-04, eta: 14:14:12, time: 0.977, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9276, loss_cls: 0.7737, loss: 0.7737, grad_norm: 5.4979, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5797, loss/aux0: 0.5797 2020-10-20 04:53:37,131 - mmaction - INFO - Epoch [70][60/792] lr: 7.500e-04, eta: 14:14:21, time: 1.003, data_time: 0.044, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9276, loss_cls: 0.7737, loss: 0.7737, grad_norm: 5.4050, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5802, loss/aux0: 0.5802 2020-10-20 04:54:17,889 - mmaction - INFO - Epoch [70][80/792] lr: 7.500e-04, eta: 14:13:30, time: 1.086, data_time: 0.497, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.7604, loss: 0.7604, grad_norm: 5.6810, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-20 04:54:20,284 - mmaction - INFO - Epoch [70][80/792] lr: 7.500e-04, eta: 14:13:40, time: 1.092, data_time: 0.447, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9359, loss_cls: 0.7604, loss: 0.7604, grad_norm: 5.6800, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6080, loss/aux0: 0.6080 2020-10-20 04:55:00,428 - mmaction - INFO - Epoch [70][100/792] lr: 7.500e-04, eta: 14:12:49, time: 1.083, data_time: 0.323, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9312, loss_cls: 0.7653, loss: 0.7653, grad_norm: 5.4993, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5630, loss/aux0: 0.5630 2020-10-20 04:55:03,375 - mmaction - INFO - Epoch [70][100/792] lr: 7.500e-04, eta: 14:12:58, time: 1.038, data_time: 0.313, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9312, loss_cls: 0.7653, loss: 0.7653, grad_norm: 5.5317, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5695, loss/aux0: 0.5695 2020-10-20 04:55:46,609 - mmaction - INFO - Epoch [70][120/792] lr: 7.500e-04, eta: 14:12:08, time: 1.146, data_time: 0.383, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9401, loss_cls: 0.7452, loss: 0.7452, grad_norm: 5.4622, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6406, loss/aux0: 0.6406 2020-10-20 04:55:49,619 - mmaction - INFO - Epoch [70][120/792] lr: 7.500e-04, eta: 14:12:18, time: 1.118, data_time: 0.490, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9401, loss_cls: 0.7452, loss: 0.7452, grad_norm: 5.4450, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6306, loss/aux0: 0.6306 2020-10-20 04:56:29,669 - mmaction - INFO - Epoch [70][140/792] lr: 7.500e-04, eta: 14:11:28, time: 1.173, data_time: 0.168, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9354, loss_cls: 0.7540, loss: 0.7540, grad_norm: 5.4431, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5656, loss/aux0: 0.5656 2020-10-20 04:56:30,485 - mmaction - INFO - Epoch [70][140/792] lr: 7.500e-04, eta: 14:11:38, time: 1.121, data_time: 0.107, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9354, loss_cls: 0.7540, loss: 0.7540, grad_norm: 5.4124, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5712, loss/aux0: 0.5712 2020-10-20 04:57:09,960 - mmaction - INFO - Epoch [70][160/792] lr: 7.500e-04, eta: 14:10:46, time: 0.981, data_time: 0.045, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9240, loss_cls: 0.8393, loss: 0.8393, grad_norm: 5.6872, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5782, loss/aux0: 0.5782 2020-10-20 04:57:12,634 - mmaction - INFO - Epoch [70][160/792] lr: 7.500e-04, eta: 14:10:56, time: 1.087, data_time: 0.078, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9240, loss_cls: 0.8393, loss: 0.8393, grad_norm: 5.6360, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5750, loss/aux0: 0.5750 2020-10-20 04:57:51,075 - mmaction - INFO - Epoch [70][180/792] lr: 7.500e-04, eta: 14:10:04, time: 0.998, data_time: 0.386, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9375, loss_cls: 0.7789, loss: 0.7789, grad_norm: 5.4569, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5506, loss/aux0: 0.5506 2020-10-20 04:57:52,438 - mmaction - INFO - Epoch [70][180/792] lr: 7.500e-04, eta: 14:10:12, time: 0.915, data_time: 0.303, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9375, loss_cls: 0.7789, loss: 0.7789, grad_norm: 5.5193, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5554, loss/aux0: 0.5554 2020-10-20 04:58:34,302 - mmaction - INFO - Epoch [70][200/792] lr: 7.500e-04, eta: 14:09:21, time: 1.054, data_time: 0.205, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9255, loss_cls: 0.7804, loss: 0.7804, grad_norm: 5.6316, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5999, loss/aux0: 0.5999 2020-10-20 04:58:34,884 - mmaction - INFO - Epoch [70][200/792] lr: 7.500e-04, eta: 14:09:30, time: 0.992, data_time: 0.143, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9255, loss_cls: 0.7804, loss: 0.7804, grad_norm: 5.6492, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6140, loss/aux0: 0.6140 2020-10-20 04:59:15,116 - mmaction - INFO - Epoch [70][220/792] lr: 7.500e-04, eta: 14:08:39, time: 1.017, data_time: 0.013, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9427, loss_cls: 0.7072, loss: 0.7072, grad_norm: 5.5410, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-20 04:59:15,713 - mmaction - INFO - Epoch [70][220/792] lr: 7.500e-04, eta: 14:08:48, time: 1.019, data_time: 0.015, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9427, loss_cls: 0.7072, loss: 0.7072, grad_norm: 5.5891, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6072, loss/aux0: 0.6072 2020-10-20 04:59:56,906 - mmaction - INFO - Epoch [70][240/792] lr: 7.500e-04, eta: 14:07:56, time: 1.009, data_time: 0.015, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9271, loss_cls: 0.8177, loss: 0.8177, grad_norm: 5.6245, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-20 04:59:58,050 - mmaction - INFO - Epoch [70][240/792] lr: 7.500e-04, eta: 14:08:05, time: 1.037, data_time: 0.016, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9271, loss_cls: 0.8177, loss: 0.8177, grad_norm: 5.5960, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-20 05:00:39,512 - mmaction - INFO - Epoch [70][260/792] lr: 7.500e-04, eta: 14:07:14, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.7685, loss: 0.7685, grad_norm: 5.7454, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5890, loss/aux0: 0.5890 2020-10-20 05:00:40,113 - mmaction - INFO - Epoch [70][260/792] lr: 7.500e-04, eta: 14:07:23, time: 0.993, data_time: 0.002, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.7685, loss: 0.7685, grad_norm: 5.7482, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5888, loss/aux0: 0.5888 2020-10-20 05:01:21,749 - mmaction - INFO - Epoch [70][280/792] lr: 7.500e-04, eta: 14:06:32, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9328, loss_cls: 0.7706, loss: 0.7706, grad_norm: 5.7845, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5925, loss/aux0: 0.5925 2020-10-20 05:01:22,974 - mmaction - INFO - Epoch [70][280/792] lr: 7.500e-04, eta: 14:06:41, time: 1.042, data_time: 0.002, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9328, loss_cls: 0.7706, loss: 0.7706, grad_norm: 5.7121, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-20 05:02:05,573 - mmaction - INFO - Epoch [70][300/792] lr: 7.500e-04, eta: 14:05:51, time: 1.172, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9286, loss_cls: 0.7607, loss: 0.7607, grad_norm: 5.6561, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6307, loss/aux0: 0.6307 2020-10-20 05:02:06,203 - mmaction - INFO - Epoch [70][300/792] lr: 7.500e-04, eta: 14:06:01, time: 1.085, data_time: 0.003, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9286, loss_cls: 0.7607, loss: 0.7607, grad_norm: 5.6550, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6348, loss/aux0: 0.6348 2020-10-20 05:02:47,176 - mmaction - INFO - Epoch [70][320/792] lr: 7.500e-04, eta: 14:05:10, time: 1.040, data_time: 0.017, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9302, loss_cls: 0.7707, loss: 0.7707, grad_norm: 5.3262, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5501, loss/aux0: 0.5501 2020-10-20 05:02:49,101 - mmaction - INFO - Epoch [70][320/792] lr: 7.500e-04, eta: 14:05:20, time: 1.108, data_time: 0.087, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9302, loss_cls: 0.7707, loss: 0.7707, grad_norm: 5.2669, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5449, loss/aux0: 0.5449 2020-10-20 05:03:28,849 - mmaction - INFO - Epoch [70][340/792] lr: 7.500e-04, eta: 14:04:28, time: 1.024, data_time: 0.223, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9266, loss_cls: 0.8054, loss: 0.8054, grad_norm: 5.5067, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6118, loss/aux0: 0.6118 2020-10-20 05:03:30,801 - mmaction - INFO - Epoch [70][340/792] lr: 7.500e-04, eta: 14:04:37, time: 1.033, data_time: 0.232, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9266, loss_cls: 0.8054, loss: 0.8054, grad_norm: 5.4354, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6197, loss/aux0: 0.6197 2020-10-20 05:04:11,228 - mmaction - INFO - Epoch [70][360/792] lr: 7.500e-04, eta: 14:03:47, time: 1.063, data_time: 0.122, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9203, loss_cls: 0.8398, loss: 0.8398, grad_norm: 5.6817, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-20 05:04:13,204 - mmaction - INFO - Epoch [70][360/792] lr: 7.500e-04, eta: 14:03:55, time: 1.008, data_time: 0.037, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9203, loss_cls: 0.8398, loss: 0.8398, grad_norm: 5.6961, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5945, loss/aux0: 0.5945 2020-10-20 05:04:50,149 - mmaction - INFO - Epoch [70][380/792] lr: 7.500e-04, eta: 14:03:04, time: 0.980, data_time: 0.353, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9359, loss_cls: 0.7943, loss: 0.7943, grad_norm: 5.5861, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5438, loss/aux0: 0.5438 2020-10-20 05:04:53,340 - mmaction - INFO - Epoch [70][380/792] lr: 7.500e-04, eta: 14:03:13, time: 1.015, data_time: 0.388, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9359, loss_cls: 0.7943, loss: 0.7943, grad_norm: 5.5818, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5431, loss/aux0: 0.5431 2020-10-20 05:05:35,137 - mmaction - INFO - Epoch [70][400/792] lr: 7.500e-04, eta: 14:02:23, time: 1.150, data_time: 0.574, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9375, loss_cls: 0.7010, loss: 0.7010, grad_norm: 5.3414, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5685, loss/aux0: 0.5685 2020-10-20 05:05:35,735 - mmaction - INFO - Epoch [70][400/792] lr: 7.500e-04, eta: 14:02:32, time: 1.049, data_time: 0.475, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9375, loss_cls: 0.7010, loss: 0.7010, grad_norm: 5.3563, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5650, loss/aux0: 0.5650 2020-10-20 05:06:16,279 - mmaction - INFO - Epoch [70][420/792] lr: 7.500e-04, eta: 14:01:40, time: 0.948, data_time: 0.373, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9161, loss_cls: 0.8477, loss: 0.8477, grad_norm: 5.5358, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6060, loss/aux0: 0.6060 2020-10-20 05:06:18,001 - mmaction - INFO - Epoch [70][420/792] lr: 7.500e-04, eta: 14:01:49, time: 1.006, data_time: 0.405, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9161, loss_cls: 0.8477, loss: 0.8477, grad_norm: 5.5200, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-20 05:07:00,108 - mmaction - INFO - Epoch [70][440/792] lr: 7.500e-04, eta: 14:00:57, time: 1.031, data_time: 0.205, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9396, loss_cls: 0.7607, loss: 0.7607, grad_norm: 5.4854, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6078, loss/aux0: 0.6078 2020-10-20 05:07:00,697 - mmaction - INFO - Epoch [70][440/792] lr: 7.500e-04, eta: 14:01:07, time: 1.032, data_time: 0.208, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9396, loss_cls: 0.7607, loss: 0.7607, grad_norm: 5.4175, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6047, loss/aux0: 0.6047 2020-10-20 05:07:40,899 - mmaction - INFO - Epoch [70][460/792] lr: 7.500e-04, eta: 14:00:15, time: 0.961, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9255, loss_cls: 0.8076, loss: 0.8076, grad_norm: 5.5545, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5649, loss/aux0: 0.5649 2020-10-20 05:07:43,606 - mmaction - INFO - Epoch [70][460/792] lr: 7.500e-04, eta: 14:00:24, time: 1.055, data_time: 0.003, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9255, loss_cls: 0.8076, loss: 0.8076, grad_norm: 5.5357, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5719, loss/aux0: 0.5719 2020-10-20 05:08:25,229 - mmaction - INFO - Epoch [70][480/792] lr: 7.500e-04, eta: 13:59:34, time: 1.139, data_time: 0.015, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9391, loss_cls: 0.7409, loss: 0.7409, grad_norm: 5.4954, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5406, loss/aux0: 0.5406 2020-10-20 05:08:27,518 - mmaction - INFO - Epoch [70][480/792] lr: 7.500e-04, eta: 13:59:43, time: 1.042, data_time: 0.038, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9391, loss_cls: 0.7409, loss: 0.7409, grad_norm: 5.5488, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5385, loss/aux0: 0.5385 2020-10-20 05:09:06,728 - mmaction - INFO - Epoch [70][500/792] lr: 7.500e-04, eta: 13:58:51, time: 0.991, data_time: 0.031, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9318, loss_cls: 0.7918, loss: 0.7918, grad_norm: 5.6258, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5705, loss/aux0: 0.5705 2020-10-20 05:09:09,631 - mmaction - INFO - Epoch [70][500/792] lr: 7.500e-04, eta: 13:59:00, time: 1.022, data_time: 0.059, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9318, loss_cls: 0.7918, loss: 0.7918, grad_norm: 5.7398, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5799, loss/aux0: 0.5799 2020-10-20 05:09:48,829 - mmaction - INFO - Epoch [70][520/792] lr: 7.500e-04, eta: 13:58:09, time: 1.045, data_time: 0.386, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9312, loss_cls: 0.7574, loss: 0.7574, grad_norm: 5.7570, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6181, loss/aux0: 0.6181 2020-10-20 05:09:50,932 - mmaction - INFO - Epoch [70][520/792] lr: 7.500e-04, eta: 13:58:19, time: 1.082, data_time: 0.422, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9312, loss_cls: 0.7574, loss: 0.7574, grad_norm: 5.7599, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6183, loss/aux0: 0.6183 2020-10-20 05:10:31,557 - mmaction - INFO - Epoch [70][540/792] lr: 7.500e-04, eta: 13:57:28, time: 1.038, data_time: 0.458, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9312, loss_cls: 0.7992, loss: 0.7992, grad_norm: 5.7326, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5612, loss/aux0: 0.5612 2020-10-20 05:10:33,864 - mmaction - INFO - Epoch [70][540/792] lr: 7.500e-04, eta: 13:57:37, time: 1.060, data_time: 0.488, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9312, loss_cls: 0.7992, loss: 0.7992, grad_norm: 5.7815, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5513, loss/aux0: 0.5513 2020-10-20 05:11:13,920 - mmaction - INFO - Epoch [70][560/792] lr: 7.500e-04, eta: 13:56:46, time: 1.071, data_time: 0.495, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9318, loss_cls: 0.7619, loss: 0.7619, grad_norm: 5.5404, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5516, loss/aux0: 0.5516 2020-10-20 05:11:14,583 - mmaction - INFO - Epoch [70][560/792] lr: 7.500e-04, eta: 13:56:54, time: 0.940, data_time: 0.368, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9318, loss_cls: 0.7619, loss: 0.7619, grad_norm: 5.4753, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5502, loss/aux0: 0.5502 2020-10-20 05:11:55,873 - mmaction - INFO - Epoch [70][580/792] lr: 7.500e-04, eta: 13:56:04, time: 1.084, data_time: 0.307, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9240, loss_cls: 0.8265, loss: 0.8265, grad_norm: 5.5873, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5837, loss/aux0: 0.5837 2020-10-20 05:11:56,488 - mmaction - INFO - Epoch [70][580/792] lr: 7.500e-04, eta: 13:56:13, time: 1.087, data_time: 0.310, memory: 8335, top1_acc: 0.7786, top5_acc: 0.9240, loss_cls: 0.8265, loss: 0.8265, grad_norm: 5.5618, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5846, loss/aux0: 0.5846 2020-10-20 05:12:37,581 - mmaction - INFO - Epoch [70][600/792] lr: 7.500e-04, eta: 13:55:22, time: 1.019, data_time: 0.134, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9276, loss_cls: 0.7939, loss: 0.7939, grad_norm: 5.3466, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-20 05:12:38,187 - mmaction - INFO - Epoch [70][600/792] lr: 7.500e-04, eta: 13:55:31, time: 1.018, data_time: 0.135, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9276, loss_cls: 0.7939, loss: 0.7939, grad_norm: 5.3670, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6214, loss/aux0: 0.6214 2020-10-20 05:13:21,664 - mmaction - INFO - Epoch [70][620/792] lr: 7.500e-04, eta: 13:54:40, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9286, loss_cls: 0.7971, loss: 0.7971, grad_norm: 5.7924, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5689, loss/aux0: 0.5689 2020-10-20 05:13:22,258 - mmaction - INFO - Epoch [70][620/792] lr: 7.500e-04, eta: 13:54:49, time: 1.038, data_time: 0.003, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9286, loss_cls: 0.7971, loss: 0.7971, grad_norm: 5.8097, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5610, loss/aux0: 0.5610 2020-10-20 05:14:02,601 - mmaction - INFO - Epoch [70][640/792] lr: 7.500e-04, eta: 13:53:58, time: 1.009, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9365, loss_cls: 0.7821, loss: 0.7821, grad_norm: 5.6646, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5890, loss/aux0: 0.5890 2020-10-20 05:14:03,211 - mmaction - INFO - Epoch [70][640/792] lr: 7.500e-04, eta: 13:54:06, time: 1.009, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9365, loss_cls: 0.7821, loss: 0.7821, grad_norm: 5.6810, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6069, loss/aux0: 0.6069 2020-10-20 05:14:44,687 - mmaction - INFO - Epoch [70][660/792] lr: 7.500e-04, eta: 13:53:15, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9266, loss_cls: 0.8443, loss: 0.8443, grad_norm: 5.5799, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5714, loss/aux0: 0.5714 2020-10-20 05:14:45,265 - mmaction - INFO - Epoch [70][660/792] lr: 7.500e-04, eta: 13:53:24, time: 1.018, data_time: 0.002, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9266, loss_cls: 0.8443, loss: 0.8443, grad_norm: 5.5008, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5512, loss/aux0: 0.5512 2020-10-20 05:15:30,610 - mmaction - INFO - Epoch [70][680/792] lr: 7.500e-04, eta: 13:52:34, time: 1.133, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9292, loss_cls: 0.8161, loss: 0.8161, grad_norm: 5.7251, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-20 05:15:31,205 - mmaction - INFO - Epoch [70][680/792] lr: 7.500e-04, eta: 13:52:44, time: 1.134, data_time: 0.002, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9292, loss_cls: 0.8161, loss: 0.8161, grad_norm: 5.6442, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6152, loss/aux0: 0.6152 2020-10-20 05:16:12,244 - mmaction - INFO - Epoch [70][700/792] lr: 7.500e-04, eta: 13:51:53, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9359, loss_cls: 0.7495, loss: 0.7495, grad_norm: 5.5829, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5645, loss/aux0: 0.5645 2020-10-20 05:16:12,851 - mmaction - INFO - Epoch [70][700/792] lr: 7.500e-04, eta: 13:52:02, time: 1.059, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9359, loss_cls: 0.7495, loss: 0.7495, grad_norm: 5.6068, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5643, loss/aux0: 0.5643 2020-10-20 05:16:55,730 - mmaction - INFO - Epoch [70][720/792] lr: 7.500e-04, eta: 13:51:11, time: 1.011, data_time: 0.000, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9198, loss_cls: 0.8525, loss: 0.8525, grad_norm: 5.5743, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5561, loss/aux0: 0.5561 2020-10-20 05:16:57,514 - mmaction - INFO - Epoch [70][720/792] lr: 7.500e-04, eta: 13:51:20, time: 1.073, data_time: 0.003, memory: 8335, top1_acc: 0.7771, top5_acc: 0.9198, loss_cls: 0.8525, loss: 0.8525, grad_norm: 5.5048, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5431, loss/aux0: 0.5431 2020-10-20 05:17:36,536 - mmaction - INFO - Epoch [70][740/792] lr: 7.500e-04, eta: 13:50:30, time: 1.089, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9365, loss_cls: 0.7304, loss: 0.7304, grad_norm: 5.8411, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5995, loss/aux0: 0.5995 2020-10-20 05:17:37,252 - mmaction - INFO - Epoch [70][740/792] lr: 7.500e-04, eta: 13:50:38, time: 1.037, data_time: 0.004, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9365, loss_cls: 0.7304, loss: 0.7304, grad_norm: 5.8424, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6032, loss/aux0: 0.6032 2020-10-20 05:18:21,335 - mmaction - INFO - Epoch [70][760/792] lr: 7.500e-04, eta: 13:49:48, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9281, loss_cls: 0.8019, loss: 0.8019, grad_norm: 5.5186, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6006, loss/aux0: 0.6006 2020-10-20 05:18:21,945 - mmaction - INFO - Epoch [70][760/792] lr: 7.500e-04, eta: 13:49:57, time: 1.089, data_time: 0.003, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9281, loss_cls: 0.8019, loss: 0.8019, grad_norm: 5.4858, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-20 05:19:00,616 - mmaction - INFO - Epoch [70][780/792] lr: 7.500e-04, eta: 13:49:06, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9307, loss_cls: 0.7661, loss: 0.7661, grad_norm: 5.5474, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-20 05:19:02,310 - mmaction - INFO - Epoch [70][780/792] lr: 7.500e-04, eta: 13:49:16, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9307, loss_cls: 0.7661, loss: 0.7661, grad_norm: 5.6007, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6260, loss/aux0: 0.6260 2020-10-20 05:19:29,649 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-10-20 05:20:53,005 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 05:20:53,137 - mmaction - INFO - top1_acc 0.7950 top5_acc 0.9444 2020-10-20 05:20:53,137 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 05:20:53,172 - mmaction - INFO - mean_acc 0.7953 2020-10-20 05:20:53,175 - mmaction - INFO - Epoch(val) [70][792] top1_acc: 0.7950, top5_acc: 0.9444, mean_class_accuracy: 0.7953 2020-10-20 05:23:46,698 - mmaction - INFO - Epoch [71][20/792] lr: 7.500e-04, eta: 13:47:50, time: 1.128, data_time: 0.365, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9292, loss_cls: 0.8068, loss: 0.8068, grad_norm: 5.4411, top1_acc/aux0: 0.8503, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5636, loss/aux0: 0.5636 2020-10-20 05:23:47,335 - mmaction - INFO - Epoch [71][20/792] lr: 7.500e-04, eta: 13:47:59, time: 1.130, data_time: 0.368, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9292, loss_cls: 0.8068, loss: 0.8068, grad_norm: 5.4120, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5593, loss/aux0: 0.5593 2020-10-20 05:24:30,445 - mmaction - INFO - Epoch [71][40/792] lr: 7.500e-04, eta: 13:47:09, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9318, loss_cls: 0.7197, loss: 0.7197, grad_norm: 5.6364, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5751, loss/aux0: 0.5751 2020-10-20 05:24:31,050 - mmaction - INFO - Epoch [71][40/792] lr: 7.500e-04, eta: 13:47:18, time: 1.093, data_time: 0.003, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9318, loss_cls: 0.7197, loss: 0.7197, grad_norm: 5.6822, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5855, loss/aux0: 0.5855 2020-10-20 05:25:10,227 - mmaction - INFO - Epoch [71][60/792] lr: 7.500e-04, eta: 13:46:27, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9302, loss_cls: 0.8098, loss: 0.8098, grad_norm: 5.7257, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5961, loss/aux0: 0.5961 2020-10-20 05:25:11,620 - mmaction - INFO - Epoch [71][60/792] lr: 7.500e-04, eta: 13:46:36, time: 1.022, data_time: 0.003, memory: 8335, top1_acc: 0.7734, top5_acc: 0.9302, loss_cls: 0.8098, loss: 0.8098, grad_norm: 5.7178, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5847, loss/aux0: 0.5847 2020-10-20 05:25:52,228 - mmaction - INFO - Epoch [71][80/792] lr: 7.500e-04, eta: 13:45:45, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9307, loss_cls: 0.8046, loss: 0.8046, grad_norm: 5.7019, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5851, loss/aux0: 0.5851 2020-10-20 05:25:52,823 - mmaction - INFO - Epoch [71][80/792] lr: 7.500e-04, eta: 13:45:54, time: 1.043, data_time: 0.002, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9307, loss_cls: 0.8046, loss: 0.8046, grad_norm: 5.7022, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5826, loss/aux0: 0.5826 2020-10-20 05:26:33,746 - mmaction - INFO - Epoch [71][100/792] lr: 7.500e-04, eta: 13:45:03, time: 1.026, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9359, loss_cls: 0.7666, loss: 0.7666, grad_norm: 5.7104, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5708, loss/aux0: 0.5708 2020-10-20 05:26:35,860 - mmaction - INFO - Epoch [71][100/792] lr: 7.500e-04, eta: 13:45:12, time: 1.054, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9359, loss_cls: 0.7666, loss: 0.7666, grad_norm: 5.7222, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5737, loss/aux0: 0.5737 2020-10-20 05:27:14,266 - mmaction - INFO - Epoch [71][120/792] lr: 7.500e-04, eta: 13:44:22, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9193, loss_cls: 0.8177, loss: 0.8177, grad_norm: 5.4070, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5562, loss/aux0: 0.5562 2020-10-20 05:27:16,353 - mmaction - INFO - Epoch [71][120/792] lr: 7.500e-04, eta: 13:44:31, time: 1.055, data_time: 0.003, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9193, loss_cls: 0.8177, loss: 0.8177, grad_norm: 5.3481, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5592, loss/aux0: 0.5592 2020-10-20 05:27:57,666 - mmaction - INFO - Epoch [71][140/792] lr: 7.500e-04, eta: 13:43:40, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9411, loss_cls: 0.7125, loss: 0.7125, grad_norm: 5.5429, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6014, loss/aux0: 0.6014 2020-10-20 05:27:58,258 - mmaction - INFO - Epoch [71][140/792] lr: 7.500e-04, eta: 13:43:49, time: 1.076, data_time: 0.003, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9411, loss_cls: 0.7125, loss: 0.7125, grad_norm: 5.5079, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6155, loss/aux0: 0.6155 2020-10-20 05:28:40,966 - mmaction - INFO - Epoch [71][160/792] lr: 7.500e-04, eta: 13:42:59, time: 1.110, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9380, loss_cls: 0.7782, loss: 0.7782, grad_norm: 5.4844, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5575, loss/aux0: 0.5575 2020-10-20 05:28:41,591 - mmaction - INFO - Epoch [71][160/792] lr: 7.500e-04, eta: 13:43:09, time: 1.112, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9380, loss_cls: 0.7782, loss: 0.7782, grad_norm: 5.4711, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5413, loss/aux0: 0.5413 2020-10-20 05:29:23,276 - mmaction - INFO - Epoch [71][180/792] lr: 7.500e-04, eta: 13:42:17, time: 0.992, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9380, loss_cls: 0.7244, loss: 0.7244, grad_norm: 5.4481, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5807, loss/aux0: 0.5807 2020-10-20 05:29:24,910 - mmaction - INFO - Epoch [71][180/792] lr: 7.500e-04, eta: 13:42:26, time: 1.024, data_time: 0.004, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9380, loss_cls: 0.7244, loss: 0.7244, grad_norm: 5.4271, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5819, loss/aux0: 0.5819 2020-10-20 05:30:04,559 - mmaction - INFO - Epoch [71][200/792] lr: 7.500e-04, eta: 13:41:35, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9385, loss_cls: 0.7502, loss: 0.7502, grad_norm: 5.3536, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5477, loss/aux0: 0.5477 2020-10-20 05:30:07,466 - mmaction - INFO - Epoch [71][200/792] lr: 7.500e-04, eta: 13:41:44, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9385, loss_cls: 0.7502, loss: 0.7502, grad_norm: 5.4153, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5579, loss/aux0: 0.5579 2020-10-20 05:30:48,020 - mmaction - INFO - Epoch [71][220/792] lr: 7.500e-04, eta: 13:40:53, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9286, loss_cls: 0.7732, loss: 0.7732, grad_norm: 5.5571, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6026, loss/aux0: 0.6026 2020-10-20 05:30:51,156 - mmaction - INFO - Epoch [71][220/792] lr: 7.500e-04, eta: 13:41:02, time: 1.075, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9286, loss_cls: 0.7732, loss: 0.7732, grad_norm: 5.5777, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-20 05:31:30,549 - mmaction - INFO - Epoch [71][240/792] lr: 7.500e-04, eta: 13:40:12, time: 1.105, data_time: 0.000, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9286, loss_cls: 0.7901, loss: 0.7901, grad_norm: 5.7074, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5901, loss/aux0: 0.5901 2020-10-20 05:31:33,076 - mmaction - INFO - Epoch [71][240/792] lr: 7.500e-04, eta: 13:40:22, time: 1.129, data_time: 0.003, memory: 8335, top1_acc: 0.7802, top5_acc: 0.9286, loss_cls: 0.7901, loss: 0.7901, grad_norm: 5.7160, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5872, loss/aux0: 0.5872 2020-10-20 05:32:14,066 - mmaction - INFO - Epoch [71][260/792] lr: 7.500e-04, eta: 13:39:32, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9344, loss_cls: 0.7745, loss: 0.7745, grad_norm: 5.7658, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5763, loss/aux0: 0.5763 2020-10-20 05:32:14,648 - mmaction - INFO - Epoch [71][260/792] lr: 7.500e-04, eta: 13:39:41, time: 1.103, data_time: 0.002, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9344, loss_cls: 0.7745, loss: 0.7745, grad_norm: 5.8489, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5822, loss/aux0: 0.5822 2020-10-20 05:32:55,074 - mmaction - INFO - Epoch [71][280/792] lr: 7.500e-04, eta: 13:38:50, time: 1.017, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9385, loss_cls: 0.7406, loss: 0.7406, grad_norm: 5.5811, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-20 05:32:55,658 - mmaction - INFO - Epoch [71][280/792] lr: 7.500e-04, eta: 13:38:59, time: 1.018, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9385, loss_cls: 0.7406, loss: 0.7406, grad_norm: 5.5962, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6198, loss/aux0: 0.6198 2020-10-20 05:33:36,280 - mmaction - INFO - Epoch [71][300/792] lr: 7.500e-04, eta: 13:38:08, time: 1.056, data_time: 0.138, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9229, loss_cls: 0.7775, loss: 0.7775, grad_norm: 5.6650, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5867, loss/aux0: 0.5867 2020-10-20 05:33:38,107 - mmaction - INFO - Epoch [71][300/792] lr: 7.500e-04, eta: 13:38:17, time: 1.042, data_time: 0.140, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9229, loss_cls: 0.7775, loss: 0.7775, grad_norm: 5.7528, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5705, loss/aux0: 0.5705 2020-10-20 05:34:17,496 - mmaction - INFO - Epoch [71][320/792] lr: 7.500e-04, eta: 13:37:26, time: 1.049, data_time: 0.145, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9422, loss_cls: 0.7045, loss: 0.7045, grad_norm: 5.3500, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5574, loss/aux0: 0.5574 2020-10-20 05:34:18,460 - mmaction - INFO - Epoch [71][320/792] lr: 7.500e-04, eta: 13:37:35, time: 1.023, data_time: 0.147, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9422, loss_cls: 0.7045, loss: 0.7045, grad_norm: 5.4396, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5740, loss/aux0: 0.5740 2020-10-20 05:34:59,610 - mmaction - INFO - Epoch [71][340/792] lr: 7.500e-04, eta: 13:36:45, time: 1.120, data_time: 0.066, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9281, loss_cls: 0.7876, loss: 0.7876, grad_norm: 5.2521, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5472, loss/aux0: 0.5472 2020-10-20 05:35:00,215 - mmaction - INFO - Epoch [71][340/792] lr: 7.500e-04, eta: 13:36:53, time: 1.014, data_time: 0.068, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9281, loss_cls: 0.7876, loss: 0.7876, grad_norm: 5.2805, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5357, loss/aux0: 0.5357 2020-10-20 05:35:42,217 - mmaction - INFO - Epoch [71][360/792] lr: 7.500e-04, eta: 13:36:03, time: 1.045, data_time: 0.215, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9370, loss_cls: 0.7837, loss: 0.7837, grad_norm: 5.7531, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5988, loss/aux0: 0.5988 2020-10-20 05:35:44,526 - mmaction - INFO - Epoch [71][360/792] lr: 7.500e-04, eta: 13:36:12, time: 1.136, data_time: 0.221, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9370, loss_cls: 0.7837, loss: 0.7837, grad_norm: 5.8203, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6030, loss/aux0: 0.6030 2020-10-20 05:36:22,722 - mmaction - INFO - Epoch [71][380/792] lr: 7.500e-04, eta: 13:35:21, time: 1.031, data_time: 0.024, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9260, loss_cls: 0.7949, loss: 0.7949, grad_norm: 5.8079, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-20 05:36:23,781 - mmaction - INFO - Epoch [71][380/792] lr: 7.500e-04, eta: 13:35:30, time: 1.023, data_time: 0.027, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9260, loss_cls: 0.7949, loss: 0.7949, grad_norm: 5.7107, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6010, loss/aux0: 0.6010 2020-10-20 05:37:03,842 - mmaction - INFO - Epoch [71][400/792] lr: 7.500e-04, eta: 13:34:40, time: 1.085, data_time: 0.004, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9302, loss_cls: 0.7558, loss: 0.7558, grad_norm: 5.4340, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5792, loss/aux0: 0.5792 2020-10-20 05:37:04,540 - mmaction - INFO - Epoch [71][400/792] lr: 7.500e-04, eta: 13:34:48, time: 1.048, data_time: 0.010, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9302, loss_cls: 0.7558, loss: 0.7558, grad_norm: 5.4619, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5905, loss/aux0: 0.5905 2020-10-20 05:37:45,453 - mmaction - INFO - Epoch [71][420/792] lr: 7.500e-04, eta: 13:33:57, time: 0.919, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9302, loss_cls: 0.7905, loss: 0.7905, grad_norm: 5.6478, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6736, loss/aux0: 0.6736 2020-10-20 05:37:46,809 - mmaction - INFO - Epoch [71][420/792] lr: 7.500e-04, eta: 13:34:05, time: 0.960, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9302, loss_cls: 0.7905, loss: 0.7905, grad_norm: 5.6126, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6714, loss/aux0: 0.6714 2020-10-20 05:38:28,493 - mmaction - INFO - Epoch [71][440/792] lr: 7.500e-04, eta: 13:33:14, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9276, loss_cls: 0.7837, loss: 0.7837, grad_norm: 5.5003, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6134, loss/aux0: 0.6134 2020-10-20 05:38:29,097 - mmaction - INFO - Epoch [71][440/792] lr: 7.500e-04, eta: 13:33:22, time: 1.027, data_time: 0.003, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9276, loss_cls: 0.7837, loss: 0.7837, grad_norm: 5.5119, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-20 05:39:08,781 - mmaction - INFO - Epoch [71][460/792] lr: 7.500e-04, eta: 13:32:31, time: 0.886, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9313, loss_cls: 0.7275, loss: 0.7275, grad_norm: 5.5335, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5603, loss/aux0: 0.5603 2020-10-20 05:39:11,908 - mmaction - INFO - Epoch [71][460/792] lr: 7.500e-04, eta: 13:32:39, time: 1.014, data_time: 0.049, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9313, loss_cls: 0.7275, loss: 0.7275, grad_norm: 5.5720, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5537, loss/aux0: 0.5537 2020-10-20 05:39:50,119 - mmaction - INFO - Epoch [71][480/792] lr: 7.500e-04, eta: 13:31:48, time: 1.043, data_time: 0.030, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9344, loss_cls: 0.7592, loss: 0.7592, grad_norm: 5.9048, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6370, loss/aux0: 0.6370 2020-10-20 05:39:51,973 - mmaction - INFO - Epoch [71][480/792] lr: 7.500e-04, eta: 13:31:57, time: 1.044, data_time: 0.004, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9344, loss_cls: 0.7592, loss: 0.7592, grad_norm: 5.9126, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6525, loss/aux0: 0.6525 2020-10-20 05:40:32,172 - mmaction - INFO - Epoch [71][500/792] lr: 7.500e-04, eta: 13:31:07, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9271, loss_cls: 0.8003, loss: 0.8003, grad_norm: 5.7656, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5914, loss/aux0: 0.5914 2020-10-20 05:40:33,819 - mmaction - INFO - Epoch [71][500/792] lr: 7.500e-04, eta: 13:31:16, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.7823, top5_acc: 0.9271, loss_cls: 0.8003, loss: 0.8003, grad_norm: 5.5937, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5715, loss/aux0: 0.5715 2020-10-20 05:41:13,057 - mmaction - INFO - Epoch [71][520/792] lr: 7.500e-04, eta: 13:30:25, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9255, loss_cls: 0.8175, loss: 0.8175, grad_norm: 5.5149, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6006, loss/aux0: 0.6006 2020-10-20 05:41:14,880 - mmaction - INFO - Epoch [71][520/792] lr: 7.500e-04, eta: 13:30:33, time: 0.974, data_time: 0.003, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9255, loss_cls: 0.8175, loss: 0.8175, grad_norm: 5.5080, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-20 05:41:54,260 - mmaction - INFO - Epoch [71][540/792] lr: 7.500e-04, eta: 13:29:43, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9240, loss_cls: 0.7656, loss: 0.7656, grad_norm: 5.6350, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5922, loss/aux0: 0.5922 2020-10-20 05:41:57,825 - mmaction - INFO - Epoch [71][540/792] lr: 7.500e-04, eta: 13:29:52, time: 1.115, data_time: 0.002, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9240, loss_cls: 0.7656, loss: 0.7656, grad_norm: 5.6288, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-20 05:42:35,378 - mmaction - INFO - Epoch [71][560/792] lr: 7.500e-04, eta: 13:29:01, time: 0.961, data_time: 0.032, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9266, loss_cls: 0.8193, loss: 0.8193, grad_norm: 5.7933, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5905, loss/aux0: 0.5905 2020-10-20 05:42:37,787 - mmaction - INFO - Epoch [71][560/792] lr: 7.500e-04, eta: 13:29:09, time: 1.030, data_time: 0.034, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9266, loss_cls: 0.8193, loss: 0.8193, grad_norm: 5.7535, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5883, loss/aux0: 0.5883 2020-10-20 05:43:17,289 - mmaction - INFO - Epoch [71][580/792] lr: 7.500e-04, eta: 13:28:18, time: 0.988, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9339, loss_cls: 0.7813, loss: 0.7813, grad_norm: 5.3707, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5901, loss/aux0: 0.5901 2020-10-20 05:43:17,875 - mmaction - INFO - Epoch [71][580/792] lr: 7.500e-04, eta: 13:28:26, time: 0.989, data_time: 0.001, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9339, loss_cls: 0.7813, loss: 0.7813, grad_norm: 5.3634, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5816, loss/aux0: 0.5816 2020-10-20 05:43:58,050 - mmaction - INFO - Epoch [71][600/792] lr: 7.500e-04, eta: 13:27:36, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9240, loss_cls: 0.8132, loss: 0.8132, grad_norm: 5.6052, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5697, loss/aux0: 0.5697 2020-10-20 05:43:58,661 - mmaction - INFO - Epoch [71][600/792] lr: 7.500e-04, eta: 13:27:44, time: 1.020, data_time: 0.003, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9240, loss_cls: 0.8132, loss: 0.8132, grad_norm: 5.5569, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5800, loss/aux0: 0.5800 2020-10-20 05:44:41,282 - mmaction - INFO - Epoch [71][620/792] lr: 7.500e-04, eta: 13:26:54, time: 1.071, data_time: 0.444, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9141, loss_cls: 0.8227, loss: 0.8227, grad_norm: 5.3936, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5592, loss/aux0: 0.5592 2020-10-20 05:44:42,193 - mmaction - INFO - Epoch [71][620/792] lr: 7.500e-04, eta: 13:27:03, time: 1.087, data_time: 0.447, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9141, loss_cls: 0.8227, loss: 0.8227, grad_norm: 5.3353, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5506, loss/aux0: 0.5506 2020-10-20 05:45:25,734 - mmaction - INFO - Epoch [71][640/792] lr: 7.500e-04, eta: 13:26:13, time: 1.159, data_time: 0.008, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9318, loss_cls: 0.7562, loss: 0.7562, grad_norm: 5.7384, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5464, loss/aux0: 0.5464 2020-10-20 05:45:28,026 - mmaction - INFO - Epoch [71][640/792] lr: 7.500e-04, eta: 13:26:23, time: 1.175, data_time: 0.010, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9318, loss_cls: 0.7562, loss: 0.7562, grad_norm: 5.7623, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5546, loss/aux0: 0.5546 2020-10-20 05:46:05,595 - mmaction - INFO - Epoch [71][660/792] lr: 7.500e-04, eta: 13:25:32, time: 0.984, data_time: 0.267, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9214, loss_cls: 0.8468, loss: 0.8468, grad_norm: 5.3548, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5705, loss/aux0: 0.5705 2020-10-20 05:46:07,175 - mmaction - INFO - Epoch [71][660/792] lr: 7.500e-04, eta: 13:25:40, time: 1.000, data_time: 0.270, memory: 8335, top1_acc: 0.7781, top5_acc: 0.9214, loss_cls: 0.8468, loss: 0.8468, grad_norm: 5.5177, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5803, loss/aux0: 0.5803 2020-10-20 05:46:51,653 - mmaction - INFO - Epoch [71][680/792] lr: 7.500e-04, eta: 13:24:50, time: 1.119, data_time: 0.007, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9286, loss_cls: 0.8082, loss: 0.8082, grad_norm: 5.7944, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6226, loss/aux0: 0.6226 2020-10-20 05:46:52,241 - mmaction - INFO - Epoch [71][680/792] lr: 7.500e-04, eta: 13:25:00, time: 1.118, data_time: 0.009, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9286, loss_cls: 0.8082, loss: 0.8082, grad_norm: 5.8013, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6087, loss/aux0: 0.6087 2020-10-20 05:47:31,675 - mmaction - INFO - Epoch [71][700/792] lr: 7.500e-04, eta: 13:24:09, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9302, loss_cls: 0.7827, loss: 0.7827, grad_norm: 5.4464, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5589, loss/aux0: 0.5589 2020-10-20 05:47:34,632 - mmaction - INFO - Epoch [71][700/792] lr: 7.500e-04, eta: 13:24:18, time: 1.145, data_time: 0.003, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9302, loss_cls: 0.7827, loss: 0.7827, grad_norm: 5.4079, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5647, loss/aux0: 0.5647 2020-10-20 05:48:13,842 - mmaction - INFO - Epoch [71][720/792] lr: 7.500e-04, eta: 13:23:28, time: 1.070, data_time: 0.000, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9224, loss_cls: 0.8398, loss: 0.8398, grad_norm: 5.5461, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5714, loss/aux0: 0.5714 2020-10-20 05:48:15,431 - mmaction - INFO - Epoch [71][720/792] lr: 7.500e-04, eta: 13:23:37, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9224, loss_cls: 0.8398, loss: 0.8398, grad_norm: 5.6276, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5788, loss/aux0: 0.5788 2020-10-20 05:48:58,702 - mmaction - INFO - Epoch [71][740/792] lr: 7.500e-04, eta: 13:22:47, time: 1.153, data_time: 0.000, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9167, loss_cls: 0.8411, loss: 0.8411, grad_norm: 5.8429, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6248, loss/aux0: 0.6248 2020-10-20 05:49:01,037 - mmaction - INFO - Epoch [71][740/792] lr: 7.500e-04, eta: 13:22:57, time: 1.193, data_time: 0.002, memory: 8335, top1_acc: 0.7828, top5_acc: 0.9167, loss_cls: 0.8411, loss: 0.8411, grad_norm: 5.9077, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6200, loss/aux0: 0.6200 2020-10-20 05:49:40,277 - mmaction - INFO - Epoch [71][760/792] lr: 7.500e-04, eta: 13:22:07, time: 1.126, data_time: 0.000, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9266, loss_cls: 0.7972, loss: 0.7972, grad_norm: 5.6381, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5794, loss/aux0: 0.5794 2020-10-20 05:49:43,384 - mmaction - INFO - Epoch [71][760/792] lr: 7.500e-04, eta: 13:22:17, time: 1.156, data_time: 0.003, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9266, loss_cls: 0.7972, loss: 0.7972, grad_norm: 5.6419, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5757, loss/aux0: 0.5757 2020-10-20 05:50:23,345 - mmaction - INFO - Epoch [71][780/792] lr: 7.500e-04, eta: 13:21:27, time: 1.112, data_time: 0.169, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9422, loss_cls: 0.7148, loss: 0.7148, grad_norm: 5.4411, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5158, loss/aux0: 0.5158 2020-10-20 05:50:23,948 - mmaction - INFO - Epoch [71][780/792] lr: 7.500e-04, eta: 13:21:36, time: 1.076, data_time: 0.170, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9422, loss_cls: 0.7148, loss: 0.7148, grad_norm: 5.4477, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5276, loss/aux0: 0.5276 2020-10-20 05:50:50,167 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-10-20 05:54:00,602 - mmaction - INFO - Epoch [72][20/792] lr: 7.500e-04, eta: 13:20:10, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.8018, loss: 0.8018, grad_norm: 5.6685, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-20 05:54:01,205 - mmaction - INFO - Epoch [72][20/792] lr: 7.500e-04, eta: 13:20:18, time: 1.013, data_time: 0.003, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9297, loss_cls: 0.8018, loss: 0.8018, grad_norm: 5.6440, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6063, loss/aux0: 0.6063 2020-10-20 05:54:44,522 - mmaction - INFO - Epoch [72][40/792] lr: 7.500e-04, eta: 13:19:29, time: 1.171, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9385, loss_cls: 0.7226, loss: 0.7226, grad_norm: 5.5456, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5728, loss/aux0: 0.5728 2020-10-20 05:54:45,148 - mmaction - INFO - Epoch [72][40/792] lr: 7.500e-04, eta: 13:19:39, time: 1.174, data_time: 0.005, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9385, loss_cls: 0.7226, loss: 0.7226, grad_norm: 5.5658, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5784, loss/aux0: 0.5784 2020-10-20 05:55:25,075 - mmaction - INFO - Epoch [72][60/792] lr: 7.500e-04, eta: 13:18:48, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9313, loss_cls: 0.7465, loss: 0.7465, grad_norm: 5.4774, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.6029, loss/aux0: 0.6029 2020-10-20 05:55:25,660 - mmaction - INFO - Epoch [72][60/792] lr: 7.500e-04, eta: 13:18:56, time: 1.024, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9313, loss_cls: 0.7465, loss: 0.7465, grad_norm: 5.4823, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-20 05:56:07,497 - mmaction - INFO - Epoch [72][80/792] lr: 7.500e-04, eta: 13:18:07, time: 1.114, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9349, loss_cls: 0.7806, loss: 0.7806, grad_norm: 5.7035, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6007, loss/aux0: 0.6007 2020-10-20 05:56:08,677 - mmaction - INFO - Epoch [72][80/792] lr: 7.500e-04, eta: 13:18:15, time: 1.100, data_time: 0.002, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9349, loss_cls: 0.7806, loss: 0.7806, grad_norm: 5.7427, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6062, loss/aux0: 0.6062 2020-10-20 05:56:51,611 - mmaction - INFO - Epoch [72][100/792] lr: 7.500e-04, eta: 13:17:25, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9323, loss_cls: 0.7932, loss: 0.7932, grad_norm: 5.7546, top1_acc/aux0: 0.8260, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.6025, loss/aux0: 0.6025 2020-10-20 05:56:52,277 - mmaction - INFO - Epoch [72][100/792] lr: 7.500e-04, eta: 13:17:34, time: 1.043, data_time: 0.003, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9323, loss_cls: 0.7932, loss: 0.7932, grad_norm: 5.7907, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6095, loss/aux0: 0.6095 2020-10-20 05:57:33,698 - mmaction - INFO - Epoch [72][120/792] lr: 7.500e-04, eta: 13:16:43, time: 1.060, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9339, loss_cls: 0.7866, loss: 0.7866, grad_norm: 5.5523, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6480, loss/aux0: 0.6480 2020-10-20 05:57:34,290 - mmaction - INFO - Epoch [72][120/792] lr: 7.500e-04, eta: 13:16:52, time: 1.028, data_time: 0.002, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9339, loss_cls: 0.7866, loss: 0.7866, grad_norm: 5.4598, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6316, loss/aux0: 0.6316 2020-10-20 05:58:15,807 - mmaction - INFO - Epoch [72][140/792] lr: 7.500e-04, eta: 13:16:01, time: 1.022, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9281, loss_cls: 0.7486, loss: 0.7486, grad_norm: 5.4748, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5647, loss/aux0: 0.5647 2020-10-20 05:58:16,417 - mmaction - INFO - Epoch [72][140/792] lr: 7.500e-04, eta: 13:16:09, time: 1.025, data_time: 0.003, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9281, loss_cls: 0.7486, loss: 0.7486, grad_norm: 5.4238, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5677, loss/aux0: 0.5677 2020-10-20 05:58:57,748 - mmaction - INFO - Epoch [72][160/792] lr: 7.500e-04, eta: 13:15:19, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9417, loss_cls: 0.7439, loss: 0.7439, grad_norm: 5.6318, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5734, loss/aux0: 0.5734 2020-10-20 05:58:58,334 - mmaction - INFO - Epoch [72][160/792] lr: 7.500e-04, eta: 13:15:28, time: 1.067, data_time: 0.001, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9417, loss_cls: 0.7439, loss: 0.7439, grad_norm: 5.6471, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5842, loss/aux0: 0.5842 2020-10-20 05:59:39,405 - mmaction - INFO - Epoch [72][180/792] lr: 7.500e-04, eta: 13:14:38, time: 1.051, data_time: 0.193, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9286, loss_cls: 0.7495, loss: 0.7495, grad_norm: 5.6550, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6512, loss/aux0: 0.6512 2020-10-20 05:59:41,144 - mmaction - INFO - Epoch [72][180/792] lr: 7.500e-04, eta: 13:14:46, time: 1.080, data_time: 0.195, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9286, loss_cls: 0.7495, loss: 0.7495, grad_norm: 5.6941, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6512, loss/aux0: 0.6512 2020-10-20 06:00:27,977 - mmaction - INFO - Epoch [72][200/792] lr: 7.500e-04, eta: 13:13:58, time: 1.306, data_time: 0.108, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9370, loss_cls: 0.7356, loss: 0.7356, grad_norm: 5.7307, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-20 06:00:28,665 - mmaction - INFO - Epoch [72][200/792] lr: 7.500e-04, eta: 13:14:09, time: 1.315, data_time: 0.118, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9370, loss_cls: 0.7356, loss: 0.7356, grad_norm: 5.7128, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5957, loss/aux0: 0.5957 2020-10-20 06:01:09,833 - mmaction - INFO - Epoch [72][220/792] lr: 7.500e-04, eta: 13:13:18, time: 1.022, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9354, loss_cls: 0.7332, loss: 0.7332, grad_norm: 5.5553, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5948, loss/aux0: 0.5948 2020-10-20 06:01:10,490 - mmaction - INFO - Epoch [72][220/792] lr: 7.500e-04, eta: 13:13:27, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9354, loss_cls: 0.7332, loss: 0.7332, grad_norm: 5.5536, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5829, loss/aux0: 0.5829 2020-10-20 06:01:51,027 - mmaction - INFO - Epoch [72][240/792] lr: 7.500e-04, eta: 13:12:36, time: 1.037, data_time: 0.075, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9333, loss_cls: 0.7925, loss: 0.7925, grad_norm: 5.8016, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6031, loss/aux0: 0.6031 2020-10-20 06:01:53,759 - mmaction - INFO - Epoch [72][240/792] lr: 7.500e-04, eta: 13:12:45, time: 1.058, data_time: 0.129, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9333, loss_cls: 0.7925, loss: 0.7925, grad_norm: 5.7842, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6168, loss/aux0: 0.6168 2020-10-20 06:02:34,637 - mmaction - INFO - Epoch [72][260/792] lr: 7.500e-04, eta: 13:11:55, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9292, loss_cls: 0.7690, loss: 0.7690, grad_norm: 5.2879, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5844, loss/aux0: 0.5844 2020-10-20 06:02:36,615 - mmaction - INFO - Epoch [72][260/792] lr: 7.500e-04, eta: 13:12:03, time: 1.041, data_time: 0.003, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9292, loss_cls: 0.7690, loss: 0.7690, grad_norm: 5.3934, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5765, loss/aux0: 0.5765 2020-10-20 06:03:15,651 - mmaction - INFO - Epoch [72][280/792] lr: 7.500e-04, eta: 13:11:13, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9187, loss_cls: 0.8470, loss: 0.8470, grad_norm: 5.9607, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6268, loss/aux0: 0.6268 2020-10-20 06:03:18,923 - mmaction - INFO - Epoch [72][280/792] lr: 7.500e-04, eta: 13:11:21, time: 1.087, data_time: 0.003, memory: 8335, top1_acc: 0.7818, top5_acc: 0.9187, loss_cls: 0.8470, loss: 0.8470, grad_norm: 5.9670, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6292, loss/aux0: 0.6292 2020-10-20 06:03:57,947 - mmaction - INFO - Epoch [72][300/792] lr: 7.500e-04, eta: 13:10:31, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9297, loss_cls: 0.7571, loss: 0.7571, grad_norm: 5.5026, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6714, loss/aux0: 0.6714 2020-10-20 06:04:01,064 - mmaction - INFO - Epoch [72][300/792] lr: 7.500e-04, eta: 13:10:40, time: 1.055, data_time: 0.003, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9297, loss_cls: 0.7571, loss: 0.7571, grad_norm: 5.5604, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.6772, loss/aux0: 0.6772 2020-10-20 06:04:41,268 - mmaction - INFO - Epoch [72][320/792] lr: 7.500e-04, eta: 13:09:49, time: 1.025, data_time: 0.001, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9302, loss_cls: 0.7897, loss: 0.7897, grad_norm: 5.5270, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5802, loss/aux0: 0.5802 2020-10-20 06:04:41,887 - mmaction - INFO - Epoch [72][320/792] lr: 7.500e-04, eta: 13:09:57, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9302, loss_cls: 0.7897, loss: 0.7897, grad_norm: 5.4820, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5722, loss/aux0: 0.5722 2020-10-20 06:05:23,075 - mmaction - INFO - Epoch [72][340/792] lr: 7.500e-04, eta: 13:09:07, time: 0.978, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9297, loss_cls: 0.7630, loss: 0.7630, grad_norm: 5.8226, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6083, loss/aux0: 0.6083 2020-10-20 06:05:23,708 - mmaction - INFO - Epoch [72][340/792] lr: 7.500e-04, eta: 13:09:14, time: 0.980, data_time: 0.003, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9297, loss_cls: 0.7630, loss: 0.7630, grad_norm: 5.8938, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-20 06:06:04,121 - mmaction - INFO - Epoch [72][360/792] lr: 7.500e-04, eta: 13:08:23, time: 0.940, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9354, loss_cls: 0.7678, loss: 0.7678, grad_norm: 5.4892, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6142, loss/aux0: 0.6142 2020-10-20 06:06:05,363 - mmaction - INFO - Epoch [72][360/792] lr: 7.500e-04, eta: 13:08:31, time: 0.973, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9354, loss_cls: 0.7678, loss: 0.7678, grad_norm: 5.4686, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6173, loss/aux0: 0.6173 2020-10-20 06:06:51,173 - mmaction - INFO - Epoch [72][380/792] lr: 7.500e-04, eta: 13:07:43, time: 1.272, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9214, loss_cls: 0.8072, loss: 0.8072, grad_norm: 5.5342, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5551, loss/aux0: 0.5551 2020-10-20 06:06:51,820 - mmaction - INFO - Epoch [72][380/792] lr: 7.500e-04, eta: 13:07:52, time: 1.199, data_time: 0.005, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9214, loss_cls: 0.8072, loss: 0.8072, grad_norm: 5.4886, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5431, loss/aux0: 0.5431 2020-10-20 06:07:36,207 - mmaction - INFO - Epoch [72][400/792] lr: 7.500e-04, eta: 13:07:03, time: 1.200, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9245, loss_cls: 0.7866, loss: 0.7866, grad_norm: 5.8864, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-20 06:07:36,840 - mmaction - INFO - Epoch [72][400/792] lr: 7.500e-04, eta: 13:07:13, time: 1.198, data_time: 0.002, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9245, loss_cls: 0.7866, loss: 0.7866, grad_norm: 5.8096, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6193, loss/aux0: 0.6193 2020-10-20 06:08:21,623 - mmaction - INFO - Epoch [72][420/792] lr: 7.500e-04, eta: 13:06:23, time: 1.133, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9354, loss_cls: 0.7836, loss: 0.7836, grad_norm: 5.7555, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6189, loss/aux0: 0.6189 2020-10-20 06:08:22,233 - mmaction - INFO - Epoch [72][420/792] lr: 7.500e-04, eta: 13:06:32, time: 1.135, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9354, loss_cls: 0.7836, loss: 0.7836, grad_norm: 5.7567, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6237, loss/aux0: 0.6237 2020-10-20 06:09:06,316 - mmaction - INFO - Epoch [72][440/792] lr: 7.500e-04, eta: 13:05:43, time: 1.160, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9427, loss_cls: 0.7603, loss: 0.7603, grad_norm: 5.3221, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5295, loss/aux0: 0.5295 2020-10-20 06:09:06,933 - mmaction - INFO - Epoch [72][440/792] lr: 7.500e-04, eta: 13:05:52, time: 1.163, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9427, loss_cls: 0.7603, loss: 0.7603, grad_norm: 5.3552, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5323, loss/aux0: 0.5323 2020-10-20 06:09:52,732 - mmaction - INFO - Epoch [72][460/792] lr: 7.500e-04, eta: 13:05:03, time: 1.187, data_time: 0.000, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9125, loss_cls: 0.8710, loss: 0.8710, grad_norm: 5.7981, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-20 06:09:53,357 - mmaction - INFO - Epoch [72][460/792] lr: 7.500e-04, eta: 13:05:13, time: 1.190, data_time: 0.005, memory: 8335, top1_acc: 0.7760, top5_acc: 0.9125, loss_cls: 0.8710, loss: 0.8710, grad_norm: 5.7597, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6109, loss/aux0: 0.6109 2020-10-20 06:10:37,144 - mmaction - INFO - Epoch [72][480/792] lr: 7.500e-04, eta: 13:04:23, time: 1.134, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9365, loss_cls: 0.7536, loss: 0.7536, grad_norm: 5.5295, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5695, loss/aux0: 0.5695 2020-10-20 06:10:37,731 - mmaction - INFO - Epoch [72][480/792] lr: 7.500e-04, eta: 13:04:32, time: 1.134, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9365, loss_cls: 0.7536, loss: 0.7536, grad_norm: 5.4743, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5599, loss/aux0: 0.5599 2020-10-20 06:11:18,899 - mmaction - INFO - Epoch [72][500/792] lr: 7.500e-04, eta: 13:03:42, time: 1.020, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9281, loss_cls: 0.7830, loss: 0.7830, grad_norm: 5.2418, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5352, loss/aux0: 0.5352 2020-10-20 06:11:19,503 - mmaction - INFO - Epoch [72][500/792] lr: 7.500e-04, eta: 13:03:50, time: 1.022, data_time: 0.003, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9281, loss_cls: 0.7830, loss: 0.7830, grad_norm: 5.2764, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5510, loss/aux0: 0.5510 2020-10-20 06:12:05,026 - mmaction - INFO - Epoch [72][520/792] lr: 7.500e-04, eta: 13:03:01, time: 1.175, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9354, loss_cls: 0.7762, loss: 0.7762, grad_norm: 5.5613, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5750, loss/aux0: 0.5750 2020-10-20 06:12:05,622 - mmaction - INFO - Epoch [72][520/792] lr: 7.500e-04, eta: 13:03:10, time: 1.176, data_time: 0.003, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9354, loss_cls: 0.7762, loss: 0.7762, grad_norm: 5.5374, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5732, loss/aux0: 0.5732 2020-10-20 06:12:51,172 - mmaction - INFO - Epoch [72][540/792] lr: 7.500e-04, eta: 13:02:22, time: 1.238, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9328, loss_cls: 0.7598, loss: 0.7598, grad_norm: 5.6777, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5665, loss/aux0: 0.5665 2020-10-20 06:12:51,803 - mmaction - INFO - Epoch [72][540/792] lr: 7.500e-04, eta: 13:02:31, time: 1.242, data_time: 0.005, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9328, loss_cls: 0.7598, loss: 0.7598, grad_norm: 5.5878, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5643, loss/aux0: 0.5643 2020-10-20 06:13:35,462 - mmaction - INFO - Epoch [72][560/792] lr: 7.500e-04, eta: 13:01:42, time: 1.091, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9333, loss_cls: 0.7195, loss: 0.7195, grad_norm: 5.3504, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5829, loss/aux0: 0.5829 2020-10-20 06:13:36,066 - mmaction - INFO - Epoch [72][560/792] lr: 7.500e-04, eta: 13:01:50, time: 1.092, data_time: 0.003, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9333, loss_cls: 0.7195, loss: 0.7195, grad_norm: 5.3766, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5879, loss/aux0: 0.5879 2020-10-20 06:14:16,890 - mmaction - INFO - Epoch [72][580/792] lr: 7.500e-04, eta: 13:01:00, time: 1.009, data_time: 0.055, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9203, loss_cls: 0.8426, loss: 0.8426, grad_norm: 5.5307, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6319, loss/aux0: 0.6319 2020-10-20 06:14:19,576 - mmaction - INFO - Epoch [72][580/792] lr: 7.500e-04, eta: 13:01:08, time: 1.082, data_time: 0.120, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9203, loss_cls: 0.8426, loss: 0.8426, grad_norm: 5.4685, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6313, loss/aux0: 0.6313 2020-10-20 06:15:01,597 - mmaction - INFO - Epoch [72][600/792] lr: 7.500e-04, eta: 13:00:19, time: 1.088, data_time: 0.000, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9208, loss_cls: 0.8369, loss: 0.8369, grad_norm: 5.4807, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5701, loss/aux0: 0.5701 2020-10-20 06:15:02,186 - mmaction - INFO - Epoch [72][600/792] lr: 7.500e-04, eta: 13:00:27, time: 1.089, data_time: 0.002, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9208, loss_cls: 0.8369, loss: 0.8369, grad_norm: 5.5103, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5672, loss/aux0: 0.5672 2020-10-20 06:15:44,285 - mmaction - INFO - Epoch [72][620/792] lr: 7.500e-04, eta: 12:59:36, time: 0.955, data_time: 0.110, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9365, loss_cls: 0.7374, loss: 0.7374, grad_norm: 5.5624, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5946, loss/aux0: 0.5946 2020-10-20 06:15:48,322 - mmaction - INFO - Epoch [72][620/792] lr: 7.500e-04, eta: 12:59:45, time: 1.128, data_time: 0.225, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9365, loss_cls: 0.7374, loss: 0.7374, grad_norm: 5.5431, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.6021, loss/aux0: 0.6021 2020-10-20 06:16:28,656 - mmaction - INFO - Epoch [72][640/792] lr: 7.500e-04, eta: 12:58:55, time: 1.014, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9198, loss_cls: 0.8127, loss: 0.8127, grad_norm: 5.6062, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-20 06:16:31,268 - mmaction - INFO - Epoch [72][640/792] lr: 7.500e-04, eta: 12:59:03, time: 1.053, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9198, loss_cls: 0.8127, loss: 0.8127, grad_norm: 5.6185, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5940, loss/aux0: 0.5940 2020-10-20 06:17:10,399 - mmaction - INFO - Epoch [72][660/792] lr: 7.500e-04, eta: 12:58:13, time: 1.028, data_time: 0.030, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9276, loss_cls: 0.8116, loss: 0.8116, grad_norm: 5.9666, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5900, loss/aux0: 0.5900 2020-10-20 06:17:13,428 - mmaction - INFO - Epoch [72][660/792] lr: 7.500e-04, eta: 12:58:21, time: 1.068, data_time: 0.033, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9276, loss_cls: 0.8116, loss: 0.8116, grad_norm: 6.0026, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5766, loss/aux0: 0.5766 2020-10-20 06:17:54,595 - mmaction - INFO - Epoch [72][680/792] lr: 7.500e-04, eta: 12:57:32, time: 1.097, data_time: 0.027, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9422, loss_cls: 0.7335, loss: 0.7335, grad_norm: 5.6613, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5535, loss/aux0: 0.5535 2020-10-20 06:17:55,751 - mmaction - INFO - Epoch [72][680/792] lr: 7.500e-04, eta: 12:57:40, time: 1.034, data_time: 0.011, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9422, loss_cls: 0.7335, loss: 0.7335, grad_norm: 5.5904, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5474, loss/aux0: 0.5474 2020-10-20 06:18:35,696 - mmaction - INFO - Epoch [72][700/792] lr: 7.500e-04, eta: 12:56:50, time: 1.081, data_time: 0.099, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9307, loss_cls: 0.7749, loss: 0.7749, grad_norm: 5.3281, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5408, loss/aux0: 0.5408 2020-10-20 06:18:36,301 - mmaction - INFO - Epoch [72][700/792] lr: 7.500e-04, eta: 12:56:58, time: 1.042, data_time: 0.060, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9307, loss_cls: 0.7749, loss: 0.7749, grad_norm: 5.4140, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5539, loss/aux0: 0.5539 2020-10-20 06:19:22,366 - mmaction - INFO - Epoch [72][720/792] lr: 7.500e-04, eta: 12:56:09, time: 1.138, data_time: 0.000, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9271, loss_cls: 0.8053, loss: 0.8053, grad_norm: 5.8033, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6158, loss/aux0: 0.6158 2020-10-20 06:19:22,968 - mmaction - INFO - Epoch [72][720/792] lr: 7.500e-04, eta: 12:56:18, time: 1.136, data_time: 0.003, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9271, loss_cls: 0.8053, loss: 0.8053, grad_norm: 5.8451, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6242, loss/aux0: 0.6242 2020-10-20 06:20:01,893 - mmaction - INFO - Epoch [72][740/792] lr: 7.500e-04, eta: 12:55:27, time: 1.003, data_time: 0.052, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9292, loss_cls: 0.8003, loss: 0.8003, grad_norm: 5.8238, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6720, loss/aux0: 0.6720 2020-10-20 06:20:04,375 - mmaction - INFO - Epoch [72][740/792] lr: 7.500e-04, eta: 12:55:36, time: 1.065, data_time: 0.053, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9292, loss_cls: 0.8003, loss: 0.8003, grad_norm: 5.8479, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6659, loss/aux0: 0.6659 2020-10-20 06:20:44,982 - mmaction - INFO - Epoch [72][760/792] lr: 7.500e-04, eta: 12:54:46, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9370, loss_cls: 0.7734, loss: 0.7734, grad_norm: 5.3458, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5548, loss/aux0: 0.5548 2020-10-20 06:20:46,764 - mmaction - INFO - Epoch [72][760/792] lr: 7.500e-04, eta: 12:54:54, time: 1.046, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9370, loss_cls: 0.7734, loss: 0.7734, grad_norm: 5.4399, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5569, loss/aux0: 0.5569 2020-10-20 06:21:27,528 - mmaction - INFO - Epoch [72][780/792] lr: 7.500e-04, eta: 12:54:04, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9276, loss_cls: 0.7828, loss: 0.7828, grad_norm: 5.6679, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5994, loss/aux0: 0.5994 2020-10-20 06:21:30,022 - mmaction - INFO - Epoch [72][780/792] lr: 7.500e-04, eta: 12:54:12, time: 1.081, data_time: 0.002, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9276, loss_cls: 0.7828, loss: 0.7828, grad_norm: 5.6584, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5923, loss/aux0: 0.5923 2020-10-20 06:21:58,955 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-20 06:25:03,137 - mmaction - INFO - Epoch [73][20/792] lr: 7.500e-04, eta: 12:52:47, time: 1.017, data_time: 0.312, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9276, loss_cls: 0.7927, loss: 0.7927, grad_norm: 5.7722, top1_acc/aux0: 0.8476, top5_acc/aux0: 0.9666, loss_cls/aux0: 0.5565, loss/aux0: 0.5565 2020-10-20 06:25:06,386 - mmaction - INFO - Epoch [73][20/792] lr: 7.500e-04, eta: 12:52:56, time: 1.151, data_time: 0.315, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9276, loss_cls: 0.7927, loss: 0.7927, grad_norm: 5.7569, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5530, loss/aux0: 0.5530 2020-10-20 06:25:45,736 - mmaction - INFO - Epoch [73][40/792] lr: 7.500e-04, eta: 12:52:06, time: 1.010, data_time: 0.249, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7412, loss: 0.7412, grad_norm: 5.5911, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5504, loss/aux0: 0.5504 2020-10-20 06:25:47,001 - mmaction - INFO - Epoch [73][40/792] lr: 7.500e-04, eta: 12:52:14, time: 1.042, data_time: 0.251, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9422, loss_cls: 0.7412, loss: 0.7412, grad_norm: 5.5728, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5567, loss/aux0: 0.5567 2020-10-20 06:26:29,370 - mmaction - INFO - Epoch [73][60/792] lr: 7.500e-04, eta: 12:51:24, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9328, loss_cls: 0.7881, loss: 0.7881, grad_norm: 5.6839, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6131, loss/aux0: 0.6131 2020-10-20 06:26:29,962 - mmaction - INFO - Epoch [73][60/792] lr: 7.500e-04, eta: 12:51:32, time: 1.088, data_time: 0.001, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9328, loss_cls: 0.7881, loss: 0.7881, grad_norm: 5.6444, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6148, loss/aux0: 0.6148 2020-10-20 06:27:09,840 - mmaction - INFO - Epoch [73][80/792] lr: 7.500e-04, eta: 12:50:42, time: 0.975, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9359, loss_cls: 0.7279, loss: 0.7279, grad_norm: 5.5255, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-20 06:27:11,922 - mmaction - INFO - Epoch [73][80/792] lr: 7.500e-04, eta: 12:50:50, time: 1.005, data_time: 0.001, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9359, loss_cls: 0.7279, loss: 0.7279, grad_norm: 5.5726, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5995, loss/aux0: 0.5995 2020-10-20 06:27:50,781 - mmaction - INFO - Epoch [73][100/792] lr: 7.500e-04, eta: 12:50:00, time: 1.026, data_time: 0.033, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9302, loss_cls: 0.7589, loss: 0.7589, grad_norm: 5.7399, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5820, loss/aux0: 0.5820 2020-10-20 06:27:53,465 - mmaction - INFO - Epoch [73][100/792] lr: 7.500e-04, eta: 12:50:08, time: 1.093, data_time: 0.034, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9302, loss_cls: 0.7589, loss: 0.7589, grad_norm: 5.7584, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5874, loss/aux0: 0.5874 2020-10-20 06:28:33,767 - mmaction - INFO - Epoch [73][120/792] lr: 7.500e-04, eta: 12:49:18, time: 0.972, data_time: 0.397, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9312, loss_cls: 0.7778, loss: 0.7778, grad_norm: 5.8306, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5624, loss/aux0: 0.5624 2020-10-20 06:28:35,216 - mmaction - INFO - Epoch [73][120/792] lr: 7.500e-04, eta: 12:49:25, time: 0.972, data_time: 0.396, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9312, loss_cls: 0.7778, loss: 0.7778, grad_norm: 5.7694, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5677, loss/aux0: 0.5677 2020-10-20 06:29:14,611 - mmaction - INFO - Epoch [73][140/792] lr: 7.500e-04, eta: 12:48:35, time: 1.011, data_time: 0.290, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9203, loss_cls: 0.7750, loss: 0.7750, grad_norm: 5.5328, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5922, loss/aux0: 0.5922 2020-10-20 06:29:15,360 - mmaction - INFO - Epoch [73][140/792] lr: 7.500e-04, eta: 12:48:42, time: 0.971, data_time: 0.272, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9203, loss_cls: 0.7750, loss: 0.7750, grad_norm: 5.5937, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5869, loss/aux0: 0.5869 2020-10-20 06:29:52,907 - mmaction - INFO - Epoch [73][160/792] lr: 7.500e-04, eta: 12:47:52, time: 1.011, data_time: 0.097, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9401, loss_cls: 0.7383, loss: 0.7383, grad_norm: 5.7421, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-20 06:29:55,045 - mmaction - INFO - Epoch [73][160/792] lr: 7.500e-04, eta: 12:48:00, time: 1.026, data_time: 0.176, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9401, loss_cls: 0.7383, loss: 0.7383, grad_norm: 5.7255, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6168, loss/aux0: 0.6168 2020-10-20 06:30:35,484 - mmaction - INFO - Epoch [73][180/792] lr: 7.500e-04, eta: 12:47:10, time: 0.984, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9370, loss_cls: 0.7064, loss: 0.7064, grad_norm: 5.5623, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-20 06:30:36,165 - mmaction - INFO - Epoch [73][180/792] lr: 7.500e-04, eta: 12:47:17, time: 0.988, data_time: 0.003, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9370, loss_cls: 0.7064, loss: 0.7064, grad_norm: 5.5925, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6159, loss/aux0: 0.6159 2020-10-20 06:31:19,491 - mmaction - INFO - Epoch [73][200/792] lr: 7.500e-04, eta: 12:46:27, time: 1.057, data_time: 0.472, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9281, loss_cls: 0.8189, loss: 0.8189, grad_norm: 5.9477, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-20 06:31:20,101 - mmaction - INFO - Epoch [73][200/792] lr: 7.500e-04, eta: 12:46:36, time: 1.059, data_time: 0.475, memory: 8335, top1_acc: 0.7812, top5_acc: 0.9281, loss_cls: 0.8189, loss: 0.8189, grad_norm: 5.9785, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5992, loss/aux0: 0.5992 2020-10-20 06:32:01,452 - mmaction - INFO - Epoch [73][220/792] lr: 7.500e-04, eta: 12:45:46, time: 1.027, data_time: 0.451, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9328, loss_cls: 0.8247, loss: 0.8247, grad_norm: 5.8848, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5699, loss/aux0: 0.5699 2020-10-20 06:32:02,042 - mmaction - INFO - Epoch [73][220/792] lr: 7.500e-04, eta: 12:45:53, time: 1.027, data_time: 0.453, memory: 8335, top1_acc: 0.7839, top5_acc: 0.9328, loss_cls: 0.8247, loss: 0.8247, grad_norm: 5.9048, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5642, loss/aux0: 0.5642 2020-10-20 06:32:42,821 - mmaction - INFO - Epoch [73][240/792] lr: 7.500e-04, eta: 12:45:04, time: 1.064, data_time: 0.269, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9286, loss_cls: 0.7918, loss: 0.7918, grad_norm: 5.6428, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5243, loss/aux0: 0.5243 2020-10-20 06:32:45,489 - mmaction - INFO - Epoch [73][240/792] lr: 7.500e-04, eta: 12:45:12, time: 1.134, data_time: 0.272, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9286, loss_cls: 0.7918, loss: 0.7918, grad_norm: 5.6218, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5224, loss/aux0: 0.5224 2020-10-20 06:33:26,418 - mmaction - INFO - Epoch [73][260/792] lr: 7.500e-04, eta: 12:44:22, time: 1.041, data_time: 0.001, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9307, loss_cls: 0.7891, loss: 0.7891, grad_norm: 5.6766, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5565, loss/aux0: 0.5565 2020-10-20 06:33:28,909 - mmaction - INFO - Epoch [73][260/792] lr: 7.500e-04, eta: 12:44:31, time: 1.085, data_time: 0.002, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9307, loss_cls: 0.7891, loss: 0.7891, grad_norm: 5.7414, top1_acc/aux0: 0.8563, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5557, loss/aux0: 0.5557 2020-10-20 06:34:10,518 - mmaction - INFO - Epoch [73][280/792] lr: 7.500e-04, eta: 12:43:42, time: 1.176, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9370, loss_cls: 0.7636, loss: 0.7636, grad_norm: 5.8385, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5905, loss/aux0: 0.5905 2020-10-20 06:34:13,372 - mmaction - INFO - Epoch [73][280/792] lr: 7.500e-04, eta: 12:43:50, time: 1.110, data_time: 0.004, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9370, loss_cls: 0.7636, loss: 0.7636, grad_norm: 5.8316, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-20 06:34:53,296 - mmaction - INFO - Epoch [73][300/792] lr: 7.500e-04, eta: 12:43:01, time: 1.056, data_time: 0.332, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9260, loss_cls: 0.7730, loss: 0.7730, grad_norm: 5.8124, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5822, loss/aux0: 0.5822 2020-10-20 06:34:53,898 - mmaction - INFO - Epoch [73][300/792] lr: 7.500e-04, eta: 12:43:09, time: 1.057, data_time: 0.334, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9260, loss_cls: 0.7730, loss: 0.7730, grad_norm: 5.7904, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5782, loss/aux0: 0.5782 2020-10-20 06:35:34,319 - mmaction - INFO - Epoch [73][320/792] lr: 7.500e-04, eta: 12:42:18, time: 0.953, data_time: 0.272, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9307, loss_cls: 0.7759, loss: 0.7759, grad_norm: 5.5118, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5722, loss/aux0: 0.5722 2020-10-20 06:35:35,215 - mmaction - INFO - Epoch [73][320/792] lr: 7.500e-04, eta: 12:42:25, time: 0.968, data_time: 0.274, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9307, loss_cls: 0.7759, loss: 0.7759, grad_norm: 5.5600, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5792, loss/aux0: 0.5792 2020-10-20 06:36:15,933 - mmaction - INFO - Epoch [73][340/792] lr: 7.500e-04, eta: 12:41:36, time: 1.057, data_time: 0.024, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9281, loss_cls: 0.8155, loss: 0.8155, grad_norm: 5.8249, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5893, loss/aux0: 0.5893 2020-10-20 06:36:17,683 - mmaction - INFO - Epoch [73][340/792] lr: 7.500e-04, eta: 12:41:44, time: 1.088, data_time: 0.026, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9281, loss_cls: 0.8155, loss: 0.8155, grad_norm: 5.8585, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5782, loss/aux0: 0.5782 2020-10-20 06:36:58,495 - mmaction - INFO - Epoch [73][360/792] lr: 7.500e-04, eta: 12:40:54, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9328, loss_cls: 0.7886, loss: 0.7886, grad_norm: 5.7577, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5584, loss/aux0: 0.5584 2020-10-20 06:37:01,196 - mmaction - INFO - Epoch [73][360/792] lr: 7.500e-04, eta: 12:41:03, time: 1.135, data_time: 0.003, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9328, loss_cls: 0.7886, loss: 0.7886, grad_norm: 5.7452, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5559, loss/aux0: 0.5559 2020-10-20 06:37:41,678 - mmaction - INFO - Epoch [73][380/792] lr: 7.500e-04, eta: 12:40:14, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9354, loss_cls: 0.7390, loss: 0.7390, grad_norm: 5.7603, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5727, loss/aux0: 0.5727 2020-10-20 06:37:42,946 - mmaction - INFO - Epoch [73][380/792] lr: 7.500e-04, eta: 12:40:22, time: 1.048, data_time: 0.004, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9354, loss_cls: 0.7390, loss: 0.7390, grad_norm: 5.6889, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5810, loss/aux0: 0.5810 2020-10-20 06:38:21,379 - mmaction - INFO - Epoch [73][400/792] lr: 7.500e-04, eta: 12:39:31, time: 1.009, data_time: 0.128, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9276, loss_cls: 0.7868, loss: 0.7868, grad_norm: 5.7130, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-20 06:38:24,138 - mmaction - INFO - Epoch [73][400/792] lr: 7.500e-04, eta: 12:39:39, time: 1.043, data_time: 0.151, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9276, loss_cls: 0.7868, loss: 0.7868, grad_norm: 5.7406, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-20 06:39:04,871 - mmaction - INFO - Epoch [73][420/792] lr: 7.500e-04, eta: 12:38:49, time: 1.021, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9380, loss_cls: 0.7396, loss: 0.7396, grad_norm: 5.5995, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5672, loss/aux0: 0.5672 2020-10-20 06:39:06,706 - mmaction - INFO - Epoch [73][420/792] lr: 7.500e-04, eta: 12:38:57, time: 0.963, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9380, loss_cls: 0.7396, loss: 0.7396, grad_norm: 5.4924, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5600, loss/aux0: 0.5600 2020-10-20 06:39:46,407 - mmaction - INFO - Epoch [73][440/792] lr: 7.500e-04, eta: 12:38:07, time: 0.997, data_time: 0.000, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9240, loss_cls: 0.8341, loss: 0.8341, grad_norm: 5.6643, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5583, loss/aux0: 0.5583 2020-10-20 06:39:48,809 - mmaction - INFO - Epoch [73][440/792] lr: 7.500e-04, eta: 12:38:15, time: 1.081, data_time: 0.002, memory: 8335, top1_acc: 0.7849, top5_acc: 0.9240, loss_cls: 0.8341, loss: 0.8341, grad_norm: 5.7796, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5661, loss/aux0: 0.5661 2020-10-20 06:40:31,843 - mmaction - INFO - Epoch [73][460/792] lr: 7.500e-04, eta: 12:37:26, time: 1.227, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9266, loss_cls: 0.7877, loss: 0.7877, grad_norm: 5.6137, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6023, loss/aux0: 0.6023 2020-10-20 06:40:34,557 - mmaction - INFO - Epoch [73][460/792] lr: 7.500e-04, eta: 12:37:35, time: 1.130, data_time: 0.003, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9266, loss_cls: 0.7877, loss: 0.7877, grad_norm: 5.6398, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-20 06:41:14,773 - mmaction - INFO - Epoch [73][480/792] lr: 7.500e-04, eta: 12:36:46, time: 1.126, data_time: 0.094, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9271, loss_cls: 0.8068, loss: 0.8068, grad_norm: 5.8036, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6055, loss/aux0: 0.6055 2020-10-20 06:41:15,396 - mmaction - INFO - Epoch [73][480/792] lr: 7.500e-04, eta: 12:36:53, time: 0.999, data_time: 0.098, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9271, loss_cls: 0.8068, loss: 0.8068, grad_norm: 5.8455, top1_acc/aux0: 0.8297, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6084, loss/aux0: 0.6084 2020-10-20 06:41:59,667 - mmaction - INFO - Epoch [73][500/792] lr: 7.500e-04, eta: 12:36:04, time: 1.138, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9312, loss_cls: 0.7729, loss: 0.7729, grad_norm: 5.7811, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6309, loss/aux0: 0.6309 2020-10-20 06:42:00,270 - mmaction - INFO - Epoch [73][500/792] lr: 7.500e-04, eta: 12:36:13, time: 1.141, data_time: 0.003, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9312, loss_cls: 0.7729, loss: 0.7729, grad_norm: 5.7093, top1_acc/aux0: 0.8250, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-20 06:42:40,592 - mmaction - INFO - Epoch [73][520/792] lr: 7.500e-04, eta: 12:35:23, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9313, loss_cls: 0.7753, loss: 0.7753, grad_norm: 5.7700, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5754, loss/aux0: 0.5754 2020-10-20 06:42:42,343 - mmaction - INFO - Epoch [73][520/792] lr: 7.500e-04, eta: 12:35:31, time: 1.092, data_time: 0.003, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9313, loss_cls: 0.7753, loss: 0.7753, grad_norm: 5.7032, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5852, loss/aux0: 0.5852 2020-10-20 06:43:21,807 - mmaction - INFO - Epoch [73][540/792] lr: 7.500e-04, eta: 12:34:41, time: 1.048, data_time: 0.066, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9354, loss_cls: 0.7294, loss: 0.7294, grad_norm: 5.6299, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-20 06:43:22,401 - mmaction - INFO - Epoch [73][540/792] lr: 7.500e-04, eta: 12:34:49, time: 1.014, data_time: 0.068, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9354, loss_cls: 0.7294, loss: 0.7294, grad_norm: 5.6062, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-20 06:44:04,322 - mmaction - INFO - Epoch [73][560/792] lr: 7.500e-04, eta: 12:33:59, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9359, loss_cls: 0.7839, loss: 0.7839, grad_norm: 5.8436, top1_acc/aux0: 0.8224, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6444, loss/aux0: 0.6444 2020-10-20 06:44:04,936 - mmaction - INFO - Epoch [73][560/792] lr: 7.500e-04, eta: 12:34:07, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9359, loss_cls: 0.7839, loss: 0.7839, grad_norm: 5.8290, top1_acc/aux0: 0.8219, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6461, loss/aux0: 0.6461 2020-10-20 06:44:47,904 - mmaction - INFO - Epoch [73][580/792] lr: 7.500e-04, eta: 12:33:17, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9297, loss_cls: 0.7701, loss: 0.7701, grad_norm: 5.5345, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6204, loss/aux0: 0.6204 2020-10-20 06:44:48,485 - mmaction - INFO - Epoch [73][580/792] lr: 7.500e-04, eta: 12:33:25, time: 1.043, data_time: 0.002, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9297, loss_cls: 0.7701, loss: 0.7701, grad_norm: 5.5633, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6233, loss/aux0: 0.6233 2020-10-20 06:45:28,215 - mmaction - INFO - Epoch [73][600/792] lr: 7.500e-04, eta: 12:32:35, time: 0.962, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9339, loss_cls: 0.7732, loss: 0.7732, grad_norm: 5.7495, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-20 06:45:29,479 - mmaction - INFO - Epoch [73][600/792] lr: 7.500e-04, eta: 12:32:42, time: 0.992, data_time: 0.001, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9339, loss_cls: 0.7732, loss: 0.7732, grad_norm: 5.6204, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5888, loss/aux0: 0.5888 2020-10-20 06:46:09,644 - mmaction - INFO - Epoch [73][620/792] lr: 7.500e-04, eta: 12:31:53, time: 1.115, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9344, loss_cls: 0.8196, loss: 0.8196, grad_norm: 5.9829, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5779, loss/aux0: 0.5779 2020-10-20 06:46:10,247 - mmaction - INFO - Epoch [73][620/792] lr: 7.500e-04, eta: 12:32:01, time: 1.091, data_time: 0.004, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9344, loss_cls: 0.8196, loss: 0.8196, grad_norm: 5.9690, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5926, loss/aux0: 0.5926 2020-10-20 06:46:51,413 - mmaction - INFO - Epoch [73][640/792] lr: 7.500e-04, eta: 12:31:11, time: 1.069, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9318, loss_cls: 0.7921, loss: 0.7921, grad_norm: 5.7559, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5954, loss/aux0: 0.5954 2020-10-20 06:46:53,058 - mmaction - INFO - Epoch [73][640/792] lr: 7.500e-04, eta: 12:31:20, time: 1.111, data_time: 0.002, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9318, loss_cls: 0.7921, loss: 0.7921, grad_norm: 5.6888, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5809, loss/aux0: 0.5809 2020-10-20 06:47:33,686 - mmaction - INFO - Epoch [73][660/792] lr: 7.500e-04, eta: 12:30:30, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9349, loss_cls: 0.7509, loss: 0.7509, grad_norm: 5.6776, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5970, loss/aux0: 0.5970 2020-10-20 06:47:34,288 - mmaction - INFO - Epoch [73][660/792] lr: 7.500e-04, eta: 12:30:37, time: 0.981, data_time: 0.004, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9349, loss_cls: 0.7509, loss: 0.7509, grad_norm: 5.6999, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6099, loss/aux0: 0.6099 2020-10-20 06:48:14,334 - mmaction - INFO - Epoch [73][680/792] lr: 7.500e-04, eta: 12:29:48, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9266, loss_cls: 0.7658, loss: 0.7658, grad_norm: 5.7949, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5708, loss/aux0: 0.5708 2020-10-20 06:48:15,846 - mmaction - INFO - Epoch [73][680/792] lr: 7.500e-04, eta: 12:29:55, time: 0.955, data_time: 0.022, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9266, loss_cls: 0.7658, loss: 0.7658, grad_norm: 5.7717, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5687, loss/aux0: 0.5687 2020-10-20 06:48:56,272 - mmaction - INFO - Epoch [73][700/792] lr: 7.500e-04, eta: 12:29:05, time: 0.988, data_time: 0.404, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9354, loss_cls: 0.7408, loss: 0.7408, grad_norm: 5.8641, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6282, loss/aux0: 0.6282 2020-10-20 06:48:57,443 - mmaction - INFO - Epoch [73][700/792] lr: 7.500e-04, eta: 12:29:12, time: 0.977, data_time: 0.393, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9354, loss_cls: 0.7408, loss: 0.7408, grad_norm: 5.8683, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6199, loss/aux0: 0.6199 2020-10-20 06:49:37,861 - mmaction - INFO - Epoch [73][720/792] lr: 7.500e-04, eta: 12:28:22, time: 1.061, data_time: 0.346, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9307, loss_cls: 0.7923, loss: 0.7923, grad_norm: 5.6890, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6059, loss/aux0: 0.6059 2020-10-20 06:49:39,444 - mmaction - INFO - Epoch [73][720/792] lr: 7.500e-04, eta: 12:28:31, time: 1.113, data_time: 0.385, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9307, loss_cls: 0.7923, loss: 0.7923, grad_norm: 5.7919, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5990, loss/aux0: 0.5990 2020-10-20 06:50:19,874 - mmaction - INFO - Epoch [73][740/792] lr: 7.500e-04, eta: 12:27:41, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9203, loss_cls: 0.7932, loss: 0.7932, grad_norm: 5.9251, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6484, loss/aux0: 0.6484 2020-10-20 06:50:21,789 - mmaction - INFO - Epoch [73][740/792] lr: 7.500e-04, eta: 12:27:49, time: 1.048, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9203, loss_cls: 0.7932, loss: 0.7932, grad_norm: 5.8504, top1_acc/aux0: 0.8234, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6583, loss/aux0: 0.6583 2020-10-20 06:51:02,521 - mmaction - INFO - Epoch [73][760/792] lr: 7.500e-04, eta: 12:26:59, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9250, loss_cls: 0.8150, loss: 0.8150, grad_norm: 5.7430, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5784, loss/aux0: 0.5784 2020-10-20 06:51:05,267 - mmaction - INFO - Epoch [73][760/792] lr: 7.500e-04, eta: 12:27:08, time: 1.195, data_time: 0.003, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9250, loss_cls: 0.8150, loss: 0.8150, grad_norm: 5.7605, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5803, loss/aux0: 0.5803 2020-10-20 06:51:44,071 - mmaction - INFO - Epoch [73][780/792] lr: 7.500e-04, eta: 12:26:19, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9286, loss_cls: 0.7745, loss: 0.7745, grad_norm: 5.8903, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5834, loss/aux0: 0.5834 2020-10-20 06:51:46,406 - mmaction - INFO - Epoch [73][780/792] lr: 7.500e-04, eta: 12:26:26, time: 0.997, data_time: 0.002, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9286, loss_cls: 0.7745, loss: 0.7745, grad_norm: 5.8740, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5779, loss/aux0: 0.5779 2020-10-20 06:52:13,262 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-10-20 06:55:09,783 - mmaction - INFO - Epoch [74][20/792] lr: 7.500e-04, eta: 12:25:02, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9484, loss_cls: 0.7105, loss: 0.7105, grad_norm: 5.9113, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-20 06:55:10,402 - mmaction - INFO - Epoch [74][20/792] lr: 7.500e-04, eta: 12:25:10, time: 1.073, data_time: 0.004, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9484, loss_cls: 0.7105, loss: 0.7105, grad_norm: 5.9098, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-20 06:55:53,092 - mmaction - INFO - Epoch [74][40/792] lr: 7.500e-04, eta: 12:24:21, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9292, loss_cls: 0.7512, loss: 0.7512, grad_norm: 5.3526, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5624, loss/aux0: 0.5624 2020-10-20 06:55:53,683 - mmaction - INFO - Epoch [74][40/792] lr: 7.500e-04, eta: 12:24:29, time: 1.060, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9292, loss_cls: 0.7512, loss: 0.7512, grad_norm: 5.3457, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5624, loss/aux0: 0.5624 2020-10-20 06:56:34,274 - mmaction - INFO - Epoch [74][60/792] lr: 7.500e-04, eta: 12:23:39, time: 1.055, data_time: 0.154, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9344, loss_cls: 0.7567, loss: 0.7567, grad_norm: 5.7030, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5829, loss/aux0: 0.5829 2020-10-20 06:56:34,885 - mmaction - INFO - Epoch [74][60/792] lr: 7.500e-04, eta: 12:23:47, time: 1.039, data_time: 0.157, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9344, loss_cls: 0.7567, loss: 0.7567, grad_norm: 5.5905, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5732, loss/aux0: 0.5732 2020-10-20 06:57:18,152 - mmaction - INFO - Epoch [74][80/792] lr: 7.500e-04, eta: 12:22:58, time: 1.123, data_time: 0.101, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9307, loss_cls: 0.7794, loss: 0.7794, grad_norm: 5.7053, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5963, loss/aux0: 0.5963 2020-10-20 06:57:18,757 - mmaction - INFO - Epoch [74][80/792] lr: 7.500e-04, eta: 12:23:06, time: 1.125, data_time: 0.104, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9307, loss_cls: 0.7794, loss: 0.7794, grad_norm: 5.7355, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6055, loss/aux0: 0.6055 2020-10-20 06:57:59,243 - mmaction - INFO - Epoch [74][100/792] lr: 7.500e-04, eta: 12:22:17, time: 1.102, data_time: 0.227, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9432, loss_cls: 0.7308, loss: 0.7308, grad_norm: 5.7473, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6072, loss/aux0: 0.6072 2020-10-20 06:57:59,838 - mmaction - INFO - Epoch [74][100/792] lr: 7.500e-04, eta: 12:22:24, time: 0.974, data_time: 0.229, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9432, loss_cls: 0.7308, loss: 0.7308, grad_norm: 5.6757, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6013, loss/aux0: 0.6013 2020-10-20 06:58:47,369 - mmaction - INFO - Epoch [74][120/792] lr: 7.500e-04, eta: 12:21:36, time: 1.236, data_time: 0.659, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9312, loss_cls: 0.7624, loss: 0.7624, grad_norm: 5.7253, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5703, loss/aux0: 0.5703 2020-10-20 06:58:47,968 - mmaction - INFO - Epoch [74][120/792] lr: 7.500e-04, eta: 12:21:45, time: 1.237, data_time: 0.661, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9312, loss_cls: 0.7624, loss: 0.7624, grad_norm: 5.7507, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5757, loss/aux0: 0.5757 2020-10-20 06:59:27,892 - mmaction - INFO - Epoch [74][140/792] lr: 7.500e-04, eta: 12:20:55, time: 0.957, data_time: 0.347, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9458, loss_cls: 0.6616, loss: 0.6616, grad_norm: 5.4854, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5752, loss/aux0: 0.5752 2020-10-20 06:59:30,152 - mmaction - INFO - Epoch [74][140/792] lr: 7.500e-04, eta: 12:21:02, time: 1.042, data_time: 0.350, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9458, loss_cls: 0.6616, loss: 0.6616, grad_norm: 5.5333, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5790, loss/aux0: 0.5790 2020-10-20 07:00:11,418 - mmaction - INFO - Epoch [74][160/792] lr: 7.500e-04, eta: 12:20:14, time: 1.132, data_time: 0.000, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9234, loss_cls: 0.8121, loss: 0.8121, grad_norm: 5.7003, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5666, loss/aux0: 0.5666 2020-10-20 07:00:13,846 - mmaction - INFO - Epoch [74][160/792] lr: 7.500e-04, eta: 12:20:22, time: 1.114, data_time: 0.002, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9234, loss_cls: 0.8121, loss: 0.8121, grad_norm: 5.7716, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5643, loss/aux0: 0.5643 2020-10-20 07:00:53,121 - mmaction - INFO - Epoch [74][180/792] lr: 7.500e-04, eta: 12:19:33, time: 1.125, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9328, loss_cls: 0.7863, loss: 0.7863, grad_norm: 5.9070, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6546, loss/aux0: 0.6546 2020-10-20 07:00:55,702 - mmaction - INFO - Epoch [74][180/792] lr: 7.500e-04, eta: 12:19:41, time: 1.104, data_time: 0.002, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9328, loss_cls: 0.7863, loss: 0.7863, grad_norm: 5.8330, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6408, loss/aux0: 0.6408 2020-10-20 07:01:36,350 - mmaction - INFO - Epoch [74][200/792] lr: 7.500e-04, eta: 12:18:52, time: 1.093, data_time: 0.072, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9182, loss_cls: 0.8341, loss: 0.8341, grad_norm: 5.9723, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-20 07:01:38,043 - mmaction - INFO - Epoch [74][200/792] lr: 7.500e-04, eta: 12:18:59, time: 0.982, data_time: 0.074, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9182, loss_cls: 0.8341, loss: 0.8341, grad_norm: 5.9564, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6310, loss/aux0: 0.6310 2020-10-20 07:02:20,642 - mmaction - INFO - Epoch [74][220/792] lr: 7.500e-04, eta: 12:18:10, time: 1.168, data_time: 0.418, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9271, loss_cls: 0.7688, loss: 0.7688, grad_norm: 5.6313, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5592, loss/aux0: 0.5592 2020-10-20 07:02:21,253 - mmaction - INFO - Epoch [74][220/792] lr: 7.500e-04, eta: 12:18:18, time: 1.106, data_time: 0.422, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9271, loss_cls: 0.7688, loss: 0.7688, grad_norm: 5.5257, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5649, loss/aux0: 0.5649 2020-10-20 07:03:02,463 - mmaction - INFO - Epoch [74][240/792] lr: 7.500e-04, eta: 12:17:29, time: 1.092, data_time: 0.198, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9328, loss_cls: 0.7980, loss: 0.7980, grad_norm: 5.8266, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6039, loss/aux0: 0.6039 2020-10-20 07:03:03,052 - mmaction - INFO - Epoch [74][240/792] lr: 7.500e-04, eta: 12:17:37, time: 1.081, data_time: 0.199, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9328, loss_cls: 0.7980, loss: 0.7980, grad_norm: 5.8846, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6033, loss/aux0: 0.6033 2020-10-20 07:03:44,020 - mmaction - INFO - Epoch [74][260/792] lr: 7.500e-04, eta: 12:16:47, time: 0.993, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9229, loss_cls: 0.7602, loss: 0.7602, grad_norm: 5.4673, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5554, loss/aux0: 0.5554 2020-10-20 07:03:45,898 - mmaction - INFO - Epoch [74][260/792] lr: 7.500e-04, eta: 12:16:54, time: 0.998, data_time: 0.002, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9229, loss_cls: 0.7602, loss: 0.7602, grad_norm: 5.5656, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5578, loss/aux0: 0.5578 2020-10-20 07:04:25,054 - mmaction - INFO - Epoch [74][280/792] lr: 7.500e-04, eta: 12:16:05, time: 0.988, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9375, loss_cls: 0.7531, loss: 0.7531, grad_norm: 5.7720, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5800, loss/aux0: 0.5800 2020-10-20 07:04:26,972 - mmaction - INFO - Epoch [74][280/792] lr: 7.500e-04, eta: 12:16:11, time: 0.947, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9375, loss_cls: 0.7531, loss: 0.7531, grad_norm: 5.8120, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5790, loss/aux0: 0.5790 2020-10-20 07:05:08,295 - mmaction - INFO - Epoch [74][300/792] lr: 7.500e-04, eta: 12:15:22, time: 1.092, data_time: 0.125, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9297, loss_cls: 0.7796, loss: 0.7796, grad_norm: 5.9334, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6594, loss/aux0: 0.6594 2020-10-20 07:05:08,885 - mmaction - INFO - Epoch [74][300/792] lr: 7.500e-04, eta: 12:15:30, time: 1.043, data_time: 0.127, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9297, loss_cls: 0.7796, loss: 0.7796, grad_norm: 5.9232, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6589, loss/aux0: 0.6589 2020-10-20 07:05:50,617 - mmaction - INFO - Epoch [74][320/792] lr: 7.500e-04, eta: 12:14:41, time: 1.106, data_time: 0.021, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9365, loss_cls: 0.7371, loss: 0.7371, grad_norm: 5.5920, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-20 07:05:51,207 - mmaction - INFO - Epoch [74][320/792] lr: 7.500e-04, eta: 12:14:48, time: 1.058, data_time: 0.024, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9365, loss_cls: 0.7371, loss: 0.7371, grad_norm: 5.5684, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5784, loss/aux0: 0.5784 2020-10-20 07:06:32,926 - mmaction - INFO - Epoch [74][340/792] lr: 7.500e-04, eta: 12:13:59, time: 1.068, data_time: 0.180, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9276, loss_cls: 0.8252, loss: 0.8252, grad_norm: 5.8618, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6176, loss/aux0: 0.6176 2020-10-20 07:06:33,511 - mmaction - INFO - Epoch [74][340/792] lr: 7.500e-04, eta: 12:14:07, time: 1.069, data_time: 0.181, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9276, loss_cls: 0.8252, loss: 0.8252, grad_norm: 5.7571, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6108, loss/aux0: 0.6108 2020-10-20 07:07:13,257 - mmaction - INFO - Epoch [74][360/792] lr: 7.500e-04, eta: 12:13:17, time: 1.040, data_time: 0.186, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9411, loss_cls: 0.7334, loss: 0.7334, grad_norm: 5.5679, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5642, loss/aux0: 0.5642 2020-10-20 07:07:14,187 - mmaction - INFO - Epoch [74][360/792] lr: 7.500e-04, eta: 12:13:25, time: 1.038, data_time: 0.168, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9411, loss_cls: 0.7334, loss: 0.7334, grad_norm: 5.6385, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5899, loss/aux0: 0.5899 2020-10-20 07:07:54,609 - mmaction - INFO - Epoch [74][380/792] lr: 7.500e-04, eta: 12:12:35, time: 1.025, data_time: 0.312, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9380, loss_cls: 0.7735, loss: 0.7735, grad_norm: 5.9751, top1_acc/aux0: 0.8245, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6479, loss/aux0: 0.6479 2020-10-20 07:07:56,612 - mmaction - INFO - Epoch [74][380/792] lr: 7.500e-04, eta: 12:12:43, time: 1.011, data_time: 0.298, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9380, loss_cls: 0.7735, loss: 0.7735, grad_norm: 5.9234, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6388, loss/aux0: 0.6388 2020-10-20 07:08:38,328 - mmaction - INFO - Epoch [74][400/792] lr: 7.500e-04, eta: 12:11:53, time: 1.036, data_time: 0.033, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9214, loss_cls: 0.8031, loss: 0.8031, grad_norm: 5.8157, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-20 07:08:38,963 - mmaction - INFO - Epoch [74][400/792] lr: 7.500e-04, eta: 12:12:00, time: 0.938, data_time: 0.007, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9214, loss_cls: 0.8031, loss: 0.8031, grad_norm: 5.8436, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6024, loss/aux0: 0.6024 2020-10-20 07:09:19,427 - mmaction - INFO - Epoch [74][420/792] lr: 7.500e-04, eta: 12:11:11, time: 1.098, data_time: 0.333, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9286, loss_cls: 0.7654, loss: 0.7654, grad_norm: 5.6890, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5872, loss/aux0: 0.5872 2020-10-20 07:09:21,896 - mmaction - INFO - Epoch [74][420/792] lr: 7.500e-04, eta: 12:11:19, time: 1.105, data_time: 0.336, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9286, loss_cls: 0.7654, loss: 0.7654, grad_norm: 5.7127, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5972, loss/aux0: 0.5972 2020-10-20 07:10:03,657 - mmaction - INFO - Epoch [74][440/792] lr: 7.500e-04, eta: 12:10:30, time: 1.111, data_time: 0.482, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9375, loss_cls: 0.7680, loss: 0.7680, grad_norm: 5.6989, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5693, loss/aux0: 0.5693 2020-10-20 07:10:04,746 - mmaction - INFO - Epoch [74][440/792] lr: 7.500e-04, eta: 12:10:37, time: 0.973, data_time: 0.348, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9375, loss_cls: 0.7680, loss: 0.7680, grad_norm: 5.7343, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5735, loss/aux0: 0.5735 2020-10-20 07:10:45,943 - mmaction - INFO - Epoch [74][460/792] lr: 7.500e-04, eta: 12:09:48, time: 1.033, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9313, loss_cls: 0.7508, loss: 0.7508, grad_norm: 5.6693, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-20 07:10:46,538 - mmaction - INFO - Epoch [74][460/792] lr: 7.500e-04, eta: 12:09:55, time: 1.035, data_time: 0.003, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9313, loss_cls: 0.7508, loss: 0.7508, grad_norm: 5.6150, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5812, loss/aux0: 0.5812 2020-10-20 07:11:25,694 - mmaction - INFO - Epoch [74][480/792] lr: 7.500e-04, eta: 12:09:05, time: 0.911, data_time: 0.108, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9281, loss_cls: 0.7532, loss: 0.7532, grad_norm: 5.6287, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5872, loss/aux0: 0.5872 2020-10-20 07:11:27,869 - mmaction - INFO - Epoch [74][480/792] lr: 7.500e-04, eta: 12:09:12, time: 0.988, data_time: 0.110, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9281, loss_cls: 0.7532, loss: 0.7532, grad_norm: 5.4977, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5931, loss/aux0: 0.5931 2020-10-20 07:12:11,499 - mmaction - INFO - Epoch [74][500/792] lr: 7.500e-04, eta: 12:08:23, time: 1.129, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9255, loss_cls: 0.7969, loss: 0.7969, grad_norm: 6.0228, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5592, loss/aux0: 0.5592 2020-10-20 07:12:12,104 - mmaction - INFO - Epoch [74][500/792] lr: 7.500e-04, eta: 12:08:31, time: 1.131, data_time: 0.003, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9255, loss_cls: 0.7969, loss: 0.7969, grad_norm: 6.0817, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5685, loss/aux0: 0.5685 2020-10-20 07:12:55,854 - mmaction - INFO - Epoch [74][520/792] lr: 7.500e-04, eta: 12:07:42, time: 1.075, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9380, loss_cls: 0.7251, loss: 0.7251, grad_norm: 5.5654, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5760, loss/aux0: 0.5760 2020-10-20 07:12:56,474 - mmaction - INFO - Epoch [74][520/792] lr: 7.500e-04, eta: 12:07:50, time: 1.078, data_time: 0.003, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9380, loss_cls: 0.7251, loss: 0.7251, grad_norm: 5.6311, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5660, loss/aux0: 0.5660 2020-10-20 07:13:36,415 - mmaction - INFO - Epoch [74][540/792] lr: 7.500e-04, eta: 12:07:00, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9292, loss_cls: 0.7904, loss: 0.7904, grad_norm: 5.5063, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-20 07:13:37,003 - mmaction - INFO - Epoch [74][540/792] lr: 7.500e-04, eta: 12:07:07, time: 1.029, data_time: 0.002, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9292, loss_cls: 0.7904, loss: 0.7904, grad_norm: 5.5286, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5901, loss/aux0: 0.5901 2020-10-20 07:14:18,961 - mmaction - INFO - Epoch [74][560/792] lr: 7.500e-04, eta: 12:06:18, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9203, loss_cls: 0.8079, loss: 0.8079, grad_norm: 5.5881, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5548, loss/aux0: 0.5548 2020-10-20 07:14:19,553 - mmaction - INFO - Epoch [74][560/792] lr: 7.500e-04, eta: 12:06:26, time: 1.080, data_time: 0.003, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9203, loss_cls: 0.8079, loss: 0.8079, grad_norm: 5.5510, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5545, loss/aux0: 0.5545 2020-10-20 07:15:00,729 - mmaction - INFO - Epoch [74][580/792] lr: 7.500e-04, eta: 12:05:37, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9375, loss_cls: 0.7608, loss: 0.7608, grad_norm: 5.8380, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5617, loss/aux0: 0.5617 2020-10-20 07:15:03,037 - mmaction - INFO - Epoch [74][580/792] lr: 7.500e-04, eta: 12:05:44, time: 1.071, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9375, loss_cls: 0.7608, loss: 0.7608, grad_norm: 5.9052, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5733, loss/aux0: 0.5733 2020-10-20 07:15:43,899 - mmaction - INFO - Epoch [74][600/792] lr: 7.500e-04, eta: 12:04:55, time: 1.110, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9365, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.5156, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5905, loss/aux0: 0.5905 2020-10-20 07:15:44,503 - mmaction - INFO - Epoch [74][600/792] lr: 7.500e-04, eta: 12:05:03, time: 1.067, data_time: 0.004, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9365, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.5129, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5833, loss/aux0: 0.5833 2020-10-20 07:16:25,313 - mmaction - INFO - Epoch [74][620/792] lr: 7.500e-04, eta: 12:04:14, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9349, loss_cls: 0.7852, loss: 0.7852, grad_norm: 6.0583, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5424, loss/aux0: 0.5424 2020-10-20 07:16:26,198 - mmaction - INFO - Epoch [74][620/792] lr: 7.500e-04, eta: 12:04:21, time: 1.054, data_time: 0.003, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9349, loss_cls: 0.7852, loss: 0.7852, grad_norm: 6.1280, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5433, loss/aux0: 0.5433 2020-10-20 07:17:07,167 - mmaction - INFO - Epoch [74][640/792] lr: 7.500e-04, eta: 12:03:32, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9281, loss_cls: 0.7827, loss: 0.7827, grad_norm: 5.6352, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-20 07:17:10,298 - mmaction - INFO - Epoch [74][640/792] lr: 7.500e-04, eta: 12:03:40, time: 1.048, data_time: 0.002, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9281, loss_cls: 0.7827, loss: 0.7827, grad_norm: 5.6169, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-20 07:17:46,595 - mmaction - INFO - Epoch [74][660/792] lr: 7.500e-04, eta: 12:02:50, time: 0.941, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9432, loss_cls: 0.7420, loss: 0.7420, grad_norm: 5.6515, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5672, loss/aux0: 0.5672 2020-10-20 07:17:49,255 - mmaction - INFO - Epoch [74][660/792] lr: 7.500e-04, eta: 12:02:57, time: 0.999, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9432, loss_cls: 0.7420, loss: 0.7420, grad_norm: 5.6412, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5602, loss/aux0: 0.5602 2020-10-20 07:18:31,557 - mmaction - INFO - Epoch [74][680/792] lr: 7.500e-04, eta: 12:02:08, time: 1.176, data_time: 0.000, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9276, loss_cls: 0.8086, loss: 0.8086, grad_norm: 5.6451, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5569, loss/aux0: 0.5569 2020-10-20 07:18:32,161 - mmaction - INFO - Epoch [74][680/792] lr: 7.500e-04, eta: 12:02:16, time: 1.096, data_time: 0.002, memory: 8335, top1_acc: 0.7792, top5_acc: 0.9276, loss_cls: 0.8086, loss: 0.8086, grad_norm: 5.6369, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5578, loss/aux0: 0.5578 2020-10-20 07:19:11,417 - mmaction - INFO - Epoch [74][700/792] lr: 7.500e-04, eta: 12:01:27, time: 1.023, data_time: 0.041, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9323, loss_cls: 0.7590, loss: 0.7590, grad_norm: 5.6778, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5722, loss/aux0: 0.5722 2020-10-20 07:19:12,000 - mmaction - INFO - Epoch [74][700/792] lr: 7.500e-04, eta: 12:01:34, time: 1.024, data_time: 0.042, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9323, loss_cls: 0.7590, loss: 0.7590, grad_norm: 5.6456, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5666, loss/aux0: 0.5666 2020-10-20 07:19:55,303 - mmaction - INFO - Epoch [74][720/792] lr: 7.500e-04, eta: 12:00:45, time: 1.138, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9323, loss_cls: 0.7838, loss: 0.7838, grad_norm: 5.9331, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5825, loss/aux0: 0.5825 2020-10-20 07:19:55,926 - mmaction - INFO - Epoch [74][720/792] lr: 7.500e-04, eta: 12:00:53, time: 1.141, data_time: 0.003, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9323, loss_cls: 0.7838, loss: 0.7838, grad_norm: 5.9543, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5964, loss/aux0: 0.5964 2020-10-20 07:20:37,257 - mmaction - INFO - Epoch [74][740/792] lr: 7.500e-04, eta: 12:00:04, time: 1.070, data_time: 0.009, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9318, loss_cls: 0.7577, loss: 0.7577, grad_norm: 5.6274, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-20 07:20:37,865 - mmaction - INFO - Epoch [74][740/792] lr: 7.500e-04, eta: 12:00:12, time: 1.071, data_time: 0.013, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9318, loss_cls: 0.7577, loss: 0.7577, grad_norm: 5.6472, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5896, loss/aux0: 0.5896 2020-10-20 07:21:18,534 - mmaction - INFO - Epoch [74][760/792] lr: 7.500e-04, eta: 11:59:23, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9255, loss_cls: 0.8265, loss: 0.8265, grad_norm: 5.7581, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-20 07:21:19,122 - mmaction - INFO - Epoch [74][760/792] lr: 7.500e-04, eta: 11:59:30, time: 1.056, data_time: 0.002, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9255, loss_cls: 0.8265, loss: 0.8265, grad_norm: 5.7495, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5883, loss/aux0: 0.5883 2020-10-20 07:22:01,273 - mmaction - INFO - Epoch [74][780/792] lr: 7.500e-04, eta: 11:58:41, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9406, loss_cls: 0.7358, loss: 0.7358, grad_norm: 5.5489, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5247, loss/aux0: 0.5247 2020-10-20 07:22:01,864 - mmaction - INFO - Epoch [74][780/792] lr: 7.500e-04, eta: 11:58:49, time: 1.082, data_time: 0.002, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9406, loss_cls: 0.7358, loss: 0.7358, grad_norm: 5.5611, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5287, loss/aux0: 0.5287 2020-10-20 07:22:29,495 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-10-20 07:25:25,181 - mmaction - INFO - Epoch [75][20/792] lr: 7.500e-04, eta: 11:57:25, time: 1.008, data_time: 0.048, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9380, loss_cls: 0.7546, loss: 0.7546, grad_norm: 5.6034, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6073, loss/aux0: 0.6073 2020-10-20 07:25:26,303 - mmaction - INFO - Epoch [75][20/792] lr: 7.500e-04, eta: 11:57:33, time: 1.032, data_time: 0.050, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9380, loss_cls: 0.7546, loss: 0.7546, grad_norm: 5.6239, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6092, loss/aux0: 0.6092 2020-10-20 07:26:06,687 - mmaction - INFO - Epoch [75][40/792] lr: 7.500e-04, eta: 11:56:43, time: 0.973, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9333, loss_cls: 0.7825, loss: 0.7825, grad_norm: 5.6518, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5667, loss/aux0: 0.5667 2020-10-20 07:26:09,544 - mmaction - INFO - Epoch [75][40/792] lr: 7.500e-04, eta: 11:56:51, time: 1.085, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9333, loss_cls: 0.7825, loss: 0.7825, grad_norm: 5.5740, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5623, loss/aux0: 0.5623 2020-10-20 07:26:48,806 - mmaction - INFO - Epoch [75][60/792] lr: 7.500e-04, eta: 11:56:01, time: 1.032, data_time: 0.181, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9396, loss_cls: 0.6937, loss: 0.6937, grad_norm: 5.4251, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5607, loss/aux0: 0.5607 2020-10-20 07:26:49,641 - mmaction - INFO - Epoch [75][60/792] lr: 7.500e-04, eta: 11:56:08, time: 1.019, data_time: 0.183, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9396, loss_cls: 0.6937, loss: 0.6937, grad_norm: 5.3695, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5566, loss/aux0: 0.5566 2020-10-20 07:27:31,903 - mmaction - INFO - Epoch [75][80/792] lr: 7.500e-04, eta: 11:55:20, time: 1.118, data_time: 0.122, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9495, loss_cls: 0.6678, loss: 0.6678, grad_norm: 5.2962, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5415, loss/aux0: 0.5415 2020-10-20 07:27:32,518 - mmaction - INFO - Epoch [75][80/792] lr: 7.500e-04, eta: 11:55:28, time: 1.120, data_time: 0.124, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9495, loss_cls: 0.6678, loss: 0.6678, grad_norm: 5.2739, top1_acc/aux0: 0.8563, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5431, loss/aux0: 0.5431 2020-10-20 07:28:13,538 - mmaction - INFO - Epoch [75][100/792] lr: 7.500e-04, eta: 11:54:38, time: 0.958, data_time: 0.115, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9318, loss_cls: 0.7649, loss: 0.7649, grad_norm: 5.6882, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5621, loss/aux0: 0.5621 2020-10-20 07:28:14,118 - mmaction - INFO - Epoch [75][100/792] lr: 7.500e-04, eta: 11:54:44, time: 0.958, data_time: 0.117, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9318, loss_cls: 0.7649, loss: 0.7649, grad_norm: 5.5505, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5520, loss/aux0: 0.5520 2020-10-20 07:28:57,780 - mmaction - INFO - Epoch [75][120/792] lr: 7.500e-04, eta: 11:53:56, time: 1.167, data_time: 0.331, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9349, loss_cls: 0.7468, loss: 0.7468, grad_norm: 6.1069, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6055, loss/aux0: 0.6055 2020-10-20 07:28:58,403 - mmaction - INFO - Epoch [75][120/792] lr: 7.500e-04, eta: 11:54:04, time: 1.158, data_time: 0.336, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9349, loss_cls: 0.7468, loss: 0.7468, grad_norm: 6.2489, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6242, loss/aux0: 0.6242 2020-10-20 07:29:36,435 - mmaction - INFO - Epoch [75][140/792] lr: 7.500e-04, eta: 11:53:14, time: 0.962, data_time: 0.161, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9307, loss_cls: 0.7953, loss: 0.7953, grad_norm: 5.8570, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.6147, loss/aux0: 0.6147 2020-10-20 07:29:37,927 - mmaction - INFO - Epoch [75][140/792] lr: 7.500e-04, eta: 11:53:21, time: 0.946, data_time: 0.176, memory: 8335, top1_acc: 0.7901, top5_acc: 0.9307, loss_cls: 0.7953, loss: 0.7953, grad_norm: 5.8307, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6130, loss/aux0: 0.6130 2020-10-20 07:30:21,511 - mmaction - INFO - Epoch [75][160/792] lr: 7.500e-04, eta: 11:52:32, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9260, loss_cls: 0.7759, loss: 0.7759, grad_norm: 5.7940, top1_acc/aux0: 0.8281, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-20 07:30:22,122 - mmaction - INFO - Epoch [75][160/792] lr: 7.500e-04, eta: 11:52:39, time: 1.036, data_time: 0.003, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9260, loss_cls: 0.7759, loss: 0.7759, grad_norm: 5.8234, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6101, loss/aux0: 0.6101 2020-10-20 07:31:03,659 - mmaction - INFO - Epoch [75][180/792] lr: 7.500e-04, eta: 11:51:50, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9313, loss_cls: 0.7525, loss: 0.7525, grad_norm: 5.7887, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5816, loss/aux0: 0.5816 2020-10-20 07:31:04,288 - mmaction - INFO - Epoch [75][180/792] lr: 7.500e-04, eta: 11:51:57, time: 1.053, data_time: 0.004, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9313, loss_cls: 0.7525, loss: 0.7525, grad_norm: 5.7270, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5827, loss/aux0: 0.5827 2020-10-20 07:31:45,313 - mmaction - INFO - Epoch [75][200/792] lr: 7.500e-04, eta: 11:51:08, time: 1.079, data_time: 0.033, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9422, loss_cls: 0.7076, loss: 0.7076, grad_norm: 5.5864, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5835, loss/aux0: 0.5835 2020-10-20 07:31:48,317 - mmaction - INFO - Epoch [75][200/792] lr: 7.500e-04, eta: 11:51:16, time: 1.116, data_time: 0.035, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9422, loss_cls: 0.7076, loss: 0.7076, grad_norm: 5.4713, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5809, loss/aux0: 0.5809 2020-10-20 07:32:29,961 - mmaction - INFO - Epoch [75][220/792] lr: 7.500e-04, eta: 11:50:28, time: 1.121, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9292, loss_cls: 0.7985, loss: 0.7985, grad_norm: 5.6258, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5866, loss/aux0: 0.5866 2020-10-20 07:32:31,262 - mmaction - INFO - Epoch [75][220/792] lr: 7.500e-04, eta: 11:50:35, time: 1.088, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9292, loss_cls: 0.7985, loss: 0.7985, grad_norm: 5.5956, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5838, loss/aux0: 0.5838 2020-10-20 07:33:10,514 - mmaction - INFO - Epoch [75][240/792] lr: 7.500e-04, eta: 11:49:45, time: 0.974, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9432, loss_cls: 0.6906, loss: 0.6906, grad_norm: 5.5732, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5656, loss/aux0: 0.5656 2020-10-20 07:33:13,576 - mmaction - INFO - Epoch [75][240/792] lr: 7.500e-04, eta: 11:49:53, time: 1.070, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9432, loss_cls: 0.6906, loss: 0.6906, grad_norm: 5.6149, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5771, loss/aux0: 0.5771 2020-10-20 07:33:53,544 - mmaction - INFO - Epoch [75][260/792] lr: 7.500e-04, eta: 11:49:04, time: 1.099, data_time: 0.016, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.7350, loss: 0.7350, grad_norm: 5.3808, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5521, loss/aux0: 0.5521 2020-10-20 07:33:55,754 - mmaction - INFO - Epoch [75][260/792] lr: 7.500e-04, eta: 11:49:11, time: 1.056, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.7350, loss: 0.7350, grad_norm: 5.3910, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5445, loss/aux0: 0.5445 2020-10-20 07:34:34,501 - mmaction - INFO - Epoch [75][280/792] lr: 7.500e-04, eta: 11:48:22, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9328, loss_cls: 0.7497, loss: 0.7497, grad_norm: 5.4164, top1_acc/aux0: 0.8688, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5254, loss/aux0: 0.5254 2020-10-20 07:34:36,820 - mmaction - INFO - Epoch [75][280/792] lr: 7.500e-04, eta: 11:48:30, time: 1.036, data_time: 0.003, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9328, loss_cls: 0.7497, loss: 0.7497, grad_norm: 5.4517, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5344, loss/aux0: 0.5344 2020-10-20 07:35:17,477 - mmaction - INFO - Epoch [75][300/792] lr: 7.500e-04, eta: 11:47:41, time: 1.114, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9297, loss_cls: 0.7671, loss: 0.7671, grad_norm: 5.4927, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6160, loss/aux0: 0.6160 2020-10-20 07:35:19,019 - mmaction - INFO - Epoch [75][300/792] lr: 7.500e-04, eta: 11:47:49, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9297, loss_cls: 0.7671, loss: 0.7671, grad_norm: 5.5220, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6129, loss/aux0: 0.6129 2020-10-20 07:35:59,902 - mmaction - INFO - Epoch [75][320/792] lr: 7.500e-04, eta: 11:46:59, time: 0.996, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9385, loss_cls: 0.7440, loss: 0.7440, grad_norm: 6.0740, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6036, loss/aux0: 0.6036 2020-10-20 07:36:00,509 - mmaction - INFO - Epoch [75][320/792] lr: 7.500e-04, eta: 11:47:06, time: 0.997, data_time: 0.001, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9385, loss_cls: 0.7440, loss: 0.7440, grad_norm: 6.0760, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6041, loss/aux0: 0.6041 2020-10-20 07:36:42,755 - mmaction - INFO - Epoch [75][340/792] lr: 7.500e-04, eta: 11:46:17, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9359, loss_cls: 0.7578, loss: 0.7578, grad_norm: 5.7462, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5445, loss/aux0: 0.5445 2020-10-20 07:36:45,500 - mmaction - INFO - Epoch [75][340/792] lr: 7.500e-04, eta: 11:46:25, time: 1.099, data_time: 0.002, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9359, loss_cls: 0.7578, loss: 0.7578, grad_norm: 5.6589, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5462, loss/aux0: 0.5462 2020-10-20 07:37:23,599 - mmaction - INFO - Epoch [75][360/792] lr: 7.500e-04, eta: 11:45:35, time: 0.986, data_time: 0.027, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9224, loss_cls: 0.8241, loss: 0.8241, grad_norm: 5.6549, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5922, loss/aux0: 0.5922 2020-10-20 07:37:26,315 - mmaction - INFO - Epoch [75][360/792] lr: 7.500e-04, eta: 11:45:42, time: 1.014, data_time: 0.029, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9224, loss_cls: 0.8241, loss: 0.8241, grad_norm: 5.6900, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-20 07:38:08,393 - mmaction - INFO - Epoch [75][380/792] lr: 7.500e-04, eta: 11:44:53, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.7682, loss: 0.7682, grad_norm: 5.7346, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-20 07:38:09,465 - mmaction - INFO - Epoch [75][380/792] lr: 7.500e-04, eta: 11:45:01, time: 1.089, data_time: 0.001, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9313, loss_cls: 0.7682, loss: 0.7682, grad_norm: 5.7589, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-20 07:38:47,534 - mmaction - INFO - Epoch [75][400/792] lr: 7.500e-04, eta: 11:44:11, time: 0.983, data_time: 0.000, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9370, loss_cls: 0.7645, loss: 0.7645, grad_norm: 5.8726, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5820, loss/aux0: 0.5820 2020-10-20 07:38:49,095 - mmaction - INFO - Epoch [75][400/792] lr: 7.500e-04, eta: 11:44:18, time: 0.971, data_time: 0.002, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9370, loss_cls: 0.7645, loss: 0.7645, grad_norm: 5.8588, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5839, loss/aux0: 0.5839 2020-10-20 07:39:28,766 - mmaction - INFO - Epoch [75][420/792] lr: 7.500e-04, eta: 11:43:29, time: 0.998, data_time: 0.108, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9375, loss_cls: 0.7715, loss: 0.7715, grad_norm: 6.0349, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-20 07:39:31,376 - mmaction - INFO - Epoch [75][420/792] lr: 7.500e-04, eta: 11:43:36, time: 1.049, data_time: 0.211, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9375, loss_cls: 0.7715, loss: 0.7715, grad_norm: 6.0375, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5945, loss/aux0: 0.5945 2020-10-20 07:40:12,476 - mmaction - INFO - Epoch [75][440/792] lr: 7.500e-04, eta: 11:42:47, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9370, loss_cls: 0.7570, loss: 0.7570, grad_norm: 5.7835, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6076, loss/aux0: 0.6076 2020-10-20 07:40:14,059 - mmaction - INFO - Epoch [75][440/792] lr: 7.500e-04, eta: 11:42:54, time: 1.059, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9370, loss_cls: 0.7570, loss: 0.7570, grad_norm: 5.8128, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6133, loss/aux0: 0.6133 2020-10-20 07:40:54,257 - mmaction - INFO - Epoch [75][460/792] lr: 7.500e-04, eta: 11:42:05, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9328, loss_cls: 0.7882, loss: 0.7882, grad_norm: 5.9120, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6093, loss/aux0: 0.6093 2020-10-20 07:40:56,805 - mmaction - INFO - Epoch [75][460/792] lr: 7.500e-04, eta: 11:42:12, time: 1.026, data_time: 0.003, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9328, loss_cls: 0.7882, loss: 0.7882, grad_norm: 5.9839, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6010, loss/aux0: 0.6010 2020-10-20 07:41:39,809 - mmaction - INFO - Epoch [75][480/792] lr: 7.500e-04, eta: 11:41:23, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9354, loss_cls: 0.7793, loss: 0.7793, grad_norm: 5.4977, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5668, loss/aux0: 0.5668 2020-10-20 07:41:43,225 - mmaction - INFO - Epoch [75][480/792] lr: 7.500e-04, eta: 11:41:30, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9354, loss_cls: 0.7793, loss: 0.7793, grad_norm: 5.4783, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5605, loss/aux0: 0.5605 2020-10-20 07:42:25,590 - mmaction - INFO - Epoch [75][500/792] lr: 7.500e-04, eta: 11:40:42, time: 1.175, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9286, loss_cls: 0.7713, loss: 0.7713, grad_norm: 5.7449, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5723, loss/aux0: 0.5723 2020-10-20 07:42:26,191 - mmaction - INFO - Epoch [75][500/792] lr: 7.500e-04, eta: 11:40:50, time: 1.086, data_time: 0.002, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9286, loss_cls: 0.7713, loss: 0.7713, grad_norm: 5.7991, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5748, loss/aux0: 0.5748 2020-10-20 07:43:06,168 - mmaction - INFO - Epoch [75][520/792] lr: 7.500e-04, eta: 11:40:00, time: 1.003, data_time: 0.000, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9208, loss_cls: 0.8304, loss: 0.8304, grad_norm: 5.8815, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5643, loss/aux0: 0.5643 2020-10-20 07:43:08,500 - mmaction - INFO - Epoch [75][520/792] lr: 7.500e-04, eta: 11:40:08, time: 1.091, data_time: 0.003, memory: 8335, top1_acc: 0.7776, top5_acc: 0.9208, loss_cls: 0.8304, loss: 0.8304, grad_norm: 5.9147, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5746, loss/aux0: 0.5746 2020-10-20 07:43:53,171 - mmaction - INFO - Epoch [75][540/792] lr: 7.500e-04, eta: 11:39:20, time: 1.216, data_time: 0.000, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9245, loss_cls: 0.7936, loss: 0.7936, grad_norm: 5.7367, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-20 07:43:53,759 - mmaction - INFO - Epoch [75][540/792] lr: 7.500e-04, eta: 11:39:28, time: 1.179, data_time: 0.002, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9245, loss_cls: 0.7936, loss: 0.7936, grad_norm: 5.7561, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5905, loss/aux0: 0.5905 2020-10-20 07:44:35,632 - mmaction - INFO - Epoch [75][560/792] lr: 7.500e-04, eta: 11:38:39, time: 1.019, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9385, loss_cls: 0.7557, loss: 0.7557, grad_norm: 5.9062, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6185, loss/aux0: 0.6185 2020-10-20 07:44:36,241 - mmaction - INFO - Epoch [75][560/792] lr: 7.500e-04, eta: 11:38:46, time: 1.021, data_time: 0.004, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9385, loss_cls: 0.7557, loss: 0.7557, grad_norm: 5.8986, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6266, loss/aux0: 0.6266 2020-10-20 07:45:16,507 - mmaction - INFO - Epoch [75][580/792] lr: 7.500e-04, eta: 11:37:57, time: 0.985, data_time: 0.078, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9255, loss_cls: 0.7909, loss: 0.7909, grad_norm: 5.8096, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5708, loss/aux0: 0.5708 2020-10-20 07:45:17,112 - mmaction - INFO - Epoch [75][580/792] lr: 7.500e-04, eta: 11:38:03, time: 0.986, data_time: 0.080, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9255, loss_cls: 0.7909, loss: 0.7909, grad_norm: 5.8011, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5712, loss/aux0: 0.5712 2020-10-20 07:45:56,670 - mmaction - INFO - Epoch [75][600/792] lr: 7.500e-04, eta: 11:37:14, time: 0.995, data_time: 0.374, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9349, loss_cls: 0.7834, loss: 0.7834, grad_norm: 5.7697, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5897, loss/aux0: 0.5897 2020-10-20 07:45:58,414 - mmaction - INFO - Epoch [75][600/792] lr: 7.500e-04, eta: 11:37:21, time: 1.052, data_time: 0.433, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9349, loss_cls: 0.7834, loss: 0.7834, grad_norm: 5.7170, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5825, loss/aux0: 0.5825 2020-10-20 07:46:41,262 - mmaction - INFO - Epoch [75][620/792] lr: 7.500e-04, eta: 11:36:33, time: 1.149, data_time: 0.523, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9302, loss_cls: 0.7636, loss: 0.7636, grad_norm: 5.7245, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5834, loss/aux0: 0.5834 2020-10-20 07:46:42,521 - mmaction - INFO - Epoch [75][620/792] lr: 7.500e-04, eta: 11:36:40, time: 1.020, data_time: 0.394, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9302, loss_cls: 0.7636, loss: 0.7636, grad_norm: 5.7656, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5866, loss/aux0: 0.5866 2020-10-20 07:47:26,661 - mmaction - INFO - Epoch [75][640/792] lr: 7.500e-04, eta: 11:35:51, time: 1.086, data_time: 0.060, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9276, loss_cls: 0.7880, loss: 0.7880, grad_norm: 5.3802, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5628, loss/aux0: 0.5628 2020-10-20 07:47:27,247 - mmaction - INFO - Epoch [75][640/792] lr: 7.500e-04, eta: 11:35:58, time: 1.086, data_time: 0.062, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9276, loss_cls: 0.7880, loss: 0.7880, grad_norm: 5.4427, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5692, loss/aux0: 0.5692 2020-10-20 07:48:09,838 - mmaction - INFO - Epoch [75][660/792] lr: 7.500e-04, eta: 11:35:10, time: 1.113, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9375, loss_cls: 0.7488, loss: 0.7488, grad_norm: 5.6366, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-20 07:48:11,030 - mmaction - INFO - Epoch [75][660/792] lr: 7.500e-04, eta: 11:35:17, time: 1.058, data_time: 0.003, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9375, loss_cls: 0.7488, loss: 0.7488, grad_norm: 5.6673, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6074, loss/aux0: 0.6074 2020-10-20 07:48:50,945 - mmaction - INFO - Epoch [75][680/792] lr: 7.500e-04, eta: 11:34:28, time: 0.976, data_time: 0.000, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9339, loss_cls: 0.7636, loss: 0.7636, grad_norm: 5.4524, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5896, loss/aux0: 0.5896 2020-10-20 07:48:53,511 - mmaction - INFO - Epoch [75][680/792] lr: 7.500e-04, eta: 11:34:34, time: 1.015, data_time: 0.002, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9339, loss_cls: 0.7636, loss: 0.7636, grad_norm: 5.4885, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5779, loss/aux0: 0.5779 2020-10-20 07:49:35,368 - mmaction - INFO - Epoch [75][700/792] lr: 7.500e-04, eta: 11:33:45, time: 0.964, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8114, loss: 0.8114, grad_norm: 5.8454, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5592, loss/aux0: 0.5592 2020-10-20 07:49:38,219 - mmaction - INFO - Epoch [75][700/792] lr: 7.500e-04, eta: 11:33:52, time: 0.977, data_time: 0.002, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9250, loss_cls: 0.8114, loss: 0.8114, grad_norm: 5.8037, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5579, loss/aux0: 0.5579 2020-10-20 07:50:18,197 - mmaction - INFO - Epoch [75][720/792] lr: 7.500e-04, eta: 11:33:03, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9286, loss_cls: 0.7685, loss: 0.7685, grad_norm: 5.7618, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-20 07:50:19,061 - mmaction - INFO - Epoch [75][720/792] lr: 7.500e-04, eta: 11:33:09, time: 0.981, data_time: 0.003, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9286, loss_cls: 0.7685, loss: 0.7685, grad_norm: 5.7418, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-20 07:51:00,736 - mmaction - INFO - Epoch [75][740/792] lr: 7.500e-04, eta: 11:32:20, time: 1.045, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9349, loss_cls: 0.7352, loss: 0.7352, grad_norm: 5.4863, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5491, loss/aux0: 0.5491 2020-10-20 07:51:03,169 - mmaction - INFO - Epoch [75][740/792] lr: 7.500e-04, eta: 11:32:27, time: 1.062, data_time: 0.003, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9349, loss_cls: 0.7352, loss: 0.7352, grad_norm: 5.5017, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5510, loss/aux0: 0.5510 2020-10-20 07:51:44,568 - mmaction - INFO - Epoch [75][760/792] lr: 7.500e-04, eta: 11:31:38, time: 0.992, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9339, loss_cls: 0.7598, loss: 0.7598, grad_norm: 5.5480, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5549, loss/aux0: 0.5549 2020-10-20 07:51:46,080 - mmaction - INFO - Epoch [75][760/792] lr: 7.500e-04, eta: 11:31:44, time: 0.934, data_time: 0.003, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9339, loss_cls: 0.7598, loss: 0.7598, grad_norm: 5.6529, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5513, loss/aux0: 0.5513 2020-10-20 07:52:25,676 - mmaction - INFO - Epoch [75][780/792] lr: 7.500e-04, eta: 11:30:56, time: 1.069, data_time: 0.199, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9297, loss_cls: 0.7565, loss: 0.7565, grad_norm: 5.4535, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5227, loss/aux0: 0.5227 2020-10-20 07:52:28,582 - mmaction - INFO - Epoch [75][780/792] lr: 7.500e-04, eta: 11:31:03, time: 1.079, data_time: 0.290, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9297, loss_cls: 0.7565, loss: 0.7565, grad_norm: 5.4931, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5244, loss/aux0: 0.5244 2020-10-20 07:52:58,748 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-10-20 07:54:28,784 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 07:54:28,910 - mmaction - INFO - top1_acc 0.7970 top5_acc 0.9461 2020-10-20 07:54:28,910 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 07:54:28,947 - mmaction - INFO - mean_acc 0.7974 2020-10-20 07:54:28,948 - mmaction - INFO - Now best checkpoint is epoch_75.pth 2020-10-20 07:54:28,953 - mmaction - INFO - Epoch(val) [75][792] top1_acc: 0.7970, top5_acc: 0.9461, mean_class_accuracy: 0.7974 2020-10-20 07:57:42,953 - mmaction - INFO - Epoch [76][20/792] lr: 7.500e-04, eta: 11:29:41, time: 1.152, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9359, loss_cls: 0.7179, loss: 0.7179, grad_norm: 5.6121, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9622, loss_cls/aux0: 0.5805, loss/aux0: 0.5805 2020-10-20 07:57:43,555 - mmaction - INFO - Epoch [76][20/792] lr: 7.500e-04, eta: 11:29:49, time: 1.099, data_time: 0.006, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9359, loss_cls: 0.7179, loss: 0.7179, grad_norm: 5.6756, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5892, loss/aux0: 0.5892 2020-10-20 07:58:25,890 - mmaction - INFO - Epoch [76][40/792] lr: 7.500e-04, eta: 11:29:00, time: 1.124, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9339, loss_cls: 0.7722, loss: 0.7722, grad_norm: 6.0527, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6414, loss/aux0: 0.6414 2020-10-20 07:58:26,520 - mmaction - INFO - Epoch [76][40/792] lr: 7.500e-04, eta: 11:29:08, time: 1.128, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9339, loss_cls: 0.7722, loss: 0.7722, grad_norm: 6.0773, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6274, loss/aux0: 0.6274 2020-10-20 07:59:08,472 - mmaction - INFO - Epoch [76][60/792] lr: 7.500e-04, eta: 11:28:19, time: 1.028, data_time: 0.000, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9198, loss_cls: 0.8609, loss: 0.8609, grad_norm: 5.6268, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5427, loss/aux0: 0.5427 2020-10-20 07:59:09,083 - mmaction - INFO - Epoch [76][60/792] lr: 7.500e-04, eta: 11:28:26, time: 1.031, data_time: 0.002, memory: 8335, top1_acc: 0.7740, top5_acc: 0.9198, loss_cls: 0.8609, loss: 0.8609, grad_norm: 5.6633, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5652, loss/aux0: 0.5652 2020-10-20 07:59:50,458 - mmaction - INFO - Epoch [76][80/792] lr: 7.500e-04, eta: 11:27:37, time: 1.019, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9443, loss_cls: 0.7274, loss: 0.7274, grad_norm: 5.7075, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5913, loss/aux0: 0.5913 2020-10-20 07:59:51,042 - mmaction - INFO - Epoch [76][80/792] lr: 7.500e-04, eta: 11:27:44, time: 1.020, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9443, loss_cls: 0.7274, loss: 0.7274, grad_norm: 5.6254, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5684, loss/aux0: 0.5684 2020-10-20 08:00:31,636 - mmaction - INFO - Epoch [76][100/792] lr: 7.500e-04, eta: 11:26:54, time: 0.914, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9302, loss_cls: 0.7281, loss: 0.7281, grad_norm: 5.8257, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-20 08:00:32,234 - mmaction - INFO - Epoch [76][100/792] lr: 7.500e-04, eta: 11:27:00, time: 0.914, data_time: 0.001, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9302, loss_cls: 0.7281, loss: 0.7281, grad_norm: 5.8769, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6275, loss/aux0: 0.6275 2020-10-20 08:01:16,398 - mmaction - INFO - Epoch [76][120/792] lr: 7.500e-04, eta: 11:26:12, time: 1.139, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9234, loss_cls: 0.8119, loss: 0.8119, grad_norm: 5.6542, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6179, loss/aux0: 0.6179 2020-10-20 08:01:17,015 - mmaction - INFO - Epoch [76][120/792] lr: 7.500e-04, eta: 11:26:19, time: 1.142, data_time: 0.004, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9234, loss_cls: 0.8119, loss: 0.8119, grad_norm: 5.5990, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6145, loss/aux0: 0.6145 2020-10-20 08:01:59,406 - mmaction - INFO - Epoch [76][140/792] lr: 7.500e-04, eta: 11:25:31, time: 1.156, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9281, loss_cls: 0.7997, loss: 0.7997, grad_norm: 6.1866, top1_acc/aux0: 0.8313, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6388, loss/aux0: 0.6388 2020-10-20 08:02:00,011 - mmaction - INFO - Epoch [76][140/792] lr: 7.500e-04, eta: 11:25:39, time: 1.158, data_time: 0.003, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9281, loss_cls: 0.7997, loss: 0.7997, grad_norm: 6.2044, top1_acc/aux0: 0.8292, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6421, loss/aux0: 0.6421 2020-10-20 08:02:38,518 - mmaction - INFO - Epoch [76][160/792] lr: 7.500e-04, eta: 11:24:50, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9344, loss_cls: 0.7509, loss: 0.7509, grad_norm: 5.6383, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5685, loss/aux0: 0.5685 2020-10-20 08:02:41,137 - mmaction - INFO - Epoch [76][160/792] lr: 7.500e-04, eta: 11:24:57, time: 1.097, data_time: 0.004, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9344, loss_cls: 0.7509, loss: 0.7509, grad_norm: 5.6721, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5608, loss/aux0: 0.5608 2020-10-20 08:03:25,756 - mmaction - INFO - Epoch [76][180/792] lr: 7.500e-04, eta: 11:24:09, time: 1.170, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9307, loss_cls: 0.7552, loss: 0.7552, grad_norm: 5.4990, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6106, loss/aux0: 0.6106 2020-10-20 08:03:26,354 - mmaction - INFO - Epoch [76][180/792] lr: 7.500e-04, eta: 11:24:17, time: 1.140, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9307, loss_cls: 0.7552, loss: 0.7552, grad_norm: 5.5207, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6068, loss/aux0: 0.6068 2020-10-20 08:04:05,622 - mmaction - INFO - Epoch [76][200/792] lr: 7.500e-04, eta: 11:23:28, time: 0.989, data_time: 0.029, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9271, loss_cls: 0.7603, loss: 0.7603, grad_norm: 5.5016, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5659, loss/aux0: 0.5659 2020-10-20 08:04:06,217 - mmaction - INFO - Epoch [76][200/792] lr: 7.500e-04, eta: 11:23:34, time: 0.990, data_time: 0.031, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9271, loss_cls: 0.7603, loss: 0.7603, grad_norm: 5.4878, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5700, loss/aux0: 0.5700 2020-10-20 08:04:46,830 - mmaction - INFO - Epoch [76][220/792] lr: 7.500e-04, eta: 11:22:45, time: 0.999, data_time: 0.189, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9276, loss_cls: 0.7637, loss: 0.7637, grad_norm: 5.8826, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-20 08:04:49,138 - mmaction - INFO - Epoch [76][220/792] lr: 7.500e-04, eta: 11:22:52, time: 1.086, data_time: 0.191, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9276, loss_cls: 0.7637, loss: 0.7637, grad_norm: 5.9063, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-20 08:05:30,344 - mmaction - INFO - Epoch [76][240/792] lr: 7.500e-04, eta: 11:22:04, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9339, loss_cls: 0.7658, loss: 0.7658, grad_norm: 5.7066, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5789, loss/aux0: 0.5789 2020-10-20 08:05:32,611 - mmaction - INFO - Epoch [76][240/792] lr: 7.500e-04, eta: 11:22:11, time: 1.093, data_time: 0.003, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9339, loss_cls: 0.7658, loss: 0.7658, grad_norm: 5.7029, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5794, loss/aux0: 0.5794 2020-10-20 08:06:13,096 - mmaction - INFO - Epoch [76][260/792] lr: 7.500e-04, eta: 11:21:23, time: 1.099, data_time: 0.000, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9198, loss_cls: 0.8105, loss: 0.8105, grad_norm: 5.5142, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5753, loss/aux0: 0.5753 2020-10-20 08:06:15,720 - mmaction - INFO - Epoch [76][260/792] lr: 7.500e-04, eta: 11:21:30, time: 1.077, data_time: 0.005, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9198, loss_cls: 0.8105, loss: 0.8105, grad_norm: 5.5413, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5774, loss/aux0: 0.5774 2020-10-20 08:06:56,179 - mmaction - INFO - Epoch [76][280/792] lr: 7.500e-04, eta: 11:20:42, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9297, loss_cls: 0.7899, loss: 0.7899, grad_norm: 5.7238, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5739, loss/aux0: 0.5739 2020-10-20 08:06:58,858 - mmaction - INFO - Epoch [76][280/792] lr: 7.500e-04, eta: 11:20:49, time: 1.126, data_time: 0.002, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9297, loss_cls: 0.7899, loss: 0.7899, grad_norm: 5.7025, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5607, loss/aux0: 0.5607 2020-10-20 08:07:36,760 - mmaction - INFO - Epoch [76][300/792] lr: 7.500e-04, eta: 11:20:00, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9302, loss_cls: 0.7481, loss: 0.7481, grad_norm: 5.4556, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5713, loss/aux0: 0.5713 2020-10-20 08:07:38,418 - mmaction - INFO - Epoch [76][300/792] lr: 7.500e-04, eta: 11:20:07, time: 1.011, data_time: 0.001, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9302, loss_cls: 0.7481, loss: 0.7481, grad_norm: 5.4070, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5722, loss/aux0: 0.5722 2020-10-20 08:08:20,974 - mmaction - INFO - Epoch [76][320/792] lr: 7.500e-04, eta: 11:19:18, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9271, loss_cls: 0.7874, loss: 0.7874, grad_norm: 5.6668, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5769, loss/aux0: 0.5769 2020-10-20 08:08:23,465 - mmaction - INFO - Epoch [76][320/792] lr: 7.500e-04, eta: 11:19:25, time: 1.068, data_time: 0.002, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9271, loss_cls: 0.7874, loss: 0.7874, grad_norm: 5.6943, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5815, loss/aux0: 0.5815 2020-10-20 08:09:04,506 - mmaction - INFO - Epoch [76][340/792] lr: 7.500e-04, eta: 11:18:37, time: 1.166, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9417, loss_cls: 0.7221, loss: 0.7221, grad_norm: 5.5874, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5659, loss/aux0: 0.5659 2020-10-20 08:09:05,107 - mmaction - INFO - Epoch [76][340/792] lr: 7.500e-04, eta: 11:18:44, time: 1.048, data_time: 0.003, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9417, loss_cls: 0.7221, loss: 0.7221, grad_norm: 5.5682, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5641, loss/aux0: 0.5641 2020-10-20 08:09:48,461 - mmaction - INFO - Epoch [76][360/792] lr: 7.500e-04, eta: 11:17:56, time: 1.146, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9307, loss_cls: 0.7947, loss: 0.7947, grad_norm: 5.5580, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5836, loss/aux0: 0.5836 2020-10-20 08:09:50,935 - mmaction - INFO - Epoch [76][360/792] lr: 7.500e-04, eta: 11:18:03, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9307, loss_cls: 0.7947, loss: 0.7947, grad_norm: 5.5627, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5805, loss/aux0: 0.5805 2020-10-20 08:10:30,128 - mmaction - INFO - Epoch [76][380/792] lr: 7.500e-04, eta: 11:17:15, time: 1.045, data_time: 0.059, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9406, loss_cls: 0.7435, loss: 0.7435, grad_norm: 5.9076, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5689, loss/aux0: 0.5689 2020-10-20 08:10:31,070 - mmaction - INFO - Epoch [76][380/792] lr: 7.500e-04, eta: 11:17:21, time: 1.016, data_time: 0.062, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9406, loss_cls: 0.7435, loss: 0.7435, grad_norm: 5.8960, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5733, loss/aux0: 0.5733 2020-10-20 08:11:13,385 - mmaction - INFO - Epoch [76][400/792] lr: 7.500e-04, eta: 11:16:33, time: 1.160, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9333, loss_cls: 0.7640, loss: 0.7640, grad_norm: 5.7048, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5912, loss/aux0: 0.5912 2020-10-20 08:11:15,811 - mmaction - INFO - Epoch [76][400/792] lr: 7.500e-04, eta: 11:16:41, time: 1.147, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9333, loss_cls: 0.7640, loss: 0.7640, grad_norm: 5.6601, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-20 08:11:55,091 - mmaction - INFO - Epoch [76][420/792] lr: 7.500e-04, eta: 11:15:52, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9286, loss_cls: 0.7547, loss: 0.7547, grad_norm: 5.3568, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5201, loss/aux0: 0.5201 2020-10-20 08:11:57,607 - mmaction - INFO - Epoch [76][420/792] lr: 7.500e-04, eta: 11:15:59, time: 1.061, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9286, loss_cls: 0.7547, loss: 0.7547, grad_norm: 5.4519, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5225, loss/aux0: 0.5225 2020-10-20 08:12:39,846 - mmaction - INFO - Epoch [76][440/792] lr: 7.500e-04, eta: 11:15:11, time: 1.168, data_time: 0.363, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9318, loss_cls: 0.7514, loss: 0.7514, grad_norm: 5.8486, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5815, loss/aux0: 0.5815 2020-10-20 08:12:42,677 - mmaction - INFO - Epoch [76][440/792] lr: 7.500e-04, eta: 11:15:19, time: 1.164, data_time: 0.455, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9318, loss_cls: 0.7514, loss: 0.7514, grad_norm: 5.8336, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5794, loss/aux0: 0.5794 2020-10-20 08:13:23,540 - mmaction - INFO - Epoch [76][460/792] lr: 7.500e-04, eta: 11:14:31, time: 1.176, data_time: 0.103, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9391, loss_cls: 0.7426, loss: 0.7426, grad_norm: 5.7846, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-20 08:13:25,063 - mmaction - INFO - Epoch [76][460/792] lr: 7.500e-04, eta: 11:14:38, time: 1.088, data_time: 0.121, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9391, loss_cls: 0.7426, loss: 0.7426, grad_norm: 5.7219, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6178, loss/aux0: 0.6178 2020-10-20 08:14:06,921 - mmaction - INFO - Epoch [76][480/792] lr: 7.500e-04, eta: 11:13:49, time: 1.067, data_time: 0.319, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9328, loss_cls: 0.7608, loss: 0.7608, grad_norm: 5.6780, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5785, loss/aux0: 0.5785 2020-10-20 08:14:07,544 - mmaction - INFO - Epoch [76][480/792] lr: 7.500e-04, eta: 11:13:56, time: 1.014, data_time: 0.266, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9328, loss_cls: 0.7608, loss: 0.7608, grad_norm: 5.6897, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5688, loss/aux0: 0.5688 2020-10-20 08:14:50,108 - mmaction - INFO - Epoch [76][500/792] lr: 7.500e-04, eta: 11:13:07, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9344, loss_cls: 0.7621, loss: 0.7621, grad_norm: 5.9323, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6235, loss/aux0: 0.6235 2020-10-20 08:14:50,704 - mmaction - INFO - Epoch [76][500/792] lr: 7.500e-04, eta: 11:13:14, time: 1.042, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9344, loss_cls: 0.7621, loss: 0.7621, grad_norm: 5.9292, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6324, loss/aux0: 0.6324 2020-10-20 08:15:34,022 - mmaction - INFO - Epoch [76][520/792] lr: 7.500e-04, eta: 11:12:25, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9313, loss_cls: 0.7797, loss: 0.7797, grad_norm: 5.5093, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5267, loss/aux0: 0.5267 2020-10-20 08:15:34,645 - mmaction - INFO - Epoch [76][520/792] lr: 7.500e-04, eta: 11:12:32, time: 1.068, data_time: 0.004, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9313, loss_cls: 0.7797, loss: 0.7797, grad_norm: 5.5372, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5290, loss/aux0: 0.5290 2020-10-20 08:16:12,567 - mmaction - INFO - Epoch [76][540/792] lr: 7.500e-04, eta: 11:11:43, time: 0.928, data_time: 0.100, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9307, loss_cls: 0.7704, loss: 0.7704, grad_norm: 5.7058, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5933, loss/aux0: 0.5933 2020-10-20 08:16:15,889 - mmaction - INFO - Epoch [76][540/792] lr: 7.500e-04, eta: 11:11:50, time: 1.066, data_time: 0.235, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9307, loss_cls: 0.7704, loss: 0.7704, grad_norm: 5.7021, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5881, loss/aux0: 0.5881 2020-10-20 08:16:54,075 - mmaction - INFO - Epoch [76][560/792] lr: 7.500e-04, eta: 11:11:01, time: 1.017, data_time: 0.139, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9297, loss_cls: 0.7578, loss: 0.7578, grad_norm: 6.0101, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-20 08:16:56,149 - mmaction - INFO - Epoch [76][560/792] lr: 7.500e-04, eta: 11:11:07, time: 0.986, data_time: 0.094, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9297, loss_cls: 0.7578, loss: 0.7578, grad_norm: 5.9305, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6253, loss/aux0: 0.6253 2020-10-20 08:17:39,403 - mmaction - INFO - Epoch [76][580/792] lr: 7.500e-04, eta: 11:10:19, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9443, loss_cls: 0.7285, loss: 0.7285, grad_norm: 5.6023, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5689, loss/aux0: 0.5689 2020-10-20 08:17:40,038 - mmaction - INFO - Epoch [76][580/792] lr: 7.500e-04, eta: 11:10:26, time: 1.079, data_time: 0.004, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9443, loss_cls: 0.7285, loss: 0.7285, grad_norm: 5.6070, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-20 08:18:20,304 - mmaction - INFO - Epoch [76][600/792] lr: 7.500e-04, eta: 11:09:38, time: 1.032, data_time: 0.065, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9370, loss_cls: 0.7283, loss: 0.7283, grad_norm: 5.8621, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6457, loss/aux0: 0.6457 2020-10-20 08:18:20,896 - mmaction - INFO - Epoch [76][600/792] lr: 7.500e-04, eta: 11:09:44, time: 1.034, data_time: 0.067, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9370, loss_cls: 0.7283, loss: 0.7283, grad_norm: 5.8445, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6434, loss/aux0: 0.6434 2020-10-20 08:19:03,302 - mmaction - INFO - Epoch [76][620/792] lr: 7.500e-04, eta: 11:08:56, time: 1.123, data_time: 0.011, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9391, loss_cls: 0.7525, loss: 0.7525, grad_norm: 5.5775, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5515, loss/aux0: 0.5515 2020-10-20 08:19:04,850 - mmaction - INFO - Epoch [76][620/792] lr: 7.500e-04, eta: 11:09:03, time: 1.098, data_time: 0.020, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9391, loss_cls: 0.7525, loss: 0.7525, grad_norm: 5.5611, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5416, loss/aux0: 0.5416 2020-10-20 08:19:42,605 - mmaction - INFO - Epoch [76][640/792] lr: 7.500e-04, eta: 11:08:15, time: 1.055, data_time: 0.190, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9276, loss_cls: 0.8107, loss: 0.8107, grad_norm: 5.9850, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5865, loss/aux0: 0.5865 2020-10-20 08:19:46,199 - mmaction - INFO - Epoch [76][640/792] lr: 7.500e-04, eta: 11:08:22, time: 1.132, data_time: 0.231, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9276, loss_cls: 0.8107, loss: 0.8107, grad_norm: 6.0528, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6015, loss/aux0: 0.6015 2020-10-20 08:20:26,292 - mmaction - INFO - Epoch [76][660/792] lr: 7.500e-04, eta: 11:07:34, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9323, loss_cls: 0.7494, loss: 0.7494, grad_norm: 5.7030, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6354, loss/aux0: 0.6354 2020-10-20 08:20:29,017 - mmaction - INFO - Epoch [76][660/792] lr: 7.500e-04, eta: 11:07:40, time: 1.065, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9323, loss_cls: 0.7494, loss: 0.7494, grad_norm: 5.6807, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6265, loss/aux0: 0.6265 2020-10-20 08:21:08,514 - mmaction - INFO - Epoch [76][680/792] lr: 7.500e-04, eta: 11:06:52, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9318, loss_cls: 0.8079, loss: 0.8079, grad_norm: 5.9455, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5970, loss/aux0: 0.5970 2020-10-20 08:21:12,040 - mmaction - INFO - Epoch [76][680/792] lr: 7.500e-04, eta: 11:06:59, time: 1.130, data_time: 0.003, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9318, loss_cls: 0.8079, loss: 0.8079, grad_norm: 5.8766, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5910, loss/aux0: 0.5910 2020-10-20 08:21:50,859 - mmaction - INFO - Epoch [76][700/792] lr: 7.500e-04, eta: 11:06:11, time: 1.016, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9318, loss_cls: 0.7810, loss: 0.7810, grad_norm: 5.6509, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.5977, loss/aux0: 0.5977 2020-10-20 08:21:52,510 - mmaction - INFO - Epoch [76][700/792] lr: 7.500e-04, eta: 11:06:17, time: 0.975, data_time: 0.004, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9318, loss_cls: 0.7810, loss: 0.7810, grad_norm: 5.6102, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6034, loss/aux0: 0.6034 2020-10-20 08:22:33,229 - mmaction - INFO - Epoch [76][720/792] lr: 7.500e-04, eta: 11:05:29, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9354, loss_cls: 0.7450, loss: 0.7450, grad_norm: 5.4923, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5823, loss/aux0: 0.5823 2020-10-20 08:22:35,538 - mmaction - INFO - Epoch [76][720/792] lr: 7.500e-04, eta: 11:05:35, time: 1.015, data_time: 0.001, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9354, loss_cls: 0.7450, loss: 0.7450, grad_norm: 5.5138, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5850, loss/aux0: 0.5850 2020-10-20 08:23:16,602 - mmaction - INFO - Epoch [76][740/792] lr: 7.500e-04, eta: 11:04:47, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9469, loss_cls: 0.7178, loss: 0.7178, grad_norm: 5.8974, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5489, loss/aux0: 0.5489 2020-10-20 08:23:20,034 - mmaction - INFO - Epoch [76][740/792] lr: 7.500e-04, eta: 11:04:54, time: 1.129, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9469, loss_cls: 0.7178, loss: 0.7178, grad_norm: 5.9046, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5516, loss/aux0: 0.5516 2020-10-20 08:23:58,311 - mmaction - INFO - Epoch [76][760/792] lr: 7.500e-04, eta: 11:04:06, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9344, loss_cls: 0.7721, loss: 0.7721, grad_norm: 5.7789, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5942, loss/aux0: 0.5942 2020-10-20 08:23:59,298 - mmaction - INFO - Epoch [76][760/792] lr: 7.500e-04, eta: 11:04:12, time: 1.045, data_time: 0.002, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9344, loss_cls: 0.7721, loss: 0.7721, grad_norm: 5.7693, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5824, loss/aux0: 0.5824 2020-10-20 08:24:41,105 - mmaction - INFO - Epoch [76][780/792] lr: 7.500e-04, eta: 11:03:23, time: 0.999, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9292, loss_cls: 0.8056, loss: 0.8056, grad_norm: 5.7689, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5714, loss/aux0: 0.5714 2020-10-20 08:24:41,694 - mmaction - INFO - Epoch [76][780/792] lr: 7.500e-04, eta: 11:03:30, time: 1.000, data_time: 0.002, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9292, loss_cls: 0.8056, loss: 0.8056, grad_norm: 5.7241, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5863, loss/aux0: 0.5863 2020-10-20 08:25:09,642 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-10-20 08:28:09,107 - mmaction - INFO - Epoch [77][20/792] lr: 7.500e-04, eta: 11:02:08, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9401, loss_cls: 0.7266, loss: 0.7266, grad_norm: 5.8919, top1_acc/aux0: 0.8383, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.6112, loss/aux0: 0.6112 2020-10-20 08:28:09,715 - mmaction - INFO - Epoch [77][20/792] lr: 7.500e-04, eta: 11:02:15, time: 1.085, data_time: 0.004, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9401, loss_cls: 0.7266, loss: 0.7266, grad_norm: 5.8525, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6096, loss/aux0: 0.6096 2020-10-20 08:28:48,056 - mmaction - INFO - Epoch [77][40/792] lr: 7.500e-04, eta: 11:01:27, time: 1.010, data_time: 0.034, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9391, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.6330, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-20 08:28:50,663 - mmaction - INFO - Epoch [77][40/792] lr: 7.500e-04, eta: 11:01:33, time: 1.072, data_time: 0.010, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9391, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.6192, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6090, loss/aux0: 0.6090 2020-10-20 08:29:31,617 - mmaction - INFO - Epoch [77][60/792] lr: 7.500e-04, eta: 11:00:46, time: 1.165, data_time: 0.389, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9354, loss_cls: 0.7446, loss: 0.7446, grad_norm: 5.6025, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6020, loss/aux0: 0.6020 2020-10-20 08:29:33,176 - mmaction - INFO - Epoch [77][60/792] lr: 7.500e-04, eta: 11:00:52, time: 1.042, data_time: 0.349, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9354, loss_cls: 0.7446, loss: 0.7446, grad_norm: 5.6770, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-20 08:30:15,565 - mmaction - INFO - Epoch [77][80/792] lr: 7.500e-04, eta: 11:00:04, time: 1.148, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9266, loss_cls: 0.7715, loss: 0.7715, grad_norm: 5.6576, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5804, loss/aux0: 0.5804 2020-10-20 08:30:16,143 - mmaction - INFO - Epoch [77][80/792] lr: 7.500e-04, eta: 11:00:11, time: 1.128, data_time: 0.001, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9266, loss_cls: 0.7715, loss: 0.7715, grad_norm: 5.6644, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5821, loss/aux0: 0.5821 2020-10-20 08:30:58,741 - mmaction - INFO - Epoch [77][100/792] lr: 7.500e-04, eta: 10:59:22, time: 0.954, data_time: 0.208, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9359, loss_cls: 0.7558, loss: 0.7558, grad_norm: 5.9000, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6231, loss/aux0: 0.6231 2020-10-20 08:30:59,332 - mmaction - INFO - Epoch [77][100/792] lr: 7.500e-04, eta: 10:59:28, time: 0.955, data_time: 0.210, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9359, loss_cls: 0.7558, loss: 0.7558, grad_norm: 5.8907, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-20 08:31:42,315 - mmaction - INFO - Epoch [77][120/792] lr: 7.500e-04, eta: 10:58:41, time: 1.142, data_time: 0.485, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9281, loss_cls: 0.7964, loss: 0.7964, grad_norm: 5.5893, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5520, loss/aux0: 0.5520 2020-10-20 08:31:45,219 - mmaction - INFO - Epoch [77][120/792] lr: 7.500e-04, eta: 10:58:48, time: 1.207, data_time: 0.602, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9281, loss_cls: 0.7964, loss: 0.7964, grad_norm: 5.5779, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5572, loss/aux0: 0.5572 2020-10-20 08:32:23,212 - mmaction - INFO - Epoch [77][140/792] lr: 7.500e-04, eta: 10:58:00, time: 0.997, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9323, loss_cls: 0.7551, loss: 0.7551, grad_norm: 5.5868, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5497, loss/aux0: 0.5497 2020-10-20 08:32:25,672 - mmaction - INFO - Epoch [77][140/792] lr: 7.500e-04, eta: 10:58:06, time: 1.019, data_time: 0.006, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9323, loss_cls: 0.7551, loss: 0.7551, grad_norm: 5.4855, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5384, loss/aux0: 0.5384 2020-10-20 08:33:04,928 - mmaction - INFO - Epoch [77][160/792] lr: 7.500e-04, eta: 10:57:17, time: 0.991, data_time: 0.150, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9318, loss_cls: 0.7819, loss: 0.7819, grad_norm: 5.9760, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5696, loss/aux0: 0.5696 2020-10-20 08:33:07,402 - mmaction - INFO - Epoch [77][160/792] lr: 7.500e-04, eta: 10:57:23, time: 1.017, data_time: 0.189, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9318, loss_cls: 0.7819, loss: 0.7819, grad_norm: 5.9513, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5757, loss/aux0: 0.5757 2020-10-20 08:33:49,142 - mmaction - INFO - Epoch [77][180/792] lr: 7.500e-04, eta: 10:56:36, time: 1.132, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9370, loss_cls: 0.7250, loss: 0.7250, grad_norm: 5.4776, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5589, loss/aux0: 0.5589 2020-10-20 08:33:49,740 - mmaction - INFO - Epoch [77][180/792] lr: 7.500e-04, eta: 10:56:42, time: 1.065, data_time: 0.002, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9370, loss_cls: 0.7250, loss: 0.7250, grad_norm: 5.4854, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5550, loss/aux0: 0.5550 2020-10-20 08:34:28,869 - mmaction - INFO - Epoch [77][200/792] lr: 7.500e-04, eta: 10:55:53, time: 0.973, data_time: 0.011, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9349, loss_cls: 0.7711, loss: 0.7711, grad_norm: 5.6295, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5536, loss/aux0: 0.5536 2020-10-20 08:34:30,868 - mmaction - INFO - Epoch [77][200/792] lr: 7.500e-04, eta: 10:56:00, time: 0.994, data_time: 0.013, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9349, loss_cls: 0.7711, loss: 0.7711, grad_norm: 5.6389, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5457, loss/aux0: 0.5457 2020-10-20 08:35:11,707 - mmaction - INFO - Epoch [77][220/792] lr: 7.500e-04, eta: 10:55:12, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9333, loss_cls: 0.7585, loss: 0.7585, grad_norm: 5.6830, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5730, loss/aux0: 0.5730 2020-10-20 08:35:12,312 - mmaction - INFO - Epoch [77][220/792] lr: 7.500e-04, eta: 10:55:18, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9333, loss_cls: 0.7585, loss: 0.7585, grad_norm: 5.7219, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5807, loss/aux0: 0.5807 2020-10-20 08:35:55,073 - mmaction - INFO - Epoch [77][240/792] lr: 7.500e-04, eta: 10:54:30, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9359, loss_cls: 0.7183, loss: 0.7183, grad_norm: 5.6423, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5596, loss/aux0: 0.5596 2020-10-20 08:35:55,660 - mmaction - INFO - Epoch [77][240/792] lr: 7.500e-04, eta: 10:54:36, time: 1.050, data_time: 0.003, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9359, loss_cls: 0.7183, loss: 0.7183, grad_norm: 5.6602, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5686, loss/aux0: 0.5686 2020-10-20 08:36:35,599 - mmaction - INFO - Epoch [77][260/792] lr: 7.500e-04, eta: 10:53:48, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9333, loss_cls: 0.7790, loss: 0.7790, grad_norm: 5.8613, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5929, loss/aux0: 0.5929 2020-10-20 08:36:38,914 - mmaction - INFO - Epoch [77][260/792] lr: 7.500e-04, eta: 10:53:56, time: 1.206, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9333, loss_cls: 0.7790, loss: 0.7790, grad_norm: 5.9050, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6038, loss/aux0: 0.6038 2020-10-20 08:37:19,755 - mmaction - INFO - Epoch [77][280/792] lr: 7.500e-04, eta: 10:53:07, time: 0.986, data_time: 0.000, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9250, loss_cls: 0.7884, loss: 0.7884, grad_norm: 5.6966, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5730, loss/aux0: 0.5730 2020-10-20 08:37:21,470 - mmaction - INFO - Epoch [77][280/792] lr: 7.500e-04, eta: 10:53:13, time: 0.979, data_time: 0.002, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9250, loss_cls: 0.7884, loss: 0.7884, grad_norm: 5.6891, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5665, loss/aux0: 0.5665 2020-10-20 08:38:00,957 - mmaction - INFO - Epoch [77][300/792] lr: 7.500e-04, eta: 10:52:25, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9344, loss_cls: 0.7651, loss: 0.7651, grad_norm: 5.6604, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5909, loss/aux0: 0.5909 2020-10-20 08:38:02,393 - mmaction - INFO - Epoch [77][300/792] lr: 7.500e-04, eta: 10:52:31, time: 1.014, data_time: 0.002, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9344, loss_cls: 0.7651, loss: 0.7651, grad_norm: 5.7554, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5888, loss/aux0: 0.5888 2020-10-20 08:38:42,132 - mmaction - INFO - Epoch [77][320/792] lr: 7.500e-04, eta: 10:51:42, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9344, loss_cls: 0.7160, loss: 0.7160, grad_norm: 5.6716, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-20 08:38:44,736 - mmaction - INFO - Epoch [77][320/792] lr: 7.500e-04, eta: 10:51:49, time: 0.994, data_time: 0.002, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9344, loss_cls: 0.7160, loss: 0.7160, grad_norm: 5.6758, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5869, loss/aux0: 0.5869 2020-10-20 08:39:23,814 - mmaction - INFO - Epoch [77][340/792] lr: 7.500e-04, eta: 10:51:00, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9365, loss_cls: 0.7302, loss: 0.7302, grad_norm: 5.4574, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5513, loss/aux0: 0.5513 2020-10-20 08:39:26,696 - mmaction - INFO - Epoch [77][340/792] lr: 7.500e-04, eta: 10:51:07, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9365, loss_cls: 0.7302, loss: 0.7302, grad_norm: 5.5018, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5536, loss/aux0: 0.5536 2020-10-20 08:40:05,781 - mmaction - INFO - Epoch [77][360/792] lr: 7.500e-04, eta: 10:50:18, time: 1.014, data_time: 0.003, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9187, loss_cls: 0.7942, loss: 0.7942, grad_norm: 5.8807, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5658, loss/aux0: 0.5658 2020-10-20 08:40:07,949 - mmaction - INFO - Epoch [77][360/792] lr: 7.500e-04, eta: 10:50:24, time: 1.000, data_time: 0.005, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9187, loss_cls: 0.7942, loss: 0.7942, grad_norm: 5.8851, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5713, loss/aux0: 0.5713 2020-10-20 08:40:48,357 - mmaction - INFO - Epoch [77][380/792] lr: 7.500e-04, eta: 10:49:36, time: 0.998, data_time: 0.094, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9339, loss_cls: 0.7494, loss: 0.7494, grad_norm: 5.9036, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6290, loss/aux0: 0.6290 2020-10-20 08:40:48,988 - mmaction - INFO - Epoch [77][380/792] lr: 7.500e-04, eta: 10:49:41, time: 0.913, data_time: 0.098, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9339, loss_cls: 0.7494, loss: 0.7494, grad_norm: 5.9266, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6271, loss/aux0: 0.6271 2020-10-20 08:41:32,001 - mmaction - INFO - Epoch [77][400/792] lr: 7.500e-04, eta: 10:48:53, time: 1.108, data_time: 0.000, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9292, loss_cls: 0.7978, loss: 0.7978, grad_norm: 6.1729, top1_acc/aux0: 0.8318, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6115, loss/aux0: 0.6115 2020-10-20 08:41:33,306 - mmaction - INFO - Epoch [77][400/792] lr: 7.500e-04, eta: 10:49:00, time: 1.144, data_time: 0.003, memory: 8335, top1_acc: 0.7870, top5_acc: 0.9292, loss_cls: 0.7978, loss: 0.7978, grad_norm: 6.1145, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-20 08:42:13,094 - mmaction - INFO - Epoch [77][420/792] lr: 7.500e-04, eta: 10:48:12, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9333, loss_cls: 0.7569, loss: 0.7569, grad_norm: 5.5773, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5505, loss/aux0: 0.5505 2020-10-20 08:42:14,035 - mmaction - INFO - Epoch [77][420/792] lr: 7.500e-04, eta: 10:48:18, time: 0.965, data_time: 0.002, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9333, loss_cls: 0.7569, loss: 0.7569, grad_norm: 5.5540, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5590, loss/aux0: 0.5590 2020-10-20 08:42:57,220 - mmaction - INFO - Epoch [77][440/792] lr: 7.500e-04, eta: 10:47:30, time: 1.048, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9437, loss_cls: 0.7267, loss: 0.7267, grad_norm: 5.8792, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6237, loss/aux0: 0.6237 2020-10-20 08:42:57,810 - mmaction - INFO - Epoch [77][440/792] lr: 7.500e-04, eta: 10:47:36, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9437, loss_cls: 0.7267, loss: 0.7267, grad_norm: 5.8568, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6138, loss/aux0: 0.6138 2020-10-20 08:43:37,803 - mmaction - INFO - Epoch [77][460/792] lr: 7.500e-04, eta: 10:46:48, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9271, loss_cls: 0.8195, loss: 0.8195, grad_norm: 6.0471, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5884, loss/aux0: 0.5884 2020-10-20 08:43:38,414 - mmaction - INFO - Epoch [77][460/792] lr: 7.500e-04, eta: 10:46:54, time: 1.011, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9271, loss_cls: 0.8195, loss: 0.8195, grad_norm: 6.0088, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5899, loss/aux0: 0.5899 2020-10-20 08:44:19,464 - mmaction - INFO - Epoch [77][480/792] lr: 7.500e-04, eta: 10:46:06, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9349, loss_cls: 0.7141, loss: 0.7141, grad_norm: 5.7709, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6024, loss/aux0: 0.6024 2020-10-20 08:44:20,062 - mmaction - INFO - Epoch [77][480/792] lr: 7.500e-04, eta: 10:46:12, time: 1.035, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9349, loss_cls: 0.7141, loss: 0.7141, grad_norm: 5.7817, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-20 08:45:02,746 - mmaction - INFO - Epoch [77][500/792] lr: 7.500e-04, eta: 10:45:24, time: 1.149, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9297, loss_cls: 0.7611, loss: 0.7611, grad_norm: 5.7845, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5681, loss/aux0: 0.5681 2020-10-20 08:45:03,329 - mmaction - INFO - Epoch [77][500/792] lr: 7.500e-04, eta: 10:45:31, time: 1.149, data_time: 0.001, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9297, loss_cls: 0.7611, loss: 0.7611, grad_norm: 5.7568, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5660, loss/aux0: 0.5660 2020-10-20 08:45:43,310 - mmaction - INFO - Epoch [77][520/792] lr: 7.500e-04, eta: 10:44:43, time: 0.971, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9359, loss_cls: 0.7702, loss: 0.7702, grad_norm: 5.8082, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5801, loss/aux0: 0.5801 2020-10-20 08:45:45,416 - mmaction - INFO - Epoch [77][520/792] lr: 7.500e-04, eta: 10:44:49, time: 1.000, data_time: 0.002, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9359, loss_cls: 0.7702, loss: 0.7702, grad_norm: 5.6993, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5709, loss/aux0: 0.5709 2020-10-20 08:46:26,595 - mmaction - INFO - Epoch [77][540/792] lr: 7.500e-04, eta: 10:44:01, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9318, loss_cls: 0.7431, loss: 0.7431, grad_norm: 5.6526, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5613, loss/aux0: 0.5613 2020-10-20 08:46:28,535 - mmaction - INFO - Epoch [77][540/792] lr: 7.500e-04, eta: 10:44:07, time: 1.038, data_time: 0.003, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9318, loss_cls: 0.7431, loss: 0.7431, grad_norm: 5.6210, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5668, loss/aux0: 0.5668 2020-10-20 08:47:07,591 - mmaction - INFO - Epoch [77][560/792] lr: 7.500e-04, eta: 10:43:18, time: 0.945, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9365, loss_cls: 0.7665, loss: 0.7665, grad_norm: 5.6729, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6212, loss/aux0: 0.6212 2020-10-20 08:47:08,541 - mmaction - INFO - Epoch [77][560/792] lr: 7.500e-04, eta: 10:43:24, time: 0.936, data_time: 0.002, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9365, loss_cls: 0.7665, loss: 0.7665, grad_norm: 5.6927, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6211, loss/aux0: 0.6211 2020-10-20 08:47:53,238 - mmaction - INFO - Epoch [77][580/792] lr: 7.500e-04, eta: 10:42:37, time: 1.207, data_time: 0.008, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9339, loss_cls: 0.7460, loss: 0.7460, grad_norm: 5.6005, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5323, loss/aux0: 0.5323 2020-10-20 08:47:53,835 - mmaction - INFO - Epoch [77][580/792] lr: 7.500e-04, eta: 10:42:44, time: 1.209, data_time: 0.011, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9339, loss_cls: 0.7460, loss: 0.7460, grad_norm: 5.6179, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5403, loss/aux0: 0.5403 2020-10-20 08:48:32,276 - mmaction - INFO - Epoch [77][600/792] lr: 7.500e-04, eta: 10:41:55, time: 0.980, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9339, loss_cls: 0.7651, loss: 0.7651, grad_norm: 5.9073, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5810, loss/aux0: 0.5810 2020-10-20 08:48:35,326 - mmaction - INFO - Epoch [77][600/792] lr: 7.500e-04, eta: 10:42:02, time: 1.085, data_time: 0.002, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9339, loss_cls: 0.7651, loss: 0.7651, grad_norm: 5.8505, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5748, loss/aux0: 0.5748 2020-10-20 08:49:16,155 - mmaction - INFO - Epoch [77][620/792] lr: 7.500e-04, eta: 10:41:14, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9318, loss_cls: 0.7739, loss: 0.7739, grad_norm: 5.8720, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5712, loss/aux0: 0.5712 2020-10-20 08:49:17,767 - mmaction - INFO - Epoch [77][620/792] lr: 7.500e-04, eta: 10:41:20, time: 1.023, data_time: 0.003, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9318, loss_cls: 0.7739, loss: 0.7739, grad_norm: 5.8769, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5733, loss/aux0: 0.5733 2020-10-20 08:49:57,309 - mmaction - INFO - Epoch [77][640/792] lr: 7.500e-04, eta: 10:40:32, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9380, loss_cls: 0.7451, loss: 0.7451, grad_norm: 5.6764, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6030, loss/aux0: 0.6030 2020-10-20 08:50:00,450 - mmaction - INFO - Epoch [77][640/792] lr: 7.500e-04, eta: 10:40:38, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9380, loss_cls: 0.7451, loss: 0.7451, grad_norm: 5.5823, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-20 08:50:39,047 - mmaction - INFO - Epoch [77][660/792] lr: 7.500e-04, eta: 10:39:49, time: 0.971, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9385, loss_cls: 0.7279, loss: 0.7279, grad_norm: 6.0163, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-20 08:50:40,429 - mmaction - INFO - Epoch [77][660/792] lr: 7.500e-04, eta: 10:39:55, time: 0.902, data_time: 0.003, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9385, loss_cls: 0.7279, loss: 0.7279, grad_norm: 6.0056, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.6143, loss/aux0: 0.6143 2020-10-20 08:51:21,782 - mmaction - INFO - Epoch [77][680/792] lr: 7.500e-04, eta: 10:39:07, time: 1.120, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9406, loss_cls: 0.7524, loss: 0.7524, grad_norm: 5.8716, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6072, loss/aux0: 0.6072 2020-10-20 08:51:24,526 - mmaction - INFO - Epoch [77][680/792] lr: 7.500e-04, eta: 10:39:14, time: 1.072, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9406, loss_cls: 0.7524, loss: 0.7524, grad_norm: 5.8888, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-20 08:52:04,919 - mmaction - INFO - Epoch [77][700/792] lr: 7.500e-04, eta: 10:38:26, time: 1.105, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9240, loss_cls: 0.7632, loss: 0.7632, grad_norm: 5.7539, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5576, loss/aux0: 0.5576 2020-10-20 08:52:05,834 - mmaction - INFO - Epoch [77][700/792] lr: 7.500e-04, eta: 10:38:32, time: 1.042, data_time: 0.001, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9240, loss_cls: 0.7632, loss: 0.7632, grad_norm: 5.7782, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5607, loss/aux0: 0.5607 2020-10-20 08:52:46,013 - mmaction - INFO - Epoch [77][720/792] lr: 7.500e-04, eta: 10:37:44, time: 1.001, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9260, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.5711, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5852, loss/aux0: 0.5852 2020-10-20 08:52:47,782 - mmaction - INFO - Epoch [77][720/792] lr: 7.500e-04, eta: 10:37:50, time: 1.035, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9260, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.5937, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5736, loss/aux0: 0.5736 2020-10-20 08:53:28,558 - mmaction - INFO - Epoch [77][740/792] lr: 7.500e-04, eta: 10:37:02, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9385, loss_cls: 0.7536, loss: 0.7536, grad_norm: 5.5505, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5532, loss/aux0: 0.5532 2020-10-20 08:53:31,207 - mmaction - INFO - Epoch [77][740/792] lr: 7.500e-04, eta: 10:37:09, time: 1.126, data_time: 0.003, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9385, loss_cls: 0.7536, loss: 0.7536, grad_norm: 5.5322, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5536, loss/aux0: 0.5536 2020-10-20 08:54:10,843 - mmaction - INFO - Epoch [77][760/792] lr: 7.500e-04, eta: 10:36:21, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9396, loss_cls: 0.7052, loss: 0.7052, grad_norm: 5.8112, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6287, loss/aux0: 0.6287 2020-10-20 08:54:13,646 - mmaction - INFO - Epoch [77][760/792] lr: 7.500e-04, eta: 10:36:28, time: 1.087, data_time: 0.003, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9396, loss_cls: 0.7052, loss: 0.7052, grad_norm: 5.8175, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6424, loss/aux0: 0.6424 2020-10-20 08:54:51,571 - mmaction - INFO - Epoch [77][780/792] lr: 7.500e-04, eta: 10:35:39, time: 0.984, data_time: 0.017, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9453, loss_cls: 0.7222, loss: 0.7222, grad_norm: 5.7583, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6325, loss/aux0: 0.6325 2020-10-20 08:54:53,123 - mmaction - INFO - Epoch [77][780/792] lr: 7.500e-04, eta: 10:35:45, time: 0.976, data_time: 0.020, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9453, loss_cls: 0.7222, loss: 0.7222, grad_norm: 5.7054, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9464, loss_cls/aux0: 0.6254, loss/aux0: 0.6254 2020-10-20 08:55:19,971 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-10-20 08:58:31,894 - mmaction - INFO - Epoch [78][20/792] lr: 7.500e-04, eta: 10:34:25, time: 1.108, data_time: 0.049, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9292, loss_cls: 0.8012, loss: 0.8012, grad_norm: 6.0588, top1_acc/aux0: 0.8388, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.6175, loss/aux0: 0.6175 2020-10-20 08:58:32,481 - mmaction - INFO - Epoch [78][20/792] lr: 7.500e-04, eta: 10:34:31, time: 1.044, data_time: 0.002, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9292, loss_cls: 0.8012, loss: 0.8012, grad_norm: 6.1011, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6177, loss/aux0: 0.6177 2020-10-20 08:59:14,150 - mmaction - INFO - Epoch [78][40/792] lr: 7.500e-04, eta: 10:33:43, time: 0.983, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9260, loss_cls: 0.7567, loss: 0.7567, grad_norm: 6.1725, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6126, loss/aux0: 0.6126 2020-10-20 08:59:16,578 - mmaction - INFO - Epoch [78][40/792] lr: 7.500e-04, eta: 10:33:49, time: 1.080, data_time: 0.007, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9260, loss_cls: 0.7567, loss: 0.7567, grad_norm: 6.1123, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6040, loss/aux0: 0.6040 2020-10-20 08:59:56,926 - mmaction - INFO - Epoch [78][60/792] lr: 7.500e-04, eta: 10:33:01, time: 1.039, data_time: 0.450, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9391, loss_cls: 0.7074, loss: 0.7074, grad_norm: 5.6693, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5481, loss/aux0: 0.5481 2020-10-20 08:59:59,398 - mmaction - INFO - Epoch [78][60/792] lr: 7.500e-04, eta: 10:33:07, time: 1.033, data_time: 0.399, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9391, loss_cls: 0.7074, loss: 0.7074, grad_norm: 5.6991, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5545, loss/aux0: 0.5545 2020-10-20 09:00:46,237 - mmaction - INFO - Epoch [78][80/792] lr: 7.500e-04, eta: 10:32:20, time: 1.188, data_time: 0.000, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9240, loss_cls: 0.8234, loss: 0.8234, grad_norm: 5.5933, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5592, loss/aux0: 0.5592 2020-10-20 09:00:49,233 - mmaction - INFO - Epoch [78][80/792] lr: 7.500e-04, eta: 10:32:27, time: 1.232, data_time: 0.014, memory: 8335, top1_acc: 0.7896, top5_acc: 0.9240, loss_cls: 0.8234, loss: 0.8234, grad_norm: 5.6727, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5632, loss/aux0: 0.5632 2020-10-20 09:01:26,912 - mmaction - INFO - Epoch [78][100/792] lr: 7.500e-04, eta: 10:31:39, time: 0.972, data_time: 0.168, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9240, loss_cls: 0.7973, loss: 0.7973, grad_norm: 5.8678, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5444, loss/aux0: 0.5444 2020-10-20 09:01:30,112 - mmaction - INFO - Epoch [78][100/792] lr: 7.500e-04, eta: 10:31:45, time: 1.044, data_time: 0.277, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9240, loss_cls: 0.7973, loss: 0.7973, grad_norm: 5.9115, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5336, loss/aux0: 0.5336 2020-10-20 09:02:11,997 - mmaction - INFO - Epoch [78][120/792] lr: 7.500e-04, eta: 10:30:57, time: 1.148, data_time: 0.484, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9312, loss_cls: 0.7662, loss: 0.7662, grad_norm: 5.6603, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5944, loss/aux0: 0.5944 2020-10-20 09:02:13,136 - mmaction - INFO - Epoch [78][120/792] lr: 7.500e-04, eta: 10:31:04, time: 1.065, data_time: 0.404, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9312, loss_cls: 0.7662, loss: 0.7662, grad_norm: 5.5224, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5946, loss/aux0: 0.5946 2020-10-20 09:02:58,468 - mmaction - INFO - Epoch [78][140/792] lr: 7.500e-04, eta: 10:30:16, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9406, loss_cls: 0.7248, loss: 0.7248, grad_norm: 5.7705, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5638, loss/aux0: 0.5638 2020-10-20 09:02:59,127 - mmaction - INFO - Epoch [78][140/792] lr: 7.500e-04, eta: 10:30:23, time: 1.124, data_time: 0.006, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9406, loss_cls: 0.7248, loss: 0.7248, grad_norm: 5.7697, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5675, loss/aux0: 0.5675 2020-10-20 09:03:41,332 - mmaction - INFO - Epoch [78][160/792] lr: 7.500e-04, eta: 10:29:35, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9349, loss_cls: 0.7436, loss: 0.7436, grad_norm: 5.8888, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5367, loss/aux0: 0.5367 2020-10-20 09:03:41,933 - mmaction - INFO - Epoch [78][160/792] lr: 7.500e-04, eta: 10:29:41, time: 1.037, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9349, loss_cls: 0.7436, loss: 0.7436, grad_norm: 5.8792, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5430, loss/aux0: 0.5430 2020-10-20 09:04:23,133 - mmaction - INFO - Epoch [78][180/792] lr: 7.500e-04, eta: 10:28:53, time: 1.090, data_time: 0.097, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9417, loss_cls: 0.7098, loss: 0.7098, grad_norm: 5.5693, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5773, loss/aux0: 0.5773 2020-10-20 09:04:23,940 - mmaction - INFO - Epoch [78][180/792] lr: 7.500e-04, eta: 10:29:00, time: 1.101, data_time: 0.110, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9417, loss_cls: 0.7098, loss: 0.7098, grad_norm: 5.6020, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5701, loss/aux0: 0.5701 2020-10-20 09:05:06,202 - mmaction - INFO - Epoch [78][200/792] lr: 7.500e-04, eta: 10:28:12, time: 1.073, data_time: 0.163, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9312, loss_cls: 0.7601, loss: 0.7601, grad_norm: 5.6621, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6169, loss/aux0: 0.6169 2020-10-20 09:05:07,220 - mmaction - INFO - Epoch [78][200/792] lr: 7.500e-04, eta: 10:28:18, time: 1.095, data_time: 0.186, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9312, loss_cls: 0.7601, loss: 0.7601, grad_norm: 5.6769, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6180, loss/aux0: 0.6180 2020-10-20 09:05:49,378 - mmaction - INFO - Epoch [78][220/792] lr: 7.500e-04, eta: 10:27:30, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9323, loss_cls: 0.7564, loss: 0.7564, grad_norm: 5.7002, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5267, loss/aux0: 0.5267 2020-10-20 09:05:49,966 - mmaction - INFO - Epoch [78][220/792] lr: 7.500e-04, eta: 10:27:36, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9323, loss_cls: 0.7564, loss: 0.7564, grad_norm: 5.7356, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5302, loss/aux0: 0.5302 2020-10-20 09:06:28,754 - mmaction - INFO - Epoch [78][240/792] lr: 7.500e-04, eta: 10:26:48, time: 0.960, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9396, loss_cls: 0.7307, loss: 0.7307, grad_norm: 5.6279, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5383, loss/aux0: 0.5383 2020-10-20 09:06:30,131 - mmaction - INFO - Epoch [78][240/792] lr: 7.500e-04, eta: 10:26:54, time: 1.000, data_time: 0.001, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9396, loss_cls: 0.7307, loss: 0.7307, grad_norm: 5.6396, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5348, loss/aux0: 0.5348 2020-10-20 09:07:10,794 - mmaction - INFO - Epoch [78][260/792] lr: 7.500e-04, eta: 10:26:06, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9333, loss_cls: 0.7698, loss: 0.7698, grad_norm: 5.7725, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5999, loss/aux0: 0.5999 2020-10-20 09:07:12,572 - mmaction - INFO - Epoch [78][260/792] lr: 7.500e-04, eta: 10:26:12, time: 1.056, data_time: 0.003, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9333, loss_cls: 0.7698, loss: 0.7698, grad_norm: 5.8777, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6174, loss/aux0: 0.6174 2020-10-20 09:07:55,688 - mmaction - INFO - Epoch [78][280/792] lr: 7.500e-04, eta: 10:25:25, time: 1.155, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.7491, loss: 0.7491, grad_norm: 5.7522, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6394, loss/aux0: 0.6394 2020-10-20 09:07:59,221 - mmaction - INFO - Epoch [78][280/792] lr: 7.500e-04, eta: 10:25:32, time: 1.235, data_time: 0.002, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9297, loss_cls: 0.7491, loss: 0.7491, grad_norm: 5.7826, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6318, loss/aux0: 0.6318 2020-10-20 09:08:40,108 - mmaction - INFO - Epoch [78][300/792] lr: 7.500e-04, eta: 10:24:44, time: 1.133, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9375, loss_cls: 0.7402, loss: 0.7402, grad_norm: 5.7616, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5867, loss/aux0: 0.5867 2020-10-20 09:08:42,778 - mmaction - INFO - Epoch [78][300/792] lr: 7.500e-04, eta: 10:24:51, time: 1.167, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9375, loss_cls: 0.7402, loss: 0.7402, grad_norm: 5.7887, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5790, loss/aux0: 0.5790 2020-10-20 09:09:21,533 - mmaction - INFO - Epoch [78][320/792] lr: 7.500e-04, eta: 10:24:03, time: 1.012, data_time: 0.004, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9427, loss_cls: 0.7096, loss: 0.7096, grad_norm: 6.0299, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6134, loss/aux0: 0.6134 2020-10-20 09:09:25,084 - mmaction - INFO - Epoch [78][320/792] lr: 7.500e-04, eta: 10:24:10, time: 1.160, data_time: 0.005, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9427, loss_cls: 0.7096, loss: 0.7096, grad_norm: 5.9519, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6208, loss/aux0: 0.6208 2020-10-20 09:10:02,969 - mmaction - INFO - Epoch [78][340/792] lr: 7.500e-04, eta: 10:23:21, time: 0.957, data_time: 0.001, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9307, loss_cls: 0.7620, loss: 0.7620, grad_norm: 5.9901, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5918, loss/aux0: 0.5918 2020-10-20 09:10:03,570 - mmaction - INFO - Epoch [78][340/792] lr: 7.500e-04, eta: 10:23:27, time: 0.959, data_time: 0.003, memory: 8335, top1_acc: 0.7917, top5_acc: 0.9307, loss_cls: 0.7620, loss: 0.7620, grad_norm: 5.9040, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5840, loss/aux0: 0.5840 2020-10-20 09:10:44,347 - mmaction - INFO - Epoch [78][360/792] lr: 7.500e-04, eta: 10:22:39, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9260, loss_cls: 0.7965, loss: 0.7965, grad_norm: 5.8498, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5481, loss/aux0: 0.5481 2020-10-20 09:10:46,389 - mmaction - INFO - Epoch [78][360/792] lr: 7.500e-04, eta: 10:22:45, time: 1.019, data_time: 0.004, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9260, loss_cls: 0.7965, loss: 0.7965, grad_norm: 6.0533, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5609, loss/aux0: 0.5609 2020-10-20 09:11:26,024 - mmaction - INFO - Epoch [78][380/792] lr: 7.500e-04, eta: 10:21:57, time: 1.003, data_time: 0.261, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9286, loss_cls: 0.7924, loss: 0.7924, grad_norm: 6.0525, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6289, loss/aux0: 0.6289 2020-10-20 09:11:29,172 - mmaction - INFO - Epoch [78][380/792] lr: 7.500e-04, eta: 10:22:03, time: 1.132, data_time: 0.263, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9286, loss_cls: 0.7924, loss: 0.7924, grad_norm: 6.0207, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-20 09:12:08,306 - mmaction - INFO - Epoch [78][400/792] lr: 7.500e-04, eta: 10:21:16, time: 1.124, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9271, loss_cls: 0.7606, loss: 0.7606, grad_norm: 5.7989, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5806, loss/aux0: 0.5806 2020-10-20 09:12:10,024 - mmaction - INFO - Epoch [78][400/792] lr: 7.500e-04, eta: 10:21:22, time: 1.057, data_time: 0.002, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9271, loss_cls: 0.7606, loss: 0.7606, grad_norm: 5.8589, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-20 09:12:49,080 - mmaction - INFO - Epoch [78][420/792] lr: 7.500e-04, eta: 10:20:34, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9370, loss_cls: 0.7093, loss: 0.7093, grad_norm: 5.6676, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6079, loss/aux0: 0.6079 2020-10-20 09:12:50,011 - mmaction - INFO - Epoch [78][420/792] lr: 7.500e-04, eta: 10:20:40, time: 1.016, data_time: 0.001, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9370, loss_cls: 0.7093, loss: 0.7093, grad_norm: 5.6895, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5975, loss/aux0: 0.5975 2020-10-20 09:13:31,771 - mmaction - INFO - Epoch [78][440/792] lr: 7.500e-04, eta: 10:19:52, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9276, loss_cls: 0.8039, loss: 0.8039, grad_norm: 5.6156, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5521, loss/aux0: 0.5521 2020-10-20 09:13:32,355 - mmaction - INFO - Epoch [78][440/792] lr: 7.500e-04, eta: 10:19:58, time: 1.009, data_time: 0.002, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9276, loss_cls: 0.8039, loss: 0.8039, grad_norm: 5.5684, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5492, loss/aux0: 0.5492 2020-10-20 09:14:12,283 - mmaction - INFO - Epoch [78][460/792] lr: 7.500e-04, eta: 10:19:09, time: 1.024, data_time: 0.010, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9406, loss_cls: 0.7581, loss: 0.7581, grad_norm: 5.6520, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5460, loss/aux0: 0.5460 2020-10-20 09:14:14,106 - mmaction - INFO - Epoch [78][460/792] lr: 7.500e-04, eta: 10:19:15, time: 1.027, data_time: 0.011, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9406, loss_cls: 0.7581, loss: 0.7581, grad_norm: 5.6819, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5502, loss/aux0: 0.5502 2020-10-20 09:14:54,535 - mmaction - INFO - Epoch [78][480/792] lr: 7.500e-04, eta: 10:18:28, time: 1.069, data_time: 0.149, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9307, loss_cls: 0.7744, loss: 0.7744, grad_norm: 5.8873, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6227, loss/aux0: 0.6227 2020-10-20 09:14:55,935 - mmaction - INFO - Epoch [78][480/792] lr: 7.500e-04, eta: 10:18:34, time: 1.111, data_time: 0.150, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9307, loss_cls: 0.7744, loss: 0.7744, grad_norm: 5.9004, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6213, loss/aux0: 0.6213 2020-10-20 09:15:39,359 - mmaction - INFO - Epoch [78][500/792] lr: 7.500e-04, eta: 10:17:47, time: 1.103, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9229, loss_cls: 0.7997, loss: 0.7997, grad_norm: 5.7178, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5563, loss/aux0: 0.5563 2020-10-20 09:15:41,613 - mmaction - INFO - Epoch [78][500/792] lr: 7.500e-04, eta: 10:17:52, time: 1.039, data_time: 0.003, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9229, loss_cls: 0.7997, loss: 0.7997, grad_norm: 5.7340, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5588, loss/aux0: 0.5588 2020-10-20 09:16:21,706 - mmaction - INFO - Epoch [78][520/792] lr: 7.500e-04, eta: 10:17:05, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9292, loss_cls: 0.7779, loss: 0.7779, grad_norm: 5.7541, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5879, loss/aux0: 0.5879 2020-10-20 09:16:23,841 - mmaction - INFO - Epoch [78][520/792] lr: 7.500e-04, eta: 10:17:11, time: 1.092, data_time: 0.001, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9292, loss_cls: 0.7779, loss: 0.7779, grad_norm: 5.7519, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5931, loss/aux0: 0.5931 2020-10-20 09:17:04,002 - mmaction - INFO - Epoch [78][540/792] lr: 7.500e-04, eta: 10:16:24, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9448, loss_cls: 0.6907, loss: 0.6907, grad_norm: 5.5023, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-20 09:17:06,103 - mmaction - INFO - Epoch [78][540/792] lr: 7.500e-04, eta: 10:16:30, time: 1.161, data_time: 0.004, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9448, loss_cls: 0.6907, loss: 0.6907, grad_norm: 5.4809, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5888, loss/aux0: 0.5888 2020-10-20 09:17:43,954 - mmaction - INFO - Epoch [78][560/792] lr: 7.500e-04, eta: 10:15:42, time: 0.979, data_time: 0.020, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9375, loss_cls: 0.7568, loss: 0.7568, grad_norm: 5.9633, top1_acc/aux0: 0.8302, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5954, loss/aux0: 0.5954 2020-10-20 09:17:45,745 - mmaction - INFO - Epoch [78][560/792] lr: 7.500e-04, eta: 10:15:48, time: 0.976, data_time: 0.023, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9375, loss_cls: 0.7568, loss: 0.7568, grad_norm: 5.9416, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5972, loss/aux0: 0.5972 2020-10-20 09:18:25,364 - mmaction - INFO - Epoch [78][580/792] lr: 7.500e-04, eta: 10:15:00, time: 1.037, data_time: 0.044, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9276, loss_cls: 0.7669, loss: 0.7669, grad_norm: 5.6938, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5800, loss/aux0: 0.5800 2020-10-20 09:18:27,024 - mmaction - INFO - Epoch [78][580/792] lr: 7.500e-04, eta: 10:15:05, time: 0.996, data_time: 0.049, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9276, loss_cls: 0.7669, loss: 0.7669, grad_norm: 5.7556, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5875, loss/aux0: 0.5875 2020-10-20 09:19:07,441 - mmaction - INFO - Epoch [78][600/792] lr: 7.500e-04, eta: 10:14:17, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9260, loss_cls: 0.8003, loss: 0.8003, grad_norm: 5.8139, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5964, loss/aux0: 0.5964 2020-10-20 09:19:09,389 - mmaction - INFO - Epoch [78][600/792] lr: 7.500e-04, eta: 10:14:23, time: 1.030, data_time: 0.003, memory: 8335, top1_acc: 0.7875, top5_acc: 0.9260, loss_cls: 0.8003, loss: 0.8003, grad_norm: 5.7678, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5802, loss/aux0: 0.5802 2020-10-20 09:19:50,981 - mmaction - INFO - Epoch [78][620/792] lr: 7.500e-04, eta: 10:13:36, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9344, loss_cls: 0.7391, loss: 0.7391, grad_norm: 5.3301, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5648, loss/aux0: 0.5648 2020-10-20 09:19:51,787 - mmaction - INFO - Epoch [78][620/792] lr: 7.500e-04, eta: 10:13:42, time: 1.030, data_time: 0.002, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9344, loss_cls: 0.7391, loss: 0.7391, grad_norm: 5.4179, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5731, loss/aux0: 0.5731 2020-10-20 09:20:32,897 - mmaction - INFO - Epoch [78][640/792] lr: 7.500e-04, eta: 10:12:54, time: 1.084, data_time: 0.091, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9151, loss_cls: 0.8398, loss: 0.8398, grad_norm: 5.6658, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5505, loss/aux0: 0.5505 2020-10-20 09:20:34,274 - mmaction - INFO - Epoch [78][640/792] lr: 7.500e-04, eta: 10:13:00, time: 1.033, data_time: 0.094, memory: 8335, top1_acc: 0.7865, top5_acc: 0.9151, loss_cls: 0.8398, loss: 0.8398, grad_norm: 5.6520, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5434, loss/aux0: 0.5434 2020-10-20 09:21:14,542 - mmaction - INFO - Epoch [78][660/792] lr: 7.500e-04, eta: 10:12:12, time: 1.046, data_time: 0.180, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9292, loss_cls: 0.7981, loss: 0.7981, grad_norm: 5.8401, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5746, loss/aux0: 0.5746 2020-10-20 09:21:15,167 - mmaction - INFO - Epoch [78][660/792] lr: 7.500e-04, eta: 10:12:18, time: 1.041, data_time: 0.184, memory: 8335, top1_acc: 0.7854, top5_acc: 0.9292, loss_cls: 0.7981, loss: 0.7981, grad_norm: 5.8408, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5741, loss/aux0: 0.5741 2020-10-20 09:21:58,448 - mmaction - INFO - Epoch [78][680/792] lr: 7.500e-04, eta: 10:11:31, time: 1.106, data_time: 0.449, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9406, loss_cls: 0.7090, loss: 0.7090, grad_norm: 5.4737, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5527, loss/aux0: 0.5527 2020-10-20 09:21:59,048 - mmaction - INFO - Epoch [78][680/792] lr: 7.500e-04, eta: 10:11:37, time: 1.108, data_time: 0.452, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9406, loss_cls: 0.7090, loss: 0.7090, grad_norm: 5.4468, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5573, loss/aux0: 0.5573 2020-10-20 09:22:40,456 - mmaction - INFO - Epoch [78][700/792] lr: 7.500e-04, eta: 10:10:49, time: 1.012, data_time: 0.431, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9312, loss_cls: 0.7514, loss: 0.7514, grad_norm: 6.0222, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5911, loss/aux0: 0.5911 2020-10-20 09:22:41,091 - mmaction - INFO - Epoch [78][700/792] lr: 7.500e-04, eta: 10:10:55, time: 1.017, data_time: 0.436, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9312, loss_cls: 0.7514, loss: 0.7514, grad_norm: 6.0073, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5900, loss/aux0: 0.5900 2020-10-20 09:23:23,315 - mmaction - INFO - Epoch [78][720/792] lr: 7.500e-04, eta: 10:10:07, time: 1.113, data_time: 0.540, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9302, loss_cls: 0.7786, loss: 0.7786, grad_norm: 5.6960, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5649, loss/aux0: 0.5649 2020-10-20 09:23:23,992 - mmaction - INFO - Epoch [78][720/792] lr: 7.500e-04, eta: 10:10:14, time: 1.117, data_time: 0.546, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9302, loss_cls: 0.7786, loss: 0.7786, grad_norm: 5.7064, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5608, loss/aux0: 0.5608 2020-10-20 09:24:03,414 - mmaction - INFO - Epoch [78][740/792] lr: 7.500e-04, eta: 10:09:26, time: 1.000, data_time: 0.133, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9354, loss_cls: 0.7720, loss: 0.7720, grad_norm: 5.9875, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5894, loss/aux0: 0.5894 2020-10-20 09:24:04,546 - mmaction - INFO - Epoch [78][740/792] lr: 7.500e-04, eta: 10:09:31, time: 1.009, data_time: 0.135, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9354, loss_cls: 0.7720, loss: 0.7720, grad_norm: 5.9965, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-20 09:24:45,613 - mmaction - INFO - Epoch [78][760/792] lr: 7.500e-04, eta: 10:08:44, time: 1.101, data_time: 0.009, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9307, loss_cls: 0.7867, loss: 0.7867, grad_norm: 5.8485, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5285, loss/aux0: 0.5285 2020-10-20 09:24:46,192 - mmaction - INFO - Epoch [78][760/792] lr: 7.500e-04, eta: 10:08:50, time: 1.056, data_time: 0.011, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9307, loss_cls: 0.7867, loss: 0.7867, grad_norm: 5.8284, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5367, loss/aux0: 0.5367 2020-10-20 09:25:28,887 - mmaction - INFO - Epoch [78][780/792] lr: 7.500e-04, eta: 10:08:02, time: 1.081, data_time: 0.170, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9313, loss_cls: 0.7904, loss: 0.7904, grad_norm: 6.0545, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5426, loss/aux0: 0.5426 2020-10-20 09:25:32,729 - mmaction - INFO - Epoch [78][780/792] lr: 7.500e-04, eta: 10:08:09, time: 1.218, data_time: 0.173, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9313, loss_cls: 0.7904, loss: 0.7904, grad_norm: 5.9914, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5355, loss/aux0: 0.5355 2020-10-20 09:26:03,833 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-10-20 09:29:22,194 - mmaction - INFO - Epoch [79][20/792] lr: 7.500e-04, eta: 10:06:50, time: 1.138, data_time: 0.054, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9396, loss_cls: 0.7322, loss: 0.7322, grad_norm: 5.8246, top1_acc/aux0: 0.8553, top5_acc/aux0: 0.9616, loss_cls/aux0: 0.5492, loss/aux0: 0.5492 2020-10-20 09:29:22,788 - mmaction - INFO - Epoch [79][20/792] lr: 7.500e-04, eta: 10:06:56, time: 1.072, data_time: 0.055, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9396, loss_cls: 0.7322, loss: 0.7322, grad_norm: 5.8710, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5548, loss/aux0: 0.5548 2020-10-20 09:30:06,146 - mmaction - INFO - Epoch [79][40/792] lr: 7.500e-04, eta: 10:06:08, time: 0.987, data_time: 0.020, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9349, loss_cls: 0.7703, loss: 0.7703, grad_norm: 5.4722, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5365, loss/aux0: 0.5365 2020-10-20 09:30:06,760 - mmaction - INFO - Epoch [79][40/792] lr: 7.500e-04, eta: 10:06:13, time: 0.988, data_time: 0.022, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9349, loss_cls: 0.7703, loss: 0.7703, grad_norm: 5.4278, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5189, loss/aux0: 0.5189 2020-10-20 09:30:49,953 - mmaction - INFO - Epoch [79][60/792] lr: 7.500e-04, eta: 10:05:26, time: 1.143, data_time: 0.538, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9375, loss_cls: 0.7075, loss: 0.7075, grad_norm: 5.6384, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5428, loss/aux0: 0.5428 2020-10-20 09:30:50,596 - mmaction - INFO - Epoch [79][60/792] lr: 7.500e-04, eta: 10:05:32, time: 1.146, data_time: 0.542, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9375, loss_cls: 0.7075, loss: 0.7075, grad_norm: 5.5988, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5593, loss/aux0: 0.5593 2020-10-20 09:31:31,613 - mmaction - INFO - Epoch [79][80/792] lr: 7.500e-04, eta: 10:04:45, time: 1.128, data_time: 0.513, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9391, loss_cls: 0.7376, loss: 0.7376, grad_norm: 5.6059, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9693, loss_cls/aux0: 0.5210, loss/aux0: 0.5210 2020-10-20 09:31:32,203 - mmaction - INFO - Epoch [79][80/792] lr: 7.500e-04, eta: 10:04:52, time: 1.131, data_time: 0.515, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9391, loss_cls: 0.7376, loss: 0.7376, grad_norm: 5.7017, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9698, loss_cls/aux0: 0.5227, loss/aux0: 0.5227 2020-10-20 09:32:14,295 - mmaction - INFO - Epoch [79][100/792] lr: 7.500e-04, eta: 10:04:04, time: 1.138, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9417, loss_cls: 0.7242, loss: 0.7242, grad_norm: 5.7377, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5850, loss/aux0: 0.5850 2020-10-20 09:32:17,108 - mmaction - INFO - Epoch [79][100/792] lr: 7.500e-04, eta: 10:04:11, time: 1.118, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9417, loss_cls: 0.7242, loss: 0.7242, grad_norm: 5.7577, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5713, loss/aux0: 0.5713 2020-10-20 09:32:56,891 - mmaction - INFO - Epoch [79][120/792] lr: 7.500e-04, eta: 10:03:23, time: 1.092, data_time: 0.389, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9245, loss_cls: 0.8099, loss: 0.8099, grad_norm: 6.0256, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5872, loss/aux0: 0.5872 2020-10-20 09:32:57,505 - mmaction - INFO - Epoch [79][120/792] lr: 7.500e-04, eta: 10:03:29, time: 1.038, data_time: 0.392, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9245, loss_cls: 0.8099, loss: 0.8099, grad_norm: 6.0762, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5973, loss/aux0: 0.5973 2020-10-20 09:33:38,428 - mmaction - INFO - Epoch [79][140/792] lr: 7.500e-04, eta: 10:02:42, time: 1.109, data_time: 0.103, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9312, loss_cls: 0.7352, loss: 0.7352, grad_norm: 5.6819, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5896, loss/aux0: 0.5896 2020-10-20 09:33:41,008 - mmaction - INFO - Epoch [79][140/792] lr: 7.500e-04, eta: 10:02:48, time: 1.154, data_time: 0.106, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9312, loss_cls: 0.7352, loss: 0.7352, grad_norm: 5.6464, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5883, loss/aux0: 0.5883 2020-10-20 09:34:18,953 - mmaction - INFO - Epoch [79][160/792] lr: 7.500e-04, eta: 10:02:00, time: 1.023, data_time: 0.091, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9318, loss_cls: 0.7765, loss: 0.7765, grad_norm: 6.0008, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5705, loss/aux0: 0.5705 2020-10-20 09:34:21,688 - mmaction - INFO - Epoch [79][160/792] lr: 7.500e-04, eta: 10:02:06, time: 1.082, data_time: 0.113, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9318, loss_cls: 0.7765, loss: 0.7765, grad_norm: 5.9805, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5672, loss/aux0: 0.5672 2020-10-20 09:35:01,134 - mmaction - INFO - Epoch [79][180/792] lr: 7.500e-04, eta: 10:01:19, time: 1.047, data_time: 0.017, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9297, loss_cls: 0.8004, loss: 0.8004, grad_norm: 5.9063, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5685, loss/aux0: 0.5685 2020-10-20 09:35:01,725 - mmaction - INFO - Epoch [79][180/792] lr: 7.500e-04, eta: 10:01:24, time: 1.032, data_time: 0.002, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9297, loss_cls: 0.8004, loss: 0.8004, grad_norm: 5.8389, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5706, loss/aux0: 0.5706 2020-10-20 09:35:40,883 - mmaction - INFO - Epoch [79][200/792] lr: 7.500e-04, eta: 10:00:36, time: 0.889, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9219, loss_cls: 0.8363, loss: 0.8363, grad_norm: 6.0556, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5627, loss/aux0: 0.5627 2020-10-20 09:35:41,858 - mmaction - INFO - Epoch [79][200/792] lr: 7.500e-04, eta: 10:00:41, time: 0.908, data_time: 0.002, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9219, loss_cls: 0.8363, loss: 0.8363, grad_norm: 6.0632, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5671, loss/aux0: 0.5671 2020-10-20 09:36:23,404 - mmaction - INFO - Epoch [79][220/792] lr: 7.500e-04, eta: 9:59:53, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9349, loss_cls: 0.7704, loss: 0.7704, grad_norm: 5.9501, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6351, loss/aux0: 0.6351 2020-10-20 09:36:24,962 - mmaction - INFO - Epoch [79][220/792] lr: 7.500e-04, eta: 9:59:59, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9349, loss_cls: 0.7704, loss: 0.7704, grad_norm: 5.9299, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6278, loss/aux0: 0.6278 2020-10-20 09:37:08,373 - mmaction - INFO - Epoch [79][240/792] lr: 7.500e-04, eta: 9:59:11, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9349, loss_cls: 0.7427, loss: 0.7427, grad_norm: 5.8162, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5783, loss/aux0: 0.5783 2020-10-20 09:37:08,976 - mmaction - INFO - Epoch [79][240/792] lr: 7.500e-04, eta: 9:59:17, time: 1.049, data_time: 0.003, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9349, loss_cls: 0.7427, loss: 0.7427, grad_norm: 5.8738, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5881, loss/aux0: 0.5881 2020-10-20 09:37:49,735 - mmaction - INFO - Epoch [79][260/792] lr: 7.500e-04, eta: 9:58:29, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9448, loss_cls: 0.7168, loss: 0.7168, grad_norm: 5.8147, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6103, loss/aux0: 0.6103 2020-10-20 09:37:51,552 - mmaction - INFO - Epoch [79][260/792] lr: 7.500e-04, eta: 9:58:35, time: 1.080, data_time: 0.063, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9448, loss_cls: 0.7168, loss: 0.7168, grad_norm: 5.8462, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-20 09:38:35,196 - mmaction - INFO - Epoch [79][280/792] lr: 7.500e-04, eta: 9:57:48, time: 1.059, data_time: 0.480, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9333, loss_cls: 0.7604, loss: 0.7604, grad_norm: 5.7302, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5570, loss/aux0: 0.5570 2020-10-20 09:38:38,901 - mmaction - INFO - Epoch [79][280/792] lr: 7.500e-04, eta: 9:57:54, time: 1.164, data_time: 0.585, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9333, loss_cls: 0.7604, loss: 0.7604, grad_norm: 5.7732, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5516, loss/aux0: 0.5516 2020-10-20 09:39:17,438 - mmaction - INFO - Epoch [79][300/792] lr: 7.500e-04, eta: 9:57:07, time: 1.011, data_time: 0.331, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9323, loss_cls: 0.7587, loss: 0.7587, grad_norm: 5.6964, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5661, loss/aux0: 0.5661 2020-10-20 09:39:19,136 - mmaction - INFO - Epoch [79][300/792] lr: 7.500e-04, eta: 9:57:12, time: 0.987, data_time: 0.306, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9323, loss_cls: 0.7587, loss: 0.7587, grad_norm: 5.7366, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5719, loss/aux0: 0.5719 2020-10-20 09:40:00,252 - mmaction - INFO - Epoch [79][320/792] lr: 7.500e-04, eta: 9:56:24, time: 0.986, data_time: 0.413, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9292, loss_cls: 0.7518, loss: 0.7518, grad_norm: 5.7940, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6001, loss/aux0: 0.6001 2020-10-20 09:40:02,920 - mmaction - INFO - Epoch [79][320/792] lr: 7.500e-04, eta: 9:56:30, time: 1.005, data_time: 0.432, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9292, loss_cls: 0.7518, loss: 0.7518, grad_norm: 5.8544, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-20 09:40:43,375 - mmaction - INFO - Epoch [79][340/792] lr: 7.500e-04, eta: 9:55:42, time: 1.052, data_time: 0.477, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9214, loss_cls: 0.7881, loss: 0.7881, grad_norm: 5.5848, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5413, loss/aux0: 0.5413 2020-10-20 09:40:43,974 - mmaction - INFO - Epoch [79][340/792] lr: 7.500e-04, eta: 9:55:47, time: 0.975, data_time: 0.401, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9214, loss_cls: 0.7881, loss: 0.7881, grad_norm: 5.5373, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5482, loss/aux0: 0.5482 2020-10-20 09:41:25,716 - mmaction - INFO - Epoch [79][360/792] lr: 7.500e-04, eta: 9:54:59, time: 0.986, data_time: 0.405, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9323, loss_cls: 0.7405, loss: 0.7405, grad_norm: 5.4901, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5812, loss/aux0: 0.5812 2020-10-20 09:41:26,305 - mmaction - INFO - Epoch [79][360/792] lr: 7.500e-04, eta: 9:55:05, time: 0.987, data_time: 0.406, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9323, loss_cls: 0.7405, loss: 0.7405, grad_norm: 5.4714, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5748, loss/aux0: 0.5748 2020-10-20 09:42:06,885 - mmaction - INFO - Epoch [79][380/792] lr: 7.500e-04, eta: 9:54:17, time: 0.945, data_time: 0.369, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9354, loss_cls: 0.7146, loss: 0.7146, grad_norm: 5.4983, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5361, loss/aux0: 0.5361 2020-10-20 09:42:07,501 - mmaction - INFO - Epoch [79][380/792] lr: 7.500e-04, eta: 9:54:22, time: 0.946, data_time: 0.371, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9354, loss_cls: 0.7146, loss: 0.7146, grad_norm: 5.6013, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5468, loss/aux0: 0.5468 2020-10-20 09:42:48,387 - mmaction - INFO - Epoch [79][400/792] lr: 7.500e-04, eta: 9:53:35, time: 1.118, data_time: 0.013, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9318, loss_cls: 0.7595, loss: 0.7595, grad_norm: 5.7989, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5444, loss/aux0: 0.5444 2020-10-20 09:42:49,064 - mmaction - INFO - Epoch [79][400/792] lr: 7.500e-04, eta: 9:53:40, time: 1.013, data_time: 0.014, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9318, loss_cls: 0.7595, loss: 0.7595, grad_norm: 5.8230, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5274, loss/aux0: 0.5274 2020-10-20 09:43:32,339 - mmaction - INFO - Epoch [79][420/792] lr: 7.500e-04, eta: 9:52:53, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9380, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.7183, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5762, loss/aux0: 0.5762 2020-10-20 09:43:32,941 - mmaction - INFO - Epoch [79][420/792] lr: 7.500e-04, eta: 9:52:59, time: 1.121, data_time: 0.003, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9380, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.7792, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-20 09:44:15,270 - mmaction - INFO - Epoch [79][440/792] lr: 7.500e-04, eta: 9:52:12, time: 1.150, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9312, loss_cls: 0.7423, loss: 0.7423, grad_norm: 5.8825, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-20 09:44:15,880 - mmaction - INFO - Epoch [79][440/792] lr: 7.500e-04, eta: 9:52:19, time: 1.153, data_time: 0.003, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9312, loss_cls: 0.7423, loss: 0.7423, grad_norm: 5.8924, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6097, loss/aux0: 0.6097 2020-10-20 09:44:56,727 - mmaction - INFO - Epoch [79][460/792] lr: 7.500e-04, eta: 9:51:31, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9266, loss_cls: 0.7832, loss: 0.7832, grad_norm: 5.8530, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-20 09:44:58,436 - mmaction - INFO - Epoch [79][460/792] lr: 7.500e-04, eta: 9:51:37, time: 1.068, data_time: 0.002, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9266, loss_cls: 0.7832, loss: 0.7832, grad_norm: 5.7948, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6086, loss/aux0: 0.6086 2020-10-20 09:45:39,309 - mmaction - INFO - Epoch [79][480/792] lr: 7.500e-04, eta: 9:50:50, time: 1.200, data_time: 0.031, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9365, loss_cls: 0.7409, loss: 0.7409, grad_norm: 5.6052, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5906, loss/aux0: 0.5906 2020-10-20 09:45:39,913 - mmaction - INFO - Epoch [79][480/792] lr: 7.500e-04, eta: 9:50:56, time: 1.140, data_time: 0.034, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9365, loss_cls: 0.7409, loss: 0.7409, grad_norm: 5.6115, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5929, loss/aux0: 0.5929 2020-10-20 09:46:18,743 - mmaction - INFO - Epoch [79][500/792] lr: 7.500e-04, eta: 9:50:09, time: 1.016, data_time: 0.133, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9333, loss_cls: 0.7729, loss: 0.7729, grad_norm: 6.0675, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-20 09:46:19,449 - mmaction - INFO - Epoch [79][500/792] lr: 7.500e-04, eta: 9:50:14, time: 0.974, data_time: 0.101, memory: 8335, top1_acc: 0.7922, top5_acc: 0.9333, loss_cls: 0.7729, loss: 0.7729, grad_norm: 6.0950, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6187, loss/aux0: 0.6187 2020-10-20 09:46:59,422 - mmaction - INFO - Epoch [79][520/792] lr: 7.500e-04, eta: 9:49:26, time: 1.058, data_time: 0.017, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9323, loss_cls: 0.7670, loss: 0.7670, grad_norm: 5.9492, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5284, loss/aux0: 0.5284 2020-10-20 09:47:00,016 - mmaction - INFO - Epoch [79][520/792] lr: 7.500e-04, eta: 9:49:32, time: 1.042, data_time: 0.018, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9323, loss_cls: 0.7670, loss: 0.7670, grad_norm: 6.0044, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5182, loss/aux0: 0.5182 2020-10-20 09:47:41,342 - mmaction - INFO - Epoch [79][540/792] lr: 7.500e-04, eta: 9:48:44, time: 0.923, data_time: 0.000, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9307, loss_cls: 0.7772, loss: 0.7772, grad_norm: 5.9402, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5696, loss/aux0: 0.5696 2020-10-20 09:47:42,532 - mmaction - INFO - Epoch [79][540/792] lr: 7.500e-04, eta: 9:48:49, time: 0.956, data_time: 0.003, memory: 8335, top1_acc: 0.7937, top5_acc: 0.9307, loss_cls: 0.7772, loss: 0.7772, grad_norm: 5.9797, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5760, loss/aux0: 0.5760 2020-10-20 09:48:23,639 - mmaction - INFO - Epoch [79][560/792] lr: 7.500e-04, eta: 9:48:01, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9370, loss_cls: 0.7366, loss: 0.7366, grad_norm: 6.0308, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5964, loss/aux0: 0.5964 2020-10-20 09:48:27,805 - mmaction - INFO - Epoch [79][560/792] lr: 7.500e-04, eta: 9:48:07, time: 1.091, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9370, loss_cls: 0.7366, loss: 0.7366, grad_norm: 6.0395, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5927, loss/aux0: 0.5927 2020-10-20 09:49:05,910 - mmaction - INFO - Epoch [79][580/792] lr: 7.500e-04, eta: 9:47:20, time: 1.019, data_time: 0.000, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9255, loss_cls: 0.8157, loss: 0.8157, grad_norm: 5.8643, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5388, loss/aux0: 0.5388 2020-10-20 09:49:07,895 - mmaction - INFO - Epoch [79][580/792] lr: 7.500e-04, eta: 9:47:25, time: 1.024, data_time: 0.003, memory: 8335, top1_acc: 0.7859, top5_acc: 0.9255, loss_cls: 0.8157, loss: 0.8157, grad_norm: 5.8904, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5517, loss/aux0: 0.5517 2020-10-20 09:49:48,724 - mmaction - INFO - Epoch [79][600/792] lr: 7.500e-04, eta: 9:46:38, time: 1.067, data_time: 0.001, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9245, loss_cls: 0.8193, loss: 0.8193, grad_norm: 5.8574, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5833, loss/aux0: 0.5833 2020-10-20 09:49:51,619 - mmaction - INFO - Epoch [79][600/792] lr: 7.500e-04, eta: 9:46:43, time: 1.073, data_time: 0.003, memory: 8335, top1_acc: 0.7932, top5_acc: 0.9245, loss_cls: 0.8193, loss: 0.8193, grad_norm: 5.8853, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5875, loss/aux0: 0.5875 2020-10-20 09:50:31,835 - mmaction - INFO - Epoch [79][620/792] lr: 7.500e-04, eta: 9:45:56, time: 0.974, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9286, loss_cls: 0.7207, loss: 0.7207, grad_norm: 5.9599, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-20 09:50:33,942 - mmaction - INFO - Epoch [79][620/792] lr: 7.500e-04, eta: 9:46:01, time: 0.975, data_time: 0.001, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9286, loss_cls: 0.7207, loss: 0.7207, grad_norm: 5.9202, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5734, loss/aux0: 0.5734 2020-10-20 09:51:12,209 - mmaction - INFO - Epoch [79][640/792] lr: 7.500e-04, eta: 9:45:13, time: 1.047, data_time: 0.097, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9323, loss_cls: 0.7811, loss: 0.7811, grad_norm: 5.6916, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5887, loss/aux0: 0.5887 2020-10-20 09:51:14,161 - mmaction - INFO - Epoch [79][640/792] lr: 7.500e-04, eta: 9:45:19, time: 1.040, data_time: 0.099, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9323, loss_cls: 0.7811, loss: 0.7811, grad_norm: 5.7025, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5934, loss/aux0: 0.5934 2020-10-20 09:51:53,917 - mmaction - INFO - Epoch [79][660/792] lr: 7.500e-04, eta: 9:44:32, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9479, loss_cls: 0.6994, loss: 0.6994, grad_norm: 5.6488, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5958, loss/aux0: 0.5958 2020-10-20 09:51:57,142 - mmaction - INFO - Epoch [79][660/792] lr: 7.500e-04, eta: 9:44:38, time: 1.119, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9479, loss_cls: 0.6994, loss: 0.6994, grad_norm: 5.6739, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5947, loss/aux0: 0.5947 2020-10-20 09:52:34,395 - mmaction - INFO - Epoch [79][680/792] lr: 7.500e-04, eta: 9:43:50, time: 0.947, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9328, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.8397, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6102, loss/aux0: 0.6102 2020-10-20 09:52:35,757 - mmaction - INFO - Epoch [79][680/792] lr: 7.500e-04, eta: 9:43:55, time: 0.987, data_time: 0.021, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9328, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.8338, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6078, loss/aux0: 0.6078 2020-10-20 09:53:16,588 - mmaction - INFO - Epoch [79][700/792] lr: 7.500e-04, eta: 9:43:07, time: 0.994, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9339, loss_cls: 0.7399, loss: 0.7399, grad_norm: 5.9293, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5511, loss/aux0: 0.5511 2020-10-20 09:53:18,239 - mmaction - INFO - Epoch [79][700/792] lr: 7.500e-04, eta: 9:43:13, time: 1.038, data_time: 0.003, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9339, loss_cls: 0.7399, loss: 0.7399, grad_norm: 5.9149, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5708, loss/aux0: 0.5708 2020-10-20 09:53:58,719 - mmaction - INFO - Epoch [79][720/792] lr: 7.500e-04, eta: 9:42:26, time: 1.069, data_time: 0.056, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9339, loss_cls: 0.7366, loss: 0.7366, grad_norm: 5.8616, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-20 09:54:01,082 - mmaction - INFO - Epoch [79][720/792] lr: 7.500e-04, eta: 9:42:32, time: 1.159, data_time: 0.057, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9339, loss_cls: 0.7366, loss: 0.7366, grad_norm: 5.8786, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5866, loss/aux0: 0.5866 2020-10-20 09:54:41,117 - mmaction - INFO - Epoch [79][740/792] lr: 7.500e-04, eta: 9:41:45, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9323, loss_cls: 0.7585, loss: 0.7585, grad_norm: 6.1153, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6031, loss/aux0: 0.6031 2020-10-20 09:54:43,224 - mmaction - INFO - Epoch [79][740/792] lr: 7.500e-04, eta: 9:41:50, time: 1.097, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9323, loss_cls: 0.7585, loss: 0.7585, grad_norm: 6.1285, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-20 09:55:23,426 - mmaction - INFO - Epoch [79][760/792] lr: 7.500e-04, eta: 9:41:03, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9318, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.8335, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5844, loss/aux0: 0.5844 2020-10-20 09:55:25,010 - mmaction - INFO - Epoch [79][760/792] lr: 7.500e-04, eta: 9:41:08, time: 1.006, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9318, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.8104, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5928, loss/aux0: 0.5928 2020-10-20 09:56:04,166 - mmaction - INFO - Epoch [79][780/792] lr: 7.500e-04, eta: 9:40:21, time: 1.012, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9375, loss_cls: 0.7554, loss: 0.7554, grad_norm: 5.6673, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5672, loss/aux0: 0.5672 2020-10-20 09:56:04,775 - mmaction - INFO - Epoch [79][780/792] lr: 7.500e-04, eta: 9:40:26, time: 1.015, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9375, loss_cls: 0.7554, loss: 0.7554, grad_norm: 5.6248, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5510, loss/aux0: 0.5510 2020-10-20 09:56:32,403 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-10-20 09:59:28,908 - mmaction - INFO - Epoch [80][20/792] lr: 7.500e-04, eta: 9:39:07, time: 1.004, data_time: 0.188, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9469, loss_cls: 0.6924, loss: 0.6924, grad_norm: 5.6132, top1_acc/aux0: 0.8416, top5_acc/aux0: 0.9523, loss_cls/aux0: 0.5755, loss/aux0: 0.5755 2020-10-20 09:59:29,650 - mmaction - INFO - Epoch [80][20/792] lr: 7.500e-04, eta: 9:39:12, time: 1.013, data_time: 0.198, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9469, loss_cls: 0.6924, loss: 0.6924, grad_norm: 5.6229, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5749, loss/aux0: 0.5749 2020-10-20 10:00:15,215 - mmaction - INFO - Epoch [80][40/792] lr: 7.500e-04, eta: 9:38:26, time: 1.219, data_time: 0.284, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9396, loss_cls: 0.7103, loss: 0.7103, grad_norm: 5.8305, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5877, loss/aux0: 0.5877 2020-10-20 10:00:16,240 - mmaction - INFO - Epoch [80][40/792] lr: 7.500e-04, eta: 9:38:32, time: 1.246, data_time: 0.297, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9396, loss_cls: 0.7103, loss: 0.7103, grad_norm: 5.8376, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-20 10:00:55,726 - mmaction - INFO - Epoch [80][60/792] lr: 7.500e-04, eta: 9:37:45, time: 0.979, data_time: 0.363, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9365, loss_cls: 0.7007, loss: 0.7007, grad_norm: 5.6092, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5588, loss/aux0: 0.5588 2020-10-20 10:00:57,546 - mmaction - INFO - Epoch [80][60/792] lr: 7.500e-04, eta: 9:37:50, time: 1.027, data_time: 0.375, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9365, loss_cls: 0.7007, loss: 0.7007, grad_norm: 5.6049, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5627, loss/aux0: 0.5627 2020-10-20 10:01:36,130 - mmaction - INFO - Epoch [80][80/792] lr: 7.500e-04, eta: 9:37:02, time: 0.953, data_time: 0.357, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9349, loss_cls: 0.7610, loss: 0.7610, grad_norm: 5.8964, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-20 10:01:37,895 - mmaction - INFO - Epoch [80][80/792] lr: 7.500e-04, eta: 9:37:08, time: 1.009, data_time: 0.415, memory: 8335, top1_acc: 0.7906, top5_acc: 0.9349, loss_cls: 0.7610, loss: 0.7610, grad_norm: 5.9620, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5941, loss/aux0: 0.5941 2020-10-20 10:02:18,183 - mmaction - INFO - Epoch [80][100/792] lr: 7.500e-04, eta: 9:36:20, time: 1.081, data_time: 0.161, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9260, loss_cls: 0.7857, loss: 0.7857, grad_norm: 5.7987, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5773, loss/aux0: 0.5773 2020-10-20 10:02:18,764 - mmaction - INFO - Epoch [80][100/792] lr: 7.500e-04, eta: 9:36:26, time: 1.041, data_time: 0.124, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9260, loss_cls: 0.7857, loss: 0.7857, grad_norm: 5.8896, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5795, loss/aux0: 0.5795 2020-10-20 10:03:01,569 - mmaction - INFO - Epoch [80][120/792] lr: 7.500e-04, eta: 9:35:39, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9380, loss_cls: 0.7535, loss: 0.7535, grad_norm: 5.8270, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5891, loss/aux0: 0.5891 2020-10-20 10:03:03,067 - mmaction - INFO - Epoch [80][120/792] lr: 7.500e-04, eta: 9:35:44, time: 1.084, data_time: 0.001, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9380, loss_cls: 0.7535, loss: 0.7535, grad_norm: 5.7497, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5738, loss/aux0: 0.5738 2020-10-20 10:03:42,617 - mmaction - INFO - Epoch [80][140/792] lr: 7.500e-04, eta: 9:34:57, time: 0.952, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9437, loss_cls: 0.7038, loss: 0.7038, grad_norm: 5.7739, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5495, loss/aux0: 0.5495 2020-10-20 10:03:43,208 - mmaction - INFO - Epoch [80][140/792] lr: 7.500e-04, eta: 9:35:02, time: 0.952, data_time: 0.002, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9437, loss_cls: 0.7038, loss: 0.7038, grad_norm: 5.8503, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5595, loss/aux0: 0.5595 2020-10-20 10:04:23,073 - mmaction - INFO - Epoch [80][160/792] lr: 7.500e-04, eta: 9:34:14, time: 1.028, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9453, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.6788, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5816, loss/aux0: 0.5816 2020-10-20 10:04:25,785 - mmaction - INFO - Epoch [80][160/792] lr: 7.500e-04, eta: 9:34:20, time: 1.024, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9453, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.5673, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5800, loss/aux0: 0.5800 2020-10-20 10:05:03,819 - mmaction - INFO - Epoch [80][180/792] lr: 7.500e-04, eta: 9:33:32, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9339, loss_cls: 0.7623, loss: 0.7623, grad_norm: 5.6249, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5126, loss/aux0: 0.5126 2020-10-20 10:05:06,059 - mmaction - INFO - Epoch [80][180/792] lr: 7.500e-04, eta: 9:33:38, time: 1.034, data_time: 0.002, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9339, loss_cls: 0.7623, loss: 0.7623, grad_norm: 5.6024, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5211, loss/aux0: 0.5211 2020-10-20 10:05:47,357 - mmaction - INFO - Epoch [80][200/792] lr: 7.500e-04, eta: 9:32:50, time: 1.052, data_time: 0.139, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9380, loss_cls: 0.7489, loss: 0.7489, grad_norm: 5.7267, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6205, loss/aux0: 0.6205 2020-10-20 10:05:48,094 - mmaction - INFO - Epoch [80][200/792] lr: 7.500e-04, eta: 9:32:56, time: 1.017, data_time: 0.142, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9380, loss_cls: 0.7489, loss: 0.7489, grad_norm: 5.7399, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6080, loss/aux0: 0.6080 2020-10-20 10:06:31,084 - mmaction - INFO - Epoch [80][220/792] lr: 7.500e-04, eta: 9:32:09, time: 1.107, data_time: 0.469, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9354, loss_cls: 0.7630, loss: 0.7630, grad_norm: 5.6782, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5565, loss/aux0: 0.5565 2020-10-20 10:06:31,697 - mmaction - INFO - Epoch [80][220/792] lr: 7.500e-04, eta: 9:32:14, time: 1.108, data_time: 0.471, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9354, loss_cls: 0.7630, loss: 0.7630, grad_norm: 5.7064, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5606, loss/aux0: 0.5606 2020-10-20 10:07:12,160 - mmaction - INFO - Epoch [80][240/792] lr: 7.500e-04, eta: 9:31:27, time: 1.083, data_time: 0.333, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9339, loss_cls: 0.7200, loss: 0.7200, grad_norm: 5.6974, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5313, loss/aux0: 0.5313 2020-10-20 10:07:15,870 - mmaction - INFO - Epoch [80][240/792] lr: 7.500e-04, eta: 9:31:34, time: 1.242, data_time: 0.335, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9339, loss_cls: 0.7200, loss: 0.7200, grad_norm: 5.5917, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5287, loss/aux0: 0.5287 2020-10-20 10:07:54,700 - mmaction - INFO - Epoch [80][260/792] lr: 7.500e-04, eta: 9:30:47, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9307, loss_cls: 0.7225, loss: 0.7225, grad_norm: 5.7053, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-20 10:07:56,439 - mmaction - INFO - Epoch [80][260/792] lr: 7.500e-04, eta: 9:30:52, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9307, loss_cls: 0.7225, loss: 0.7225, grad_norm: 5.6237, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5950, loss/aux0: 0.5950 2020-10-20 10:08:37,115 - mmaction - INFO - Epoch [80][280/792] lr: 7.500e-04, eta: 9:30:05, time: 1.035, data_time: 0.218, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9302, loss_cls: 0.7596, loss: 0.7596, grad_norm: 5.8008, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5679, loss/aux0: 0.5679 2020-10-20 10:08:39,542 - mmaction - INFO - Epoch [80][280/792] lr: 7.500e-04, eta: 9:30:10, time: 1.033, data_time: 0.252, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9302, loss_cls: 0.7596, loss: 0.7596, grad_norm: 5.6871, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5572, loss/aux0: 0.5572 2020-10-20 10:09:19,105 - mmaction - INFO - Epoch [80][300/792] lr: 7.500e-04, eta: 9:29:23, time: 1.059, data_time: 0.194, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9323, loss_cls: 0.7528, loss: 0.7528, grad_norm: 6.1690, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6107, loss/aux0: 0.6107 2020-10-20 10:09:22,110 - mmaction - INFO - Epoch [80][300/792] lr: 7.500e-04, eta: 9:29:29, time: 1.074, data_time: 0.228, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9323, loss_cls: 0.7528, loss: 0.7528, grad_norm: 6.1496, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.6104, loss/aux0: 0.6104 2020-10-20 10:10:02,260 - mmaction - INFO - Epoch [80][320/792] lr: 7.500e-04, eta: 9:28:41, time: 1.055, data_time: 0.157, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9198, loss_cls: 0.8005, loss: 0.8005, grad_norm: 6.0323, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5569, loss/aux0: 0.5569 2020-10-20 10:10:03,808 - mmaction - INFO - Epoch [80][320/792] lr: 7.500e-04, eta: 9:28:47, time: 1.044, data_time: 0.159, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9198, loss_cls: 0.8005, loss: 0.8005, grad_norm: 5.9410, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5598, loss/aux0: 0.5598 2020-10-20 10:10:43,034 - mmaction - INFO - Epoch [80][340/792] lr: 7.500e-04, eta: 9:28:00, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9375, loss_cls: 0.7239, loss: 0.7239, grad_norm: 5.6371, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5907, loss/aux0: 0.5907 2020-10-20 10:10:43,651 - mmaction - INFO - Epoch [80][340/792] lr: 7.500e-04, eta: 9:28:04, time: 0.944, data_time: 0.003, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9375, loss_cls: 0.7239, loss: 0.7239, grad_norm: 5.6260, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-20 10:11:26,046 - mmaction - INFO - Epoch [80][360/792] lr: 7.500e-04, eta: 9:27:18, time: 1.126, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9391, loss_cls: 0.7315, loss: 0.7315, grad_norm: 5.6510, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5982, loss/aux0: 0.5982 2020-10-20 10:11:27,976 - mmaction - INFO - Epoch [80][360/792] lr: 7.500e-04, eta: 9:27:23, time: 1.107, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9391, loss_cls: 0.7315, loss: 0.7315, grad_norm: 5.7032, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5935, loss/aux0: 0.5935 2020-10-20 10:12:08,473 - mmaction - INFO - Epoch [80][380/792] lr: 7.500e-04, eta: 9:26:36, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9312, loss_cls: 0.7787, loss: 0.7787, grad_norm: 5.7277, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5829, loss/aux0: 0.5829 2020-10-20 10:12:11,029 - mmaction - INFO - Epoch [80][380/792] lr: 7.500e-04, eta: 9:26:42, time: 1.055, data_time: 0.002, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9312, loss_cls: 0.7787, loss: 0.7787, grad_norm: 5.7206, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5851, loss/aux0: 0.5851 2020-10-20 10:12:51,075 - mmaction - INFO - Epoch [80][400/792] lr: 7.500e-04, eta: 9:25:54, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9312, loss_cls: 0.7715, loss: 0.7715, grad_norm: 6.0096, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5780, loss/aux0: 0.5780 2020-10-20 10:12:52,109 - mmaction - INFO - Epoch [80][400/792] lr: 7.500e-04, eta: 9:25:59, time: 0.955, data_time: 0.002, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9312, loss_cls: 0.7715, loss: 0.7715, grad_norm: 6.0166, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5836, loss/aux0: 0.5836 2020-10-20 10:13:31,239 - mmaction - INFO - Epoch [80][420/792] lr: 7.500e-04, eta: 9:25:12, time: 0.980, data_time: 0.060, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9328, loss_cls: 0.7130, loss: 0.7130, grad_norm: 5.5819, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5515, loss/aux0: 0.5515 2020-10-20 10:13:33,511 - mmaction - INFO - Epoch [80][420/792] lr: 7.500e-04, eta: 9:25:17, time: 1.065, data_time: 0.062, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9328, loss_cls: 0.7130, loss: 0.7130, grad_norm: 5.6343, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5434, loss/aux0: 0.5434 2020-10-20 10:14:14,619 - mmaction - INFO - Epoch [80][440/792] lr: 7.500e-04, eta: 9:24:30, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9333, loss_cls: 0.7257, loss: 0.7257, grad_norm: 5.6642, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5541, loss/aux0: 0.5541 2020-10-20 10:14:16,604 - mmaction - INFO - Epoch [80][440/792] lr: 7.500e-04, eta: 9:24:35, time: 0.961, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9333, loss_cls: 0.7257, loss: 0.7257, grad_norm: 5.7050, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5591, loss/aux0: 0.5591 2020-10-20 10:14:59,558 - mmaction - INFO - Epoch [80][460/792] lr: 7.500e-04, eta: 9:23:49, time: 1.205, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9271, loss_cls: 0.8048, loss: 0.8048, grad_norm: 5.9746, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5836, loss/aux0: 0.5836 2020-10-20 10:15:00,169 - mmaction - INFO - Epoch [80][460/792] lr: 7.500e-04, eta: 9:23:55, time: 1.207, data_time: 0.003, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9271, loss_cls: 0.8048, loss: 0.8048, grad_norm: 6.0470, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5872, loss/aux0: 0.5872 2020-10-20 10:15:43,826 - mmaction - INFO - Epoch [80][480/792] lr: 7.500e-04, eta: 9:23:08, time: 1.187, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9323, loss_cls: 0.7547, loss: 0.7547, grad_norm: 5.7850, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5822, loss/aux0: 0.5822 2020-10-20 10:15:44,417 - mmaction - INFO - Epoch [80][480/792] lr: 7.500e-04, eta: 9:23:14, time: 1.188, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9323, loss_cls: 0.7547, loss: 0.7547, grad_norm: 5.9349, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5809, loss/aux0: 0.5809 2020-10-20 10:16:24,903 - mmaction - INFO - Epoch [80][500/792] lr: 7.500e-04, eta: 9:22:27, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9344, loss_cls: 0.7311, loss: 0.7311, grad_norm: 5.8032, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-20 10:16:25,490 - mmaction - INFO - Epoch [80][500/792] lr: 7.500e-04, eta: 9:22:32, time: 1.004, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9344, loss_cls: 0.7311, loss: 0.7311, grad_norm: 5.7222, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5979, loss/aux0: 0.5979 2020-10-20 10:17:08,802 - mmaction - INFO - Epoch [80][520/792] lr: 7.500e-04, eta: 9:21:45, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9312, loss_cls: 0.7648, loss: 0.7648, grad_norm: 6.0520, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5598, loss/aux0: 0.5598 2020-10-20 10:17:11,339 - mmaction - INFO - Epoch [80][520/792] lr: 7.500e-04, eta: 9:21:51, time: 1.145, data_time: 0.003, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9312, loss_cls: 0.7648, loss: 0.7648, grad_norm: 5.9985, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5610, loss/aux0: 0.5610 2020-10-20 10:17:50,750 - mmaction - INFO - Epoch [80][540/792] lr: 7.500e-04, eta: 9:21:04, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9328, loss_cls: 0.7609, loss: 0.7609, grad_norm: 5.9374, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5626, loss/aux0: 0.5626 2020-10-20 10:17:53,641 - mmaction - INFO - Epoch [80][540/792] lr: 7.500e-04, eta: 9:21:10, time: 1.060, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9328, loss_cls: 0.7609, loss: 0.7609, grad_norm: 5.9603, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5655, loss/aux0: 0.5655 2020-10-20 10:18:34,032 - mmaction - INFO - Epoch [80][560/792] lr: 7.500e-04, eta: 9:20:22, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9281, loss_cls: 0.8009, loss: 0.8009, grad_norm: 5.7665, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5649, loss/aux0: 0.5649 2020-10-20 10:18:34,966 - mmaction - INFO - Epoch [80][560/792] lr: 7.500e-04, eta: 9:20:27, time: 0.962, data_time: 0.003, memory: 8335, top1_acc: 0.7927, top5_acc: 0.9281, loss_cls: 0.8009, loss: 0.8009, grad_norm: 5.7805, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5709, loss/aux0: 0.5709 2020-10-20 10:19:15,741 - mmaction - INFO - Epoch [80][580/792] lr: 7.500e-04, eta: 9:19:40, time: 0.996, data_time: 0.000, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9292, loss_cls: 0.7830, loss: 0.7830, grad_norm: 5.8974, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5976, loss/aux0: 0.5976 2020-10-20 10:19:17,422 - mmaction - INFO - Epoch [80][580/792] lr: 7.500e-04, eta: 9:19:45, time: 1.051, data_time: 0.002, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9292, loss_cls: 0.7830, loss: 0.7830, grad_norm: 5.9237, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5941, loss/aux0: 0.5941 2020-10-20 10:19:57,278 - mmaction - INFO - Epoch [80][600/792] lr: 7.500e-04, eta: 9:18:58, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9323, loss_cls: 0.7471, loss: 0.7471, grad_norm: 5.8386, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5833, loss/aux0: 0.5833 2020-10-20 10:19:58,437 - mmaction - INFO - Epoch [80][600/792] lr: 7.500e-04, eta: 9:19:03, time: 0.897, data_time: 0.002, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9323, loss_cls: 0.7471, loss: 0.7471, grad_norm: 5.8868, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5759, loss/aux0: 0.5759 2020-10-20 10:20:39,589 - mmaction - INFO - Epoch [80][620/792] lr: 7.500e-04, eta: 9:18:16, time: 1.131, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9271, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.8088, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5561, loss/aux0: 0.5561 2020-10-20 10:20:40,216 - mmaction - INFO - Epoch [80][620/792] lr: 7.500e-04, eta: 9:18:22, time: 1.133, data_time: 0.004, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9271, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.8238, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5541, loss/aux0: 0.5541 2020-10-20 10:21:21,930 - mmaction - INFO - Epoch [80][640/792] lr: 7.500e-04, eta: 9:17:35, time: 1.048, data_time: 0.329, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9333, loss_cls: 0.7727, loss: 0.7727, grad_norm: 5.7730, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5678, loss/aux0: 0.5678 2020-10-20 10:21:22,924 - mmaction - INFO - Epoch [80][640/792] lr: 7.500e-04, eta: 9:17:40, time: 1.068, data_time: 0.350, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9333, loss_cls: 0.7727, loss: 0.7727, grad_norm: 5.7781, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5736, loss/aux0: 0.5736 2020-10-20 10:22:03,342 - mmaction - INFO - Epoch [80][660/792] lr: 7.500e-04, eta: 9:16:53, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9333, loss_cls: 0.7501, loss: 0.7501, grad_norm: 5.6933, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5787, loss/aux0: 0.5787 2020-10-20 10:22:04,813 - mmaction - INFO - Epoch [80][660/792] lr: 7.500e-04, eta: 9:16:58, time: 1.103, data_time: 0.002, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9333, loss_cls: 0.7501, loss: 0.7501, grad_norm: 5.6147, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5759, loss/aux0: 0.5759 2020-10-20 10:22:45,326 - mmaction - INFO - Epoch [80][680/792] lr: 7.500e-04, eta: 9:16:11, time: 0.997, data_time: 0.009, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9339, loss_cls: 0.7192, loss: 0.7192, grad_norm: 5.9970, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5740, loss/aux0: 0.5740 2020-10-20 10:22:46,317 - mmaction - INFO - Epoch [80][680/792] lr: 7.500e-04, eta: 9:16:16, time: 1.012, data_time: 0.012, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9339, loss_cls: 0.7192, loss: 0.7192, grad_norm: 5.9940, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5745, loss/aux0: 0.5745 2020-10-20 10:23:25,750 - mmaction - INFO - Epoch [80][700/792] lr: 7.500e-04, eta: 9:15:29, time: 0.976, data_time: 0.000, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9297, loss_cls: 0.7906, loss: 0.7906, grad_norm: 6.0620, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6066, loss/aux0: 0.6066 2020-10-20 10:23:28,432 - mmaction - INFO - Epoch [80][700/792] lr: 7.500e-04, eta: 9:15:34, time: 1.043, data_time: 0.002, memory: 8335, top1_acc: 0.7880, top5_acc: 0.9297, loss_cls: 0.7906, loss: 0.7906, grad_norm: 5.9862, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6111, loss/aux0: 0.6111 2020-10-20 10:24:08,538 - mmaction - INFO - Epoch [80][720/792] lr: 7.500e-04, eta: 9:14:47, time: 1.081, data_time: 0.270, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9339, loss_cls: 0.7259, loss: 0.7259, grad_norm: 5.4807, top1_acc/aux0: 0.8703, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5078, loss/aux0: 0.5078 2020-10-20 10:24:09,141 - mmaction - INFO - Epoch [80][720/792] lr: 7.500e-04, eta: 9:14:52, time: 0.975, data_time: 0.273, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9339, loss_cls: 0.7259, loss: 0.7259, grad_norm: 5.5828, top1_acc/aux0: 0.8682, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5101, loss/aux0: 0.5101 2020-10-20 10:24:53,695 - mmaction - INFO - Epoch [80][740/792] lr: 7.500e-04, eta: 9:14:06, time: 1.178, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9385, loss_cls: 0.7315, loss: 0.7315, grad_norm: 5.8533, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5843, loss/aux0: 0.5843 2020-10-20 10:24:54,343 - mmaction - INFO - Epoch [80][740/792] lr: 7.500e-04, eta: 9:14:11, time: 1.181, data_time: 0.003, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9385, loss_cls: 0.7315, loss: 0.7315, grad_norm: 5.8555, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5771, loss/aux0: 0.5771 2020-10-20 10:25:35,528 - mmaction - INFO - Epoch [80][760/792] lr: 7.500e-04, eta: 9:13:24, time: 1.045, data_time: 0.000, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9224, loss_cls: 0.7987, loss: 0.7987, grad_norm: 5.8732, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5936, loss/aux0: 0.5936 2020-10-20 10:25:36,129 - mmaction - INFO - Epoch [80][760/792] lr: 7.500e-04, eta: 9:13:30, time: 1.046, data_time: 0.002, memory: 8335, top1_acc: 0.7938, top5_acc: 0.9224, loss_cls: 0.7987, loss: 0.7987, grad_norm: 5.8748, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5940, loss/aux0: 0.5940 2020-10-20 10:26:18,310 - mmaction - INFO - Epoch [80][780/792] lr: 7.500e-04, eta: 9:12:42, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9339, loss_cls: 0.7667, loss: 0.7667, grad_norm: 5.7886, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5651, loss/aux0: 0.5651 2020-10-20 10:26:18,926 - mmaction - INFO - Epoch [80][780/792] lr: 7.500e-04, eta: 9:12:48, time: 1.037, data_time: 0.003, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9339, loss_cls: 0.7667, loss: 0.7667, grad_norm: 5.7659, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.5758, loss/aux0: 0.5758 2020-10-20 10:26:48,158 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-20 10:28:11,822 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 10:28:11,942 - mmaction - INFO - top1_acc 0.7950 top5_acc 0.9458 2020-10-20 10:28:11,942 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 10:28:11,982 - mmaction - INFO - mean_acc 0.7952 2020-10-20 10:28:11,984 - mmaction - INFO - Epoch(val) [80][792] top1_acc: 0.7950, top5_acc: 0.9458, mean_class_accuracy: 0.7952 2020-10-20 10:31:21,133 - mmaction - INFO - Epoch [81][20/792] lr: 7.500e-05, eta: 9:11:30, time: 1.200, data_time: 0.028, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9385, loss_cls: 0.7139, loss: 0.7139, grad_norm: 5.7082, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9616, loss_cls/aux0: 0.5551, loss/aux0: 0.5551 2020-10-20 10:31:21,737 - mmaction - INFO - Epoch [81][20/792] lr: 7.500e-05, eta: 9:11:36, time: 1.184, data_time: 0.032, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9385, loss_cls: 0.7139, loss: 0.7139, grad_norm: 5.7616, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5568, loss/aux0: 0.5568 2020-10-20 10:32:05,023 - mmaction - INFO - Epoch [81][40/792] lr: 7.500e-05, eta: 9:10:49, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9495, loss_cls: 0.6545, loss: 0.6545, grad_norm: 5.7364, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5759, loss/aux0: 0.5759 2020-10-20 10:32:05,621 - mmaction - INFO - Epoch [81][40/792] lr: 7.500e-05, eta: 9:10:54, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9495, loss_cls: 0.6545, loss: 0.6545, grad_norm: 5.7312, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5805, loss/aux0: 0.5805 2020-10-20 10:32:48,368 - mmaction - INFO - Epoch [81][60/792] lr: 7.500e-05, eta: 9:10:07, time: 1.098, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9370, loss_cls: 0.6899, loss: 0.6899, grad_norm: 5.7206, top1_acc/aux0: 0.8312, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6151, loss/aux0: 0.6151 2020-10-20 10:32:48,988 - mmaction - INFO - Epoch [81][60/792] lr: 7.500e-05, eta: 9:10:13, time: 1.100, data_time: 0.003, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9370, loss_cls: 0.6899, loss: 0.6899, grad_norm: 5.7421, top1_acc/aux0: 0.8307, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-20 10:33:29,680 - mmaction - INFO - Epoch [81][80/792] lr: 7.500e-05, eta: 9:09:25, time: 0.966, data_time: 0.001, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9401, loss_cls: 0.7199, loss: 0.7199, grad_norm: 5.9597, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5779, loss/aux0: 0.5779 2020-10-20 10:33:30,281 - mmaction - INFO - Epoch [81][80/792] lr: 7.500e-05, eta: 9:09:30, time: 0.968, data_time: 0.003, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9401, loss_cls: 0.7199, loss: 0.7199, grad_norm: 5.9826, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5690, loss/aux0: 0.5690 2020-10-20 10:34:11,292 - mmaction - INFO - Epoch [81][100/792] lr: 7.500e-05, eta: 9:08:43, time: 1.008, data_time: 0.355, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9344, loss_cls: 0.7688, loss: 0.7688, grad_norm: 5.7147, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5746, loss/aux0: 0.5746 2020-10-20 10:34:13,722 - mmaction - INFO - Epoch [81][100/792] lr: 7.500e-05, eta: 9:08:48, time: 1.089, data_time: 0.436, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9344, loss_cls: 0.7688, loss: 0.7688, grad_norm: 5.7288, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5856, loss/aux0: 0.5856 2020-10-20 10:34:53,391 - mmaction - INFO - Epoch [81][120/792] lr: 7.500e-05, eta: 9:08:01, time: 1.024, data_time: 0.221, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9292, loss_cls: 0.7456, loss: 0.7456, grad_norm: 5.6739, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5924, loss/aux0: 0.5924 2020-10-20 10:34:54,810 - mmaction - INFO - Epoch [81][120/792] lr: 7.500e-05, eta: 9:08:06, time: 0.982, data_time: 0.179, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9292, loss_cls: 0.7456, loss: 0.7456, grad_norm: 5.5896, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5753, loss/aux0: 0.5753 2020-10-20 10:35:35,558 - mmaction - INFO - Epoch [81][140/792] lr: 7.500e-05, eta: 9:07:19, time: 1.092, data_time: 0.279, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9333, loss_cls: 0.7334, loss: 0.7334, grad_norm: 5.5986, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5215, loss/aux0: 0.5215 2020-10-20 10:35:38,554 - mmaction - INFO - Epoch [81][140/792] lr: 7.500e-05, eta: 9:07:25, time: 1.080, data_time: 0.238, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9333, loss_cls: 0.7334, loss: 0.7334, grad_norm: 5.6211, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5348, loss/aux0: 0.5348 2020-10-20 10:36:18,634 - mmaction - INFO - Epoch [81][160/792] lr: 7.500e-05, eta: 9:06:37, time: 1.009, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9411, loss_cls: 0.7181, loss: 0.7181, grad_norm: 5.8670, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6150, loss/aux0: 0.6150 2020-10-20 10:36:19,823 - mmaction - INFO - Epoch [81][160/792] lr: 7.500e-05, eta: 9:06:42, time: 0.931, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9411, loss_cls: 0.7181, loss: 0.7181, grad_norm: 5.7299, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.6115, loss/aux0: 0.6115 2020-10-20 10:37:02,449 - mmaction - INFO - Epoch [81][180/792] lr: 7.500e-05, eta: 9:05:56, time: 1.186, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9333, loss_cls: 0.7345, loss: 0.7345, grad_norm: 5.7932, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5883, loss/aux0: 0.5883 2020-10-20 10:37:03,040 - mmaction - INFO - Epoch [81][180/792] lr: 7.500e-05, eta: 9:06:01, time: 1.153, data_time: 0.001, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9333, loss_cls: 0.7345, loss: 0.7345, grad_norm: 5.7837, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5823, loss/aux0: 0.5823 2020-10-20 10:37:44,680 - mmaction - INFO - Epoch [81][200/792] lr: 7.500e-05, eta: 9:05:15, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9406, loss_cls: 0.6843, loss: 0.6843, grad_norm: 5.7234, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5450, loss/aux0: 0.5450 2020-10-20 10:37:45,559 - mmaction - INFO - Epoch [81][200/792] lr: 7.500e-05, eta: 9:05:20, time: 1.097, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9406, loss_cls: 0.6843, loss: 0.6843, grad_norm: 5.7059, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5453, loss/aux0: 0.5453 2020-10-20 10:38:27,804 - mmaction - INFO - Epoch [81][220/792] lr: 7.500e-05, eta: 9:04:33, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9365, loss_cls: 0.7393, loss: 0.7393, grad_norm: 5.6867, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5748, loss/aux0: 0.5748 2020-10-20 10:38:28,413 - mmaction - INFO - Epoch [81][220/792] lr: 7.500e-05, eta: 9:04:38, time: 1.050, data_time: 0.003, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9365, loss_cls: 0.7393, loss: 0.7393, grad_norm: 5.6735, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5851, loss/aux0: 0.5851 2020-10-20 10:39:09,550 - mmaction - INFO - Epoch [81][240/792] lr: 7.500e-05, eta: 9:03:51, time: 1.092, data_time: 0.092, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9312, loss_cls: 0.7404, loss: 0.7404, grad_norm: 5.7920, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5658, loss/aux0: 0.5658 2020-10-20 10:39:10,790 - mmaction - INFO - Epoch [81][240/792] lr: 7.500e-05, eta: 9:03:57, time: 1.059, data_time: 0.094, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9312, loss_cls: 0.7404, loss: 0.7404, grad_norm: 5.7938, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5529, loss/aux0: 0.5529 2020-10-20 10:39:51,076 - mmaction - INFO - Epoch [81][260/792] lr: 7.500e-05, eta: 9:03:10, time: 1.066, data_time: 0.489, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9224, loss_cls: 0.7757, loss: 0.7757, grad_norm: 5.5863, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5590, loss/aux0: 0.5590 2020-10-20 10:39:54,217 - mmaction - INFO - Epoch [81][260/792] lr: 7.500e-05, eta: 9:03:15, time: 1.093, data_time: 0.486, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9224, loss_cls: 0.7757, loss: 0.7757, grad_norm: 5.6812, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5747, loss/aux0: 0.5747 2020-10-20 10:40:34,901 - mmaction - INFO - Epoch [81][280/792] lr: 7.500e-05, eta: 9:02:28, time: 1.092, data_time: 0.203, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9354, loss_cls: 0.7206, loss: 0.7206, grad_norm: 5.7984, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5699, loss/aux0: 0.5699 2020-10-20 10:40:36,879 - mmaction - INFO - Epoch [81][280/792] lr: 7.500e-05, eta: 9:02:34, time: 1.063, data_time: 0.118, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9354, loss_cls: 0.7206, loss: 0.7206, grad_norm: 5.8154, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5575, loss/aux0: 0.5575 2020-10-20 10:41:20,310 - mmaction - INFO - Epoch [81][300/792] lr: 7.500e-05, eta: 9:01:47, time: 1.195, data_time: 0.030, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9370, loss_cls: 0.7553, loss: 0.7553, grad_norm: 5.8811, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6082, loss/aux0: 0.6082 2020-10-20 10:41:20,918 - mmaction - INFO - Epoch [81][300/792] lr: 7.500e-05, eta: 9:01:53, time: 1.110, data_time: 0.023, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9370, loss_cls: 0.7553, loss: 0.7553, grad_norm: 5.9492, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6201, loss/aux0: 0.6201 2020-10-20 10:42:01,154 - mmaction - INFO - Epoch [81][320/792] lr: 7.500e-05, eta: 9:01:06, time: 1.040, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9448, loss_cls: 0.7101, loss: 0.7101, grad_norm: 5.7380, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5600, loss/aux0: 0.5600 2020-10-20 10:42:02,915 - mmaction - INFO - Epoch [81][320/792] lr: 7.500e-05, eta: 9:01:11, time: 1.059, data_time: 0.004, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9448, loss_cls: 0.7101, loss: 0.7101, grad_norm: 5.6740, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5451, loss/aux0: 0.5451 2020-10-20 10:42:41,745 - mmaction - INFO - Epoch [81][340/792] lr: 7.500e-05, eta: 9:00:24, time: 0.948, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9339, loss_cls: 0.7620, loss: 0.7620, grad_norm: 5.7648, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5568, loss/aux0: 0.5568 2020-10-20 10:42:43,864 - mmaction - INFO - Epoch [81][340/792] lr: 7.500e-05, eta: 9:00:28, time: 0.927, data_time: 0.001, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9339, loss_cls: 0.7620, loss: 0.7620, grad_norm: 5.7703, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5607, loss/aux0: 0.5607 2020-10-20 10:43:23,400 - mmaction - INFO - Epoch [81][360/792] lr: 7.500e-05, eta: 8:59:41, time: 0.968, data_time: 0.236, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9448, loss_cls: 0.6874, loss: 0.6874, grad_norm: 5.5415, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5084, loss/aux0: 0.5084 2020-10-20 10:43:25,821 - mmaction - INFO - Epoch [81][360/792] lr: 7.500e-05, eta: 8:59:46, time: 1.025, data_time: 0.223, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9448, loss_cls: 0.6874, loss: 0.6874, grad_norm: 5.5389, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5149, loss/aux0: 0.5149 2020-10-20 10:44:06,396 - mmaction - INFO - Epoch [81][380/792] lr: 7.500e-05, eta: 8:58:59, time: 1.026, data_time: 0.097, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9469, loss_cls: 0.6786, loss: 0.6786, grad_norm: 5.9662, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5965, loss/aux0: 0.5965 2020-10-20 10:44:08,365 - mmaction - INFO - Epoch [81][380/792] lr: 7.500e-05, eta: 8:59:03, time: 0.965, data_time: 0.091, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9469, loss_cls: 0.6786, loss: 0.6786, grad_norm: 5.9063, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5929, loss/aux0: 0.5929 2020-10-20 10:44:49,330 - mmaction - INFO - Epoch [81][400/792] lr: 7.500e-05, eta: 8:58:17, time: 1.080, data_time: 0.321, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9422, loss_cls: 0.6896, loss: 0.6896, grad_norm: 5.9482, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5730, loss/aux0: 0.5730 2020-10-20 10:44:50,705 - mmaction - INFO - Epoch [81][400/792] lr: 7.500e-05, eta: 8:58:22, time: 1.044, data_time: 0.246, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9422, loss_cls: 0.6896, loss: 0.6896, grad_norm: 5.9297, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5754, loss/aux0: 0.5754 2020-10-20 10:45:31,548 - mmaction - INFO - Epoch [81][420/792] lr: 7.500e-05, eta: 8:57:35, time: 1.081, data_time: 0.496, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.6946, loss: 0.6946, grad_norm: 5.4029, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5731, loss/aux0: 0.5731 2020-10-20 10:45:32,144 - mmaction - INFO - Epoch [81][420/792] lr: 7.500e-05, eta: 8:57:40, time: 1.083, data_time: 0.498, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.6946, loss: 0.6946, grad_norm: 5.3801, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5677, loss/aux0: 0.5677 2020-10-20 10:46:09,452 - mmaction - INFO - Epoch [81][440/792] lr: 7.500e-05, eta: 8:56:53, time: 0.987, data_time: 0.282, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9318, loss_cls: 0.7394, loss: 0.7394, grad_norm: 5.5266, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5579, loss/aux0: 0.5579 2020-10-20 10:46:12,112 - mmaction - INFO - Epoch [81][440/792] lr: 7.500e-05, eta: 8:56:58, time: 1.067, data_time: 0.272, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9318, loss_cls: 0.7394, loss: 0.7394, grad_norm: 5.4663, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5690, loss/aux0: 0.5690 2020-10-20 10:46:54,128 - mmaction - INFO - Epoch [81][460/792] lr: 7.500e-05, eta: 8:56:11, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9406, loss_cls: 0.7015, loss: 0.7015, grad_norm: 5.7325, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6056, loss/aux0: 0.6056 2020-10-20 10:46:54,727 - mmaction - INFO - Epoch [81][460/792] lr: 7.500e-05, eta: 8:56:17, time: 1.068, data_time: 0.004, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9406, loss_cls: 0.7015, loss: 0.7015, grad_norm: 5.7930, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6018, loss/aux0: 0.6018 2020-10-20 10:47:33,713 - mmaction - INFO - Epoch [81][480/792] lr: 7.500e-05, eta: 8:55:29, time: 0.953, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9349, loss_cls: 0.7096, loss: 0.7096, grad_norm: 5.5851, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5776, loss/aux0: 0.5776 2020-10-20 10:47:36,175 - mmaction - INFO - Epoch [81][480/792] lr: 7.500e-05, eta: 8:55:34, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9349, loss_cls: 0.7096, loss: 0.7096, grad_norm: 5.5658, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5656, loss/aux0: 0.5656 2020-10-20 10:48:14,372 - mmaction - INFO - Epoch [81][500/792] lr: 7.500e-05, eta: 8:54:47, time: 0.973, data_time: 0.000, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9260, loss_cls: 0.7903, loss: 0.7903, grad_norm: 5.9175, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5340, loss/aux0: 0.5340 2020-10-20 10:48:17,496 - mmaction - INFO - Epoch [81][500/792] lr: 7.500e-05, eta: 8:54:52, time: 1.043, data_time: 0.002, memory: 8335, top1_acc: 0.7885, top5_acc: 0.9260, loss_cls: 0.7903, loss: 0.7903, grad_norm: 5.8015, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5381, loss/aux0: 0.5381 2020-10-20 10:48:57,827 - mmaction - INFO - Epoch [81][520/792] lr: 7.500e-05, eta: 8:54:05, time: 1.103, data_time: 0.221, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9318, loss_cls: 0.7635, loss: 0.7635, grad_norm: 5.7718, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5481, loss/aux0: 0.5481 2020-10-20 10:48:58,566 - mmaction - INFO - Epoch [81][520/792] lr: 7.500e-05, eta: 8:54:10, time: 1.005, data_time: 0.224, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9318, loss_cls: 0.7635, loss: 0.7635, grad_norm: 5.7834, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5538, loss/aux0: 0.5538 2020-10-20 10:49:37,859 - mmaction - INFO - Epoch [81][540/792] lr: 7.500e-05, eta: 8:53:23, time: 0.969, data_time: 0.108, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9365, loss_cls: 0.7177, loss: 0.7177, grad_norm: 5.6188, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5575, loss/aux0: 0.5575 2020-10-20 10:49:40,198 - mmaction - INFO - Epoch [81][540/792] lr: 7.500e-05, eta: 8:53:28, time: 1.058, data_time: 0.198, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9365, loss_cls: 0.7177, loss: 0.7177, grad_norm: 5.5624, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5563, loss/aux0: 0.5563 2020-10-20 10:50:21,521 - mmaction - INFO - Epoch [81][560/792] lr: 7.500e-05, eta: 8:52:41, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9318, loss_cls: 0.7642, loss: 0.7642, grad_norm: 5.7539, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5867, loss/aux0: 0.5867 2020-10-20 10:50:23,567 - mmaction - INFO - Epoch [81][560/792] lr: 7.500e-05, eta: 8:52:47, time: 1.085, data_time: 0.002, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9318, loss_cls: 0.7642, loss: 0.7642, grad_norm: 5.7718, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5810, loss/aux0: 0.5810 2020-10-20 10:51:03,268 - mmaction - INFO - Epoch [81][580/792] lr: 7.500e-05, eta: 8:52:00, time: 1.048, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9370, loss_cls: 0.7173, loss: 0.7173, grad_norm: 5.7831, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5367, loss/aux0: 0.5367 2020-10-20 10:51:03,852 - mmaction - INFO - Epoch [81][580/792] lr: 7.500e-05, eta: 8:52:05, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9370, loss_cls: 0.7173, loss: 0.7173, grad_norm: 5.7612, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5362, loss/aux0: 0.5362 2020-10-20 10:51:44,437 - mmaction - INFO - Epoch [81][600/792] lr: 7.500e-05, eta: 8:51:18, time: 1.042, data_time: 0.424, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9370, loss_cls: 0.7420, loss: 0.7420, grad_norm: 5.7563, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5306, loss/aux0: 0.5306 2020-10-20 10:51:46,420 - mmaction - INFO - Epoch [81][600/792] lr: 7.500e-05, eta: 8:51:23, time: 1.083, data_time: 0.426, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9370, loss_cls: 0.7420, loss: 0.7420, grad_norm: 5.7663, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5410, loss/aux0: 0.5410 2020-10-20 10:52:26,657 - mmaction - INFO - Epoch [81][620/792] lr: 7.500e-05, eta: 8:50:36, time: 1.056, data_time: 0.287, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9339, loss_cls: 0.7370, loss: 0.7370, grad_norm: 5.7755, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5658, loss/aux0: 0.5658 2020-10-20 10:52:27,674 - mmaction - INFO - Epoch [81][620/792] lr: 7.500e-05, eta: 8:50:41, time: 1.055, data_time: 0.288, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9339, loss_cls: 0.7370, loss: 0.7370, grad_norm: 5.7515, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5568, loss/aux0: 0.5568 2020-10-20 10:53:09,511 - mmaction - INFO - Epoch [81][640/792] lr: 7.500e-05, eta: 8:49:54, time: 1.022, data_time: 0.437, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9417, loss_cls: 0.7168, loss: 0.7168, grad_norm: 5.7585, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5811, loss/aux0: 0.5811 2020-10-20 10:53:10,125 - mmaction - INFO - Epoch [81][640/792] lr: 7.500e-05, eta: 8:49:59, time: 1.025, data_time: 0.441, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9417, loss_cls: 0.7168, loss: 0.7168, grad_norm: 5.7999, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.5845, loss/aux0: 0.5845 2020-10-20 10:53:51,115 - mmaction - INFO - Epoch [81][660/792] lr: 7.500e-05, eta: 8:49:12, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9359, loss_cls: 0.7210, loss: 0.7210, grad_norm: 5.6648, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5934, loss/aux0: 0.5934 2020-10-20 10:53:53,035 - mmaction - INFO - Epoch [81][660/792] lr: 7.500e-05, eta: 8:49:17, time: 1.027, data_time: 0.011, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9359, loss_cls: 0.7210, loss: 0.7210, grad_norm: 5.6400, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5842, loss/aux0: 0.5842 2020-10-20 10:54:32,783 - mmaction - INFO - Epoch [81][680/792] lr: 7.500e-05, eta: 8:48:30, time: 0.996, data_time: 0.018, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.7395, loss: 0.7395, grad_norm: 6.0708, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5823, loss/aux0: 0.5823 2020-10-20 10:54:35,232 - mmaction - INFO - Epoch [81][680/792] lr: 7.500e-05, eta: 8:48:35, time: 0.991, data_time: 0.020, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.7395, loss: 0.7395, grad_norm: 5.9638, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5761, loss/aux0: 0.5761 2020-10-20 10:55:16,775 - mmaction - INFO - Epoch [81][700/792] lr: 7.500e-05, eta: 8:47:48, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9318, loss_cls: 0.7607, loss: 0.7607, grad_norm: 5.8974, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5204, loss/aux0: 0.5204 2020-10-20 10:55:19,381 - mmaction - INFO - Epoch [81][700/792] lr: 7.500e-05, eta: 8:47:53, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9318, loss_cls: 0.7607, loss: 0.7607, grad_norm: 5.8781, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5307, loss/aux0: 0.5307 2020-10-20 10:55:59,100 - mmaction - INFO - Epoch [81][720/792] lr: 7.500e-05, eta: 8:47:06, time: 0.927, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9297, loss_cls: 0.7472, loss: 0.7472, grad_norm: 5.7153, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5716, loss/aux0: 0.5716 2020-10-20 10:56:00,852 - mmaction - INFO - Epoch [81][720/792] lr: 7.500e-05, eta: 8:47:11, time: 0.983, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9297, loss_cls: 0.7472, loss: 0.7472, grad_norm: 5.6518, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5724, loss/aux0: 0.5724 2020-10-20 10:56:40,533 - mmaction - INFO - Epoch [81][740/792] lr: 7.500e-05, eta: 8:46:24, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9354, loss_cls: 0.7232, loss: 0.7232, grad_norm: 5.7595, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5076, loss/aux0: 0.5076 2020-10-20 10:56:43,179 - mmaction - INFO - Epoch [81][740/792] lr: 7.500e-05, eta: 8:46:29, time: 1.053, data_time: 0.001, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9354, loss_cls: 0.7232, loss: 0.7232, grad_norm: 5.7561, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5163, loss/aux0: 0.5163 2020-10-20 10:57:24,635 - mmaction - INFO - Epoch [81][760/792] lr: 7.500e-05, eta: 8:45:42, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9313, loss_cls: 0.7494, loss: 0.7494, grad_norm: 5.7839, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5914, loss/aux0: 0.5914 2020-10-20 10:57:26,480 - mmaction - INFO - Epoch [81][760/792] lr: 7.500e-05, eta: 8:45:47, time: 1.000, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9313, loss_cls: 0.7494, loss: 0.7494, grad_norm: 5.7081, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5812, loss/aux0: 0.5812 2020-10-20 10:58:07,244 - mmaction - INFO - Epoch [81][780/792] lr: 7.500e-05, eta: 8:45:00, time: 1.005, data_time: 0.270, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9401, loss_cls: 0.7492, loss: 0.7492, grad_norm: 5.7450, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5504, loss/aux0: 0.5504 2020-10-20 10:58:07,835 - mmaction - INFO - Epoch [81][780/792] lr: 7.500e-05, eta: 8:45:05, time: 1.007, data_time: 0.273, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9401, loss_cls: 0.7492, loss: 0.7492, grad_norm: 5.8051, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5533, loss/aux0: 0.5533 2020-10-20 10:58:37,247 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-10-20 11:01:35,590 - mmaction - INFO - Epoch [82][20/792] lr: 7.500e-05, eta: 8:43:47, time: 1.016, data_time: 0.108, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9391, loss_cls: 0.7012, loss: 0.7012, grad_norm: 5.8785, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5637, loss/aux0: 0.5637 2020-10-20 11:01:36,203 - mmaction - INFO - Epoch [82][20/792] lr: 7.500e-05, eta: 8:43:51, time: 1.018, data_time: 0.110, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9391, loss_cls: 0.7012, loss: 0.7012, grad_norm: 5.9189, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5570, loss/aux0: 0.5570 2020-10-20 11:02:18,275 - mmaction - INFO - Epoch [82][40/792] lr: 7.500e-05, eta: 8:43:05, time: 1.136, data_time: 0.052, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9396, loss_cls: 0.7383, loss: 0.7383, grad_norm: 5.6639, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5603, loss/aux0: 0.5603 2020-10-20 11:02:19,635 - mmaction - INFO - Epoch [82][40/792] lr: 7.500e-05, eta: 8:43:10, time: 1.029, data_time: 0.053, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9396, loss_cls: 0.7383, loss: 0.7383, grad_norm: 5.6913, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5661, loss/aux0: 0.5661 2020-10-20 11:03:04,770 - mmaction - INFO - Epoch [82][60/792] lr: 7.500e-05, eta: 8:42:24, time: 1.233, data_time: 0.106, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9286, loss_cls: 0.7678, loss: 0.7678, grad_norm: 5.8685, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5800, loss/aux0: 0.5800 2020-10-20 11:03:05,374 - mmaction - INFO - Epoch [82][60/792] lr: 7.500e-05, eta: 8:42:30, time: 1.204, data_time: 0.108, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9286, loss_cls: 0.7678, loss: 0.7678, grad_norm: 5.7710, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5699, loss/aux0: 0.5699 2020-10-20 11:03:46,353 - mmaction - INFO - Epoch [82][80/792] lr: 7.500e-05, eta: 8:41:43, time: 1.137, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9406, loss_cls: 0.6947, loss: 0.6947, grad_norm: 5.8935, top1_acc/aux0: 0.8271, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6295, loss/aux0: 0.6295 2020-10-20 11:03:46,943 - mmaction - INFO - Epoch [82][80/792] lr: 7.500e-05, eta: 8:41:49, time: 1.118, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9406, loss_cls: 0.6947, loss: 0.6947, grad_norm: 5.8971, top1_acc/aux0: 0.8255, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.6390, loss/aux0: 0.6390 2020-10-20 11:04:28,828 - mmaction - INFO - Epoch [82][100/792] lr: 7.500e-05, eta: 8:41:02, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9391, loss_cls: 0.6952, loss: 0.6952, grad_norm: 5.7625, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6161, loss/aux0: 0.6161 2020-10-20 11:04:29,423 - mmaction - INFO - Epoch [82][100/792] lr: 7.500e-05, eta: 8:41:07, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9391, loss_cls: 0.6952, loss: 0.6952, grad_norm: 5.7515, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6162, loss/aux0: 0.6162 2020-10-20 11:05:12,012 - mmaction - INFO - Epoch [82][120/792] lr: 7.500e-05, eta: 8:40:21, time: 1.143, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9370, loss_cls: 0.7176, loss: 0.7176, grad_norm: 5.5961, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5522, loss/aux0: 0.5522 2020-10-20 11:05:12,673 - mmaction - INFO - Epoch [82][120/792] lr: 7.500e-05, eta: 8:40:26, time: 1.149, data_time: 0.005, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9370, loss_cls: 0.7176, loss: 0.7176, grad_norm: 5.6510, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5591, loss/aux0: 0.5591 2020-10-20 11:05:54,587 - mmaction - INFO - Epoch [82][140/792] lr: 7.500e-05, eta: 8:39:39, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9531, loss_cls: 0.6929, loss: 0.6929, grad_norm: 5.5503, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5658, loss/aux0: 0.5658 2020-10-20 11:05:55,204 - mmaction - INFO - Epoch [82][140/792] lr: 7.500e-05, eta: 8:39:44, time: 1.039, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9531, loss_cls: 0.6929, loss: 0.6929, grad_norm: 5.5076, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5628, loss/aux0: 0.5628 2020-10-20 11:06:37,775 - mmaction - INFO - Epoch [82][160/792] lr: 7.500e-05, eta: 8:38:58, time: 1.177, data_time: 0.023, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9359, loss_cls: 0.7073, loss: 0.7073, grad_norm: 5.7026, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5645, loss/aux0: 0.5645 2020-10-20 11:06:39,244 - mmaction - INFO - Epoch [82][160/792] lr: 7.500e-05, eta: 8:39:03, time: 1.101, data_time: 0.026, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9359, loss_cls: 0.7073, loss: 0.7073, grad_norm: 5.6528, top1_acc/aux0: 0.8688, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5564, loss/aux0: 0.5564 2020-10-20 11:07:20,443 - mmaction - INFO - Epoch [82][180/792] lr: 7.500e-05, eta: 8:38:17, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9365, loss_cls: 0.7169, loss: 0.7169, grad_norm: 5.7125, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-20 11:07:22,481 - mmaction - INFO - Epoch [82][180/792] lr: 7.500e-05, eta: 8:38:22, time: 1.091, data_time: 0.003, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9365, loss_cls: 0.7169, loss: 0.7169, grad_norm: 5.7190, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-20 11:08:03,635 - mmaction - INFO - Epoch [82][200/792] lr: 7.500e-05, eta: 8:37:35, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9396, loss_cls: 0.7216, loss: 0.7216, grad_norm: 5.6938, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5238, loss/aux0: 0.5238 2020-10-20 11:08:07,236 - mmaction - INFO - Epoch [82][200/792] lr: 7.500e-05, eta: 8:37:40, time: 1.098, data_time: 0.003, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9396, loss_cls: 0.7216, loss: 0.7216, grad_norm: 5.6280, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5235, loss/aux0: 0.5235 2020-10-20 11:08:47,952 - mmaction - INFO - Epoch [82][220/792] lr: 7.500e-05, eta: 8:36:54, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.7200, loss: 0.7200, grad_norm: 5.6665, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5557, loss/aux0: 0.5557 2020-10-20 11:08:50,082 - mmaction - INFO - Epoch [82][220/792] lr: 7.500e-05, eta: 8:36:58, time: 1.017, data_time: 0.003, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.7200, loss: 0.7200, grad_norm: 5.7245, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5567, loss/aux0: 0.5567 2020-10-20 11:09:30,817 - mmaction - INFO - Epoch [82][240/792] lr: 7.500e-05, eta: 8:36:12, time: 1.107, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9333, loss_cls: 0.7481, loss: 0.7481, grad_norm: 5.9221, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6184, loss/aux0: 0.6184 2020-10-20 11:09:33,336 - mmaction - INFO - Epoch [82][240/792] lr: 7.500e-05, eta: 8:36:17, time: 1.184, data_time: 0.003, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9333, loss_cls: 0.7481, loss: 0.7481, grad_norm: 5.8207, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.6125, loss/aux0: 0.6125 2020-10-20 11:10:15,191 - mmaction - INFO - Epoch [82][260/792] lr: 7.500e-05, eta: 8:35:32, time: 1.232, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9490, loss_cls: 0.7050, loss: 0.7050, grad_norm: 5.6692, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5613, loss/aux0: 0.5613 2020-10-20 11:10:17,561 - mmaction - INFO - Epoch [82][260/792] lr: 7.500e-05, eta: 8:35:37, time: 1.202, data_time: 0.003, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9490, loss_cls: 0.7050, loss: 0.7050, grad_norm: 5.7683, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5683, loss/aux0: 0.5683 2020-10-20 11:10:59,335 - mmaction - INFO - Epoch [82][280/792] lr: 7.500e-05, eta: 8:34:51, time: 1.170, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9271, loss_cls: 0.7481, loss: 0.7481, grad_norm: 5.8152, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5467, loss/aux0: 0.5467 2020-10-20 11:11:01,170 - mmaction - INFO - Epoch [82][280/792] lr: 7.500e-05, eta: 8:34:56, time: 1.119, data_time: 0.003, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9271, loss_cls: 0.7481, loss: 0.7481, grad_norm: 5.8984, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5376, loss/aux0: 0.5376 2020-10-20 11:11:39,749 - mmaction - INFO - Epoch [82][300/792] lr: 7.500e-05, eta: 8:34:09, time: 1.011, data_time: 0.001, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9208, loss_cls: 0.8106, loss: 0.8106, grad_norm: 5.7569, top1_acc/aux0: 0.8563, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5345, loss/aux0: 0.5345 2020-10-20 11:11:43,119 - mmaction - INFO - Epoch [82][300/792] lr: 7.500e-05, eta: 8:34:14, time: 1.087, data_time: 0.004, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9208, loss_cls: 0.8106, loss: 0.8106, grad_norm: 5.6714, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5343, loss/aux0: 0.5343 2020-10-20 11:12:23,560 - mmaction - INFO - Epoch [82][320/792] lr: 7.500e-05, eta: 8:33:28, time: 1.102, data_time: 0.094, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9365, loss_cls: 0.6943, loss: 0.6943, grad_norm: 5.5165, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5373, loss/aux0: 0.5373 2020-10-20 11:12:26,027 - mmaction - INFO - Epoch [82][320/792] lr: 7.500e-05, eta: 8:33:33, time: 1.144, data_time: 0.096, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9365, loss_cls: 0.6943, loss: 0.6943, grad_norm: 5.5523, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5459, loss/aux0: 0.5459 2020-10-20 11:13:06,374 - mmaction - INFO - Epoch [82][340/792] lr: 7.500e-05, eta: 8:32:47, time: 1.041, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9307, loss_cls: 0.7526, loss: 0.7526, grad_norm: 5.7367, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5545, loss/aux0: 0.5545 2020-10-20 11:13:08,759 - mmaction - INFO - Epoch [82][340/792] lr: 7.500e-05, eta: 8:32:51, time: 1.032, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9307, loss_cls: 0.7526, loss: 0.7526, grad_norm: 5.7520, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5601, loss/aux0: 0.5601 2020-10-20 11:13:48,284 - mmaction - INFO - Epoch [82][360/792] lr: 7.500e-05, eta: 8:32:05, time: 1.063, data_time: 0.019, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9292, loss_cls: 0.7619, loss: 0.7619, grad_norm: 5.9199, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5379, loss/aux0: 0.5379 2020-10-20 11:13:51,807 - mmaction - INFO - Epoch [82][360/792] lr: 7.500e-05, eta: 8:32:10, time: 1.161, data_time: 0.023, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9292, loss_cls: 0.7619, loss: 0.7619, grad_norm: 6.0209, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5292, loss/aux0: 0.5292 2020-10-20 11:14:30,386 - mmaction - INFO - Epoch [82][380/792] lr: 7.500e-05, eta: 8:31:24, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9302, loss_cls: 0.7421, loss: 0.7421, grad_norm: 5.8289, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-20 11:14:32,048 - mmaction - INFO - Epoch [82][380/792] lr: 7.500e-05, eta: 8:31:28, time: 1.032, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9302, loss_cls: 0.7421, loss: 0.7421, grad_norm: 5.8777, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9474, loss_cls/aux0: 0.6171, loss/aux0: 0.6171 2020-10-20 11:15:13,308 - mmaction - INFO - Epoch [82][400/792] lr: 7.500e-05, eta: 8:30:42, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9453, loss_cls: 0.6949, loss: 0.6949, grad_norm: 5.9928, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5528, loss/aux0: 0.5528 2020-10-20 11:15:15,511 - mmaction - INFO - Epoch [82][400/792] lr: 7.500e-05, eta: 8:30:47, time: 1.108, data_time: 0.003, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9453, loss_cls: 0.6949, loss: 0.6949, grad_norm: 5.8743, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5480, loss/aux0: 0.5480 2020-10-20 11:15:56,338 - mmaction - INFO - Epoch [82][420/792] lr: 7.500e-05, eta: 8:30:00, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9318, loss_cls: 0.7380, loss: 0.7380, grad_norm: 5.6791, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5860, loss/aux0: 0.5860 2020-10-20 11:15:59,124 - mmaction - INFO - Epoch [82][420/792] lr: 7.500e-05, eta: 8:30:06, time: 1.146, data_time: 0.001, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9318, loss_cls: 0.7380, loss: 0.7380, grad_norm: 5.6260, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5842, loss/aux0: 0.5842 2020-10-20 11:16:39,406 - mmaction - INFO - Epoch [82][440/792] lr: 7.500e-05, eta: 8:29:19, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9354, loss_cls: 0.6784, loss: 0.6784, grad_norm: 5.6866, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5617, loss/aux0: 0.5617 2020-10-20 11:16:42,360 - mmaction - INFO - Epoch [82][440/792] lr: 7.500e-05, eta: 8:29:24, time: 1.077, data_time: 0.003, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9354, loss_cls: 0.6784, loss: 0.6784, grad_norm: 5.7588, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5735, loss/aux0: 0.5735 2020-10-20 11:17:20,000 - mmaction - INFO - Epoch [82][460/792] lr: 7.500e-05, eta: 8:28:37, time: 1.021, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9370, loss_cls: 0.7201, loss: 0.7201, grad_norm: 5.8335, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5720, loss/aux0: 0.5720 2020-10-20 11:17:23,476 - mmaction - INFO - Epoch [82][460/792] lr: 7.500e-05, eta: 8:28:42, time: 1.040, data_time: 0.001, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9370, loss_cls: 0.7201, loss: 0.7201, grad_norm: 5.8334, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5679, loss/aux0: 0.5679 2020-10-20 11:18:05,241 - mmaction - INFO - Epoch [82][480/792] lr: 7.500e-05, eta: 8:27:56, time: 1.133, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9469, loss_cls: 0.6914, loss: 0.6914, grad_norm: 5.7844, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-20 11:18:06,916 - mmaction - INFO - Epoch [82][480/792] lr: 7.500e-05, eta: 8:28:01, time: 1.101, data_time: 0.002, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9469, loss_cls: 0.6914, loss: 0.6914, grad_norm: 5.7521, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.6023, loss/aux0: 0.6023 2020-10-20 11:18:47,725 - mmaction - INFO - Epoch [82][500/792] lr: 7.500e-05, eta: 8:27:14, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9432, loss_cls: 0.6954, loss: 0.6954, grad_norm: 5.7151, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5589, loss/aux0: 0.5589 2020-10-20 11:18:48,719 - mmaction - INFO - Epoch [82][500/792] lr: 7.500e-05, eta: 8:27:19, time: 1.034, data_time: 0.004, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9432, loss_cls: 0.6954, loss: 0.6954, grad_norm: 5.7175, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5674, loss/aux0: 0.5674 2020-10-20 11:19:29,800 - mmaction - INFO - Epoch [82][520/792] lr: 7.500e-05, eta: 8:26:33, time: 1.066, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9443, loss_cls: 0.6804, loss: 0.6804, grad_norm: 5.7834, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5584, loss/aux0: 0.5584 2020-10-20 11:19:32,164 - mmaction - INFO - Epoch [82][520/792] lr: 7.500e-05, eta: 8:26:37, time: 0.970, data_time: 0.003, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9443, loss_cls: 0.6804, loss: 0.6804, grad_norm: 5.7982, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5570, loss/aux0: 0.5570 2020-10-20 11:20:12,045 - mmaction - INFO - Epoch [82][540/792] lr: 7.500e-05, eta: 8:25:50, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9469, loss_cls: 0.6705, loss: 0.6705, grad_norm: 5.8242, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5358, loss/aux0: 0.5358 2020-10-20 11:20:13,420 - mmaction - INFO - Epoch [82][540/792] lr: 7.500e-05, eta: 8:25:55, time: 0.989, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9469, loss_cls: 0.6705, loss: 0.6705, grad_norm: 5.8517, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5295, loss/aux0: 0.5295 2020-10-20 11:20:55,490 - mmaction - INFO - Epoch [82][560/792] lr: 7.500e-05, eta: 8:25:09, time: 1.147, data_time: 0.025, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9359, loss_cls: 0.7286, loss: 0.7286, grad_norm: 5.6463, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5780, loss/aux0: 0.5780 2020-10-20 11:20:56,090 - mmaction - INFO - Epoch [82][560/792] lr: 7.500e-05, eta: 8:25:14, time: 1.117, data_time: 0.027, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9359, loss_cls: 0.7286, loss: 0.7286, grad_norm: 5.6724, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5790, loss/aux0: 0.5790 2020-10-20 11:21:37,329 - mmaction - INFO - Epoch [82][580/792] lr: 7.500e-05, eta: 8:24:27, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9328, loss_cls: 0.7456, loss: 0.7456, grad_norm: 5.8331, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5389, loss/aux0: 0.5389 2020-10-20 11:21:39,886 - mmaction - INFO - Epoch [82][580/792] lr: 7.500e-05, eta: 8:24:32, time: 1.103, data_time: 0.003, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9328, loss_cls: 0.7456, loss: 0.7456, grad_norm: 5.8481, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5544, loss/aux0: 0.5544 2020-10-20 11:22:20,305 - mmaction - INFO - Epoch [82][600/792] lr: 7.500e-05, eta: 8:23:46, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9427, loss_cls: 0.6781, loss: 0.6781, grad_norm: 5.6796, top1_acc/aux0: 0.8359, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-20 11:22:21,990 - mmaction - INFO - Epoch [82][600/792] lr: 7.500e-05, eta: 8:23:50, time: 1.079, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9427, loss_cls: 0.6781, loss: 0.6781, grad_norm: 5.6010, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5792, loss/aux0: 0.5792 2020-10-20 11:23:02,043 - mmaction - INFO - Epoch [82][620/792] lr: 7.500e-05, eta: 8:23:04, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9370, loss_cls: 0.7290, loss: 0.7290, grad_norm: 5.9742, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5455, loss/aux0: 0.5455 2020-10-20 11:23:04,770 - mmaction - INFO - Epoch [82][620/792] lr: 7.500e-05, eta: 8:23:09, time: 1.114, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9370, loss_cls: 0.7290, loss: 0.7290, grad_norm: 5.9385, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5547, loss/aux0: 0.5547 2020-10-20 11:23:45,385 - mmaction - INFO - Epoch [82][640/792] lr: 7.500e-05, eta: 8:22:22, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9286, loss_cls: 0.7673, loss: 0.7673, grad_norm: 5.8808, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5813, loss/aux0: 0.5813 2020-10-20 11:23:45,992 - mmaction - INFO - Epoch [82][640/792] lr: 7.500e-05, eta: 8:22:27, time: 1.011, data_time: 0.004, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9286, loss_cls: 0.7673, loss: 0.7673, grad_norm: 5.8514, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5743, loss/aux0: 0.5743 2020-10-20 11:24:25,623 - mmaction - INFO - Epoch [82][660/792] lr: 7.500e-05, eta: 8:21:40, time: 1.009, data_time: 0.055, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9469, loss_cls: 0.6648, loss: 0.6648, grad_norm: 5.7595, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5412, loss/aux0: 0.5412 2020-10-20 11:24:27,723 - mmaction - INFO - Epoch [82][660/792] lr: 7.500e-05, eta: 8:21:45, time: 1.085, data_time: 0.057, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9469, loss_cls: 0.6648, loss: 0.6648, grad_norm: 5.7826, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5407, loss/aux0: 0.5407 2020-10-20 11:25:06,808 - mmaction - INFO - Epoch [82][680/792] lr: 7.500e-05, eta: 8:20:58, time: 0.978, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9417, loss_cls: 0.6954, loss: 0.6954, grad_norm: 5.8924, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5467, loss/aux0: 0.5467 2020-10-20 11:25:09,512 - mmaction - INFO - Epoch [82][680/792] lr: 7.500e-05, eta: 8:21:02, time: 0.951, data_time: 0.003, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9417, loss_cls: 0.6954, loss: 0.6954, grad_norm: 5.8637, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5572, loss/aux0: 0.5572 2020-10-20 11:25:50,107 - mmaction - INFO - Epoch [82][700/792] lr: 7.500e-05, eta: 8:20:16, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9318, loss_cls: 0.7481, loss: 0.7481, grad_norm: 5.8846, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5983, loss/aux0: 0.5983 2020-10-20 11:25:50,721 - mmaction - INFO - Epoch [82][700/792] lr: 7.500e-05, eta: 8:20:20, time: 1.018, data_time: 0.003, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9318, loss_cls: 0.7481, loss: 0.7481, grad_norm: 5.8970, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5987, loss/aux0: 0.5987 2020-10-20 11:26:33,847 - mmaction - INFO - Epoch [82][720/792] lr: 7.500e-05, eta: 8:19:34, time: 1.069, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9469, loss_cls: 0.6850, loss: 0.6850, grad_norm: 5.7112, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5345, loss/aux0: 0.5345 2020-10-20 11:26:34,459 - mmaction - INFO - Epoch [82][720/792] lr: 7.500e-05, eta: 8:19:39, time: 1.068, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9469, loss_cls: 0.6850, loss: 0.6850, grad_norm: 5.7316, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5332, loss/aux0: 0.5332 2020-10-20 11:27:14,323 - mmaction - INFO - Epoch [82][740/792] lr: 7.500e-05, eta: 8:18:52, time: 1.018, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9375, loss_cls: 0.7284, loss: 0.7284, grad_norm: 5.4401, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5697, loss/aux0: 0.5697 2020-10-20 11:27:16,733 - mmaction - INFO - Epoch [82][740/792] lr: 7.500e-05, eta: 8:18:57, time: 1.109, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9375, loss_cls: 0.7284, loss: 0.7284, grad_norm: 5.3734, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5690, loss/aux0: 0.5690 2020-10-20 11:27:55,798 - mmaction - INFO - Epoch [82][760/792] lr: 7.500e-05, eta: 8:18:10, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9328, loss_cls: 0.7397, loss: 0.7397, grad_norm: 6.0490, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5960, loss/aux0: 0.5960 2020-10-20 11:27:57,268 - mmaction - INFO - Epoch [82][760/792] lr: 7.500e-05, eta: 8:18:15, time: 1.053, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9328, loss_cls: 0.7397, loss: 0.7397, grad_norm: 6.0034, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5793, loss/aux0: 0.5793 2020-10-20 11:28:38,003 - mmaction - INFO - Epoch [82][780/792] lr: 7.500e-05, eta: 8:17:29, time: 1.081, data_time: 0.210, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9349, loss_cls: 0.7029, loss: 0.7029, grad_norm: 5.9825, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5874, loss/aux0: 0.5874 2020-10-20 11:28:39,022 - mmaction - INFO - Epoch [82][780/792] lr: 7.500e-05, eta: 8:17:33, time: 1.049, data_time: 0.157, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9349, loss_cls: 0.7029, loss: 0.7029, grad_norm: 6.0029, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-20 11:29:07,783 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-10-20 11:32:03,846 - mmaction - INFO - Epoch [83][20/792] lr: 7.500e-05, eta: 8:16:16, time: 0.976, data_time: 0.121, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9339, loss_cls: 0.7487, loss: 0.7487, grad_norm: 5.8739, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9518, loss_cls/aux0: 0.5868, loss/aux0: 0.5868 2020-10-20 11:32:05,292 - mmaction - INFO - Epoch [83][20/792] lr: 7.500e-05, eta: 8:16:21, time: 1.020, data_time: 0.126, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9339, loss_cls: 0.7487, loss: 0.7487, grad_norm: 5.8815, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-20 11:32:48,214 - mmaction - INFO - Epoch [83][40/792] lr: 7.500e-05, eta: 8:15:34, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9359, loss_cls: 0.7294, loss: 0.7294, grad_norm: 5.6207, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5282, loss/aux0: 0.5282 2020-10-20 11:32:49,664 - mmaction - INFO - Epoch [83][40/792] lr: 7.500e-05, eta: 8:15:39, time: 1.081, data_time: 0.004, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9359, loss_cls: 0.7294, loss: 0.7294, grad_norm: 5.7026, top1_acc/aux0: 0.8563, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5237, loss/aux0: 0.5237 2020-10-20 11:33:30,507 - mmaction - INFO - Epoch [83][60/792] lr: 7.500e-05, eta: 8:14:52, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9380, loss_cls: 0.7311, loss: 0.7311, grad_norm: 5.9492, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5871, loss/aux0: 0.5871 2020-10-20 11:33:31,098 - mmaction - INFO - Epoch [83][60/792] lr: 7.500e-05, eta: 8:14:57, time: 1.034, data_time: 0.002, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9380, loss_cls: 0.7311, loss: 0.7311, grad_norm: 5.9555, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5749, loss/aux0: 0.5749 2020-10-20 11:34:11,652 - mmaction - INFO - Epoch [83][80/792] lr: 7.500e-05, eta: 8:14:10, time: 0.987, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9380, loss_cls: 0.6982, loss: 0.6982, grad_norm: 5.6392, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5647, loss/aux0: 0.5647 2020-10-20 11:34:12,687 - mmaction - INFO - Epoch [83][80/792] lr: 7.500e-05, eta: 8:14:15, time: 1.010, data_time: 0.003, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9380, loss_cls: 0.6982, loss: 0.6982, grad_norm: 5.7104, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5712, loss/aux0: 0.5712 2020-10-20 11:34:55,311 - mmaction - INFO - Epoch [83][100/792] lr: 7.500e-05, eta: 8:13:28, time: 0.995, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9479, loss_cls: 0.6435, loss: 0.6435, grad_norm: 5.3971, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5587, loss/aux0: 0.5587 2020-10-20 11:34:55,901 - mmaction - INFO - Epoch [83][100/792] lr: 7.500e-05, eta: 8:13:32, time: 0.995, data_time: 0.001, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9479, loss_cls: 0.6435, loss: 0.6435, grad_norm: 5.4267, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5560, loss/aux0: 0.5560 2020-10-20 11:35:38,484 - mmaction - INFO - Epoch [83][120/792] lr: 7.500e-05, eta: 8:12:46, time: 1.050, data_time: 0.022, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9344, loss_cls: 0.7417, loss: 0.7417, grad_norm: 5.8251, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5597, loss/aux0: 0.5597 2020-10-20 11:35:39,081 - mmaction - INFO - Epoch [83][120/792] lr: 7.500e-05, eta: 8:12:50, time: 1.016, data_time: 0.025, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9344, loss_cls: 0.7417, loss: 0.7417, grad_norm: 5.8669, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5637, loss/aux0: 0.5637 2020-10-20 11:36:21,081 - mmaction - INFO - Epoch [83][140/792] lr: 7.500e-05, eta: 8:12:04, time: 1.020, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9297, loss_cls: 0.7072, loss: 0.7072, grad_norm: 5.8364, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5575, loss/aux0: 0.5575 2020-10-20 11:36:22,620 - mmaction - INFO - Epoch [83][140/792] lr: 7.500e-05, eta: 8:12:09, time: 1.070, data_time: 0.005, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9297, loss_cls: 0.7072, loss: 0.7072, grad_norm: 5.8202, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5550, loss/aux0: 0.5550 2020-10-20 11:37:06,223 - mmaction - INFO - Epoch [83][160/792] lr: 7.500e-05, eta: 8:11:22, time: 1.089, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9302, loss_cls: 0.7263, loss: 0.7263, grad_norm: 5.6134, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5306, loss/aux0: 0.5306 2020-10-20 11:37:06,823 - mmaction - INFO - Epoch [83][160/792] lr: 7.500e-05, eta: 8:11:27, time: 1.091, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9302, loss_cls: 0.7263, loss: 0.7263, grad_norm: 5.6504, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5375, loss/aux0: 0.5375 2020-10-20 11:37:46,632 - mmaction - INFO - Epoch [83][180/792] lr: 7.500e-05, eta: 8:10:41, time: 1.029, data_time: 0.010, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9406, loss_cls: 0.7340, loss: 0.7340, grad_norm: 5.7582, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5460, loss/aux0: 0.5460 2020-10-20 11:37:47,222 - mmaction - INFO - Epoch [83][180/792] lr: 7.500e-05, eta: 8:10:45, time: 1.030, data_time: 0.012, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9406, loss_cls: 0.7340, loss: 0.7340, grad_norm: 5.7926, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5459, loss/aux0: 0.5459 2020-10-20 11:38:28,672 - mmaction - INFO - Epoch [83][200/792] lr: 7.500e-05, eta: 8:09:59, time: 1.017, data_time: 0.056, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9422, loss_cls: 0.7197, loss: 0.7197, grad_norm: 5.6985, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5103, loss/aux0: 0.5103 2020-10-20 11:38:29,277 - mmaction - INFO - Epoch [83][200/792] lr: 7.500e-05, eta: 8:10:03, time: 1.015, data_time: 0.054, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9422, loss_cls: 0.7197, loss: 0.7197, grad_norm: 5.7832, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5027, loss/aux0: 0.5027 2020-10-20 11:39:11,300 - mmaction - INFO - Epoch [83][220/792] lr: 7.500e-05, eta: 8:09:17, time: 1.028, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9427, loss_cls: 0.6619, loss: 0.6619, grad_norm: 5.6435, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5807, loss/aux0: 0.5807 2020-10-20 11:39:11,907 - mmaction - INFO - Epoch [83][220/792] lr: 7.500e-05, eta: 8:09:21, time: 1.029, data_time: 0.003, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9427, loss_cls: 0.6619, loss: 0.6619, grad_norm: 5.6456, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5801, loss/aux0: 0.5801 2020-10-20 11:39:49,920 - mmaction - INFO - Epoch [83][240/792] lr: 7.500e-05, eta: 8:08:35, time: 1.026, data_time: 0.032, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9333, loss_cls: 0.7737, loss: 0.7737, grad_norm: 6.0784, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5851, loss/aux0: 0.5851 2020-10-20 11:39:51,391 - mmaction - INFO - Epoch [83][240/792] lr: 7.500e-05, eta: 8:08:39, time: 1.044, data_time: 0.035, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9333, loss_cls: 0.7737, loss: 0.7737, grad_norm: 6.0196, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5853, loss/aux0: 0.5853 2020-10-20 11:40:32,558 - mmaction - INFO - Epoch [83][260/792] lr: 7.500e-05, eta: 8:07:52, time: 0.974, data_time: 0.021, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9339, loss_cls: 0.7383, loss: 0.7383, grad_norm: 5.6885, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5399, loss/aux0: 0.5399 2020-10-20 11:40:35,707 - mmaction - INFO - Epoch [83][260/792] lr: 7.500e-05, eta: 8:07:57, time: 1.066, data_time: 0.023, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9339, loss_cls: 0.7383, loss: 0.7383, grad_norm: 5.6308, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5406, loss/aux0: 0.5406 2020-10-20 11:41:15,078 - mmaction - INFO - Epoch [83][280/792] lr: 7.500e-05, eta: 8:07:11, time: 1.010, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9370, loss_cls: 0.7041, loss: 0.7041, grad_norm: 5.4235, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5622, loss/aux0: 0.5622 2020-10-20 11:41:17,286 - mmaction - INFO - Epoch [83][280/792] lr: 7.500e-05, eta: 8:07:15, time: 1.062, data_time: 0.007, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9370, loss_cls: 0.7041, loss: 0.7041, grad_norm: 5.4591, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5719, loss/aux0: 0.5719 2020-10-20 11:41:56,642 - mmaction - INFO - Epoch [83][300/792] lr: 7.500e-05, eta: 8:06:29, time: 1.038, data_time: 0.305, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9365, loss_cls: 0.7076, loss: 0.7076, grad_norm: 5.7475, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5821, loss/aux0: 0.5821 2020-10-20 11:41:57,985 - mmaction - INFO - Epoch [83][300/792] lr: 7.500e-05, eta: 8:06:33, time: 1.024, data_time: 0.307, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9365, loss_cls: 0.7076, loss: 0.7076, grad_norm: 5.7498, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5736, loss/aux0: 0.5736 2020-10-20 11:42:39,373 - mmaction - INFO - Epoch [83][320/792] lr: 7.500e-05, eta: 8:05:47, time: 1.048, data_time: 0.469, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9370, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.5683, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5186, loss/aux0: 0.5186 2020-10-20 11:42:40,797 - mmaction - INFO - Epoch [83][320/792] lr: 7.500e-05, eta: 8:05:51, time: 1.070, data_time: 0.450, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9370, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.6214, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5255, loss/aux0: 0.5255 2020-10-20 11:43:24,458 - mmaction - INFO - Epoch [83][340/792] lr: 7.500e-05, eta: 8:05:05, time: 1.129, data_time: 0.545, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9260, loss_cls: 0.7750, loss: 0.7750, grad_norm: 5.7334, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5263, loss/aux0: 0.5263 2020-10-20 11:43:25,107 - mmaction - INFO - Epoch [83][340/792] lr: 7.500e-05, eta: 8:05:10, time: 1.133, data_time: 0.548, memory: 8335, top1_acc: 0.8000, top5_acc: 0.9260, loss_cls: 0.7750, loss: 0.7750, grad_norm: 5.7982, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5145, loss/aux0: 0.5145 2020-10-20 11:44:05,757 - mmaction - INFO - Epoch [83][360/792] lr: 7.500e-05, eta: 8:04:24, time: 1.029, data_time: 0.267, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9328, loss_cls: 0.7493, loss: 0.7493, grad_norm: 5.7365, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5417, loss/aux0: 0.5417 2020-10-20 11:44:06,359 - mmaction - INFO - Epoch [83][360/792] lr: 7.500e-05, eta: 8:04:28, time: 1.031, data_time: 0.269, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9328, loss_cls: 0.7493, loss: 0.7493, grad_norm: 5.5859, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5481, loss/aux0: 0.5481 2020-10-20 11:44:47,344 - mmaction - INFO - Epoch [83][380/792] lr: 7.500e-05, eta: 8:03:42, time: 1.033, data_time: 0.255, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9307, loss_cls: 0.7530, loss: 0.7530, grad_norm: 5.9133, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5391, loss/aux0: 0.5391 2020-10-20 11:44:49,105 - mmaction - INFO - Epoch [83][380/792] lr: 7.500e-05, eta: 8:03:47, time: 1.093, data_time: 0.258, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9307, loss_cls: 0.7530, loss: 0.7530, grad_norm: 5.8604, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5432, loss/aux0: 0.5432 2020-10-20 11:45:29,542 - mmaction - INFO - Epoch [83][400/792] lr: 7.500e-05, eta: 8:03:00, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9432, loss_cls: 0.6920, loss: 0.6920, grad_norm: 5.9131, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5995, loss/aux0: 0.5995 2020-10-20 11:45:32,495 - mmaction - INFO - Epoch [83][400/792] lr: 7.500e-05, eta: 8:03:05, time: 1.041, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9432, loss_cls: 0.6920, loss: 0.6920, grad_norm: 5.9371, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5899, loss/aux0: 0.5899 2020-10-20 11:46:13,261 - mmaction - INFO - Epoch [83][420/792] lr: 7.500e-05, eta: 8:02:19, time: 1.187, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.7139, loss: 0.7139, grad_norm: 5.6988, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5447, loss/aux0: 0.5447 2020-10-20 11:46:15,573 - mmaction - INFO - Epoch [83][420/792] lr: 7.500e-05, eta: 8:02:24, time: 1.120, data_time: 0.005, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.7139, loss: 0.7139, grad_norm: 5.7479, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5548, loss/aux0: 0.5548 2020-10-20 11:46:55,807 - mmaction - INFO - Epoch [83][440/792] lr: 7.500e-05, eta: 8:01:38, time: 1.131, data_time: 0.076, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9536, loss_cls: 0.6155, loss: 0.6155, grad_norm: 5.7910, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5909, loss/aux0: 0.5909 2020-10-20 11:46:56,457 - mmaction - INFO - Epoch [83][440/792] lr: 7.500e-05, eta: 8:01:42, time: 1.058, data_time: 0.003, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9536, loss_cls: 0.6155, loss: 0.6155, grad_norm: 5.7496, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5813, loss/aux0: 0.5813 2020-10-20 11:47:40,214 - mmaction - INFO - Epoch [83][460/792] lr: 7.500e-05, eta: 8:00:56, time: 1.116, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9401, loss_cls: 0.7142, loss: 0.7142, grad_norm: 5.6592, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5473, loss/aux0: 0.5473 2020-10-20 11:47:40,875 - mmaction - INFO - Epoch [83][460/792] lr: 7.500e-05, eta: 8:01:01, time: 1.122, data_time: 0.006, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9401, loss_cls: 0.7142, loss: 0.7142, grad_norm: 5.6761, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5540, loss/aux0: 0.5540 2020-10-20 11:48:19,684 - mmaction - INFO - Epoch [83][480/792] lr: 7.500e-05, eta: 8:00:14, time: 0.945, data_time: 0.084, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9354, loss_cls: 0.7284, loss: 0.7284, grad_norm: 5.6371, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5348, loss/aux0: 0.5348 2020-10-20 11:48:22,674 - mmaction - INFO - Epoch [83][480/792] lr: 7.500e-05, eta: 8:00:19, time: 1.066, data_time: 0.093, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9354, loss_cls: 0.7284, loss: 0.7284, grad_norm: 5.6973, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5356, loss/aux0: 0.5356 2020-10-20 11:49:04,232 - mmaction - INFO - Epoch [83][500/792] lr: 7.500e-05, eta: 7:59:33, time: 1.046, data_time: 0.038, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9339, loss_cls: 0.7123, loss: 0.7123, grad_norm: 5.7618, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5572, loss/aux0: 0.5572 2020-10-20 11:49:06,345 - mmaction - INFO - Epoch [83][500/792] lr: 7.500e-05, eta: 7:59:37, time: 1.036, data_time: 0.040, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9339, loss_cls: 0.7123, loss: 0.7123, grad_norm: 5.7599, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5469, loss/aux0: 0.5469 2020-10-20 11:49:46,913 - mmaction - INFO - Epoch [83][520/792] lr: 7.500e-05, eta: 7:58:51, time: 1.032, data_time: 0.436, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9495, loss_cls: 0.6688, loss: 0.6688, grad_norm: 5.7668, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5453, loss/aux0: 0.5453 2020-10-20 11:49:47,506 - mmaction - INFO - Epoch [83][520/792] lr: 7.500e-05, eta: 7:58:55, time: 1.032, data_time: 0.438, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9495, loss_cls: 0.6688, loss: 0.6688, grad_norm: 5.7994, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5589, loss/aux0: 0.5589 2020-10-20 11:50:27,366 - mmaction - INFO - Epoch [83][540/792] lr: 7.500e-05, eta: 7:58:09, time: 1.030, data_time: 0.023, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9344, loss_cls: 0.7351, loss: 0.7351, grad_norm: 5.7790, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5731, loss/aux0: 0.5731 2020-10-20 11:50:28,467 - mmaction - INFO - Epoch [83][540/792] lr: 7.500e-05, eta: 7:58:13, time: 1.015, data_time: 0.026, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9344, loss_cls: 0.7351, loss: 0.7351, grad_norm: 5.8369, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5749, loss/aux0: 0.5749 2020-10-20 11:51:08,955 - mmaction - INFO - Epoch [83][560/792] lr: 7.500e-05, eta: 7:57:27, time: 1.098, data_time: 0.268, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9318, loss_cls: 0.7278, loss: 0.7278, grad_norm: 5.7390, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5527, loss/aux0: 0.5527 2020-10-20 11:51:10,054 - mmaction - INFO - Epoch [83][560/792] lr: 7.500e-05, eta: 7:57:31, time: 1.088, data_time: 0.259, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9318, loss_cls: 0.7278, loss: 0.7278, grad_norm: 5.6785, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5478, loss/aux0: 0.5478 2020-10-20 11:51:51,878 - mmaction - INFO - Epoch [83][580/792] lr: 7.500e-05, eta: 7:56:46, time: 1.100, data_time: 0.225, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9422, loss_cls: 0.7122, loss: 0.7122, grad_norm: 5.7133, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5629, loss/aux0: 0.5629 2020-10-20 11:51:52,678 - mmaction - INFO - Epoch [83][580/792] lr: 7.500e-05, eta: 7:56:50, time: 1.038, data_time: 0.153, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9422, loss_cls: 0.7122, loss: 0.7122, grad_norm: 5.7201, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5564, loss/aux0: 0.5564 2020-10-20 11:52:33,296 - mmaction - INFO - Epoch [83][600/792] lr: 7.500e-05, eta: 7:56:04, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9411, loss_cls: 0.6890, loss: 0.6890, grad_norm: 5.8799, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5539, loss/aux0: 0.5539 2020-10-20 11:52:35,086 - mmaction - INFO - Epoch [83][600/792] lr: 7.500e-05, eta: 7:56:08, time: 1.007, data_time: 0.001, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9411, loss_cls: 0.6890, loss: 0.6890, grad_norm: 5.8112, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5533, loss/aux0: 0.5533 2020-10-20 11:53:16,828 - mmaction - INFO - Epoch [83][620/792] lr: 7.500e-05, eta: 7:55:22, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9417, loss_cls: 0.6833, loss: 0.6833, grad_norm: 5.9498, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6011, loss/aux0: 0.6011 2020-10-20 11:53:17,453 - mmaction - INFO - Epoch [83][620/792] lr: 7.500e-05, eta: 7:55:26, time: 1.036, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9417, loss_cls: 0.6833, loss: 0.6833, grad_norm: 5.9072, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.6058, loss/aux0: 0.6058 2020-10-20 11:53:58,791 - mmaction - INFO - Epoch [83][640/792] lr: 7.500e-05, eta: 7:54:40, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9281, loss_cls: 0.7254, loss: 0.7254, grad_norm: 5.9885, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5477, loss/aux0: 0.5477 2020-10-20 11:53:59,386 - mmaction - INFO - Epoch [83][640/792] lr: 7.500e-05, eta: 7:54:44, time: 1.029, data_time: 0.003, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9281, loss_cls: 0.7254, loss: 0.7254, grad_norm: 5.9732, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5598, loss/aux0: 0.5598 2020-10-20 11:54:40,642 - mmaction - INFO - Epoch [83][660/792] lr: 7.500e-05, eta: 7:53:58, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9292, loss_cls: 0.7224, loss: 0.7224, grad_norm: 5.6294, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5487, loss/aux0: 0.5487 2020-10-20 11:54:41,924 - mmaction - INFO - Epoch [83][660/792] lr: 7.500e-05, eta: 7:54:02, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9292, loss_cls: 0.7224, loss: 0.7224, grad_norm: 5.5992, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5381, loss/aux0: 0.5381 2020-10-20 11:55:24,184 - mmaction - INFO - Epoch [83][680/792] lr: 7.500e-05, eta: 7:53:16, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9396, loss_cls: 0.6840, loss: 0.6840, grad_norm: 5.5890, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5582, loss/aux0: 0.5582 2020-10-20 11:55:24,784 - mmaction - INFO - Epoch [83][680/792] lr: 7.500e-05, eta: 7:53:20, time: 1.044, data_time: 0.003, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9396, loss_cls: 0.6840, loss: 0.6840, grad_norm: 5.5274, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5570, loss/aux0: 0.5570 2020-10-20 11:56:05,424 - mmaction - INFO - Epoch [83][700/792] lr: 7.500e-05, eta: 7:52:34, time: 1.090, data_time: 0.511, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9411, loss_cls: 0.7266, loss: 0.7266, grad_norm: 5.8266, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5780, loss/aux0: 0.5780 2020-10-20 11:56:08,078 - mmaction - INFO - Epoch [83][700/792] lr: 7.500e-05, eta: 7:52:39, time: 1.077, data_time: 0.500, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9411, loss_cls: 0.7266, loss: 0.7266, grad_norm: 5.8980, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5879, loss/aux0: 0.5879 2020-10-20 11:56:49,800 - mmaction - INFO - Epoch [83][720/792] lr: 7.500e-05, eta: 7:51:53, time: 1.003, data_time: 0.428, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9396, loss_cls: 0.7384, loss: 0.7384, grad_norm: 5.5897, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5673, loss/aux0: 0.5673 2020-10-20 11:56:52,956 - mmaction - INFO - Epoch [83][720/792] lr: 7.500e-05, eta: 7:51:57, time: 1.040, data_time: 0.461, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9396, loss_cls: 0.7384, loss: 0.7384, grad_norm: 5.6134, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5575, loss/aux0: 0.5575 2020-10-20 11:57:33,790 - mmaction - INFO - Epoch [83][740/792] lr: 7.500e-05, eta: 7:51:10, time: 0.999, data_time: 0.370, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7161, loss: 0.7161, grad_norm: 6.1261, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5896, loss/aux0: 0.5896 2020-10-20 11:57:34,380 - mmaction - INFO - Epoch [83][740/792] lr: 7.500e-05, eta: 7:51:14, time: 0.906, data_time: 0.277, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9375, loss_cls: 0.7161, loss: 0.7161, grad_norm: 6.1178, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6006, loss/aux0: 0.6006 2020-10-20 11:58:14,656 - mmaction - INFO - Epoch [83][760/792] lr: 7.500e-05, eta: 7:50:28, time: 1.012, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9396, loss_cls: 0.6987, loss: 0.6987, grad_norm: 5.6989, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5921, loss/aux0: 0.5921 2020-10-20 11:58:15,244 - mmaction - INFO - Epoch [83][760/792] lr: 7.500e-05, eta: 7:50:32, time: 1.014, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9396, loss_cls: 0.6987, loss: 0.6987, grad_norm: 5.6778, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5799, loss/aux0: 0.5799 2020-10-20 11:58:57,632 - mmaction - INFO - Epoch [83][780/792] lr: 7.500e-05, eta: 7:49:46, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9354, loss_cls: 0.6962, loss: 0.6962, grad_norm: 5.7946, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5956, loss/aux0: 0.5956 2020-10-20 11:58:58,245 - mmaction - INFO - Epoch [83][780/792] lr: 7.500e-05, eta: 7:49:50, time: 1.055, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9354, loss_cls: 0.6962, loss: 0.6962, grad_norm: 5.8657, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.6030, loss/aux0: 0.6030 2020-10-20 11:59:26,034 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-10-20 12:02:38,851 - mmaction - INFO - Epoch [84][20/792] lr: 7.500e-05, eta: 7:48:34, time: 1.035, data_time: 0.008, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9307, loss_cls: 0.7293, loss: 0.7293, grad_norm: 5.6451, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.5801, loss/aux0: 0.5801 2020-10-20 12:02:39,477 - mmaction - INFO - Epoch [84][20/792] lr: 7.500e-05, eta: 7:48:38, time: 1.035, data_time: 0.010, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9307, loss_cls: 0.7293, loss: 0.7293, grad_norm: 5.5853, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5743, loss/aux0: 0.5743 2020-10-20 12:03:21,757 - mmaction - INFO - Epoch [84][40/792] lr: 7.500e-05, eta: 7:47:52, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9344, loss_cls: 0.7108, loss: 0.7108, grad_norm: 5.5408, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5298, loss/aux0: 0.5298 2020-10-20 12:03:22,350 - mmaction - INFO - Epoch [84][40/792] lr: 7.500e-05, eta: 7:47:56, time: 1.037, data_time: 0.002, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9344, loss_cls: 0.7108, loss: 0.7108, grad_norm: 5.5917, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5402, loss/aux0: 0.5402 2020-10-20 12:04:02,978 - mmaction - INFO - Epoch [84][60/792] lr: 7.500e-05, eta: 7:47:10, time: 0.935, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.7252, loss: 0.7252, grad_norm: 5.6697, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5604, loss/aux0: 0.5604 2020-10-20 12:04:03,609 - mmaction - INFO - Epoch [84][60/792] lr: 7.500e-05, eta: 7:47:14, time: 0.934, data_time: 0.003, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9375, loss_cls: 0.7252, loss: 0.7252, grad_norm: 5.6632, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5611, loss/aux0: 0.5611 2020-10-20 12:04:45,457 - mmaction - INFO - Epoch [84][80/792] lr: 7.500e-05, eta: 7:46:28, time: 1.132, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9417, loss_cls: 0.7207, loss: 0.7207, grad_norm: 6.1159, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5930, loss/aux0: 0.5930 2020-10-20 12:04:46,080 - mmaction - INFO - Epoch [84][80/792] lr: 7.500e-05, eta: 7:46:32, time: 1.139, data_time: 0.007, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9417, loss_cls: 0.7207, loss: 0.7207, grad_norm: 6.0167, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5820, loss/aux0: 0.5820 2020-10-20 12:05:28,414 - mmaction - INFO - Epoch [84][100/792] lr: 7.500e-05, eta: 7:45:46, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9411, loss_cls: 0.7306, loss: 0.7306, grad_norm: 5.6623, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5485, loss/aux0: 0.5485 2020-10-20 12:05:29,003 - mmaction - INFO - Epoch [84][100/792] lr: 7.500e-05, eta: 7:45:51, time: 1.048, data_time: 0.003, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9411, loss_cls: 0.7306, loss: 0.7306, grad_norm: 5.6324, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5559, loss/aux0: 0.5559 2020-10-20 12:06:08,053 - mmaction - INFO - Epoch [84][120/792] lr: 7.500e-05, eta: 7:45:04, time: 1.017, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9333, loss_cls: 0.7422, loss: 0.7422, grad_norm: 5.4714, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5448, loss/aux0: 0.5448 2020-10-20 12:06:11,006 - mmaction - INFO - Epoch [84][120/792] lr: 7.500e-05, eta: 7:45:09, time: 1.131, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9333, loss_cls: 0.7422, loss: 0.7422, grad_norm: 5.4621, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5375, loss/aux0: 0.5375 2020-10-20 12:06:52,502 - mmaction - INFO - Epoch [84][140/792] lr: 7.500e-05, eta: 7:44:23, time: 1.147, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9370, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.8733, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5294, loss/aux0: 0.5294 2020-10-20 12:06:54,478 - mmaction - INFO - Epoch [84][140/792] lr: 7.500e-05, eta: 7:44:28, time: 1.076, data_time: 0.004, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9370, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.7134, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5300, loss/aux0: 0.5300 2020-10-20 12:07:37,182 - mmaction - INFO - Epoch [84][160/792] lr: 7.500e-05, eta: 7:43:42, time: 1.156, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9391, loss_cls: 0.7062, loss: 0.7062, grad_norm: 5.6738, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5438, loss/aux0: 0.5438 2020-10-20 12:07:37,785 - mmaction - INFO - Epoch [84][160/792] lr: 7.500e-05, eta: 7:43:47, time: 1.134, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9391, loss_cls: 0.7062, loss: 0.7062, grad_norm: 5.6369, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5379, loss/aux0: 0.5379 2020-10-20 12:08:17,624 - mmaction - INFO - Epoch [84][180/792] lr: 7.500e-05, eta: 7:43:01, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9375, loss_cls: 0.7254, loss: 0.7254, grad_norm: 5.9353, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5625, loss/aux0: 0.5625 2020-10-20 12:08:18,933 - mmaction - INFO - Epoch [84][180/792] lr: 7.500e-05, eta: 7:43:05, time: 1.076, data_time: 0.003, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9375, loss_cls: 0.7254, loss: 0.7254, grad_norm: 5.9137, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5764, loss/aux0: 0.5764 2020-10-20 12:08:58,954 - mmaction - INFO - Epoch [84][200/792] lr: 7.500e-05, eta: 7:42:19, time: 1.060, data_time: 0.030, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9286, loss_cls: 0.7768, loss: 0.7768, grad_norm: 5.9578, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5300, loss/aux0: 0.5300 2020-10-20 12:08:59,888 - mmaction - INFO - Epoch [84][200/792] lr: 7.500e-05, eta: 7:42:23, time: 1.065, data_time: 0.032, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9286, loss_cls: 0.7768, loss: 0.7768, grad_norm: 5.9987, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5284, loss/aux0: 0.5284 2020-10-20 12:09:42,486 - mmaction - INFO - Epoch [84][220/792] lr: 7.500e-05, eta: 7:41:37, time: 0.961, data_time: 0.001, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9401, loss_cls: 0.6693, loss: 0.6693, grad_norm: 5.6913, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5200, loss/aux0: 0.5200 2020-10-20 12:09:43,469 - mmaction - INFO - Epoch [84][220/792] lr: 7.500e-05, eta: 7:41:41, time: 0.984, data_time: 0.006, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9401, loss_cls: 0.6693, loss: 0.6693, grad_norm: 5.8236, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5253, loss/aux0: 0.5253 2020-10-20 12:10:23,433 - mmaction - INFO - Epoch [84][240/792] lr: 7.500e-05, eta: 7:40:55, time: 0.991, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9437, loss_cls: 0.7103, loss: 0.7103, grad_norm: 5.6905, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5720, loss/aux0: 0.5720 2020-10-20 12:10:24,587 - mmaction - INFO - Epoch [84][240/792] lr: 7.500e-05, eta: 7:40:59, time: 1.006, data_time: 0.001, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9437, loss_cls: 0.7103, loss: 0.7103, grad_norm: 5.7015, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5620, loss/aux0: 0.5620 2020-10-20 12:11:06,906 - mmaction - INFO - Epoch [84][260/792] lr: 7.500e-05, eta: 7:40:12, time: 1.001, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9365, loss_cls: 0.7276, loss: 0.7276, grad_norm: 5.6911, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5631, loss/aux0: 0.5631 2020-10-20 12:11:08,877 - mmaction - INFO - Epoch [84][260/792] lr: 7.500e-05, eta: 7:40:16, time: 0.975, data_time: 0.003, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9365, loss_cls: 0.7276, loss: 0.7276, grad_norm: 5.7462, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5603, loss/aux0: 0.5603 2020-10-20 12:11:48,883 - mmaction - INFO - Epoch [84][280/792] lr: 7.500e-05, eta: 7:39:30, time: 0.990, data_time: 0.024, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9312, loss_cls: 0.7337, loss: 0.7337, grad_norm: 5.9169, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5867, loss/aux0: 0.5867 2020-10-20 12:11:51,232 - mmaction - INFO - Epoch [84][280/792] lr: 7.500e-05, eta: 7:39:34, time: 1.021, data_time: 0.042, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9312, loss_cls: 0.7337, loss: 0.7337, grad_norm: 5.9288, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5986, loss/aux0: 0.5986 2020-10-20 12:12:32,998 - mmaction - INFO - Epoch [84][300/792] lr: 7.500e-05, eta: 7:38:48, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9375, loss_cls: 0.7724, loss: 0.7724, grad_norm: 5.9110, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5730, loss/aux0: 0.5730 2020-10-20 12:12:36,387 - mmaction - INFO - Epoch [84][300/792] lr: 7.500e-05, eta: 7:38:53, time: 1.109, data_time: 0.003, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9375, loss_cls: 0.7724, loss: 0.7724, grad_norm: 5.8722, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5751, loss/aux0: 0.5751 2020-10-20 12:13:17,437 - mmaction - INFO - Epoch [84][320/792] lr: 7.500e-05, eta: 7:38:06, time: 0.995, data_time: 0.002, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9417, loss_cls: 0.6956, loss: 0.6956, grad_norm: 5.6176, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5669, loss/aux0: 0.5669 2020-10-20 12:13:22,087 - mmaction - INFO - Epoch [84][320/792] lr: 7.500e-05, eta: 7:38:11, time: 1.084, data_time: 0.005, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9417, loss_cls: 0.6956, loss: 0.6956, grad_norm: 5.6469, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5656, loss/aux0: 0.5656 2020-10-20 12:14:02,927 - mmaction - INFO - Epoch [84][340/792] lr: 7.500e-05, eta: 7:37:25, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9339, loss_cls: 0.7425, loss: 0.7425, grad_norm: 5.8036, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5679, loss/aux0: 0.5679 2020-10-20 12:14:05,076 - mmaction - INFO - Epoch [84][340/792] lr: 7.500e-05, eta: 7:37:29, time: 1.039, data_time: 0.003, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9339, loss_cls: 0.7425, loss: 0.7425, grad_norm: 5.7779, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5556, loss/aux0: 0.5556 2020-10-20 12:14:43,953 - mmaction - INFO - Epoch [84][360/792] lr: 7.500e-05, eta: 7:36:44, time: 1.139, data_time: 0.000, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9365, loss_cls: 0.7489, loss: 0.7489, grad_norm: 5.8866, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5684, loss/aux0: 0.5684 2020-10-20 12:14:44,541 - mmaction - INFO - Epoch [84][360/792] lr: 7.500e-05, eta: 7:36:48, time: 1.075, data_time: 0.002, memory: 8335, top1_acc: 0.7891, top5_acc: 0.9365, loss_cls: 0.7489, loss: 0.7489, grad_norm: 5.9289, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5794, loss/aux0: 0.5794 2020-10-20 12:15:26,453 - mmaction - INFO - Epoch [84][380/792] lr: 7.500e-05, eta: 7:36:02, time: 1.152, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9260, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.7331, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9500, loss_cls/aux0: 0.5672, loss/aux0: 0.5672 2020-10-20 12:15:27,035 - mmaction - INFO - Epoch [84][380/792] lr: 7.500e-05, eta: 7:36:06, time: 1.050, data_time: 0.001, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9260, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.6758, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5631, loss/aux0: 0.5631 2020-10-20 12:16:09,508 - mmaction - INFO - Epoch [84][400/792] lr: 7.500e-05, eta: 7:35:20, time: 1.042, data_time: 0.014, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9297, loss_cls: 0.7358, loss: 0.7358, grad_norm: 5.6448, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5552, loss/aux0: 0.5552 2020-10-20 12:16:10,095 - mmaction - INFO - Epoch [84][400/792] lr: 7.500e-05, eta: 7:35:25, time: 1.043, data_time: 0.015, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9297, loss_cls: 0.7358, loss: 0.7358, grad_norm: 5.7227, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5543, loss/aux0: 0.5543 2020-10-20 12:16:53,645 - mmaction - INFO - Epoch [84][420/792] lr: 7.500e-05, eta: 7:34:39, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9479, loss_cls: 0.6647, loss: 0.6647, grad_norm: 5.7089, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9698, loss_cls/aux0: 0.5372, loss/aux0: 0.5372 2020-10-20 12:16:54,234 - mmaction - INFO - Epoch [84][420/792] lr: 7.500e-05, eta: 7:34:43, time: 1.113, data_time: 0.003, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9479, loss_cls: 0.6647, loss: 0.6647, grad_norm: 5.6924, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9703, loss_cls/aux0: 0.5271, loss/aux0: 0.5271 2020-10-20 12:17:33,489 - mmaction - INFO - Epoch [84][440/792] lr: 7.500e-05, eta: 7:33:57, time: 0.998, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9432, loss_cls: 0.7179, loss: 0.7179, grad_norm: 5.6944, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5484, loss/aux0: 0.5484 2020-10-20 12:17:34,186 - mmaction - INFO - Epoch [84][440/792] lr: 7.500e-05, eta: 7:34:01, time: 0.953, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9432, loss_cls: 0.7179, loss: 0.7179, grad_norm: 5.6607, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5492, loss/aux0: 0.5492 2020-10-20 12:18:15,914 - mmaction - INFO - Epoch [84][460/792] lr: 7.500e-05, eta: 7:33:15, time: 0.964, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9292, loss_cls: 0.7452, loss: 0.7452, grad_norm: 5.6577, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5050, loss/aux0: 0.5050 2020-10-20 12:18:16,506 - mmaction - INFO - Epoch [84][460/792] lr: 7.500e-05, eta: 7:33:18, time: 0.964, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9292, loss_cls: 0.7452, loss: 0.7452, grad_norm: 5.6556, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5155, loss/aux0: 0.5155 2020-10-20 12:18:56,313 - mmaction - INFO - Epoch [84][480/792] lr: 7.500e-05, eta: 7:32:32, time: 0.931, data_time: 0.096, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9380, loss_cls: 0.7041, loss: 0.7041, grad_norm: 5.4700, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5645, loss/aux0: 0.5645 2020-10-20 12:18:56,916 - mmaction - INFO - Epoch [84][480/792] lr: 7.500e-05, eta: 7:32:36, time: 0.933, data_time: 0.098, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9380, loss_cls: 0.7041, loss: 0.7041, grad_norm: 5.4802, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5535, loss/aux0: 0.5535 2020-10-20 12:19:40,099 - mmaction - INFO - Epoch [84][500/792] lr: 7.500e-05, eta: 7:31:50, time: 1.112, data_time: 0.096, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9417, loss_cls: 0.6682, loss: 0.6682, grad_norm: 5.5228, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5659, loss/aux0: 0.5659 2020-10-20 12:19:40,680 - mmaction - INFO - Epoch [84][500/792] lr: 7.500e-05, eta: 7:31:54, time: 1.061, data_time: 0.045, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9417, loss_cls: 0.6682, loss: 0.6682, grad_norm: 5.5001, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5698, loss/aux0: 0.5698 2020-10-20 12:20:22,712 - mmaction - INFO - Epoch [84][520/792] lr: 7.500e-05, eta: 7:31:08, time: 1.052, data_time: 0.205, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9432, loss_cls: 0.6787, loss: 0.6787, grad_norm: 5.5190, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5262, loss/aux0: 0.5262 2020-10-20 12:20:23,340 - mmaction - INFO - Epoch [84][520/792] lr: 7.500e-05, eta: 7:31:12, time: 1.054, data_time: 0.207, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9432, loss_cls: 0.6787, loss: 0.6787, grad_norm: 5.5160, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9688, loss_cls/aux0: 0.5299, loss/aux0: 0.5299 2020-10-20 12:21:04,997 - mmaction - INFO - Epoch [84][540/792] lr: 7.500e-05, eta: 7:30:27, time: 1.062, data_time: 0.200, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9432, loss_cls: 0.6989, loss: 0.6989, grad_norm: 5.7201, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6119, loss/aux0: 0.6119 2020-10-20 12:21:05,577 - mmaction - INFO - Epoch [84][540/792] lr: 7.500e-05, eta: 7:30:31, time: 1.013, data_time: 0.201, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9432, loss_cls: 0.6989, loss: 0.6989, grad_norm: 5.6946, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6247, loss/aux0: 0.6247 2020-10-20 12:21:45,238 - mmaction - INFO - Epoch [84][560/792] lr: 7.500e-05, eta: 7:29:45, time: 1.038, data_time: 0.021, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9391, loss_cls: 0.7765, loss: 0.7765, grad_norm: 6.1745, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5734, loss/aux0: 0.5734 2020-10-20 12:21:45,821 - mmaction - INFO - Epoch [84][560/792] lr: 7.500e-05, eta: 7:29:49, time: 1.005, data_time: 0.024, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9391, loss_cls: 0.7765, loss: 0.7765, grad_norm: 6.2346, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5662, loss/aux0: 0.5662 2020-10-20 12:22:27,448 - mmaction - INFO - Epoch [84][580/792] lr: 7.500e-05, eta: 7:29:02, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9333, loss_cls: 0.7483, loss: 0.7483, grad_norm: 5.7602, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5343, loss/aux0: 0.5343 2020-10-20 12:22:28,841 - mmaction - INFO - Epoch [84][580/792] lr: 7.500e-05, eta: 7:29:07, time: 1.045, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9333, loss_cls: 0.7483, loss: 0.7483, grad_norm: 5.8142, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5312, loss/aux0: 0.5312 2020-10-20 12:23:09,734 - mmaction - INFO - Epoch [84][600/792] lr: 7.500e-05, eta: 7:28:21, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9339, loss_cls: 0.7175, loss: 0.7175, grad_norm: 5.6137, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5719, loss/aux0: 0.5719 2020-10-20 12:23:12,102 - mmaction - INFO - Epoch [84][600/792] lr: 7.500e-05, eta: 7:28:25, time: 1.080, data_time: 0.003, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9339, loss_cls: 0.7175, loss: 0.7175, grad_norm: 5.7064, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5785, loss/aux0: 0.5785 2020-10-20 12:23:53,129 - mmaction - INFO - Epoch [84][620/792] lr: 7.500e-05, eta: 7:27:39, time: 1.131, data_time: 0.169, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9349, loss_cls: 0.7453, loss: 0.7453, grad_norm: 6.1178, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5513, loss/aux0: 0.5513 2020-10-20 12:23:53,755 - mmaction - INFO - Epoch [84][620/792] lr: 7.500e-05, eta: 7:27:44, time: 1.104, data_time: 0.172, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9349, loss_cls: 0.7453, loss: 0.7453, grad_norm: 6.1917, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5467, loss/aux0: 0.5467 2020-10-20 12:24:35,090 - mmaction - INFO - Epoch [84][640/792] lr: 7.500e-05, eta: 7:26:58, time: 1.099, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9391, loss_cls: 0.7053, loss: 0.7053, grad_norm: 5.9078, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5853, loss/aux0: 0.5853 2020-10-20 12:24:37,568 - mmaction - INFO - Epoch [84][640/792] lr: 7.500e-05, eta: 7:27:02, time: 1.149, data_time: 0.007, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9391, loss_cls: 0.7053, loss: 0.7053, grad_norm: 5.8462, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5744, loss/aux0: 0.5744 2020-10-20 12:25:17,706 - mmaction - INFO - Epoch [84][660/792] lr: 7.500e-05, eta: 7:26:16, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9302, loss_cls: 0.7655, loss: 0.7655, grad_norm: 5.9541, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5243, loss/aux0: 0.5243 2020-10-20 12:25:19,806 - mmaction - INFO - Epoch [84][660/792] lr: 7.500e-05, eta: 7:26:21, time: 1.065, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9302, loss_cls: 0.7655, loss: 0.7655, grad_norm: 5.9574, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5379, loss/aux0: 0.5379 2020-10-20 12:26:00,420 - mmaction - INFO - Epoch [84][680/792] lr: 7.500e-05, eta: 7:25:35, time: 1.158, data_time: 0.075, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9281, loss_cls: 0.7446, loss: 0.7446, grad_norm: 5.8873, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5612, loss/aux0: 0.5612 2020-10-20 12:26:01,013 - mmaction - INFO - Epoch [84][680/792] lr: 7.500e-05, eta: 7:25:40, time: 1.159, data_time: 0.077, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9281, loss_cls: 0.7446, loss: 0.7446, grad_norm: 5.8574, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5547, loss/aux0: 0.5547 2020-10-20 12:26:44,010 - mmaction - INFO - Epoch [84][700/792] lr: 7.500e-05, eta: 7:24:54, time: 1.127, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.7059, loss: 0.7059, grad_norm: 5.6716, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5395, loss/aux0: 0.5395 2020-10-20 12:26:44,650 - mmaction - INFO - Epoch [84][700/792] lr: 7.500e-05, eta: 7:24:58, time: 1.131, data_time: 0.004, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.7059, loss: 0.7059, grad_norm: 5.7064, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5491, loss/aux0: 0.5491 2020-10-20 12:27:26,128 - mmaction - INFO - Epoch [84][720/792] lr: 7.500e-05, eta: 7:24:13, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9323, loss_cls: 0.7415, loss: 0.7415, grad_norm: 5.7741, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5423, loss/aux0: 0.5423 2020-10-20 12:27:26,887 - mmaction - INFO - Epoch [84][720/792] lr: 7.500e-05, eta: 7:24:17, time: 1.065, data_time: 0.003, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9323, loss_cls: 0.7415, loss: 0.7415, grad_norm: 5.8122, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5406, loss/aux0: 0.5406 2020-10-20 12:28:07,928 - mmaction - INFO - Epoch [84][740/792] lr: 7.500e-05, eta: 7:23:31, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9391, loss_cls: 0.7134, loss: 0.7134, grad_norm: 5.6462, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5773, loss/aux0: 0.5773 2020-10-20 12:28:10,656 - mmaction - INFO - Epoch [84][740/792] lr: 7.500e-05, eta: 7:23:35, time: 1.076, data_time: 0.003, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9391, loss_cls: 0.7134, loss: 0.7134, grad_norm: 5.6663, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5658, loss/aux0: 0.5658 2020-10-20 12:28:49,165 - mmaction - INFO - Epoch [84][760/792] lr: 7.500e-05, eta: 7:22:49, time: 1.070, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.7225, loss: 0.7225, grad_norm: 5.6618, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5676, loss/aux0: 0.5676 2020-10-20 12:28:51,767 - mmaction - INFO - Epoch [84][760/792] lr: 7.500e-05, eta: 7:22:53, time: 1.059, data_time: 0.023, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.7225, loss: 0.7225, grad_norm: 5.5870, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5629, loss/aux0: 0.5629 2020-10-20 12:29:33,454 - mmaction - INFO - Epoch [84][780/792] lr: 7.500e-05, eta: 7:22:08, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9422, loss_cls: 0.6950, loss: 0.6950, grad_norm: 6.0227, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5893, loss/aux0: 0.5893 2020-10-20 12:29:36,507 - mmaction - INFO - Epoch [84][780/792] lr: 7.500e-05, eta: 7:22:12, time: 1.132, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9422, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.9563, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5891, loss/aux0: 0.5891 2020-10-20 12:30:01,728 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-10-20 12:32:58,436 - mmaction - INFO - Epoch [85][20/792] lr: 7.500e-05, eta: 7:20:56, time: 1.013, data_time: 0.069, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9318, loss_cls: 0.7308, loss: 0.7308, grad_norm: 5.7136, top1_acc/aux0: 0.8553, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5510, loss/aux0: 0.5510 2020-10-20 12:32:59,048 - mmaction - INFO - Epoch [85][20/792] lr: 7.500e-05, eta: 7:21:00, time: 1.013, data_time: 0.071, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9318, loss_cls: 0.7308, loss: 0.7308, grad_norm: 5.7046, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5520, loss/aux0: 0.5520 2020-10-20 12:33:40,133 - mmaction - INFO - Epoch [85][40/792] lr: 7.500e-05, eta: 7:20:14, time: 1.029, data_time: 0.019, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9370, loss_cls: 0.6952, loss: 0.6952, grad_norm: 5.7800, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5867, loss/aux0: 0.5867 2020-10-20 12:33:42,890 - mmaction - INFO - Epoch [85][40/792] lr: 7.500e-05, eta: 7:20:18, time: 1.095, data_time: 0.021, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9370, loss_cls: 0.6952, loss: 0.6952, grad_norm: 5.8053, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5978, loss/aux0: 0.5978 2020-10-20 12:34:24,323 - mmaction - INFO - Epoch [85][60/792] lr: 7.500e-05, eta: 7:19:32, time: 1.054, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9365, loss_cls: 0.7376, loss: 0.7376, grad_norm: 5.5774, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5366, loss/aux0: 0.5366 2020-10-20 12:34:26,749 - mmaction - INFO - Epoch [85][60/792] lr: 7.500e-05, eta: 7:19:37, time: 1.091, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9365, loss_cls: 0.7376, loss: 0.7376, grad_norm: 5.5519, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9688, loss_cls/aux0: 0.5180, loss/aux0: 0.5180 2020-10-20 12:35:06,898 - mmaction - INFO - Epoch [85][80/792] lr: 7.500e-05, eta: 7:18:51, time: 1.021, data_time: 0.064, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9260, loss_cls: 0.7772, loss: 0.7772, grad_norm: 5.5255, top1_acc/aux0: 0.8708, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.4864, loss/aux0: 0.4864 2020-10-20 12:35:09,020 - mmaction - INFO - Epoch [85][80/792] lr: 7.500e-05, eta: 7:18:55, time: 1.097, data_time: 0.066, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9260, loss_cls: 0.7772, loss: 0.7772, grad_norm: 5.4272, top1_acc/aux0: 0.8698, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.4913, loss/aux0: 0.4913 2020-10-20 12:35:52,329 - mmaction - INFO - Epoch [85][100/792] lr: 7.500e-05, eta: 7:18:09, time: 1.142, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9385, loss_cls: 0.6864, loss: 0.6864, grad_norm: 5.6788, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5340, loss/aux0: 0.5340 2020-10-20 12:35:55,038 - mmaction - INFO - Epoch [85][100/792] lr: 7.500e-05, eta: 7:18:14, time: 1.135, data_time: 0.003, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9385, loss_cls: 0.6864, loss: 0.6864, grad_norm: 5.6034, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5285, loss/aux0: 0.5285 2020-10-20 12:36:34,403 - mmaction - INFO - Epoch [85][120/792] lr: 7.500e-05, eta: 7:17:28, time: 1.042, data_time: 0.135, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9302, loss_cls: 0.7762, loss: 0.7762, grad_norm: 6.2639, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5307, loss/aux0: 0.5307 2020-10-20 12:36:36,396 - mmaction - INFO - Epoch [85][120/792] lr: 7.500e-05, eta: 7:17:32, time: 1.000, data_time: 0.137, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9302, loss_cls: 0.7762, loss: 0.7762, grad_norm: 6.2798, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5474, loss/aux0: 0.5474 2020-10-20 12:37:16,255 - mmaction - INFO - Epoch [85][140/792] lr: 7.500e-05, eta: 7:16:46, time: 0.973, data_time: 0.000, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9391, loss_cls: 0.6869, loss: 0.6869, grad_norm: 5.7210, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-20 12:37:18,097 - mmaction - INFO - Epoch [85][140/792] lr: 7.500e-05, eta: 7:16:50, time: 1.037, data_time: 0.002, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9391, loss_cls: 0.6869, loss: 0.6869, grad_norm: 5.7372, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9490, loss_cls/aux0: 0.6120, loss/aux0: 0.6120 2020-10-20 12:37:57,666 - mmaction - INFO - Epoch [85][160/792] lr: 7.500e-05, eta: 7:16:04, time: 1.006, data_time: 0.091, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9370, loss_cls: 0.7331, loss: 0.7331, grad_norm: 5.8324, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5808, loss/aux0: 0.5808 2020-10-20 12:38:00,248 - mmaction - INFO - Epoch [85][160/792] lr: 7.500e-05, eta: 7:16:08, time: 1.096, data_time: 0.092, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9370, loss_cls: 0.7331, loss: 0.7331, grad_norm: 5.7915, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5790, loss/aux0: 0.5790 2020-10-20 12:38:41,042 - mmaction - INFO - Epoch [85][180/792] lr: 7.500e-05, eta: 7:15:22, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9484, loss_cls: 0.6771, loss: 0.6771, grad_norm: 5.7543, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5827, loss/aux0: 0.5827 2020-10-20 12:38:42,431 - mmaction - INFO - Epoch [85][180/792] lr: 7.500e-05, eta: 7:15:26, time: 1.058, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9484, loss_cls: 0.6771, loss: 0.6771, grad_norm: 5.8787, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5869, loss/aux0: 0.5869 2020-10-20 12:39:22,620 - mmaction - INFO - Epoch [85][200/792] lr: 7.500e-05, eta: 7:14:40, time: 0.960, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9385, loss_cls: 0.6979, loss: 0.6979, grad_norm: 5.6105, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5636, loss/aux0: 0.5636 2020-10-20 12:39:25,510 - mmaction - INFO - Epoch [85][200/792] lr: 7.500e-05, eta: 7:14:44, time: 1.075, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9385, loss_cls: 0.6979, loss: 0.6979, grad_norm: 5.5819, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5505, loss/aux0: 0.5505 2020-10-20 12:40:07,226 - mmaction - INFO - Epoch [85][220/792] lr: 7.500e-05, eta: 7:13:59, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9391, loss_cls: 0.6831, loss: 0.6831, grad_norm: 5.6846, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5592, loss/aux0: 0.5592 2020-10-20 12:40:09,700 - mmaction - INFO - Epoch [85][220/792] lr: 7.500e-05, eta: 7:14:03, time: 1.140, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9391, loss_cls: 0.6831, loss: 0.6831, grad_norm: 5.6884, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5611, loss/aux0: 0.5611 2020-10-20 12:40:50,386 - mmaction - INFO - Epoch [85][240/792] lr: 7.500e-05, eta: 7:13:18, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9458, loss_cls: 0.7096, loss: 0.7096, grad_norm: 5.5375, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5557, loss/aux0: 0.5557 2020-10-20 12:40:52,794 - mmaction - INFO - Epoch [85][240/792] lr: 7.500e-05, eta: 7:13:22, time: 1.100, data_time: 0.003, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9458, loss_cls: 0.7096, loss: 0.7096, grad_norm: 5.5390, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5568, loss/aux0: 0.5568 2020-10-20 12:41:32,182 - mmaction - INFO - Epoch [85][260/792] lr: 7.500e-05, eta: 7:12:36, time: 1.000, data_time: 0.171, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9318, loss_cls: 0.7677, loss: 0.7677, grad_norm: 5.6457, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5451, loss/aux0: 0.5451 2020-10-20 12:41:33,922 - mmaction - INFO - Epoch [85][260/792] lr: 7.500e-05, eta: 7:12:39, time: 0.974, data_time: 0.172, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9318, loss_cls: 0.7677, loss: 0.7677, grad_norm: 5.6227, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5484, loss/aux0: 0.5484 2020-10-20 12:42:17,984 - mmaction - INFO - Epoch [85][280/792] lr: 7.500e-05, eta: 7:11:54, time: 1.185, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9422, loss_cls: 0.6545, loss: 0.6545, grad_norm: 5.6408, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5390, loss/aux0: 0.5390 2020-10-20 12:42:20,753 - mmaction - INFO - Epoch [85][280/792] lr: 7.500e-05, eta: 7:11:59, time: 1.175, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9422, loss_cls: 0.6545, loss: 0.6545, grad_norm: 5.6055, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5275, loss/aux0: 0.5275 2020-10-20 12:42:59,203 - mmaction - INFO - Epoch [85][300/792] lr: 7.500e-05, eta: 7:11:13, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9354, loss_cls: 0.7447, loss: 0.7447, grad_norm: 6.0663, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5435, loss/aux0: 0.5435 2020-10-20 12:43:00,601 - mmaction - INFO - Epoch [85][300/792] lr: 7.500e-05, eta: 7:11:17, time: 0.995, data_time: 0.003, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9354, loss_cls: 0.7447, loss: 0.7447, grad_norm: 6.0014, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5468, loss/aux0: 0.5468 2020-10-20 12:43:42,166 - mmaction - INFO - Epoch [85][320/792] lr: 7.500e-05, eta: 7:10:31, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9344, loss_cls: 0.7192, loss: 0.7192, grad_norm: 5.9454, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5206, loss/aux0: 0.5206 2020-10-20 12:43:42,758 - mmaction - INFO - Epoch [85][320/792] lr: 7.500e-05, eta: 7:10:35, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9344, loss_cls: 0.7192, loss: 0.7192, grad_norm: 5.9317, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5292, loss/aux0: 0.5292 2020-10-20 12:44:25,007 - mmaction - INFO - Epoch [85][340/792] lr: 7.500e-05, eta: 7:09:50, time: 1.090, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9339, loss_cls: 0.7374, loss: 0.7374, grad_norm: 5.9968, top1_acc/aux0: 0.8323, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6263, loss/aux0: 0.6263 2020-10-20 12:44:27,180 - mmaction - INFO - Epoch [85][340/792] lr: 7.500e-05, eta: 7:09:53, time: 1.058, data_time: 0.005, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9339, loss_cls: 0.7374, loss: 0.7374, grad_norm: 6.0480, top1_acc/aux0: 0.8328, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6243, loss/aux0: 0.6243 2020-10-20 12:45:10,633 - mmaction - INFO - Epoch [85][360/792] lr: 7.500e-05, eta: 7:09:08, time: 1.158, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9359, loss_cls: 0.7449, loss: 0.7449, grad_norm: 5.7471, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5381, loss/aux0: 0.5381 2020-10-20 12:45:12,583 - mmaction - INFO - Epoch [85][360/792] lr: 7.500e-05, eta: 7:09:12, time: 1.115, data_time: 0.003, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9359, loss_cls: 0.7449, loss: 0.7449, grad_norm: 5.7476, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5430, loss/aux0: 0.5430 2020-10-20 12:45:52,864 - mmaction - INFO - Epoch [85][380/792] lr: 7.500e-05, eta: 7:08:27, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9307, loss_cls: 0.7333, loss: 0.7333, grad_norm: 5.5935, top1_acc/aux0: 0.8672, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5058, loss/aux0: 0.5058 2020-10-20 12:45:53,756 - mmaction - INFO - Epoch [85][380/792] lr: 7.500e-05, eta: 7:08:30, time: 0.968, data_time: 0.002, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9307, loss_cls: 0.7333, loss: 0.7333, grad_norm: 5.5800, top1_acc/aux0: 0.8703, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.4926, loss/aux0: 0.4926 2020-10-20 12:46:37,177 - mmaction - INFO - Epoch [85][400/792] lr: 7.500e-05, eta: 7:07:45, time: 1.088, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9286, loss_cls: 0.7499, loss: 0.7499, grad_norm: 5.8236, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5245, loss/aux0: 0.5245 2020-10-20 12:46:37,773 - mmaction - INFO - Epoch [85][400/792] lr: 7.500e-05, eta: 7:07:49, time: 1.088, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9286, loss_cls: 0.7499, loss: 0.7499, grad_norm: 5.8110, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9687, loss_cls/aux0: 0.5236, loss/aux0: 0.5236 2020-10-20 12:47:20,880 - mmaction - INFO - Epoch [85][420/792] lr: 7.500e-05, eta: 7:07:03, time: 1.131, data_time: 0.450, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9411, loss_cls: 0.6825, loss: 0.6825, grad_norm: 5.4485, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5295, loss/aux0: 0.5295 2020-10-20 12:47:23,416 - mmaction - INFO - Epoch [85][420/792] lr: 7.500e-05, eta: 7:07:08, time: 1.139, data_time: 0.382, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9411, loss_cls: 0.6825, loss: 0.6825, grad_norm: 5.5459, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5328, loss/aux0: 0.5328 2020-10-20 12:48:04,254 - mmaction - INFO - Epoch [85][440/792] lr: 7.500e-05, eta: 7:06:22, time: 1.142, data_time: 0.457, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9385, loss_cls: 0.6751, loss: 0.6751, grad_norm: 5.8227, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5428, loss/aux0: 0.5428 2020-10-20 12:48:04,850 - mmaction - INFO - Epoch [85][440/792] lr: 7.500e-05, eta: 7:06:26, time: 1.058, data_time: 0.457, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9385, loss_cls: 0.6751, loss: 0.6751, grad_norm: 5.8323, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5541, loss/aux0: 0.5541 2020-10-20 12:48:47,016 - mmaction - INFO - Epoch [85][460/792] lr: 7.500e-05, eta: 7:05:40, time: 0.955, data_time: 0.120, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9328, loss_cls: 0.7359, loss: 0.7359, grad_norm: 5.6778, top1_acc/aux0: 0.8698, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5234, loss/aux0: 0.5234 2020-10-20 12:48:47,940 - mmaction - INFO - Epoch [85][460/792] lr: 7.500e-05, eta: 7:05:44, time: 0.974, data_time: 0.123, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9328, loss_cls: 0.7359, loss: 0.7359, grad_norm: 5.7899, top1_acc/aux0: 0.8693, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5278, loss/aux0: 0.5278 2020-10-20 12:49:31,453 - mmaction - INFO - Epoch [85][480/792] lr: 7.500e-05, eta: 7:04:58, time: 1.150, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9448, loss_cls: 0.6717, loss: 0.6717, grad_norm: 5.6365, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5876, loss/aux0: 0.5876 2020-10-20 12:49:32,054 - mmaction - INFO - Epoch [85][480/792] lr: 7.500e-05, eta: 7:05:02, time: 1.092, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9448, loss_cls: 0.6717, loss: 0.6717, grad_norm: 5.6318, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5770, loss/aux0: 0.5770 2020-10-20 12:50:13,599 - mmaction - INFO - Epoch [85][500/792] lr: 7.500e-05, eta: 7:04:17, time: 1.141, data_time: 0.123, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9312, loss_cls: 0.7421, loss: 0.7421, grad_norm: 5.8028, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6112, loss/aux0: 0.6112 2020-10-20 12:50:14,213 - mmaction - INFO - Epoch [85][500/792] lr: 7.500e-05, eta: 7:04:21, time: 1.142, data_time: 0.126, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9312, loss_cls: 0.7421, loss: 0.7421, grad_norm: 5.8176, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6071, loss/aux0: 0.6071 2020-10-20 12:50:57,629 - mmaction - INFO - Epoch [85][520/792] lr: 7.500e-05, eta: 7:03:36, time: 1.120, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9385, loss_cls: 0.7023, loss: 0.7023, grad_norm: 5.8003, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.4979, loss/aux0: 0.4979 2020-10-20 12:50:58,230 - mmaction - INFO - Epoch [85][520/792] lr: 7.500e-05, eta: 7:03:40, time: 1.121, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9385, loss_cls: 0.7023, loss: 0.7023, grad_norm: 5.8615, top1_acc/aux0: 0.8563, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5138, loss/aux0: 0.5138 2020-10-20 12:51:40,185 - mmaction - INFO - Epoch [85][540/792] lr: 7.500e-05, eta: 7:02:54, time: 1.068, data_time: 0.033, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.7365, loss: 0.7365, grad_norm: 5.6004, top1_acc/aux0: 0.8661, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5444, loss/aux0: 0.5444 2020-10-20 12:51:41,210 - mmaction - INFO - Epoch [85][540/792] lr: 7.500e-05, eta: 7:02:58, time: 1.090, data_time: 0.036, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.7365, loss: 0.7365, grad_norm: 5.6254, top1_acc/aux0: 0.8703, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5265, loss/aux0: 0.5265 2020-10-20 12:52:21,435 - mmaction - INFO - Epoch [85][560/792] lr: 7.500e-05, eta: 7:02:13, time: 1.024, data_time: 0.045, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9365, loss_cls: 0.7310, loss: 0.7310, grad_norm: 5.8711, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.4969, loss/aux0: 0.4969 2020-10-20 12:52:24,238 - mmaction - INFO - Epoch [85][560/792] lr: 7.500e-05, eta: 7:02:16, time: 1.053, data_time: 0.119, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9365, loss_cls: 0.7310, loss: 0.7310, grad_norm: 5.9395, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5143, loss/aux0: 0.5143 2020-10-20 12:53:04,888 - mmaction - INFO - Epoch [85][580/792] lr: 7.500e-05, eta: 7:01:31, time: 1.085, data_time: 0.355, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9359, loss_cls: 0.7284, loss: 0.7284, grad_norm: 5.7064, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5384, loss/aux0: 0.5384 2020-10-20 12:53:08,657 - mmaction - INFO - Epoch [85][580/792] lr: 7.500e-05, eta: 7:01:35, time: 1.244, data_time: 0.513, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9359, loss_cls: 0.7284, loss: 0.7284, grad_norm: 5.6831, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5267, loss/aux0: 0.5267 2020-10-20 12:53:49,114 - mmaction - INFO - Epoch [85][600/792] lr: 7.500e-05, eta: 7:00:50, time: 1.063, data_time: 0.451, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9380, loss_cls: 0.7310, loss: 0.7310, grad_norm: 5.8859, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5253, loss/aux0: 0.5253 2020-10-20 12:53:50,612 - mmaction - INFO - Epoch [85][600/792] lr: 7.500e-05, eta: 7:00:53, time: 0.983, data_time: 0.371, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9380, loss_cls: 0.7310, loss: 0.7310, grad_norm: 5.8826, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5224, loss/aux0: 0.5224 2020-10-20 12:54:31,034 - mmaction - INFO - Epoch [85][620/792] lr: 7.500e-05, eta: 7:00:08, time: 1.072, data_time: 0.420, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9380, loss_cls: 0.6865, loss: 0.6865, grad_norm: 5.6379, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5250, loss/aux0: 0.5250 2020-10-20 12:54:33,060 - mmaction - INFO - Epoch [85][620/792] lr: 7.500e-05, eta: 7:00:12, time: 0.988, data_time: 0.339, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9380, loss_cls: 0.6865, loss: 0.6865, grad_norm: 5.6566, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5305, loss/aux0: 0.5305 2020-10-20 12:55:14,512 - mmaction - INFO - Epoch [85][640/792] lr: 7.500e-05, eta: 6:59:26, time: 1.102, data_time: 0.498, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9359, loss_cls: 0.7442, loss: 0.7442, grad_norm: 5.8193, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5563, loss/aux0: 0.5563 2020-10-20 12:55:17,202 - mmaction - INFO - Epoch [85][640/792] lr: 7.500e-05, eta: 6:59:30, time: 1.145, data_time: 0.543, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9359, loss_cls: 0.7442, loss: 0.7442, grad_norm: 5.8523, top1_acc/aux0: 0.8672, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5566, loss/aux0: 0.5566 2020-10-20 12:55:57,135 - mmaction - INFO - Epoch [85][660/792] lr: 7.500e-05, eta: 6:58:45, time: 1.016, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9396, loss_cls: 0.6866, loss: 0.6866, grad_norm: 5.5067, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5781, loss/aux0: 0.5781 2020-10-20 12:55:59,305 - mmaction - INFO - Epoch [85][660/792] lr: 7.500e-05, eta: 6:58:48, time: 1.072, data_time: 0.001, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9396, loss_cls: 0.6866, loss: 0.6866, grad_norm: 5.4472, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5729, loss/aux0: 0.5729 2020-10-20 12:56:39,922 - mmaction - INFO - Epoch [85][680/792] lr: 7.500e-05, eta: 6:58:03, time: 1.048, data_time: 0.197, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9484, loss_cls: 0.6887, loss: 0.6887, grad_norm: 5.6518, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5888, loss/aux0: 0.5888 2020-10-20 12:56:40,542 - mmaction - INFO - Epoch [85][680/792] lr: 7.500e-05, eta: 6:58:07, time: 1.050, data_time: 0.199, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9484, loss_cls: 0.6887, loss: 0.6887, grad_norm: 5.6559, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5917, loss/aux0: 0.5917 2020-10-20 12:57:22,460 - mmaction - INFO - Epoch [85][700/792] lr: 7.500e-05, eta: 6:57:21, time: 1.085, data_time: 0.403, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9380, loss_cls: 0.6838, loss: 0.6838, grad_norm: 6.0326, top1_acc/aux0: 0.8286, top5_acc/aux0: 0.9484, loss_cls/aux0: 0.6269, loss/aux0: 0.6269 2020-10-20 12:57:24,650 - mmaction - INFO - Epoch [85][700/792] lr: 7.500e-05, eta: 6:57:25, time: 1.165, data_time: 0.405, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9380, loss_cls: 0.6838, loss: 0.6838, grad_norm: 6.0275, top1_acc/aux0: 0.8276, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6276, loss/aux0: 0.6276 2020-10-20 12:58:05,595 - mmaction - INFO - Epoch [85][720/792] lr: 7.500e-05, eta: 6:56:40, time: 1.024, data_time: 0.067, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9354, loss_cls: 0.7578, loss: 0.7578, grad_norm: 5.8732, top1_acc/aux0: 0.8563, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5392, loss/aux0: 0.5392 2020-10-20 12:58:06,188 - mmaction - INFO - Epoch [85][720/792] lr: 7.500e-05, eta: 6:56:43, time: 0.940, data_time: 0.069, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9354, loss_cls: 0.7578, loss: 0.7578, grad_norm: 5.8577, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5447, loss/aux0: 0.5447 2020-10-20 12:58:48,059 - mmaction - INFO - Epoch [85][740/792] lr: 7.500e-05, eta: 6:55:58, time: 1.082, data_time: 0.082, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9385, loss_cls: 0.7288, loss: 0.7288, grad_norm: 5.8027, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5570, loss/aux0: 0.5570 2020-10-20 12:58:48,656 - mmaction - INFO - Epoch [85][740/792] lr: 7.500e-05, eta: 6:56:01, time: 1.012, data_time: 0.084, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9385, loss_cls: 0.7288, loss: 0.7288, grad_norm: 5.8135, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5470, loss/aux0: 0.5470 2020-10-20 12:59:33,146 - mmaction - INFO - Epoch [85][760/792] lr: 7.500e-05, eta: 6:55:16, time: 1.129, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9333, loss_cls: 0.7066, loss: 0.7066, grad_norm: 5.8519, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5860, loss/aux0: 0.5860 2020-10-20 12:59:33,739 - mmaction - INFO - Epoch [85][760/792] lr: 7.500e-05, eta: 6:55:20, time: 1.130, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9333, loss_cls: 0.7066, loss: 0.7066, grad_norm: 5.8842, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5944, loss/aux0: 0.5944 2020-10-20 13:00:14,981 - mmaction - INFO - Epoch [85][780/792] lr: 7.500e-05, eta: 6:54:35, time: 1.106, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9422, loss_cls: 0.7099, loss: 0.7099, grad_norm: 5.7632, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5795, loss/aux0: 0.5795 2020-10-20 13:00:15,577 - mmaction - INFO - Epoch [85][780/792] lr: 7.500e-05, eta: 6:54:38, time: 1.097, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9422, loss_cls: 0.7099, loss: 0.7099, grad_norm: 5.7532, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5646, loss/aux0: 0.5646 2020-10-20 13:00:42,793 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-10-20 13:02:06,833 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 13:02:06,958 - mmaction - INFO - top1_acc 0.8001 top5_acc 0.9463 2020-10-20 13:02:06,958 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 13:02:06,999 - mmaction - INFO - mean_acc 0.8005 2020-10-20 13:02:07,000 - mmaction - INFO - Now best checkpoint is epoch_85.pth 2020-10-20 13:02:07,004 - mmaction - INFO - Epoch(val) [85][792] top1_acc: 0.8001, top5_acc: 0.9463, mean_class_accuracy: 0.8005 2020-10-20 13:05:16,424 - mmaction - INFO - Epoch [86][20/792] lr: 7.500e-05, eta: 6:53:24, time: 1.152, data_time: 0.000, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9411, loss_cls: 0.6810, loss: 0.6810, grad_norm: 5.6702, top1_acc/aux0: 0.8575, top5_acc/aux0: 0.9539, loss_cls/aux0: 0.5475, loss/aux0: 0.5475 2020-10-20 13:05:17,030 - mmaction - INFO - Epoch [86][20/792] lr: 7.500e-05, eta: 6:53:28, time: 1.154, data_time: 0.004, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9411, loss_cls: 0.6810, loss: 0.6810, grad_norm: 5.6277, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5430, loss/aux0: 0.5430 2020-10-20 13:06:00,247 - mmaction - INFO - Epoch [86][40/792] lr: 7.500e-05, eta: 6:52:43, time: 1.171, data_time: 0.011, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9427, loss_cls: 0.6949, loss: 0.6949, grad_norm: 5.9159, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5633, loss/aux0: 0.5633 2020-10-20 13:06:00,839 - mmaction - INFO - Epoch [86][40/792] lr: 7.500e-05, eta: 6:52:47, time: 1.171, data_time: 0.014, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9427, loss_cls: 0.6949, loss: 0.6949, grad_norm: 5.8738, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5640, loss/aux0: 0.5640 2020-10-20 13:06:40,685 - mmaction - INFO - Epoch [86][60/792] lr: 7.500e-05, eta: 6:52:01, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9307, loss_cls: 0.7357, loss: 0.7357, grad_norm: 5.6945, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5126, loss/aux0: 0.5126 2020-10-20 13:06:43,515 - mmaction - INFO - Epoch [86][60/792] lr: 7.500e-05, eta: 6:52:05, time: 1.083, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9307, loss_cls: 0.7357, loss: 0.7357, grad_norm: 5.7775, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5337, loss/aux0: 0.5337 2020-10-20 13:07:24,544 - mmaction - INFO - Epoch [86][80/792] lr: 7.500e-05, eta: 6:51:20, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9516, loss_cls: 0.6782, loss: 0.6782, grad_norm: 5.8346, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6044, loss/aux0: 0.6044 2020-10-20 13:07:26,544 - mmaction - INFO - Epoch [86][80/792] lr: 7.500e-05, eta: 6:51:23, time: 0.956, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9516, loss_cls: 0.6782, loss: 0.6782, grad_norm: 5.9297, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5929, loss/aux0: 0.5929 2020-10-20 13:08:09,027 - mmaction - INFO - Epoch [86][100/792] lr: 7.500e-05, eta: 6:50:38, time: 1.184, data_time: 0.078, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9385, loss_cls: 0.6994, loss: 0.6994, grad_norm: 5.7837, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5405, loss/aux0: 0.5405 2020-10-20 13:08:09,819 - mmaction - INFO - Epoch [86][100/792] lr: 7.500e-05, eta: 6:50:42, time: 1.132, data_time: 0.040, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9385, loss_cls: 0.6994, loss: 0.6994, grad_norm: 5.7355, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5274, loss/aux0: 0.5274 2020-10-20 13:08:51,992 - mmaction - INFO - Epoch [86][120/792] lr: 7.500e-05, eta: 6:49:56, time: 1.044, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9370, loss_cls: 0.7207, loss: 0.7207, grad_norm: 5.8339, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5508, loss/aux0: 0.5508 2020-10-20 13:08:53,296 - mmaction - INFO - Epoch [86][120/792] lr: 7.500e-05, eta: 6:50:00, time: 1.081, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9370, loss_cls: 0.7207, loss: 0.7207, grad_norm: 5.7513, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5560, loss/aux0: 0.5560 2020-10-20 13:09:36,253 - mmaction - INFO - Epoch [86][140/792] lr: 7.500e-05, eta: 6:49:15, time: 1.178, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9484, loss_cls: 0.6939, loss: 0.6939, grad_norm: 5.8295, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5389, loss/aux0: 0.5389 2020-10-20 13:09:36,855 - mmaction - INFO - Epoch [86][140/792] lr: 7.500e-05, eta: 6:49:19, time: 1.085, data_time: 0.003, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9484, loss_cls: 0.6939, loss: 0.6939, grad_norm: 5.8044, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5349, loss/aux0: 0.5349 2020-10-20 13:10:17,876 - mmaction - INFO - Epoch [86][160/792] lr: 7.500e-05, eta: 6:48:33, time: 1.025, data_time: 0.023, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9417, loss_cls: 0.7079, loss: 0.7079, grad_norm: 6.1040, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5337, loss/aux0: 0.5337 2020-10-20 13:10:18,527 - mmaction - INFO - Epoch [86][160/792] lr: 7.500e-05, eta: 6:48:37, time: 1.029, data_time: 0.026, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9417, loss_cls: 0.7079, loss: 0.7079, grad_norm: 6.0197, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5310, loss/aux0: 0.5310 2020-10-20 13:10:58,960 - mmaction - INFO - Epoch [86][180/792] lr: 7.500e-05, eta: 6:47:51, time: 0.987, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9318, loss_cls: 0.7745, loss: 0.7745, grad_norm: 5.7656, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5528, loss/aux0: 0.5528 2020-10-20 13:11:01,484 - mmaction - INFO - Epoch [86][180/792] lr: 7.500e-05, eta: 6:47:55, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9318, loss_cls: 0.7745, loss: 0.7745, grad_norm: 5.7201, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5461, loss/aux0: 0.5461 2020-10-20 13:11:42,800 - mmaction - INFO - Epoch [86][200/792] lr: 7.500e-05, eta: 6:47:10, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9333, loss_cls: 0.7267, loss: 0.7267, grad_norm: 5.6782, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5307, loss/aux0: 0.5307 2020-10-20 13:11:45,195 - mmaction - INFO - Epoch [86][200/792] lr: 7.500e-05, eta: 6:47:13, time: 1.017, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9333, loss_cls: 0.7267, loss: 0.7267, grad_norm: 5.7052, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5406, loss/aux0: 0.5406 2020-10-20 13:12:24,792 - mmaction - INFO - Epoch [86][220/792] lr: 7.500e-05, eta: 6:46:28, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9417, loss_cls: 0.6994, loss: 0.6994, grad_norm: 5.6712, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5170, loss/aux0: 0.5170 2020-10-20 13:12:28,203 - mmaction - INFO - Epoch [86][220/792] lr: 7.500e-05, eta: 6:46:32, time: 1.147, data_time: 0.011, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9417, loss_cls: 0.6994, loss: 0.6994, grad_norm: 5.7000, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5302, loss/aux0: 0.5302 2020-10-20 13:13:08,537 - mmaction - INFO - Epoch [86][240/792] lr: 7.500e-05, eta: 6:45:46, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9406, loss_cls: 0.6906, loss: 0.6906, grad_norm: 5.5987, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5502, loss/aux0: 0.5502 2020-10-20 13:13:10,352 - mmaction - INFO - Epoch [86][240/792] lr: 7.500e-05, eta: 6:45:50, time: 0.985, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9406, loss_cls: 0.6906, loss: 0.6906, grad_norm: 5.6476, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5343, loss/aux0: 0.5343 2020-10-20 13:13:51,043 - mmaction - INFO - Epoch [86][260/792] lr: 7.500e-05, eta: 6:45:04, time: 1.084, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9323, loss_cls: 0.7349, loss: 0.7349, grad_norm: 5.7848, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5504, loss/aux0: 0.5504 2020-10-20 13:13:54,523 - mmaction - INFO - Epoch [86][260/792] lr: 7.500e-05, eta: 6:45:08, time: 1.159, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9323, loss_cls: 0.7349, loss: 0.7349, grad_norm: 5.7822, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5576, loss/aux0: 0.5576 2020-10-20 13:14:33,895 - mmaction - INFO - Epoch [86][280/792] lr: 7.500e-05, eta: 6:44:23, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9422, loss_cls: 0.6974, loss: 0.6974, grad_norm: 5.9099, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5389, loss/aux0: 0.5389 2020-10-20 13:14:38,375 - mmaction - INFO - Epoch [86][280/792] lr: 7.500e-05, eta: 6:44:27, time: 1.167, data_time: 0.006, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9422, loss_cls: 0.6974, loss: 0.6974, grad_norm: 5.9683, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5506, loss/aux0: 0.5506 2020-10-20 13:15:16,840 - mmaction - INFO - Epoch [86][300/792] lr: 7.500e-05, eta: 6:43:42, time: 1.079, data_time: 0.397, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9396, loss_cls: 0.7252, loss: 0.7252, grad_norm: 5.8314, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5674, loss/aux0: 0.5674 2020-10-20 13:15:17,442 - mmaction - INFO - Epoch [86][300/792] lr: 7.500e-05, eta: 6:43:45, time: 0.995, data_time: 0.400, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9396, loss_cls: 0.7252, loss: 0.7252, grad_norm: 5.9030, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5735, loss/aux0: 0.5735 2020-10-20 13:15:58,716 - mmaction - INFO - Epoch [86][320/792] lr: 7.500e-05, eta: 6:43:00, time: 1.067, data_time: 0.204, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9458, loss_cls: 0.7058, loss: 0.7058, grad_norm: 6.0807, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5957, loss/aux0: 0.5957 2020-10-20 13:15:59,314 - mmaction - INFO - Epoch [86][320/792] lr: 7.500e-05, eta: 6:43:03, time: 1.056, data_time: 0.206, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9458, loss_cls: 0.7058, loss: 0.7058, grad_norm: 6.0686, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5801, loss/aux0: 0.5801 2020-10-20 13:16:41,417 - mmaction - INFO - Epoch [86][340/792] lr: 7.500e-05, eta: 6:42:18, time: 1.050, data_time: 0.008, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9385, loss_cls: 0.7373, loss: 0.7373, grad_norm: 5.7221, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5345, loss/aux0: 0.5345 2020-10-20 13:16:43,533 - mmaction - INFO - Epoch [86][340/792] lr: 7.500e-05, eta: 6:42:22, time: 1.126, data_time: 0.009, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9385, loss_cls: 0.7373, loss: 0.7373, grad_norm: 5.7267, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5333, loss/aux0: 0.5333 2020-10-20 13:17:22,091 - mmaction - INFO - Epoch [86][360/792] lr: 7.500e-05, eta: 6:41:36, time: 1.021, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.7111, loss: 0.7111, grad_norm: 5.9172, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5563, loss/aux0: 0.5563 2020-10-20 13:17:24,324 - mmaction - INFO - Epoch [86][360/792] lr: 7.500e-05, eta: 6:41:40, time: 1.035, data_time: 0.003, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.7111, loss: 0.7111, grad_norm: 5.9241, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5575, loss/aux0: 0.5575 2020-10-20 13:18:05,715 - mmaction - INFO - Epoch [86][380/792] lr: 7.500e-05, eta: 6:40:54, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9391, loss_cls: 0.7186, loss: 0.7186, grad_norm: 5.5923, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5870, loss/aux0: 0.5870 2020-10-20 13:18:08,261 - mmaction - INFO - Epoch [86][380/792] lr: 7.500e-05, eta: 6:40:58, time: 1.121, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9391, loss_cls: 0.7186, loss: 0.7186, grad_norm: 5.6083, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5872, loss/aux0: 0.5872 2020-10-20 13:18:47,069 - mmaction - INFO - Epoch [86][400/792] lr: 7.500e-05, eta: 6:40:12, time: 0.942, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9365, loss_cls: 0.6821, loss: 0.6821, grad_norm: 5.5815, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5427, loss/aux0: 0.5427 2020-10-20 13:18:50,374 - mmaction - INFO - Epoch [86][400/792] lr: 7.500e-05, eta: 6:40:16, time: 1.055, data_time: 0.011, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9365, loss_cls: 0.6821, loss: 0.6821, grad_norm: 5.6319, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5500, loss/aux0: 0.5500 2020-10-20 13:19:32,805 - mmaction - INFO - Epoch [86][420/792] lr: 7.500e-05, eta: 6:39:31, time: 1.086, data_time: 0.138, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9297, loss_cls: 0.7645, loss: 0.7645, grad_norm: 5.6388, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5393, loss/aux0: 0.5393 2020-10-20 13:19:35,457 - mmaction - INFO - Epoch [86][420/792] lr: 7.500e-05, eta: 6:39:34, time: 1.069, data_time: 0.237, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9297, loss_cls: 0.7645, loss: 0.7645, grad_norm: 5.6720, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5365, loss/aux0: 0.5365 2020-10-20 13:20:17,139 - mmaction - INFO - Epoch [86][440/792] lr: 7.500e-05, eta: 6:38:49, time: 1.166, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9359, loss_cls: 0.7155, loss: 0.7155, grad_norm: 5.6166, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5529, loss/aux0: 0.5529 2020-10-20 13:20:19,817 - mmaction - INFO - Epoch [86][440/792] lr: 7.500e-05, eta: 6:38:53, time: 1.134, data_time: 0.003, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9359, loss_cls: 0.7155, loss: 0.7155, grad_norm: 5.5588, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5407, loss/aux0: 0.5407 2020-10-20 13:21:02,167 - mmaction - INFO - Epoch [86][460/792] lr: 7.500e-05, eta: 6:38:08, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9411, loss_cls: 0.6914, loss: 0.6914, grad_norm: 5.8890, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5387, loss/aux0: 0.5387 2020-10-20 13:21:06,271 - mmaction - INFO - Epoch [86][460/792] lr: 7.500e-05, eta: 6:38:11, time: 1.071, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9411, loss_cls: 0.6914, loss: 0.6914, grad_norm: 5.8697, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5470, loss/aux0: 0.5470 2020-10-20 13:21:45,949 - mmaction - INFO - Epoch [86][480/792] lr: 7.500e-05, eta: 6:37:26, time: 1.130, data_time: 0.000, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9453, loss_cls: 0.6748, loss: 0.6748, grad_norm: 6.0025, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6017, loss/aux0: 0.6017 2020-10-20 13:21:47,477 - mmaction - INFO - Epoch [86][480/792] lr: 7.500e-05, eta: 6:37:30, time: 1.077, data_time: 0.003, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9453, loss_cls: 0.6748, loss: 0.6748, grad_norm: 6.0140, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6093, loss/aux0: 0.6093 2020-10-20 13:22:27,846 - mmaction - INFO - Epoch [86][500/792] lr: 7.500e-05, eta: 6:36:45, time: 1.111, data_time: 0.015, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9328, loss_cls: 0.7190, loss: 0.7190, grad_norm: 5.8315, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-20 13:22:29,421 - mmaction - INFO - Epoch [86][500/792] lr: 7.500e-05, eta: 6:36:48, time: 1.029, data_time: 0.003, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9328, loss_cls: 0.7190, loss: 0.7190, grad_norm: 5.8601, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5934, loss/aux0: 0.5934 2020-10-20 13:23:13,234 - mmaction - INFO - Epoch [86][520/792] lr: 7.500e-05, eta: 6:36:03, time: 1.162, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9344, loss_cls: 0.7150, loss: 0.7150, grad_norm: 5.9213, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5840, loss/aux0: 0.5840 2020-10-20 13:23:15,402 - mmaction - INFO - Epoch [86][520/792] lr: 7.500e-05, eta: 6:36:07, time: 1.220, data_time: 0.003, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9344, loss_cls: 0.7150, loss: 0.7150, grad_norm: 5.9371, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5760, loss/aux0: 0.5760 2020-10-20 13:23:54,510 - mmaction - INFO - Epoch [86][540/792] lr: 7.500e-05, eta: 6:35:22, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9365, loss_cls: 0.7130, loss: 0.7130, grad_norm: 6.0373, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6115, loss/aux0: 0.6115 2020-10-20 13:23:56,529 - mmaction - INFO - Epoch [86][540/792] lr: 7.500e-05, eta: 6:35:25, time: 0.990, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9365, loss_cls: 0.7130, loss: 0.7130, grad_norm: 6.0012, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6114, loss/aux0: 0.6114 2020-10-20 13:24:40,300 - mmaction - INFO - Epoch [86][560/792] lr: 7.500e-05, eta: 6:34:41, time: 1.271, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9328, loss_cls: 0.7583, loss: 0.7583, grad_norm: 5.8819, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5807, loss/aux0: 0.5807 2020-10-20 13:24:40,931 - mmaction - INFO - Epoch [86][560/792] lr: 7.500e-05, eta: 6:34:45, time: 1.192, data_time: 0.003, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9328, loss_cls: 0.7583, loss: 0.7583, grad_norm: 5.9217, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5812, loss/aux0: 0.5812 2020-10-20 13:25:22,924 - mmaction - INFO - Epoch [86][580/792] lr: 7.500e-05, eta: 6:33:59, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9365, loss_cls: 0.7295, loss: 0.7295, grad_norm: 5.9390, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5485, loss/aux0: 0.5485 2020-10-20 13:25:23,551 - mmaction - INFO - Epoch [86][580/792] lr: 7.500e-05, eta: 6:34:03, time: 1.027, data_time: 0.003, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9365, loss_cls: 0.7295, loss: 0.7295, grad_norm: 5.8260, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5457, loss/aux0: 0.5457 2020-10-20 13:26:06,334 - mmaction - INFO - Epoch [86][600/792] lr: 7.500e-05, eta: 6:33:18, time: 1.166, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9401, loss_cls: 0.7188, loss: 0.7188, grad_norm: 5.7812, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5163, loss/aux0: 0.5163 2020-10-20 13:26:09,581 - mmaction - INFO - Epoch [86][600/792] lr: 7.500e-05, eta: 6:33:22, time: 1.187, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9401, loss_cls: 0.7188, loss: 0.7188, grad_norm: 5.7204, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5247, loss/aux0: 0.5247 2020-10-20 13:26:51,881 - mmaction - INFO - Epoch [86][620/792] lr: 7.500e-05, eta: 6:32:36, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9396, loss_cls: 0.7094, loss: 0.7094, grad_norm: 5.7460, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5383, loss/aux0: 0.5383 2020-10-20 13:26:54,248 - mmaction - INFO - Epoch [86][620/792] lr: 7.500e-05, eta: 6:32:40, time: 1.048, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9396, loss_cls: 0.7094, loss: 0.7094, grad_norm: 5.7843, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5326, loss/aux0: 0.5326 2020-10-20 13:27:33,966 - mmaction - INFO - Epoch [86][640/792] lr: 7.500e-05, eta: 6:31:55, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9318, loss_cls: 0.7215, loss: 0.7215, grad_norm: 5.8274, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5535, loss/aux0: 0.5535 2020-10-20 13:27:36,028 - mmaction - INFO - Epoch [86][640/792] lr: 7.500e-05, eta: 6:31:58, time: 1.054, data_time: 0.001, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9318, loss_cls: 0.7215, loss: 0.7215, grad_norm: 5.7673, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5528, loss/aux0: 0.5528 2020-10-20 13:28:17,431 - mmaction - INFO - Epoch [86][660/792] lr: 7.500e-05, eta: 6:31:13, time: 1.132, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9375, loss_cls: 0.6967, loss: 0.6967, grad_norm: 5.6380, top1_acc/aux0: 0.8661, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5008, loss/aux0: 0.5008 2020-10-20 13:28:19,315 - mmaction - INFO - Epoch [86][660/792] lr: 7.500e-05, eta: 6:31:17, time: 1.123, data_time: 0.003, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9375, loss_cls: 0.6967, loss: 0.6967, grad_norm: 5.6787, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5047, loss/aux0: 0.5047 2020-10-20 13:28:59,890 - mmaction - INFO - Epoch [86][680/792] lr: 7.500e-05, eta: 6:30:31, time: 0.981, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9375, loss_cls: 0.7054, loss: 0.7054, grad_norm: 5.5228, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5762, loss/aux0: 0.5762 2020-10-20 13:29:01,354 - mmaction - INFO - Epoch [86][680/792] lr: 7.500e-05, eta: 6:30:35, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9375, loss_cls: 0.7054, loss: 0.7054, grad_norm: 5.5153, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5745, loss/aux0: 0.5745 2020-10-20 13:29:44,321 - mmaction - INFO - Epoch [86][700/792] lr: 7.500e-05, eta: 6:29:50, time: 1.128, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9401, loss_cls: 0.7022, loss: 0.7022, grad_norm: 6.1496, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5261, loss/aux0: 0.5261 2020-10-20 13:29:47,016 - mmaction - INFO - Epoch [86][700/792] lr: 7.500e-05, eta: 6:29:53, time: 1.120, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9401, loss_cls: 0.7022, loss: 0.7022, grad_norm: 6.0842, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5293, loss/aux0: 0.5293 2020-10-20 13:30:29,973 - mmaction - INFO - Epoch [86][720/792] lr: 7.500e-05, eta: 6:29:09, time: 1.215, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9432, loss_cls: 0.7242, loss: 0.7242, grad_norm: 5.6331, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5598, loss/aux0: 0.5598 2020-10-20 13:30:31,478 - mmaction - INFO - Epoch [86][720/792] lr: 7.500e-05, eta: 6:29:13, time: 1.180, data_time: 0.003, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9432, loss_cls: 0.7242, loss: 0.7242, grad_norm: 5.6308, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5520, loss/aux0: 0.5520 2020-10-20 13:31:11,585 - mmaction - INFO - Epoch [86][740/792] lr: 7.500e-05, eta: 6:28:28, time: 1.144, data_time: 0.028, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9437, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.7959, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5785, loss/aux0: 0.5785 2020-10-20 13:31:14,002 - mmaction - INFO - Epoch [86][740/792] lr: 7.500e-05, eta: 6:28:31, time: 1.131, data_time: 0.002, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9437, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.7639, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5911, loss/aux0: 0.5911 2020-10-20 13:31:57,725 - mmaction - INFO - Epoch [86][760/792] lr: 7.500e-05, eta: 6:27:46, time: 1.179, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.6909, loss: 0.6909, grad_norm: 5.7129, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5764, loss/aux0: 0.5764 2020-10-20 13:31:58,303 - mmaction - INFO - Epoch [86][760/792] lr: 7.500e-05, eta: 6:27:50, time: 1.080, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.6909, loss: 0.6909, grad_norm: 5.7267, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5586, loss/aux0: 0.5586 2020-10-20 13:32:37,169 - mmaction - INFO - Epoch [86][780/792] lr: 7.500e-05, eta: 6:27:05, time: 0.989, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9344, loss_cls: 0.7382, loss: 0.7382, grad_norm: 5.8803, top1_acc/aux0: 0.8677, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5053, loss/aux0: 0.5053 2020-10-20 13:32:41,671 - mmaction - INFO - Epoch [86][780/792] lr: 7.500e-05, eta: 6:27:08, time: 1.121, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9344, loss_cls: 0.7382, loss: 0.7382, grad_norm: 5.9168, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5164, loss/aux0: 0.5164 2020-10-20 13:33:07,047 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-10-20 13:36:06,190 - mmaction - INFO - Epoch [87][20/792] lr: 7.500e-05, eta: 6:25:54, time: 1.147, data_time: 0.247, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9443, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.6663, top1_acc/aux0: 0.8492, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.5895, loss/aux0: 0.5895 2020-10-20 13:36:06,819 - mmaction - INFO - Epoch [87][20/792] lr: 7.500e-05, eta: 6:25:58, time: 1.151, data_time: 0.251, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9443, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.6463, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.5899, loss/aux0: 0.5899 2020-10-20 13:36:48,374 - mmaction - INFO - Epoch [87][40/792] lr: 7.500e-05, eta: 6:25:12, time: 0.981, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9375, loss_cls: 0.7212, loss: 0.7212, grad_norm: 5.7980, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5554, loss/aux0: 0.5554 2020-10-20 13:36:48,993 - mmaction - INFO - Epoch [87][40/792] lr: 7.500e-05, eta: 6:25:16, time: 0.984, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9375, loss_cls: 0.7212, loss: 0.7212, grad_norm: 5.7668, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5518, loss/aux0: 0.5518 2020-10-20 13:37:29,029 - mmaction - INFO - Epoch [87][60/792] lr: 7.500e-05, eta: 6:24:30, time: 0.968, data_time: 0.041, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9411, loss_cls: 0.6912, loss: 0.6912, grad_norm: 5.9271, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5273, loss/aux0: 0.5273 2020-10-20 13:37:32,031 - mmaction - INFO - Epoch [87][60/792] lr: 7.500e-05, eta: 6:24:33, time: 1.066, data_time: 0.072, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9411, loss_cls: 0.6912, loss: 0.6912, grad_norm: 5.8678, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5366, loss/aux0: 0.5366 2020-10-20 13:38:15,087 - mmaction - INFO - Epoch [87][80/792] lr: 7.500e-05, eta: 6:23:48, time: 1.116, data_time: 0.046, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9359, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.6224, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5729, loss/aux0: 0.5729 2020-10-20 13:38:15,706 - mmaction - INFO - Epoch [87][80/792] lr: 7.500e-05, eta: 6:23:52, time: 1.119, data_time: 0.050, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9359, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.5597, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5590, loss/aux0: 0.5590 2020-10-20 13:38:55,365 - mmaction - INFO - Epoch [87][100/792] lr: 7.500e-05, eta: 6:23:07, time: 1.123, data_time: 0.017, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9479, loss_cls: 0.6644, loss: 0.6644, grad_norm: 5.6581, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5581, loss/aux0: 0.5581 2020-10-20 13:38:57,474 - mmaction - INFO - Epoch [87][100/792] lr: 7.500e-05, eta: 6:23:11, time: 1.121, data_time: 0.020, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9479, loss_cls: 0.6644, loss: 0.6644, grad_norm: 5.6173, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5508, loss/aux0: 0.5508 2020-10-20 13:39:37,902 - mmaction - INFO - Epoch [87][120/792] lr: 7.500e-05, eta: 6:22:26, time: 1.074, data_time: 0.003, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9521, loss_cls: 0.6424, loss: 0.6424, grad_norm: 5.8794, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5666, loss/aux0: 0.5666 2020-10-20 13:39:40,588 - mmaction - INFO - Epoch [87][120/792] lr: 7.500e-05, eta: 6:22:29, time: 1.174, data_time: 0.005, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9521, loss_cls: 0.6424, loss: 0.6424, grad_norm: 5.8042, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5793, loss/aux0: 0.5793 2020-10-20 13:40:20,078 - mmaction - INFO - Epoch [87][140/792] lr: 7.500e-05, eta: 6:21:45, time: 1.158, data_time: 0.075, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9437, loss_cls: 0.6846, loss: 0.6846, grad_norm: 5.8366, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5820, loss/aux0: 0.5820 2020-10-20 13:40:22,912 - mmaction - INFO - Epoch [87][140/792] lr: 7.500e-05, eta: 6:21:48, time: 1.173, data_time: 0.077, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9437, loss_cls: 0.6846, loss: 0.6846, grad_norm: 5.8452, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5941, loss/aux0: 0.5941 2020-10-20 13:41:00,970 - mmaction - INFO - Epoch [87][160/792] lr: 7.500e-05, eta: 6:21:03, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9443, loss_cls: 0.7046, loss: 0.7046, grad_norm: 5.9981, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5804, loss/aux0: 0.5804 2020-10-20 13:41:03,686 - mmaction - INFO - Epoch [87][160/792] lr: 7.500e-05, eta: 6:21:07, time: 1.066, data_time: 0.004, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9443, loss_cls: 0.7046, loss: 0.7046, grad_norm: 5.9503, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5699, loss/aux0: 0.5699 2020-10-20 13:41:43,818 - mmaction - INFO - Epoch [87][180/792] lr: 7.500e-05, eta: 6:20:22, time: 1.127, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9406, loss_cls: 0.7139, loss: 0.7139, grad_norm: 5.6942, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5692, loss/aux0: 0.5692 2020-10-20 13:41:45,987 - mmaction - INFO - Epoch [87][180/792] lr: 7.500e-05, eta: 6:20:25, time: 1.058, data_time: 0.003, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9406, loss_cls: 0.7139, loss: 0.7139, grad_norm: 5.6999, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5836, loss/aux0: 0.5836 2020-10-20 13:42:28,016 - mmaction - INFO - Epoch [87][200/792] lr: 7.500e-05, eta: 6:19:40, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9385, loss_cls: 0.7021, loss: 0.7021, grad_norm: 5.4701, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5288, loss/aux0: 0.5288 2020-10-20 13:42:28,605 - mmaction - INFO - Epoch [87][200/792] lr: 7.500e-05, eta: 6:19:43, time: 0.956, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9385, loss_cls: 0.7021, loss: 0.7021, grad_norm: 5.4556, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5154, loss/aux0: 0.5154 2020-10-20 13:43:13,489 - mmaction - INFO - Epoch [87][220/792] lr: 7.500e-05, eta: 6:18:58, time: 1.080, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9333, loss_cls: 0.7026, loss: 0.7026, grad_norm: 5.6429, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5353, loss/aux0: 0.5353 2020-10-20 13:43:14,091 - mmaction - INFO - Epoch [87][220/792] lr: 7.500e-05, eta: 6:19:01, time: 1.082, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9333, loss_cls: 0.7026, loss: 0.7026, grad_norm: 5.6808, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5372, loss/aux0: 0.5372 2020-10-20 13:43:53,548 - mmaction - INFO - Epoch [87][240/792] lr: 7.500e-05, eta: 6:18:16, time: 0.954, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9328, loss_cls: 0.7328, loss: 0.7328, grad_norm: 5.7237, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5453, loss/aux0: 0.5453 2020-10-20 13:43:55,520 - mmaction - INFO - Epoch [87][240/792] lr: 7.500e-05, eta: 6:18:19, time: 0.908, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9328, loss_cls: 0.7328, loss: 0.7328, grad_norm: 5.7149, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5458, loss/aux0: 0.5458 2020-10-20 13:44:37,143 - mmaction - INFO - Epoch [87][260/792] lr: 7.500e-05, eta: 6:17:33, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9427, loss_cls: 0.7110, loss: 0.7110, grad_norm: 5.7775, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5782, loss/aux0: 0.5782 2020-10-20 13:44:37,722 - mmaction - INFO - Epoch [87][260/792] lr: 7.500e-05, eta: 6:17:37, time: 1.026, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9427, loss_cls: 0.7110, loss: 0.7110, grad_norm: 5.7167, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5713, loss/aux0: 0.5713 2020-10-20 13:45:20,883 - mmaction - INFO - Epoch [87][280/792] lr: 7.500e-05, eta: 6:16:51, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9370, loss_cls: 0.7497, loss: 0.7497, grad_norm: 5.6409, top1_acc/aux0: 0.8672, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5346, loss/aux0: 0.5346 2020-10-20 13:45:21,497 - mmaction - INFO - Epoch [87][280/792] lr: 7.500e-05, eta: 6:16:55, time: 1.014, data_time: 0.003, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9370, loss_cls: 0.7497, loss: 0.7497, grad_norm: 5.6433, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5349, loss/aux0: 0.5349 2020-10-20 13:46:02,813 - mmaction - INFO - Epoch [87][300/792] lr: 7.500e-05, eta: 6:16:10, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9396, loss_cls: 0.7287, loss: 0.7287, grad_norm: 5.6362, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5497, loss/aux0: 0.5497 2020-10-20 13:46:03,433 - mmaction - INFO - Epoch [87][300/792] lr: 7.500e-05, eta: 6:16:13, time: 1.057, data_time: 0.004, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9396, loss_cls: 0.7287, loss: 0.7287, grad_norm: 5.6517, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5569, loss/aux0: 0.5569 2020-10-20 13:46:46,262 - mmaction - INFO - Epoch [87][320/792] lr: 7.500e-05, eta: 6:15:28, time: 1.114, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9417, loss_cls: 0.6840, loss: 0.6840, grad_norm: 5.7861, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5441, loss/aux0: 0.5441 2020-10-20 13:46:47,884 - mmaction - INFO - Epoch [87][320/792] lr: 7.500e-05, eta: 6:15:31, time: 1.104, data_time: 0.003, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9417, loss_cls: 0.6840, loss: 0.6840, grad_norm: 5.8728, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5446, loss/aux0: 0.5446 2020-10-20 13:47:30,506 - mmaction - INFO - Epoch [87][340/792] lr: 7.500e-05, eta: 6:14:47, time: 1.127, data_time: 0.025, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9349, loss_cls: 0.7505, loss: 0.7505, grad_norm: 5.8774, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5333, loss/aux0: 0.5333 2020-10-20 13:47:31,098 - mmaction - INFO - Epoch [87][340/792] lr: 7.500e-05, eta: 6:14:50, time: 1.108, data_time: 0.027, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9349, loss_cls: 0.7505, loss: 0.7505, grad_norm: 5.7740, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5268, loss/aux0: 0.5268 2020-10-20 13:48:11,911 - mmaction - INFO - Epoch [87][360/792] lr: 7.500e-05, eta: 6:14:05, time: 0.992, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9385, loss_cls: 0.7346, loss: 0.7346, grad_norm: 5.7695, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5568, loss/aux0: 0.5568 2020-10-20 13:48:13,522 - mmaction - INFO - Epoch [87][360/792] lr: 7.500e-05, eta: 6:14:08, time: 1.045, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9385, loss_cls: 0.7346, loss: 0.7346, grad_norm: 5.8078, top1_acc/aux0: 0.8563, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5492, loss/aux0: 0.5492 2020-10-20 13:48:53,083 - mmaction - INFO - Epoch [87][380/792] lr: 7.500e-05, eta: 6:13:23, time: 1.048, data_time: 0.172, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9443, loss_cls: 0.6686, loss: 0.6686, grad_norm: 5.8783, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5484, loss/aux0: 0.5484 2020-10-20 13:48:54,018 - mmaction - INFO - Epoch [87][380/792] lr: 7.500e-05, eta: 6:13:26, time: 0.951, data_time: 0.127, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9443, loss_cls: 0.6686, loss: 0.6686, grad_norm: 5.9004, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5688, loss/aux0: 0.5688 2020-10-20 13:49:35,797 - mmaction - INFO - Epoch [87][400/792] lr: 7.500e-05, eta: 6:12:41, time: 1.034, data_time: 0.158, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9469, loss_cls: 0.6724, loss: 0.6724, grad_norm: 5.6555, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5713, loss/aux0: 0.5713 2020-10-20 13:49:36,605 - mmaction - INFO - Epoch [87][400/792] lr: 7.500e-05, eta: 6:12:44, time: 1.026, data_time: 0.160, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9469, loss_cls: 0.6724, loss: 0.6724, grad_norm: 5.7357, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5640, loss/aux0: 0.5640 2020-10-20 13:50:17,430 - mmaction - INFO - Epoch [87][420/792] lr: 7.500e-05, eta: 6:11:59, time: 1.102, data_time: 0.011, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9391, loss_cls: 0.7003, loss: 0.7003, grad_norm: 5.9224, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5725, loss/aux0: 0.5725 2020-10-20 13:50:20,628 - mmaction - INFO - Epoch [87][420/792] lr: 7.500e-05, eta: 6:12:03, time: 1.196, data_time: 0.013, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9391, loss_cls: 0.7003, loss: 0.7003, grad_norm: 5.9252, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5748, loss/aux0: 0.5748 2020-10-20 13:50:59,104 - mmaction - INFO - Epoch [87][440/792] lr: 7.500e-05, eta: 6:11:17, time: 0.991, data_time: 0.220, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9302, loss_cls: 0.7338, loss: 0.7338, grad_norm: 5.5744, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5484, loss/aux0: 0.5484 2020-10-20 13:50:59,722 - mmaction - INFO - Epoch [87][440/792] lr: 7.500e-05, eta: 6:11:21, time: 0.993, data_time: 0.222, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9302, loss_cls: 0.7338, loss: 0.7338, grad_norm: 5.6039, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5367, loss/aux0: 0.5367 2020-10-20 13:51:41,311 - mmaction - INFO - Epoch [87][460/792] lr: 7.500e-05, eta: 6:10:36, time: 1.094, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9302, loss_cls: 0.7412, loss: 0.7412, grad_norm: 5.8506, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5352, loss/aux0: 0.5352 2020-10-20 13:51:41,898 - mmaction - INFO - Epoch [87][460/792] lr: 7.500e-05, eta: 6:10:39, time: 1.031, data_time: 0.003, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9302, loss_cls: 0.7412, loss: 0.7412, grad_norm: 5.8564, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5491, loss/aux0: 0.5491 2020-10-20 13:52:25,017 - mmaction - INFO - Epoch [87][480/792] lr: 7.500e-05, eta: 6:09:54, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9359, loss_cls: 0.7131, loss: 0.7131, grad_norm: 5.7618, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5522, loss/aux0: 0.5522 2020-10-20 13:52:25,968 - mmaction - INFO - Epoch [87][480/792] lr: 7.500e-05, eta: 6:09:57, time: 1.052, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9359, loss_cls: 0.7131, loss: 0.7131, grad_norm: 5.7433, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5437, loss/aux0: 0.5437 2020-10-20 13:53:08,136 - mmaction - INFO - Epoch [87][500/792] lr: 7.500e-05, eta: 6:09:12, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9333, loss_cls: 0.7438, loss: 0.7438, grad_norm: 5.9125, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5581, loss/aux0: 0.5581 2020-10-20 13:53:08,724 - mmaction - INFO - Epoch [87][500/792] lr: 7.500e-05, eta: 6:09:15, time: 1.087, data_time: 0.002, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9333, loss_cls: 0.7438, loss: 0.7438, grad_norm: 5.9471, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5589, loss/aux0: 0.5589 2020-10-20 13:53:53,363 - mmaction - INFO - Epoch [87][520/792] lr: 7.500e-05, eta: 6:08:31, time: 1.133, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9307, loss_cls: 0.7267, loss: 0.7267, grad_norm: 5.7996, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5546, loss/aux0: 0.5546 2020-10-20 13:53:53,964 - mmaction - INFO - Epoch [87][520/792] lr: 7.500e-05, eta: 6:08:34, time: 1.134, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9307, loss_cls: 0.7267, loss: 0.7267, grad_norm: 5.7307, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5496, loss/aux0: 0.5496 2020-10-20 13:54:35,651 - mmaction - INFO - Epoch [87][540/792] lr: 7.500e-05, eta: 6:07:49, time: 1.019, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9260, loss_cls: 0.7849, loss: 0.7849, grad_norm: 5.7040, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5402, loss/aux0: 0.5402 2020-10-20 13:54:36,304 - mmaction - INFO - Epoch [87][540/792] lr: 7.500e-05, eta: 6:07:52, time: 1.022, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9260, loss_cls: 0.7849, loss: 0.7849, grad_norm: 5.7133, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5342, loss/aux0: 0.5342 2020-10-20 13:55:20,053 - mmaction - INFO - Epoch [87][560/792] lr: 7.500e-05, eta: 6:07:07, time: 1.165, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9443, loss_cls: 0.6797, loss: 0.6797, grad_norm: 5.7755, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5391, loss/aux0: 0.5391 2020-10-20 13:55:20,640 - mmaction - INFO - Epoch [87][560/792] lr: 7.500e-05, eta: 6:07:11, time: 1.164, data_time: 0.001, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9443, loss_cls: 0.6797, loss: 0.6797, grad_norm: 5.6989, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5429, loss/aux0: 0.5429 2020-10-20 13:56:05,127 - mmaction - INFO - Epoch [87][580/792] lr: 7.500e-05, eta: 6:06:26, time: 1.180, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9380, loss_cls: 0.7443, loss: 0.7443, grad_norm: 5.6096, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5191, loss/aux0: 0.5191 2020-10-20 13:56:05,735 - mmaction - INFO - Epoch [87][580/792] lr: 7.500e-05, eta: 6:06:30, time: 1.182, data_time: 0.005, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9380, loss_cls: 0.7443, loss: 0.7443, grad_norm: 5.6758, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5332, loss/aux0: 0.5332 2020-10-20 13:56:45,442 - mmaction - INFO - Epoch [87][600/792] lr: 7.500e-05, eta: 6:05:45, time: 1.080, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9396, loss_cls: 0.6826, loss: 0.6826, grad_norm: 5.5695, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5910, loss/aux0: 0.5910 2020-10-20 13:56:49,087 - mmaction - INFO - Epoch [87][600/792] lr: 7.500e-05, eta: 6:05:49, time: 1.186, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9396, loss_cls: 0.6826, loss: 0.6826, grad_norm: 5.4417, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5863, loss/aux0: 0.5863 2020-10-20 13:57:27,331 - mmaction - INFO - Epoch [87][620/792] lr: 7.500e-05, eta: 6:05:03, time: 0.996, data_time: 0.058, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9469, loss_cls: 0.6908, loss: 0.6908, grad_norm: 5.7663, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5060, loss/aux0: 0.5060 2020-10-20 13:57:29,580 - mmaction - INFO - Epoch [87][620/792] lr: 7.500e-05, eta: 6:05:06, time: 0.986, data_time: 0.059, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9469, loss_cls: 0.6908, loss: 0.6908, grad_norm: 5.8205, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5078, loss/aux0: 0.5078 2020-10-20 13:58:10,768 - mmaction - INFO - Epoch [87][640/792] lr: 7.500e-05, eta: 6:04:21, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9422, loss_cls: 0.6856, loss: 0.6856, grad_norm: 5.8167, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5249, loss/aux0: 0.5249 2020-10-20 13:58:13,120 - mmaction - INFO - Epoch [87][640/792] lr: 7.500e-05, eta: 6:04:24, time: 0.941, data_time: 0.003, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9422, loss_cls: 0.6856, loss: 0.6856, grad_norm: 5.8653, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5316, loss/aux0: 0.5316 2020-10-20 13:58:57,373 - mmaction - INFO - Epoch [87][660/792] lr: 7.500e-05, eta: 6:03:39, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.7501, loss: 0.7501, grad_norm: 5.9604, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5725, loss/aux0: 0.5725 2020-10-20 13:58:57,975 - mmaction - INFO - Epoch [87][660/792] lr: 7.500e-05, eta: 6:03:42, time: 1.098, data_time: 0.005, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.7501, loss: 0.7501, grad_norm: 5.9667, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5709, loss/aux0: 0.5709 2020-10-20 13:59:38,540 - mmaction - INFO - Epoch [87][680/792] lr: 7.500e-05, eta: 6:02:58, time: 1.078, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9271, loss_cls: 0.7633, loss: 0.7633, grad_norm: 5.8322, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5806, loss/aux0: 0.5806 2020-10-20 13:59:40,712 - mmaction - INFO - Epoch [87][680/792] lr: 7.500e-05, eta: 6:03:01, time: 1.116, data_time: 0.003, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9271, loss_cls: 0.7633, loss: 0.7633, grad_norm: 5.7584, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5620, loss/aux0: 0.5620 2020-10-20 14:00:22,967 - mmaction - INFO - Epoch [87][700/792] lr: 7.500e-05, eta: 6:02:16, time: 1.140, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9396, loss_cls: 0.6838, loss: 0.6838, grad_norm: 5.7472, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5389, loss/aux0: 0.5389 2020-10-20 14:00:24,457 - mmaction - INFO - Epoch [87][700/792] lr: 7.500e-05, eta: 6:02:19, time: 1.100, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9396, loss_cls: 0.6838, loss: 0.6838, grad_norm: 5.7612, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5360, loss/aux0: 0.5360 2020-10-20 14:01:02,301 - mmaction - INFO - Epoch [87][720/792] lr: 7.500e-05, eta: 6:01:34, time: 0.962, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9411, loss_cls: 0.6921, loss: 0.6921, grad_norm: 5.7726, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5105, loss/aux0: 0.5105 2020-10-20 14:01:04,769 - mmaction - INFO - Epoch [87][720/792] lr: 7.500e-05, eta: 6:01:37, time: 1.036, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9411, loss_cls: 0.6921, loss: 0.6921, grad_norm: 5.8324, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5209, loss/aux0: 0.5209 2020-10-20 14:01:44,995 - mmaction - INFO - Epoch [87][740/792] lr: 7.500e-05, eta: 6:00:52, time: 1.017, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9365, loss_cls: 0.6982, loss: 0.6982, grad_norm: 5.8399, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5717, loss/aux0: 0.5717 2020-10-20 14:01:47,677 - mmaction - INFO - Epoch [87][740/792] lr: 7.500e-05, eta: 6:00:55, time: 1.019, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9365, loss_cls: 0.6982, loss: 0.6982, grad_norm: 5.8514, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5760, loss/aux0: 0.5760 2020-10-20 14:02:28,658 - mmaction - INFO - Epoch [87][760/792] lr: 7.500e-05, eta: 6:00:10, time: 1.097, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9266, loss_cls: 0.7545, loss: 0.7545, grad_norm: 5.9326, top1_acc/aux0: 0.8661, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5099, loss/aux0: 0.5099 2020-10-20 14:02:31,288 - mmaction - INFO - Epoch [87][760/792] lr: 7.500e-05, eta: 6:00:14, time: 1.116, data_time: 0.003, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9266, loss_cls: 0.7545, loss: 0.7545, grad_norm: 5.8892, top1_acc/aux0: 0.8661, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5027, loss/aux0: 0.5027 2020-10-20 14:03:10,407 - mmaction - INFO - Epoch [87][780/792] lr: 7.500e-05, eta: 5:59:29, time: 0.999, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9396, loss_cls: 0.7338, loss: 0.7338, grad_norm: 5.7702, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5553, loss/aux0: 0.5553 2020-10-20 14:03:12,261 - mmaction - INFO - Epoch [87][780/792] lr: 7.500e-05, eta: 5:59:32, time: 1.001, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9396, loss_cls: 0.7338, loss: 0.7338, grad_norm: 5.7494, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5621, loss/aux0: 0.5621 2020-10-20 14:03:38,353 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-10-20 14:06:46,989 - mmaction - INFO - Epoch [88][20/792] lr: 7.500e-05, eta: 5:58:18, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9370, loss_cls: 0.7010, loss: 0.7010, grad_norm: 5.8979, top1_acc/aux0: 0.8503, top5_acc/aux0: 0.9534, loss_cls/aux0: 0.5857, loss/aux0: 0.5857 2020-10-20 14:06:47,580 - mmaction - INFO - Epoch [88][20/792] lr: 7.500e-05, eta: 5:58:21, time: 1.050, data_time: 0.018, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9370, loss_cls: 0.7010, loss: 0.7010, grad_norm: 6.0621, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5929, loss/aux0: 0.5929 2020-10-20 14:07:31,070 - mmaction - INFO - Epoch [88][40/792] lr: 7.500e-05, eta: 5:57:36, time: 1.190, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9380, loss_cls: 0.7173, loss: 0.7173, grad_norm: 5.6967, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5617, loss/aux0: 0.5617 2020-10-20 14:07:31,664 - mmaction - INFO - Epoch [88][40/792] lr: 7.500e-05, eta: 5:57:40, time: 1.165, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9380, loss_cls: 0.7173, loss: 0.7173, grad_norm: 5.7439, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5617, loss/aux0: 0.5617 2020-10-20 14:08:10,763 - mmaction - INFO - Epoch [88][60/792] lr: 7.500e-05, eta: 5:56:55, time: 1.048, data_time: 0.433, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9453, loss_cls: 0.6951, loss: 0.6951, grad_norm: 5.9490, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5652, loss/aux0: 0.5652 2020-10-20 14:08:15,009 - mmaction - INFO - Epoch [88][60/792] lr: 7.500e-05, eta: 5:56:58, time: 1.092, data_time: 0.495, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9453, loss_cls: 0.6951, loss: 0.6951, grad_norm: 5.9816, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5514, loss/aux0: 0.5514 2020-10-20 14:08:57,024 - mmaction - INFO - Epoch [88][80/792] lr: 7.500e-05, eta: 5:56:13, time: 1.106, data_time: 0.513, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9427, loss_cls: 0.7032, loss: 0.7032, grad_norm: 5.7069, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5587, loss/aux0: 0.5587 2020-10-20 14:09:00,952 - mmaction - INFO - Epoch [88][80/792] lr: 7.500e-05, eta: 5:56:17, time: 1.187, data_time: 0.594, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9427, loss_cls: 0.7032, loss: 0.7032, grad_norm: 5.6961, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5609, loss/aux0: 0.5609 2020-10-20 14:09:41,578 - mmaction - INFO - Epoch [88][100/792] lr: 7.500e-05, eta: 5:55:32, time: 1.108, data_time: 0.521, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9411, loss_cls: 0.7051, loss: 0.7051, grad_norm: 5.8379, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5034, loss/aux0: 0.5034 2020-10-20 14:09:44,892 - mmaction - INFO - Epoch [88][100/792] lr: 7.500e-05, eta: 5:55:36, time: 1.145, data_time: 0.555, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9411, loss_cls: 0.7051, loss: 0.7051, grad_norm: 5.7755, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5062, loss/aux0: 0.5062 2020-10-20 14:10:24,433 - mmaction - INFO - Epoch [88][120/792] lr: 7.500e-05, eta: 5:54:51, time: 1.075, data_time: 0.299, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9443, loss_cls: 0.6780, loss: 0.6780, grad_norm: 5.7252, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5399, loss/aux0: 0.5399 2020-10-20 14:10:25,023 - mmaction - INFO - Epoch [88][120/792] lr: 7.500e-05, eta: 5:54:54, time: 1.001, data_time: 0.225, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9443, loss_cls: 0.6780, loss: 0.6780, grad_norm: 5.6964, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5428, loss/aux0: 0.5428 2020-10-20 14:11:07,845 - mmaction - INFO - Epoch [88][140/792] lr: 7.500e-05, eta: 5:54:08, time: 0.948, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9297, loss_cls: 0.7619, loss: 0.7619, grad_norm: 5.7233, top1_acc/aux0: 0.8719, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5449, loss/aux0: 0.5449 2020-10-20 14:11:08,457 - mmaction - INFO - Epoch [88][140/792] lr: 7.500e-05, eta: 5:54:11, time: 0.950, data_time: 0.002, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9297, loss_cls: 0.7619, loss: 0.7619, grad_norm: 5.7472, top1_acc/aux0: 0.8714, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5456, loss/aux0: 0.5456 2020-10-20 14:11:50,092 - mmaction - INFO - Epoch [88][160/792] lr: 7.500e-05, eta: 5:53:27, time: 1.128, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9406, loss_cls: 0.7392, loss: 0.7392, grad_norm: 5.9320, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5513, loss/aux0: 0.5513 2020-10-20 14:11:50,689 - mmaction - INFO - Epoch [88][160/792] lr: 7.500e-05, eta: 5:53:30, time: 1.049, data_time: 0.006, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9406, loss_cls: 0.7392, loss: 0.7392, grad_norm: 5.9265, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5435, loss/aux0: 0.5435 2020-10-20 14:12:33,896 - mmaction - INFO - Epoch [88][180/792] lr: 7.500e-05, eta: 5:52:45, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9401, loss_cls: 0.6890, loss: 0.6890, grad_norm: 5.7342, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5680, loss/aux0: 0.5680 2020-10-20 14:12:34,494 - mmaction - INFO - Epoch [88][180/792] lr: 7.500e-05, eta: 5:52:48, time: 1.112, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9401, loss_cls: 0.6890, loss: 0.6890, grad_norm: 5.6899, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5709, loss/aux0: 0.5709 2020-10-20 14:13:16,945 - mmaction - INFO - Epoch [88][200/792] lr: 7.500e-05, eta: 5:52:03, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9323, loss_cls: 0.7336, loss: 0.7336, grad_norm: 5.7058, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5999, loss/aux0: 0.5999 2020-10-20 14:13:17,534 - mmaction - INFO - Epoch [88][200/792] lr: 7.500e-05, eta: 5:52:06, time: 1.050, data_time: 0.001, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9323, loss_cls: 0.7336, loss: 0.7336, grad_norm: 5.6881, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.6019, loss/aux0: 0.6019 2020-10-20 14:13:58,072 - mmaction - INFO - Epoch [88][220/792] lr: 7.500e-05, eta: 5:51:21, time: 1.039, data_time: 0.003, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9385, loss_cls: 0.7094, loss: 0.7094, grad_norm: 5.5353, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5202, loss/aux0: 0.5202 2020-10-20 14:14:00,522 - mmaction - INFO - Epoch [88][220/792] lr: 7.500e-05, eta: 5:51:25, time: 1.134, data_time: 0.006, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9385, loss_cls: 0.7094, loss: 0.7094, grad_norm: 5.5349, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5169, loss/aux0: 0.5169 2020-10-20 14:14:39,620 - mmaction - INFO - Epoch [88][240/792] lr: 7.500e-05, eta: 5:50:40, time: 1.018, data_time: 0.296, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9443, loss_cls: 0.6843, loss: 0.6843, grad_norm: 5.5536, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5152, loss/aux0: 0.5152 2020-10-20 14:14:40,741 - mmaction - INFO - Epoch [88][240/792] lr: 7.500e-05, eta: 5:50:43, time: 1.019, data_time: 0.297, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9443, loss_cls: 0.6843, loss: 0.6843, grad_norm: 5.5567, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5115, loss/aux0: 0.5115 2020-10-20 14:15:21,685 - mmaction - INFO - Epoch [88][260/792] lr: 7.500e-05, eta: 5:49:58, time: 1.097, data_time: 0.210, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9380, loss_cls: 0.6989, loss: 0.6989, grad_norm: 5.7695, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5529, loss/aux0: 0.5529 2020-10-20 14:15:22,757 - mmaction - INFO - Epoch [88][260/792] lr: 7.500e-05, eta: 5:50:01, time: 1.058, data_time: 0.212, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9380, loss_cls: 0.6989, loss: 0.6989, grad_norm: 5.8427, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5677, loss/aux0: 0.5677 2020-10-20 14:16:04,328 - mmaction - INFO - Epoch [88][280/792] lr: 7.500e-05, eta: 5:49:16, time: 1.002, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9385, loss_cls: 0.7228, loss: 0.7228, grad_norm: 6.0516, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5831, loss/aux0: 0.5831 2020-10-20 14:16:04,953 - mmaction - INFO - Epoch [88][280/792] lr: 7.500e-05, eta: 5:49:19, time: 1.002, data_time: 0.002, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9385, loss_cls: 0.7228, loss: 0.7228, grad_norm: 6.0679, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5766, loss/aux0: 0.5766 2020-10-20 14:16:46,268 - mmaction - INFO - Epoch [88][300/792] lr: 7.500e-05, eta: 5:48:34, time: 1.113, data_time: 0.096, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9406, loss_cls: 0.6760, loss: 0.6760, grad_norm: 5.5166, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5689, loss/aux0: 0.5689 2020-10-20 14:16:46,893 - mmaction - INFO - Epoch [88][300/792] lr: 7.500e-05, eta: 5:48:37, time: 1.090, data_time: 0.098, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9406, loss_cls: 0.6760, loss: 0.6760, grad_norm: 5.5144, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5593, loss/aux0: 0.5593 2020-10-20 14:17:29,615 - mmaction - INFO - Epoch [88][320/792] lr: 7.500e-05, eta: 5:47:53, time: 1.084, data_time: 0.292, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9354, loss_cls: 0.7272, loss: 0.7272, grad_norm: 6.1379, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5717, loss/aux0: 0.5717 2020-10-20 14:17:32,439 - mmaction - INFO - Epoch [88][320/792] lr: 7.500e-05, eta: 5:47:56, time: 1.137, data_time: 0.363, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9354, loss_cls: 0.7272, loss: 0.7272, grad_norm: 6.1094, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5757, loss/aux0: 0.5757 2020-10-20 14:18:10,574 - mmaction - INFO - Epoch [88][340/792] lr: 7.500e-05, eta: 5:47:11, time: 1.036, data_time: 0.169, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9385, loss_cls: 0.7261, loss: 0.7261, grad_norm: 5.6527, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5357, loss/aux0: 0.5357 2020-10-20 14:18:11,503 - mmaction - INFO - Epoch [88][340/792] lr: 7.500e-05, eta: 5:47:14, time: 1.037, data_time: 0.189, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9385, loss_cls: 0.7261, loss: 0.7261, grad_norm: 5.7233, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5468, loss/aux0: 0.5468 2020-10-20 14:18:53,766 - mmaction - INFO - Epoch [88][360/792] lr: 7.500e-05, eta: 5:46:29, time: 1.033, data_time: 0.029, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9359, loss_cls: 0.6971, loss: 0.6971, grad_norm: 5.8201, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5667, loss/aux0: 0.5667 2020-10-20 14:18:54,566 - mmaction - INFO - Epoch [88][360/792] lr: 7.500e-05, eta: 5:46:32, time: 1.045, data_time: 0.031, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9359, loss_cls: 0.6971, loss: 0.6971, grad_norm: 5.8127, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5502, loss/aux0: 0.5502 2020-10-20 14:19:35,980 - mmaction - INFO - Epoch [88][380/792] lr: 7.500e-05, eta: 5:45:47, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9432, loss_cls: 0.7140, loss: 0.7140, grad_norm: 6.0456, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5916, loss/aux0: 0.5916 2020-10-20 14:19:37,801 - mmaction - INFO - Epoch [88][380/792] lr: 7.500e-05, eta: 5:45:50, time: 0.975, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9432, loss_cls: 0.7140, loss: 0.7140, grad_norm: 6.0264, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6042, loss/aux0: 0.6042 2020-10-20 14:20:18,705 - mmaction - INFO - Epoch [88][400/792] lr: 7.500e-05, eta: 5:45:05, time: 1.012, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9417, loss_cls: 0.6732, loss: 0.6732, grad_norm: 5.7613, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5657, loss/aux0: 0.5657 2020-10-20 14:20:20,175 - mmaction - INFO - Epoch [88][400/792] lr: 7.500e-05, eta: 5:45:08, time: 1.057, data_time: 0.006, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9417, loss_cls: 0.6732, loss: 0.6732, grad_norm: 5.7072, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5635, loss/aux0: 0.5635 2020-10-20 14:20:59,826 - mmaction - INFO - Epoch [88][420/792] lr: 7.500e-05, eta: 5:44:23, time: 1.029, data_time: 0.135, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9375, loss_cls: 0.7368, loss: 0.7368, grad_norm: 5.8427, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5790, loss/aux0: 0.5790 2020-10-20 14:21:01,948 - mmaction - INFO - Epoch [88][420/792] lr: 7.500e-05, eta: 5:44:26, time: 1.095, data_time: 0.137, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9375, loss_cls: 0.7368, loss: 0.7368, grad_norm: 5.8595, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5718, loss/aux0: 0.5718 2020-10-20 14:21:43,084 - mmaction - INFO - Epoch [88][440/792] lr: 7.500e-05, eta: 5:43:42, time: 1.092, data_time: 0.207, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9490, loss_cls: 0.6844, loss: 0.6844, grad_norm: 5.9908, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5827, loss/aux0: 0.5827 2020-10-20 14:21:44,281 - mmaction - INFO - Epoch [88][440/792] lr: 7.500e-05, eta: 5:43:45, time: 1.075, data_time: 0.210, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9490, loss_cls: 0.6844, loss: 0.6844, grad_norm: 5.9837, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5990, loss/aux0: 0.5990 2020-10-20 14:22:24,207 - mmaction - INFO - Epoch [88][460/792] lr: 7.500e-05, eta: 5:43:00, time: 1.010, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9375, loss_cls: 0.7057, loss: 0.7057, grad_norm: 5.6947, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5422, loss/aux0: 0.5422 2020-10-20 14:22:25,845 - mmaction - INFO - Epoch [88][460/792] lr: 7.500e-05, eta: 5:43:02, time: 0.941, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9375, loss_cls: 0.7057, loss: 0.7057, grad_norm: 5.6615, top1_acc/aux0: 0.8563, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5263, loss/aux0: 0.5263 2020-10-20 14:23:05,883 - mmaction - INFO - Epoch [88][480/792] lr: 7.500e-05, eta: 5:42:18, time: 1.087, data_time: 0.005, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9464, loss_cls: 0.6865, loss: 0.6865, grad_norm: 5.7980, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5585, loss/aux0: 0.5585 2020-10-20 14:23:07,922 - mmaction - INFO - Epoch [88][480/792] lr: 7.500e-05, eta: 5:42:21, time: 1.099, data_time: 0.006, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9464, loss_cls: 0.6865, loss: 0.6865, grad_norm: 5.7708, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5616, loss/aux0: 0.5616 2020-10-20 14:23:47,583 - mmaction - INFO - Epoch [88][500/792] lr: 7.500e-05, eta: 5:41:36, time: 1.035, data_time: 0.020, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9406, loss_cls: 0.7064, loss: 0.7064, grad_norm: 5.8214, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5274, loss/aux0: 0.5274 2020-10-20 14:23:49,554 - mmaction - INFO - Epoch [88][500/792] lr: 7.500e-05, eta: 5:41:39, time: 0.964, data_time: 0.022, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9406, loss_cls: 0.7064, loss: 0.7064, grad_norm: 5.7653, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5172, loss/aux0: 0.5172 2020-10-20 14:24:28,472 - mmaction - INFO - Epoch [88][520/792] lr: 7.500e-05, eta: 5:40:54, time: 0.980, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9547, loss_cls: 0.6550, loss: 0.6550, grad_norm: 5.6209, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5228, loss/aux0: 0.5228 2020-10-20 14:24:30,074 - mmaction - INFO - Epoch [88][520/792] lr: 7.500e-05, eta: 5:40:56, time: 0.927, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9547, loss_cls: 0.6550, loss: 0.6550, grad_norm: 5.6831, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5396, loss/aux0: 0.5396 2020-10-20 14:25:11,741 - mmaction - INFO - Epoch [88][540/792] lr: 7.500e-05, eta: 5:40:11, time: 0.978, data_time: 0.000, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9500, loss_cls: 0.6456, loss: 0.6456, grad_norm: 5.4747, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5611, loss/aux0: 0.5611 2020-10-20 14:25:13,650 - mmaction - INFO - Epoch [88][540/792] lr: 7.500e-05, eta: 5:40:14, time: 1.034, data_time: 0.002, memory: 8335, top1_acc: 0.8328, top5_acc: 0.9500, loss_cls: 0.6456, loss: 0.6456, grad_norm: 5.4503, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5539, loss/aux0: 0.5539 2020-10-20 14:25:52,944 - mmaction - INFO - Epoch [88][560/792] lr: 7.500e-05, eta: 5:39:29, time: 1.006, data_time: 0.230, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9469, loss_cls: 0.6535, loss: 0.6535, grad_norm: 5.7863, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5026, loss/aux0: 0.5026 2020-10-20 14:25:54,384 - mmaction - INFO - Epoch [88][560/792] lr: 7.500e-05, eta: 5:39:32, time: 1.013, data_time: 0.250, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9469, loss_cls: 0.6535, loss: 0.6535, grad_norm: 5.7517, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5156, loss/aux0: 0.5156 2020-10-20 14:26:34,699 - mmaction - INFO - Epoch [88][580/792] lr: 7.500e-05, eta: 5:38:47, time: 1.029, data_time: 0.401, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9344, loss_cls: 0.7095, loss: 0.7095, grad_norm: 5.6657, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5363, loss/aux0: 0.5363 2020-10-20 14:26:35,640 - mmaction - INFO - Epoch [88][580/792] lr: 7.500e-05, eta: 5:38:50, time: 0.970, data_time: 0.342, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9344, loss_cls: 0.7095, loss: 0.7095, grad_norm: 5.6628, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5234, loss/aux0: 0.5234 2020-10-20 14:27:18,101 - mmaction - INFO - Epoch [88][600/792] lr: 7.500e-05, eta: 5:38:06, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9349, loss_cls: 0.6875, loss: 0.6875, grad_norm: 5.6541, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5217, loss/aux0: 0.5217 2020-10-20 14:27:20,155 - mmaction - INFO - Epoch [88][600/792] lr: 7.500e-05, eta: 5:38:08, time: 1.048, data_time: 0.004, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9349, loss_cls: 0.6875, loss: 0.6875, grad_norm: 5.6417, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5179, loss/aux0: 0.5179 2020-10-20 14:27:57,873 - mmaction - INFO - Epoch [88][620/792] lr: 7.500e-05, eta: 5:37:23, time: 0.982, data_time: 0.017, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9328, loss_cls: 0.7273, loss: 0.7273, grad_norm: 6.0309, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5803, loss/aux0: 0.5803 2020-10-20 14:28:00,014 - mmaction - INFO - Epoch [88][620/792] lr: 7.500e-05, eta: 5:37:26, time: 0.984, data_time: 0.024, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9328, loss_cls: 0.7273, loss: 0.7273, grad_norm: 5.8935, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5797, loss/aux0: 0.5797 2020-10-20 14:28:40,532 - mmaction - INFO - Epoch [88][640/792] lr: 7.500e-05, eta: 5:36:42, time: 1.118, data_time: 0.192, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9385, loss_cls: 0.7217, loss: 0.7217, grad_norm: 5.6446, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5353, loss/aux0: 0.5353 2020-10-20 14:28:41,132 - mmaction - INFO - Epoch [88][640/792] lr: 7.500e-05, eta: 5:36:45, time: 1.053, data_time: 0.127, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9385, loss_cls: 0.7217, loss: 0.7217, grad_norm: 5.7066, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5519, loss/aux0: 0.5519 2020-10-20 14:29:19,020 - mmaction - INFO - Epoch [88][660/792] lr: 7.500e-05, eta: 5:36:00, time: 0.981, data_time: 0.280, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9417, loss_cls: 0.7105, loss: 0.7105, grad_norm: 6.0618, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5893, loss/aux0: 0.5893 2020-10-20 14:29:23,056 - mmaction - INFO - Epoch [88][660/792] lr: 7.500e-05, eta: 5:36:03, time: 1.112, data_time: 0.337, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9417, loss_cls: 0.7105, loss: 0.7105, grad_norm: 6.1518, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5786, loss/aux0: 0.5786 2020-10-20 14:30:04,616 - mmaction - INFO - Epoch [88][680/792] lr: 7.500e-05, eta: 5:35:18, time: 1.153, data_time: 0.101, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9380, loss_cls: 0.6975, loss: 0.6975, grad_norm: 5.7030, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5101, loss/aux0: 0.5101 2020-10-20 14:30:06,748 - mmaction - INFO - Epoch [88][680/792] lr: 7.500e-05, eta: 5:35:21, time: 1.062, data_time: 0.101, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9380, loss_cls: 0.6975, loss: 0.6975, grad_norm: 5.6075, top1_acc/aux0: 0.8672, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5090, loss/aux0: 0.5090 2020-10-20 14:30:47,900 - mmaction - INFO - Epoch [88][700/792] lr: 7.500e-05, eta: 5:34:37, time: 1.096, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9401, loss_cls: 0.7040, loss: 0.7040, grad_norm: 5.8100, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5741, loss/aux0: 0.5741 2020-10-20 14:30:48,491 - mmaction - INFO - Epoch [88][700/792] lr: 7.500e-05, eta: 5:34:40, time: 1.044, data_time: 0.002, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9401, loss_cls: 0.7040, loss: 0.7040, grad_norm: 5.8417, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5762, loss/aux0: 0.5762 2020-10-20 14:31:31,102 - mmaction - INFO - Epoch [88][720/792] lr: 7.500e-05, eta: 5:33:55, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9328, loss_cls: 0.7349, loss: 0.7349, grad_norm: 5.9725, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5551, loss/aux0: 0.5551 2020-10-20 14:31:31,691 - mmaction - INFO - Epoch [88][720/792] lr: 7.500e-05, eta: 5:33:58, time: 1.064, data_time: 0.002, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9328, loss_cls: 0.7349, loss: 0.7349, grad_norm: 5.9426, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5521, loss/aux0: 0.5521 2020-10-20 14:32:13,902 - mmaction - INFO - Epoch [88][740/792] lr: 7.500e-05, eta: 5:33:13, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9411, loss_cls: 0.6806, loss: 0.6806, grad_norm: 5.5197, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5028, loss/aux0: 0.5028 2020-10-20 14:32:14,504 - mmaction - INFO - Epoch [88][740/792] lr: 7.500e-05, eta: 5:33:16, time: 1.047, data_time: 0.002, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9411, loss_cls: 0.6806, loss: 0.6806, grad_norm: 5.5739, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5099, loss/aux0: 0.5099 2020-10-20 14:32:54,481 - mmaction - INFO - Epoch [88][760/792] lr: 7.500e-05, eta: 5:32:31, time: 1.026, data_time: 0.001, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9417, loss_cls: 0.6463, loss: 0.6463, grad_norm: 5.8790, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5315, loss/aux0: 0.5315 2020-10-20 14:32:55,078 - mmaction - INFO - Epoch [88][760/792] lr: 7.500e-05, eta: 5:32:34, time: 1.024, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9417, loss_cls: 0.6463, loss: 0.6463, grad_norm: 5.8324, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5262, loss/aux0: 0.5262 2020-10-20 14:33:37,673 - mmaction - INFO - Epoch [88][780/792] lr: 7.500e-05, eta: 5:31:49, time: 1.026, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9365, loss_cls: 0.7139, loss: 0.7139, grad_norm: 6.0853, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5737, loss/aux0: 0.5737 2020-10-20 14:33:38,830 - mmaction - INFO - Epoch [88][780/792] lr: 7.500e-05, eta: 5:31:52, time: 1.018, data_time: 0.004, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9365, loss_cls: 0.7139, loss: 0.7139, grad_norm: 6.1090, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5711, loss/aux0: 0.5711 2020-10-20 14:34:06,634 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-20 14:37:10,223 - mmaction - INFO - Epoch [89][20/792] lr: 7.500e-05, eta: 5:30:39, time: 1.065, data_time: 0.301, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9391, loss_cls: 0.7102, loss: 0.7102, grad_norm: 5.5189, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5558, loss/aux0: 0.5558 2020-10-20 14:37:10,847 - mmaction - INFO - Epoch [89][20/792] lr: 7.500e-05, eta: 5:30:42, time: 1.068, data_time: 0.303, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9391, loss_cls: 0.7102, loss: 0.7102, grad_norm: 5.5157, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5537, loss/aux0: 0.5537 2020-10-20 14:37:55,589 - mmaction - INFO - Epoch [89][40/792] lr: 7.500e-05, eta: 5:29:57, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9365, loss_cls: 0.7145, loss: 0.7145, grad_norm: 5.6563, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5423, loss/aux0: 0.5423 2020-10-20 14:37:56,201 - mmaction - INFO - Epoch [89][40/792] lr: 7.500e-05, eta: 5:30:00, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9365, loss_cls: 0.7145, loss: 0.7145, grad_norm: 5.6356, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5404, loss/aux0: 0.5404 2020-10-20 14:38:38,646 - mmaction - INFO - Epoch [89][60/792] lr: 7.500e-05, eta: 5:29:15, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9469, loss_cls: 0.6547, loss: 0.6547, grad_norm: 5.8883, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5644, loss/aux0: 0.5644 2020-10-20 14:38:39,228 - mmaction - INFO - Epoch [89][60/792] lr: 7.500e-05, eta: 5:29:18, time: 1.085, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9469, loss_cls: 0.6547, loss: 0.6547, grad_norm: 5.8728, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5703, loss/aux0: 0.5703 2020-10-20 14:39:18,284 - mmaction - INFO - Epoch [89][80/792] lr: 7.500e-05, eta: 5:28:34, time: 1.072, data_time: 0.045, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9406, loss_cls: 0.6966, loss: 0.6966, grad_norm: 5.8308, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5584, loss/aux0: 0.5584 2020-10-20 14:39:19,493 - mmaction - INFO - Epoch [89][80/792] lr: 7.500e-05, eta: 5:28:37, time: 1.025, data_time: 0.048, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9406, loss_cls: 0.6966, loss: 0.6966, grad_norm: 5.7887, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5504, loss/aux0: 0.5504 2020-10-20 14:40:01,736 - mmaction - INFO - Epoch [89][100/792] lr: 7.500e-05, eta: 5:27:52, time: 1.128, data_time: 0.006, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9396, loss_cls: 0.7217, loss: 0.7217, grad_norm: 6.1812, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-20 14:40:03,320 - mmaction - INFO - Epoch [89][100/792] lr: 7.500e-05, eta: 5:27:55, time: 1.070, data_time: 0.003, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9396, loss_cls: 0.7217, loss: 0.7217, grad_norm: 6.2135, top1_acc/aux0: 0.8333, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6000, loss/aux0: 0.6000 2020-10-20 14:40:44,257 - mmaction - INFO - Epoch [89][120/792] lr: 7.500e-05, eta: 5:27:10, time: 1.017, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9422, loss_cls: 0.7054, loss: 0.7054, grad_norm: 5.7472, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5585, loss/aux0: 0.5585 2020-10-20 14:40:45,762 - mmaction - INFO - Epoch [89][120/792] lr: 7.500e-05, eta: 5:27:13, time: 1.040, data_time: 0.002, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9422, loss_cls: 0.7054, loss: 0.7054, grad_norm: 5.6512, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5578, loss/aux0: 0.5578 2020-10-20 14:41:28,206 - mmaction - INFO - Epoch [89][140/792] lr: 7.500e-05, eta: 5:26:28, time: 1.036, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9432, loss_cls: 0.6892, loss: 0.6892, grad_norm: 6.0258, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5834, loss/aux0: 0.5834 2020-10-20 14:41:28,813 - mmaction - INFO - Epoch [89][140/792] lr: 7.500e-05, eta: 5:26:31, time: 1.037, data_time: 0.002, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9432, loss_cls: 0.6892, loss: 0.6892, grad_norm: 6.0951, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-20 14:42:09,598 - mmaction - INFO - Epoch [89][160/792] lr: 7.500e-05, eta: 5:25:46, time: 1.014, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9375, loss_cls: 0.7205, loss: 0.7205, grad_norm: 5.7202, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5570, loss/aux0: 0.5570 2020-10-20 14:42:10,181 - mmaction - INFO - Epoch [89][160/792] lr: 7.500e-05, eta: 5:25:49, time: 1.008, data_time: 0.003, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9375, loss_cls: 0.7205, loss: 0.7205, grad_norm: 5.7165, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5607, loss/aux0: 0.5607 2020-10-20 14:42:51,862 - mmaction - INFO - Epoch [89][180/792] lr: 7.500e-05, eta: 5:25:05, time: 1.079, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9432, loss_cls: 0.6802, loss: 0.6802, grad_norm: 5.8966, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5478, loss/aux0: 0.5478 2020-10-20 14:42:54,156 - mmaction - INFO - Epoch [89][180/792] lr: 7.500e-05, eta: 5:25:08, time: 1.142, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9432, loss_cls: 0.6802, loss: 0.6802, grad_norm: 5.8724, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5358, loss/aux0: 0.5358 2020-10-20 14:43:33,625 - mmaction - INFO - Epoch [89][200/792] lr: 7.500e-05, eta: 5:24:23, time: 1.065, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9339, loss_cls: 0.7140, loss: 0.7140, grad_norm: 5.9335, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5718, loss/aux0: 0.5718 2020-10-20 14:43:36,017 - mmaction - INFO - Epoch [89][200/792] lr: 7.500e-05, eta: 5:24:26, time: 1.027, data_time: 0.002, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9339, loss_cls: 0.7140, loss: 0.7140, grad_norm: 5.9841, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5699, loss/aux0: 0.5699 2020-10-20 14:44:16,229 - mmaction - INFO - Epoch [89][220/792] lr: 7.500e-05, eta: 5:23:41, time: 1.037, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9458, loss_cls: 0.6896, loss: 0.6896, grad_norm: 5.9141, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5660, loss/aux0: 0.5660 2020-10-20 14:44:18,766 - mmaction - INFO - Epoch [89][220/792] lr: 7.500e-05, eta: 5:23:44, time: 1.126, data_time: 0.003, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9458, loss_cls: 0.6896, loss: 0.6896, grad_norm: 5.9245, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5655, loss/aux0: 0.5655 2020-10-20 14:44:58,654 - mmaction - INFO - Epoch [89][240/792] lr: 7.500e-05, eta: 5:23:00, time: 1.102, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9312, loss_cls: 0.7360, loss: 0.7360, grad_norm: 5.7387, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5502, loss/aux0: 0.5502 2020-10-20 14:45:00,210 - mmaction - INFO - Epoch [89][240/792] lr: 7.500e-05, eta: 5:23:02, time: 1.062, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9312, loss_cls: 0.7360, loss: 0.7360, grad_norm: 5.6504, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5414, loss/aux0: 0.5414 2020-10-20 14:45:42,409 - mmaction - INFO - Epoch [89][260/792] lr: 7.500e-05, eta: 5:22:18, time: 1.125, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9365, loss_cls: 0.7033, loss: 0.7033, grad_norm: 5.8193, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5454, loss/aux0: 0.5454 2020-10-20 14:45:43,018 - mmaction - INFO - Epoch [89][260/792] lr: 7.500e-05, eta: 5:22:21, time: 1.107, data_time: 0.003, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9365, loss_cls: 0.7033, loss: 0.7033, grad_norm: 5.8360, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5634, loss/aux0: 0.5634 2020-10-20 14:46:26,147 - mmaction - INFO - Epoch [89][280/792] lr: 7.500e-05, eta: 5:21:36, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.6588, loss: 0.6588, grad_norm: 5.5631, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5296, loss/aux0: 0.5296 2020-10-20 14:46:26,763 - mmaction - INFO - Epoch [89][280/792] lr: 7.500e-05, eta: 5:21:39, time: 1.058, data_time: 0.004, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.6588, loss: 0.6588, grad_norm: 5.4983, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5193, loss/aux0: 0.5193 2020-10-20 14:47:09,513 - mmaction - INFO - Epoch [89][300/792] lr: 7.500e-05, eta: 5:20:55, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9302, loss_cls: 0.7675, loss: 0.7675, grad_norm: 6.2511, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5766, loss/aux0: 0.5766 2020-10-20 14:47:10,121 - mmaction - INFO - Epoch [89][300/792] lr: 7.500e-05, eta: 5:20:57, time: 1.040, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9302, loss_cls: 0.7675, loss: 0.7675, grad_norm: 6.1737, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5765, loss/aux0: 0.5765 2020-10-20 14:47:52,222 - mmaction - INFO - Epoch [89][320/792] lr: 7.500e-05, eta: 5:20:13, time: 1.060, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9406, loss_cls: 0.7039, loss: 0.7039, grad_norm: 5.7452, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5561, loss/aux0: 0.5561 2020-10-20 14:47:52,820 - mmaction - INFO - Epoch [89][320/792] lr: 7.500e-05, eta: 5:20:16, time: 1.062, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9406, loss_cls: 0.7039, loss: 0.7039, grad_norm: 5.7272, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5691, loss/aux0: 0.5691 2020-10-20 14:48:32,941 - mmaction - INFO - Epoch [89][340/792] lr: 7.500e-05, eta: 5:19:31, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9359, loss_cls: 0.7116, loss: 0.7116, grad_norm: 5.7062, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5665, loss/aux0: 0.5665 2020-10-20 14:48:34,560 - mmaction - INFO - Epoch [89][340/792] lr: 7.500e-05, eta: 5:19:34, time: 1.041, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9359, loss_cls: 0.7116, loss: 0.7116, grad_norm: 5.6216, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5503, loss/aux0: 0.5503 2020-10-20 14:49:12,823 - mmaction - INFO - Epoch [89][360/792] lr: 7.500e-05, eta: 5:18:49, time: 1.005, data_time: 0.054, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9370, loss_cls: 0.7140, loss: 0.7140, grad_norm: 5.8987, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5588, loss/aux0: 0.5588 2020-10-20 14:49:15,427 - mmaction - INFO - Epoch [89][360/792] lr: 7.500e-05, eta: 5:18:52, time: 1.065, data_time: 0.055, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9370, loss_cls: 0.7140, loss: 0.7140, grad_norm: 5.8296, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5569, loss/aux0: 0.5569 2020-10-20 14:49:55,912 - mmaction - INFO - Epoch [89][380/792] lr: 7.500e-05, eta: 5:18:07, time: 1.072, data_time: 0.001, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.7051, loss: 0.7051, grad_norm: 6.0880, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5398, loss/aux0: 0.5398 2020-10-20 14:49:58,270 - mmaction - INFO - Epoch [89][380/792] lr: 7.500e-05, eta: 5:18:10, time: 1.120, data_time: 0.004, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9359, loss_cls: 0.7051, loss: 0.7051, grad_norm: 6.1479, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5490, loss/aux0: 0.5490 2020-10-20 14:50:38,824 - mmaction - INFO - Epoch [89][400/792] lr: 7.500e-05, eta: 5:17:26, time: 1.092, data_time: 0.046, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9380, loss_cls: 0.7437, loss: 0.7437, grad_norm: 5.7929, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5364, loss/aux0: 0.5364 2020-10-20 14:50:41,323 - mmaction - INFO - Epoch [89][400/792] lr: 7.500e-05, eta: 5:17:29, time: 1.089, data_time: 0.048, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9380, loss_cls: 0.7437, loss: 0.7437, grad_norm: 5.9058, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5474, loss/aux0: 0.5474 2020-10-20 14:51:21,586 - mmaction - INFO - Epoch [89][420/792] lr: 7.500e-05, eta: 5:16:44, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9406, loss_cls: 0.6749, loss: 0.6749, grad_norm: 5.9752, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5201, loss/aux0: 0.5201 2020-10-20 14:51:23,917 - mmaction - INFO - Epoch [89][420/792] lr: 7.500e-05, eta: 5:16:47, time: 1.048, data_time: 0.003, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9406, loss_cls: 0.6749, loss: 0.6749, grad_norm: 5.9948, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5131, loss/aux0: 0.5131 2020-10-20 14:52:03,792 - mmaction - INFO - Epoch [89][440/792] lr: 7.500e-05, eta: 5:16:02, time: 1.015, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9344, loss_cls: 0.7457, loss: 0.7457, grad_norm: 5.9671, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5429, loss/aux0: 0.5429 2020-10-20 14:52:04,402 - mmaction - INFO - Epoch [89][440/792] lr: 7.500e-05, eta: 5:16:05, time: 0.965, data_time: 0.003, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9344, loss_cls: 0.7457, loss: 0.7457, grad_norm: 5.9366, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5269, loss/aux0: 0.5269 2020-10-20 14:52:44,824 - mmaction - INFO - Epoch [89][460/792] lr: 7.500e-05, eta: 5:15:20, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9359, loss_cls: 0.7412, loss: 0.7412, grad_norm: 5.8713, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5226, loss/aux0: 0.5226 2020-10-20 14:52:45,422 - mmaction - INFO - Epoch [89][460/792] lr: 7.500e-05, eta: 5:15:23, time: 1.020, data_time: 0.002, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9359, loss_cls: 0.7412, loss: 0.7412, grad_norm: 5.8343, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5274, loss/aux0: 0.5274 2020-10-20 14:53:26,443 - mmaction - INFO - Epoch [89][480/792] lr: 7.500e-05, eta: 5:14:38, time: 0.989, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9339, loss_cls: 0.7297, loss: 0.7297, grad_norm: 5.5792, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5301, loss/aux0: 0.5301 2020-10-20 14:53:28,357 - mmaction - INFO - Epoch [89][480/792] lr: 7.500e-05, eta: 5:14:41, time: 1.005, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9339, loss_cls: 0.7297, loss: 0.7297, grad_norm: 5.6415, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5420, loss/aux0: 0.5420 2020-10-20 14:54:09,728 - mmaction - INFO - Epoch [89][500/792] lr: 7.500e-05, eta: 5:13:56, time: 0.966, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9422, loss_cls: 0.7093, loss: 0.7093, grad_norm: 6.1189, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5975, loss/aux0: 0.5975 2020-10-20 14:54:11,264 - mmaction - INFO - Epoch [89][500/792] lr: 7.500e-05, eta: 5:13:59, time: 1.015, data_time: 0.049, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9422, loss_cls: 0.7093, loss: 0.7093, grad_norm: 6.0631, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5879, loss/aux0: 0.5879 2020-10-20 14:54:54,421 - mmaction - INFO - Epoch [89][520/792] lr: 7.500e-05, eta: 5:13:14, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9427, loss_cls: 0.6808, loss: 0.6808, grad_norm: 5.6754, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5286, loss/aux0: 0.5286 2020-10-20 14:54:55,052 - mmaction - INFO - Epoch [89][520/792] lr: 7.500e-05, eta: 5:13:17, time: 1.088, data_time: 0.004, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9427, loss_cls: 0.6808, loss: 0.6808, grad_norm: 5.6578, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5390, loss/aux0: 0.5390 2020-10-20 14:55:38,428 - mmaction - INFO - Epoch [89][540/792] lr: 7.500e-05, eta: 5:12:32, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9432, loss_cls: 0.6885, loss: 0.6885, grad_norm: 5.8122, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5834, loss/aux0: 0.5834 2020-10-20 14:55:39,184 - mmaction - INFO - Epoch [89][540/792] lr: 7.500e-05, eta: 5:12:35, time: 1.068, data_time: 0.002, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9432, loss_cls: 0.6885, loss: 0.6885, grad_norm: 5.7591, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5786, loss/aux0: 0.5786 2020-10-20 14:56:20,256 - mmaction - INFO - Epoch [89][560/792] lr: 7.500e-05, eta: 5:11:51, time: 1.035, data_time: 0.013, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9432, loss_cls: 0.6634, loss: 0.6634, grad_norm: 5.8615, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5358, loss/aux0: 0.5358 2020-10-20 14:56:21,054 - mmaction - INFO - Epoch [89][560/792] lr: 7.500e-05, eta: 5:11:53, time: 1.039, data_time: 0.024, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9432, loss_cls: 0.6634, loss: 0.6634, grad_norm: 5.9016, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5435, loss/aux0: 0.5435 2020-10-20 14:57:01,635 - mmaction - INFO - Epoch [89][580/792] lr: 7.500e-05, eta: 5:11:09, time: 1.039, data_time: 0.452, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9286, loss_cls: 0.7296, loss: 0.7296, grad_norm: 5.9498, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5565, loss/aux0: 0.5565 2020-10-20 14:57:04,509 - mmaction - INFO - Epoch [89][580/792] lr: 7.500e-05, eta: 5:11:11, time: 1.035, data_time: 0.447, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9286, loss_cls: 0.7296, loss: 0.7296, grad_norm: 5.9608, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5451, loss/aux0: 0.5451 2020-10-20 14:57:45,692 - mmaction - INFO - Epoch [89][600/792] lr: 7.500e-05, eta: 5:10:27, time: 1.003, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9339, loss_cls: 0.7371, loss: 0.7371, grad_norm: 5.8952, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5637, loss/aux0: 0.5637 2020-10-20 14:57:48,079 - mmaction - INFO - Epoch [89][600/792] lr: 7.500e-05, eta: 5:10:30, time: 1.093, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9339, loss_cls: 0.7371, loss: 0.7371, grad_norm: 5.8315, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5609, loss/aux0: 0.5609 2020-10-20 14:58:28,909 - mmaction - INFO - Epoch [89][620/792] lr: 7.500e-05, eta: 5:09:45, time: 1.114, data_time: 0.238, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.7091, loss: 0.7091, grad_norm: 5.6994, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5092, loss/aux0: 0.5092 2020-10-20 14:58:29,530 - mmaction - INFO - Epoch [89][620/792] lr: 7.500e-05, eta: 5:09:48, time: 1.038, data_time: 0.243, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.7091, loss: 0.7091, grad_norm: 5.7304, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5084, loss/aux0: 0.5084 2020-10-20 14:59:09,917 - mmaction - INFO - Epoch [89][640/792] lr: 7.500e-05, eta: 5:09:03, time: 0.990, data_time: 0.417, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9333, loss_cls: 0.7080, loss: 0.7080, grad_norm: 5.7335, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5683, loss/aux0: 0.5683 2020-10-20 14:59:10,513 - mmaction - INFO - Epoch [89][640/792] lr: 7.500e-05, eta: 5:09:06, time: 0.991, data_time: 0.418, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9333, loss_cls: 0.7080, loss: 0.7080, grad_norm: 5.6831, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5679, loss/aux0: 0.5679 2020-10-20 14:59:51,605 - mmaction - INFO - Epoch [89][660/792] lr: 7.500e-05, eta: 5:08:21, time: 1.011, data_time: 0.127, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9422, loss_cls: 0.7268, loss: 0.7268, grad_norm: 5.7684, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5227, loss/aux0: 0.5227 2020-10-20 14:59:53,278 - mmaction - INFO - Epoch [89][660/792] lr: 7.500e-05, eta: 5:08:24, time: 1.066, data_time: 0.169, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9422, loss_cls: 0.7268, loss: 0.7268, grad_norm: 5.8245, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5283, loss/aux0: 0.5283 2020-10-20 15:00:36,701 - mmaction - INFO - Epoch [89][680/792] lr: 7.500e-05, eta: 5:07:39, time: 1.045, data_time: 0.057, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9396, loss_cls: 0.6967, loss: 0.6967, grad_norm: 5.5757, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5642, loss/aux0: 0.5642 2020-10-20 15:00:38,492 - mmaction - INFO - Epoch [89][680/792] lr: 7.500e-05, eta: 5:07:42, time: 1.042, data_time: 0.113, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9396, loss_cls: 0.6967, loss: 0.6967, grad_norm: 5.6088, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5689, loss/aux0: 0.5689 2020-10-20 15:01:20,330 - mmaction - INFO - Epoch [89][700/792] lr: 7.500e-05, eta: 5:06:58, time: 1.074, data_time: 0.127, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9411, loss_cls: 0.7402, loss: 0.7402, grad_norm: 5.5653, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5759, loss/aux0: 0.5759 2020-10-20 15:01:22,094 - mmaction - INFO - Epoch [89][700/792] lr: 7.500e-05, eta: 5:07:00, time: 1.132, data_time: 0.157, memory: 8335, top1_acc: 0.7943, top5_acc: 0.9411, loss_cls: 0.7402, loss: 0.7402, grad_norm: 5.6456, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5686, loss/aux0: 0.5686 2020-10-20 15:02:05,568 - mmaction - INFO - Epoch [89][720/792] lr: 7.500e-05, eta: 5:06:16, time: 1.091, data_time: 0.009, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9427, loss_cls: 0.7092, loss: 0.7092, grad_norm: 5.7895, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5398, loss/aux0: 0.5398 2020-10-20 15:02:06,178 - mmaction - INFO - Epoch [89][720/792] lr: 7.500e-05, eta: 5:06:19, time: 1.094, data_time: 0.014, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9427, loss_cls: 0.7092, loss: 0.7092, grad_norm: 5.7799, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5392, loss/aux0: 0.5392 2020-10-20 15:02:45,038 - mmaction - INFO - Epoch [89][740/792] lr: 7.500e-05, eta: 5:05:34, time: 0.967, data_time: 0.023, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9391, loss_cls: 0.6715, loss: 0.6715, grad_norm: 5.6919, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5503, loss/aux0: 0.5503 2020-10-20 15:02:47,640 - mmaction - INFO - Epoch [89][740/792] lr: 7.500e-05, eta: 5:05:37, time: 1.069, data_time: 0.047, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9391, loss_cls: 0.6715, loss: 0.6715, grad_norm: 5.7188, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5621, loss/aux0: 0.5621 2020-10-20 15:03:29,450 - mmaction - INFO - Epoch [89][760/792] lr: 7.500e-05, eta: 5:04:53, time: 1.138, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9406, loss_cls: 0.7122, loss: 0.7122, grad_norm: 5.8100, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5814, loss/aux0: 0.5814 2020-10-20 15:03:31,220 - mmaction - INFO - Epoch [89][760/792] lr: 7.500e-05, eta: 5:04:55, time: 1.111, data_time: 0.003, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9406, loss_cls: 0.7122, loss: 0.7122, grad_norm: 5.7380, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5870, loss/aux0: 0.5870 2020-10-20 15:04:13,584 - mmaction - INFO - Epoch [89][780/792] lr: 7.500e-05, eta: 5:04:11, time: 1.149, data_time: 0.077, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9365, loss_cls: 0.7337, loss: 0.7337, grad_norm: 5.7765, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5424, loss/aux0: 0.5424 2020-10-20 15:04:15,672 - mmaction - INFO - Epoch [89][780/792] lr: 7.500e-05, eta: 5:04:14, time: 1.134, data_time: 0.080, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9365, loss_cls: 0.7337, loss: 0.7337, grad_norm: 5.7175, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5382, loss/aux0: 0.5382 2020-10-20 15:04:45,677 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-10-20 15:08:22,233 - mmaction - INFO - Epoch [90][20/792] lr: 7.500e-05, eta: 5:03:01, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9349, loss_cls: 0.7612, loss: 0.7612, grad_norm: 5.9714, top1_acc/aux0: 0.8525, top5_acc/aux0: 0.9638, loss_cls/aux0: 0.5672, loss/aux0: 0.5672 2020-10-20 15:08:23,359 - mmaction - INFO - Epoch [90][20/792] lr: 7.500e-05, eta: 5:03:04, time: 1.109, data_time: 0.003, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9349, loss_cls: 0.7612, loss: 0.7612, grad_norm: 5.9588, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5607, loss/aux0: 0.5607 2020-10-20 15:09:05,405 - mmaction - INFO - Epoch [90][40/792] lr: 7.500e-05, eta: 5:02:20, time: 0.970, data_time: 0.085, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9354, loss_cls: 0.7280, loss: 0.7280, grad_norm: 6.0236, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6132, loss/aux0: 0.6132 2020-10-20 15:09:08,482 - mmaction - INFO - Epoch [90][40/792] lr: 7.500e-05, eta: 5:02:22, time: 1.059, data_time: 0.100, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9354, loss_cls: 0.7280, loss: 0.7280, grad_norm: 6.0477, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.6188, loss/aux0: 0.6188 2020-10-20 15:09:50,591 - mmaction - INFO - Epoch [90][60/792] lr: 7.500e-05, eta: 5:01:38, time: 1.113, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9411, loss_cls: 0.6653, loss: 0.6653, grad_norm: 5.7973, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5504, loss/aux0: 0.5504 2020-10-20 15:09:53,201 - mmaction - INFO - Epoch [90][60/792] lr: 7.500e-05, eta: 5:01:41, time: 1.096, data_time: 0.003, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9411, loss_cls: 0.6653, loss: 0.6653, grad_norm: 5.8267, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5488, loss/aux0: 0.5488 2020-10-20 15:10:31,427 - mmaction - INFO - Epoch [90][80/792] lr: 7.500e-05, eta: 5:00:56, time: 1.055, data_time: 0.255, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9333, loss_cls: 0.7588, loss: 0.7588, grad_norm: 6.0477, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5660, loss/aux0: 0.5660 2020-10-20 15:10:32,127 - mmaction - INFO - Epoch [90][80/792] lr: 7.500e-05, eta: 5:00:59, time: 1.057, data_time: 0.262, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9333, loss_cls: 0.7588, loss: 0.7588, grad_norm: 5.9723, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5723, loss/aux0: 0.5723 2020-10-20 15:11:15,490 - mmaction - INFO - Epoch [90][100/792] lr: 7.500e-05, eta: 5:00:14, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9385, loss_cls: 0.7253, loss: 0.7253, grad_norm: 6.0869, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-20 15:11:17,407 - mmaction - INFO - Epoch [90][100/792] lr: 7.500e-05, eta: 5:00:17, time: 0.977, data_time: 0.002, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9385, loss_cls: 0.7253, loss: 0.7253, grad_norm: 5.9828, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5955, loss/aux0: 0.5955 2020-10-20 15:12:01,054 - mmaction - INFO - Epoch [90][120/792] lr: 7.500e-05, eta: 4:59:33, time: 1.141, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9380, loss_cls: 0.7091, loss: 0.7091, grad_norm: 5.9686, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5640, loss/aux0: 0.5640 2020-10-20 15:12:01,662 - mmaction - INFO - Epoch [90][120/792] lr: 7.500e-05, eta: 4:59:35, time: 1.144, data_time: 0.003, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9380, loss_cls: 0.7091, loss: 0.7091, grad_norm: 5.8776, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5708, loss/aux0: 0.5708 2020-10-20 15:12:41,751 - mmaction - INFO - Epoch [90][140/792] lr: 7.500e-05, eta: 4:58:51, time: 1.053, data_time: 0.085, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9495, loss_cls: 0.6475, loss: 0.6475, grad_norm: 5.8967, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6127, loss/aux0: 0.6127 2020-10-20 15:12:43,039 - mmaction - INFO - Epoch [90][140/792] lr: 7.500e-05, eta: 4:58:54, time: 1.031, data_time: 0.088, memory: 8335, top1_acc: 0.8344, top5_acc: 0.9495, loss_cls: 0.6475, loss: 0.6475, grad_norm: 5.8930, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6065, loss/aux0: 0.6065 2020-10-20 15:13:23,566 - mmaction - INFO - Epoch [90][160/792] lr: 7.500e-05, eta: 4:58:09, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9391, loss_cls: 0.7438, loss: 0.7438, grad_norm: 6.0205, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5796, loss/aux0: 0.5796 2020-10-20 15:13:26,220 - mmaction - INFO - Epoch [90][160/792] lr: 7.500e-05, eta: 4:58:12, time: 1.072, data_time: 0.002, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9391, loss_cls: 0.7438, loss: 0.7438, grad_norm: 6.0000, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5807, loss/aux0: 0.5807 2020-10-20 15:14:06,968 - mmaction - INFO - Epoch [90][180/792] lr: 7.500e-05, eta: 4:57:28, time: 1.109, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9406, loss_cls: 0.7560, loss: 0.7560, grad_norm: 5.8010, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5480, loss/aux0: 0.5480 2020-10-20 15:14:09,161 - mmaction - INFO - Epoch [90][180/792] lr: 7.500e-05, eta: 4:57:30, time: 1.112, data_time: 0.005, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9406, loss_cls: 0.7560, loss: 0.7560, grad_norm: 5.8333, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5409, loss/aux0: 0.5409 2020-10-20 15:14:50,089 - mmaction - INFO - Epoch [90][200/792] lr: 7.500e-05, eta: 4:56:46, time: 1.117, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9375, loss_cls: 0.7317, loss: 0.7317, grad_norm: 5.7772, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.4972, loss/aux0: 0.4972 2020-10-20 15:14:52,857 - mmaction - INFO - Epoch [90][200/792] lr: 7.500e-05, eta: 4:56:49, time: 1.166, data_time: 0.002, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9375, loss_cls: 0.7317, loss: 0.7317, grad_norm: 5.8476, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5011, loss/aux0: 0.5011 2020-10-20 15:15:33,159 - mmaction - INFO - Epoch [90][220/792] lr: 7.500e-05, eta: 4:56:05, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9354, loss_cls: 0.7067, loss: 0.7067, grad_norm: 5.7374, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5638, loss/aux0: 0.5638 2020-10-20 15:15:36,167 - mmaction - INFO - Epoch [90][220/792] lr: 7.500e-05, eta: 4:56:07, time: 1.070, data_time: 0.007, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9354, loss_cls: 0.7067, loss: 0.7067, grad_norm: 5.7229, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5671, loss/aux0: 0.5671 2020-10-20 15:16:18,527 - mmaction - INFO - Epoch [90][240/792] lr: 7.500e-05, eta: 4:55:23, time: 1.157, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9328, loss_cls: 0.7269, loss: 0.7269, grad_norm: 5.6273, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5609, loss/aux0: 0.5609 2020-10-20 15:16:19,130 - mmaction - INFO - Epoch [90][240/792] lr: 7.500e-05, eta: 4:55:26, time: 1.064, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9328, loss_cls: 0.7269, loss: 0.7269, grad_norm: 5.6127, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5660, loss/aux0: 0.5660 2020-10-20 15:16:59,200 - mmaction - INFO - Epoch [90][260/792] lr: 7.500e-05, eta: 4:54:41, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9292, loss_cls: 0.7468, loss: 0.7468, grad_norm: 5.7767, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-20 15:17:01,742 - mmaction - INFO - Epoch [90][260/792] lr: 7.500e-05, eta: 4:54:44, time: 1.117, data_time: 0.002, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9292, loss_cls: 0.7468, loss: 0.7468, grad_norm: 5.8307, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6004, loss/aux0: 0.6004 2020-10-20 15:17:43,356 - mmaction - INFO - Epoch [90][280/792] lr: 7.500e-05, eta: 4:54:00, time: 1.188, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.6697, loss: 0.6697, grad_norm: 5.6530, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5309, loss/aux0: 0.5309 2020-10-20 15:17:43,965 - mmaction - INFO - Epoch [90][280/792] lr: 7.500e-05, eta: 4:54:03, time: 1.117, data_time: 0.003, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.6697, loss: 0.6697, grad_norm: 5.6353, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5298, loss/aux0: 0.5298 2020-10-20 15:18:25,311 - mmaction - INFO - Epoch [90][300/792] lr: 7.500e-05, eta: 4:53:18, time: 1.105, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.7009, loss: 0.7009, grad_norm: 5.5053, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5223, loss/aux0: 0.5223 2020-10-20 15:18:25,921 - mmaction - INFO - Epoch [90][300/792] lr: 7.500e-05, eta: 4:53:21, time: 1.106, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.7009, loss: 0.7009, grad_norm: 5.5576, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5163, loss/aux0: 0.5163 2020-10-20 15:19:07,614 - mmaction - INFO - Epoch [90][320/792] lr: 7.500e-05, eta: 4:52:37, time: 1.130, data_time: 0.020, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9354, loss_cls: 0.7657, loss: 0.7657, grad_norm: 5.6981, top1_acc/aux0: 0.8672, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5173, loss/aux0: 0.5173 2020-10-20 15:19:10,451 - mmaction - INFO - Epoch [90][320/792] lr: 7.500e-05, eta: 4:52:40, time: 1.192, data_time: 0.023, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9354, loss_cls: 0.7657, loss: 0.7657, grad_norm: 5.7204, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5291, loss/aux0: 0.5291 2020-10-20 15:19:48,594 - mmaction - INFO - Epoch [90][340/792] lr: 7.500e-05, eta: 4:51:55, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9359, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.5778, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5424, loss/aux0: 0.5424 2020-10-20 15:19:50,957 - mmaction - INFO - Epoch [90][340/792] lr: 7.500e-05, eta: 4:51:58, time: 0.983, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9359, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.5461, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5364, loss/aux0: 0.5364 2020-10-20 15:20:33,293 - mmaction - INFO - Epoch [90][360/792] lr: 7.500e-05, eta: 4:51:14, time: 1.077, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9370, loss_cls: 0.7623, loss: 0.7623, grad_norm: 5.7668, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5534, loss/aux0: 0.5534 2020-10-20 15:20:35,105 - mmaction - INFO - Epoch [90][360/792] lr: 7.500e-05, eta: 4:51:16, time: 1.088, data_time: 0.002, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9370, loss_cls: 0.7623, loss: 0.7623, grad_norm: 5.8148, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5461, loss/aux0: 0.5461 2020-10-20 15:21:15,149 - mmaction - INFO - Epoch [90][380/792] lr: 7.500e-05, eta: 4:50:32, time: 0.970, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9266, loss_cls: 0.7418, loss: 0.7418, grad_norm: 5.9185, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5633, loss/aux0: 0.5633 2020-10-20 15:21:19,825 - mmaction - INFO - Epoch [90][380/792] lr: 7.500e-05, eta: 4:50:34, time: 1.162, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9266, loss_cls: 0.7418, loss: 0.7418, grad_norm: 5.8712, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5637, loss/aux0: 0.5637 2020-10-20 15:21:59,340 - mmaction - INFO - Epoch [90][400/792] lr: 7.500e-05, eta: 4:49:50, time: 1.092, data_time: 0.438, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9427, loss_cls: 0.6995, loss: 0.6995, grad_norm: 5.7572, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5533, loss/aux0: 0.5533 2020-10-20 15:22:00,292 - mmaction - INFO - Epoch [90][400/792] lr: 7.500e-05, eta: 4:49:53, time: 1.009, data_time: 0.431, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9427, loss_cls: 0.6995, loss: 0.6995, grad_norm: 5.7219, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5532, loss/aux0: 0.5532 2020-10-20 15:22:45,684 - mmaction - INFO - Epoch [90][420/792] lr: 7.500e-05, eta: 4:49:08, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9443, loss_cls: 0.6986, loss: 0.6986, grad_norm: 5.5901, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5273, loss/aux0: 0.5273 2020-10-20 15:22:46,306 - mmaction - INFO - Epoch [90][420/792] lr: 7.500e-05, eta: 4:49:11, time: 1.090, data_time: 0.004, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9443, loss_cls: 0.6986, loss: 0.6986, grad_norm: 5.5711, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5232, loss/aux0: 0.5232 2020-10-20 15:23:27,130 - mmaction - INFO - Epoch [90][440/792] lr: 7.500e-05, eta: 4:48:27, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9333, loss_cls: 0.7092, loss: 0.7092, grad_norm: 5.5028, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5309, loss/aux0: 0.5309 2020-10-20 15:23:29,292 - mmaction - INFO - Epoch [90][440/792] lr: 7.500e-05, eta: 4:48:29, time: 0.950, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9333, loss_cls: 0.7092, loss: 0.7092, grad_norm: 5.5337, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5309, loss/aux0: 0.5309 2020-10-20 15:24:12,107 - mmaction - INFO - Epoch [90][460/792] lr: 7.500e-05, eta: 4:47:45, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9443, loss_cls: 0.7156, loss: 0.7156, grad_norm: 5.9731, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5430, loss/aux0: 0.5430 2020-10-20 15:24:13,367 - mmaction - INFO - Epoch [90][460/792] lr: 7.500e-05, eta: 4:47:47, time: 0.994, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9443, loss_cls: 0.7156, loss: 0.7156, grad_norm: 6.0112, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5523, loss/aux0: 0.5523 2020-10-20 15:24:54,688 - mmaction - INFO - Epoch [90][480/792] lr: 7.500e-05, eta: 4:47:02, time: 1.008, data_time: 0.001, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9365, loss_cls: 0.7265, loss: 0.7265, grad_norm: 5.6532, top1_acc/aux0: 0.8677, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5214, loss/aux0: 0.5214 2020-10-20 15:24:55,308 - mmaction - INFO - Epoch [90][480/792] lr: 7.500e-05, eta: 4:47:05, time: 1.008, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9365, loss_cls: 0.7265, loss: 0.7265, grad_norm: 5.5437, top1_acc/aux0: 0.8708, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5076, loss/aux0: 0.5076 2020-10-20 15:25:36,165 - mmaction - INFO - Epoch [90][500/792] lr: 7.500e-05, eta: 4:46:21, time: 1.095, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9427, loss_cls: 0.6891, loss: 0.6891, grad_norm: 5.5833, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5607, loss/aux0: 0.5607 2020-10-20 15:25:38,293 - mmaction - INFO - Epoch [90][500/792] lr: 7.500e-05, eta: 4:46:23, time: 1.144, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9427, loss_cls: 0.6891, loss: 0.6891, grad_norm: 5.5226, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5589, loss/aux0: 0.5589 2020-10-20 15:26:18,905 - mmaction - INFO - Epoch [90][520/792] lr: 7.500e-05, eta: 4:45:39, time: 1.118, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9365, loss_cls: 0.7100, loss: 0.7100, grad_norm: 6.0018, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5646, loss/aux0: 0.5646 2020-10-20 15:26:21,015 - mmaction - INFO - Epoch [90][520/792] lr: 7.500e-05, eta: 4:45:42, time: 1.116, data_time: 0.003, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9365, loss_cls: 0.7100, loss: 0.7100, grad_norm: 6.0499, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5728, loss/aux0: 0.5728 2020-10-20 15:27:03,504 - mmaction - INFO - Epoch [90][540/792] lr: 7.500e-05, eta: 4:44:58, time: 1.116, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9422, loss_cls: 0.6736, loss: 0.6736, grad_norm: 5.3975, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5216, loss/aux0: 0.5216 2020-10-20 15:27:05,928 - mmaction - INFO - Epoch [90][540/792] lr: 7.500e-05, eta: 4:45:00, time: 1.079, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9422, loss_cls: 0.6736, loss: 0.6736, grad_norm: 5.4044, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5191, loss/aux0: 0.5191 2020-10-20 15:27:43,820 - mmaction - INFO - Epoch [90][560/792] lr: 7.500e-05, eta: 4:44:16, time: 1.023, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9328, loss_cls: 0.7262, loss: 0.7262, grad_norm: 5.7427, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5758, loss/aux0: 0.5758 2020-10-20 15:27:45,873 - mmaction - INFO - Epoch [90][560/792] lr: 7.500e-05, eta: 4:44:18, time: 1.021, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9328, loss_cls: 0.7262, loss: 0.7262, grad_norm: 5.6658, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5766, loss/aux0: 0.5766 2020-10-20 15:28:29,502 - mmaction - INFO - Epoch [90][580/792] lr: 7.500e-05, eta: 4:43:34, time: 1.108, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9302, loss_cls: 0.7343, loss: 0.7343, grad_norm: 5.8929, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5816, loss/aux0: 0.5816 2020-10-20 15:28:30,112 - mmaction - INFO - Epoch [90][580/792] lr: 7.500e-05, eta: 4:43:37, time: 1.110, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9302, loss_cls: 0.7343, loss: 0.7343, grad_norm: 5.9985, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5991, loss/aux0: 0.5991 2020-10-20 15:29:11,783 - mmaction - INFO - Epoch [90][600/792] lr: 7.500e-05, eta: 4:42:53, time: 1.117, data_time: 0.035, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9417, loss_cls: 0.6940, loss: 0.6940, grad_norm: 5.5835, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6037, loss/aux0: 0.6037 2020-10-20 15:29:12,398 - mmaction - INFO - Epoch [90][600/792] lr: 7.500e-05, eta: 4:42:55, time: 1.117, data_time: 0.038, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9417, loss_cls: 0.6940, loss: 0.6940, grad_norm: 5.6395, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5959, loss/aux0: 0.5959 2020-10-20 15:29:55,697 - mmaction - INFO - Epoch [90][620/792] lr: 7.500e-05, eta: 4:42:11, time: 1.073, data_time: 0.225, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9375, loss_cls: 0.6986, loss: 0.6986, grad_norm: 5.8016, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5860, loss/aux0: 0.5860 2020-10-20 15:29:56,929 - mmaction - INFO - Epoch [90][620/792] lr: 7.500e-05, eta: 4:42:13, time: 1.104, data_time: 0.255, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9375, loss_cls: 0.6986, loss: 0.6986, grad_norm: 5.8589, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5823, loss/aux0: 0.5823 2020-10-20 15:30:41,871 - mmaction - INFO - Epoch [90][640/792] lr: 7.500e-05, eta: 4:41:29, time: 1.141, data_time: 0.043, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9365, loss_cls: 0.7265, loss: 0.7265, grad_norm: 6.1053, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6134, loss/aux0: 0.6134 2020-10-20 15:30:44,133 - mmaction - INFO - Epoch [90][640/792] lr: 7.500e-05, eta: 4:41:32, time: 1.143, data_time: 0.046, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9365, loss_cls: 0.7265, loss: 0.7265, grad_norm: 6.0626, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6043, loss/aux0: 0.6043 2020-10-20 15:31:25,420 - mmaction - INFO - Epoch [90][660/792] lr: 7.500e-05, eta: 4:40:48, time: 1.098, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9401, loss_cls: 0.6788, loss: 0.6788, grad_norm: 6.0264, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5881, loss/aux0: 0.5881 2020-10-20 15:31:28,097 - mmaction - INFO - Epoch [90][660/792] lr: 7.500e-05, eta: 4:40:50, time: 1.084, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9401, loss_cls: 0.6788, loss: 0.6788, grad_norm: 6.1465, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.6135, loss/aux0: 0.6135 2020-10-20 15:32:06,632 - mmaction - INFO - Epoch [90][680/792] lr: 7.500e-05, eta: 4:40:06, time: 1.055, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9370, loss_cls: 0.7204, loss: 0.7204, grad_norm: 5.5774, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5373, loss/aux0: 0.5373 2020-10-20 15:32:09,486 - mmaction - INFO - Epoch [90][680/792] lr: 7.500e-05, eta: 4:40:09, time: 1.086, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9370, loss_cls: 0.7204, loss: 0.7204, grad_norm: 5.6340, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5221, loss/aux0: 0.5221 2020-10-20 15:32:49,240 - mmaction - INFO - Epoch [90][700/792] lr: 7.500e-05, eta: 4:39:24, time: 1.057, data_time: 0.000, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9422, loss_cls: 0.6850, loss: 0.6850, grad_norm: 5.7149, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5367, loss/aux0: 0.5367 2020-10-20 15:32:51,527 - mmaction - INFO - Epoch [90][700/792] lr: 7.500e-05, eta: 4:39:27, time: 1.061, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9422, loss_cls: 0.6850, loss: 0.6850, grad_norm: 5.7521, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5403, loss/aux0: 0.5403 2020-10-20 15:33:32,174 - mmaction - INFO - Epoch [90][720/792] lr: 7.500e-05, eta: 4:38:43, time: 1.108, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9448, loss_cls: 0.6696, loss: 0.6696, grad_norm: 5.5046, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5285, loss/aux0: 0.5285 2020-10-20 15:33:32,785 - mmaction - INFO - Epoch [90][720/792] lr: 7.500e-05, eta: 4:38:45, time: 1.023, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9448, loss_cls: 0.6696, loss: 0.6696, grad_norm: 5.5406, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5311, loss/aux0: 0.5311 2020-10-20 15:34:13,066 - mmaction - INFO - Epoch [90][740/792] lr: 7.500e-05, eta: 4:38:01, time: 1.038, data_time: 0.101, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9292, loss_cls: 0.7634, loss: 0.7634, grad_norm: 5.8832, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5651, loss/aux0: 0.5651 2020-10-20 15:34:15,676 - mmaction - INFO - Epoch [90][740/792] lr: 7.500e-05, eta: 4:38:03, time: 1.138, data_time: 0.102, memory: 8335, top1_acc: 0.8026, top5_acc: 0.9292, loss_cls: 0.7634, loss: 0.7634, grad_norm: 5.9085, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5607, loss/aux0: 0.5607 2020-10-20 15:34:58,249 - mmaction - INFO - Epoch [90][760/792] lr: 7.500e-05, eta: 4:37:19, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.6837, loss: 0.6837, grad_norm: 6.0010, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5683, loss/aux0: 0.5683 2020-10-20 15:35:00,555 - mmaction - INFO - Epoch [90][760/792] lr: 7.500e-05, eta: 4:37:22, time: 1.076, data_time: 0.004, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.6837, loss: 0.6837, grad_norm: 5.9385, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5574, loss/aux0: 0.5574 2020-10-20 15:35:41,485 - mmaction - INFO - Epoch [90][780/792] lr: 7.500e-05, eta: 4:36:38, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9448, loss_cls: 0.6769, loss: 0.6769, grad_norm: 5.8595, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5607, loss/aux0: 0.5607 2020-10-20 15:35:43,127 - mmaction - INFO - Epoch [90][780/792] lr: 7.500e-05, eta: 4:36:40, time: 1.076, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9448, loss_cls: 0.6769, loss: 0.6769, grad_norm: 5.8295, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5640, loss/aux0: 0.5640 2020-10-20 15:36:13,987 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-10-20 15:37:39,941 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 15:37:40,055 - mmaction - INFO - top1_acc 0.8026 top5_acc 0.9467 2020-10-20 15:37:40,056 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 15:37:40,097 - mmaction - INFO - mean_acc 0.8031 2020-10-20 15:37:40,097 - mmaction - INFO - Now best checkpoint is epoch_90.pth 2020-10-20 15:37:40,102 - mmaction - INFO - Epoch(val) [90][792] top1_acc: 0.8026, top5_acc: 0.9467, mean_class_accuracy: 0.8031 2020-10-20 15:40:39,468 - mmaction - INFO - Epoch [91][20/792] lr: 7.500e-05, eta: 4:35:28, time: 1.056, data_time: 0.099, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9422, loss_cls: 0.6932, loss: 0.6932, grad_norm: 5.7390, top1_acc/aux0: 0.8487, top5_acc/aux0: 0.9556, loss_cls/aux0: 0.5794, loss/aux0: 0.5794 2020-10-20 15:40:41,539 - mmaction - INFO - Epoch [91][20/792] lr: 7.500e-05, eta: 4:35:30, time: 1.131, data_time: 0.101, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9422, loss_cls: 0.6932, loss: 0.6932, grad_norm: 5.6601, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5658, loss/aux0: 0.5658 2020-10-20 15:41:24,561 - mmaction - INFO - Epoch [91][40/792] lr: 7.500e-05, eta: 4:34:47, time: 1.179, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9344, loss_cls: 0.7169, loss: 0.7169, grad_norm: 5.7511, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9708, loss_cls/aux0: 0.4705, loss/aux0: 0.4705 2020-10-20 15:41:25,147 - mmaction - INFO - Epoch [91][40/792] lr: 7.500e-05, eta: 4:34:49, time: 1.180, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9344, loss_cls: 0.7169, loss: 0.7169, grad_norm: 5.7458, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.4925, loss/aux0: 0.4925 2020-10-20 15:42:07,564 - mmaction - INFO - Epoch [91][60/792] lr: 7.500e-05, eta: 4:34:05, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9464, loss_cls: 0.6391, loss: 0.6391, grad_norm: 5.6990, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5462, loss/aux0: 0.5462 2020-10-20 15:42:08,210 - mmaction - INFO - Epoch [91][60/792] lr: 7.500e-05, eta: 4:34:08, time: 1.115, data_time: 0.004, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9464, loss_cls: 0.6391, loss: 0.6391, grad_norm: 5.7598, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5405, loss/aux0: 0.5405 2020-10-20 15:42:48,268 - mmaction - INFO - Epoch [91][80/792] lr: 7.500e-05, eta: 4:33:23, time: 1.055, data_time: 0.104, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9391, loss_cls: 0.7082, loss: 0.7082, grad_norm: 5.7022, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5871, loss/aux0: 0.5871 2020-10-20 15:42:49,162 - mmaction - INFO - Epoch [91][80/792] lr: 7.500e-05, eta: 4:33:26, time: 1.041, data_time: 0.089, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9391, loss_cls: 0.7082, loss: 0.7082, grad_norm: 5.7025, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5821, loss/aux0: 0.5821 2020-10-20 15:43:32,791 - mmaction - INFO - Epoch [91][100/792] lr: 7.500e-05, eta: 4:32:42, time: 1.143, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9448, loss_cls: 0.6858, loss: 0.6858, grad_norm: 5.6284, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5285, loss/aux0: 0.5285 2020-10-20 15:43:33,393 - mmaction - INFO - Epoch [91][100/792] lr: 7.500e-05, eta: 4:32:44, time: 1.146, data_time: 0.004, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9448, loss_cls: 0.6858, loss: 0.6858, grad_norm: 5.6836, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5404, loss/aux0: 0.5404 2020-10-20 15:44:14,474 - mmaction - INFO - Epoch [91][120/792] lr: 7.500e-05, eta: 4:32:00, time: 1.079, data_time: 0.055, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9302, loss_cls: 0.7452, loss: 0.7452, grad_norm: 5.8096, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5581, loss/aux0: 0.5581 2020-10-20 15:44:15,086 - mmaction - INFO - Epoch [91][120/792] lr: 7.500e-05, eta: 4:32:03, time: 1.083, data_time: 0.059, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9302, loss_cls: 0.7452, loss: 0.7452, grad_norm: 5.8443, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5500, loss/aux0: 0.5500 2020-10-20 15:44:55,937 - mmaction - INFO - Epoch [91][140/792] lr: 7.500e-05, eta: 4:31:19, time: 1.056, data_time: 0.000, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9344, loss_cls: 0.7549, loss: 0.7549, grad_norm: 5.8032, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5316, loss/aux0: 0.5316 2020-10-20 15:44:58,417 - mmaction - INFO - Epoch [91][140/792] lr: 7.500e-05, eta: 4:31:21, time: 1.023, data_time: 0.002, memory: 8335, top1_acc: 0.7979, top5_acc: 0.9344, loss_cls: 0.7549, loss: 0.7549, grad_norm: 5.8324, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5317, loss/aux0: 0.5317 2020-10-20 15:45:38,901 - mmaction - INFO - Epoch [91][160/792] lr: 7.500e-05, eta: 4:30:37, time: 1.042, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9427, loss_cls: 0.6806, loss: 0.6806, grad_norm: 5.8166, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5636, loss/aux0: 0.5636 2020-10-20 15:45:42,001 - mmaction - INFO - Epoch [91][160/792] lr: 7.500e-05, eta: 4:30:39, time: 1.053, data_time: 0.003, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9427, loss_cls: 0.6806, loss: 0.6806, grad_norm: 5.8080, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5644, loss/aux0: 0.5644 2020-10-20 15:46:24,067 - mmaction - INFO - Epoch [91][180/792] lr: 7.500e-05, eta: 4:29:55, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9437, loss_cls: 0.6728, loss: 0.6728, grad_norm: 5.6992, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5572, loss/aux0: 0.5572 2020-10-20 15:46:26,903 - mmaction - INFO - Epoch [91][180/792] lr: 7.500e-05, eta: 4:29:57, time: 1.106, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9437, loss_cls: 0.6728, loss: 0.6728, grad_norm: 5.6665, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5519, loss/aux0: 0.5519 2020-10-20 15:47:06,058 - mmaction - INFO - Epoch [91][200/792] lr: 7.500e-05, eta: 4:29:13, time: 1.087, data_time: 0.009, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9349, loss_cls: 0.7340, loss: 0.7340, grad_norm: 5.7413, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5287, loss/aux0: 0.5287 2020-10-20 15:47:07,688 - mmaction - INFO - Epoch [91][200/792] lr: 7.500e-05, eta: 4:29:15, time: 1.027, data_time: 0.062, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9349, loss_cls: 0.7340, loss: 0.7340, grad_norm: 5.6916, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5220, loss/aux0: 0.5220 2020-10-20 15:47:47,845 - mmaction - INFO - Epoch [91][220/792] lr: 7.500e-05, eta: 4:28:31, time: 0.984, data_time: 0.048, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9443, loss_cls: 0.6713, loss: 0.6713, grad_norm: 5.7791, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5660, loss/aux0: 0.5660 2020-10-20 15:47:49,541 - mmaction - INFO - Epoch [91][220/792] lr: 7.500e-05, eta: 4:28:33, time: 1.040, data_time: 0.106, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9443, loss_cls: 0.6713, loss: 0.6713, grad_norm: 5.7404, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5700, loss/aux0: 0.5700 2020-10-20 15:48:30,839 - mmaction - INFO - Epoch [91][240/792] lr: 7.500e-05, eta: 4:27:49, time: 1.038, data_time: 0.025, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9380, loss_cls: 0.6972, loss: 0.6972, grad_norm: 5.7314, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5854, loss/aux0: 0.5854 2020-10-20 15:48:32,070 - mmaction - INFO - Epoch [91][240/792] lr: 7.500e-05, eta: 4:27:52, time: 1.025, data_time: 0.026, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9380, loss_cls: 0.6972, loss: 0.6972, grad_norm: 5.6697, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5863, loss/aux0: 0.5863 2020-10-20 15:49:14,041 - mmaction - INFO - Epoch [91][260/792] lr: 7.500e-05, eta: 4:27:07, time: 1.019, data_time: 0.066, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9312, loss_cls: 0.7444, loss: 0.7444, grad_norm: 5.9836, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9687, loss_cls/aux0: 0.5417, loss/aux0: 0.5417 2020-10-20 15:49:14,619 - mmaction - INFO - Epoch [91][260/792] lr: 7.500e-05, eta: 4:27:10, time: 1.020, data_time: 0.068, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9312, loss_cls: 0.7444, loss: 0.7444, grad_norm: 6.0824, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5476, loss/aux0: 0.5476 2020-10-20 15:49:57,494 - mmaction - INFO - Epoch [91][280/792] lr: 7.500e-05, eta: 4:26:26, time: 1.165, data_time: 0.378, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9438, loss_cls: 0.6745, loss: 0.6745, grad_norm: 5.5152, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5388, loss/aux0: 0.5388 2020-10-20 15:49:58,102 - mmaction - INFO - Epoch [91][280/792] lr: 7.500e-05, eta: 4:26:28, time: 1.085, data_time: 0.380, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9438, loss_cls: 0.6745, loss: 0.6745, grad_norm: 5.5802, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5376, loss/aux0: 0.5376 2020-10-20 15:50:38,167 - mmaction - INFO - Epoch [91][300/792] lr: 7.500e-05, eta: 4:25:44, time: 1.083, data_time: 0.107, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9349, loss_cls: 0.7330, loss: 0.7330, grad_norm: 6.0122, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9469, loss_cls/aux0: 0.6064, loss/aux0: 0.6064 2020-10-20 15:50:39,453 - mmaction - INFO - Epoch [91][300/792] lr: 7.500e-05, eta: 4:25:46, time: 1.091, data_time: 0.111, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9349, loss_cls: 0.7330, loss: 0.7330, grad_norm: 5.9825, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9479, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-20 15:51:22,174 - mmaction - INFO - Epoch [91][320/792] lr: 7.500e-05, eta: 4:25:02, time: 1.103, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9313, loss_cls: 0.7277, loss: 0.7277, grad_norm: 5.7142, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5617, loss/aux0: 0.5617 2020-10-20 15:51:24,847 - mmaction - INFO - Epoch [91][320/792] lr: 7.500e-05, eta: 4:25:05, time: 1.153, data_time: 0.002, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9313, loss_cls: 0.7277, loss: 0.7277, grad_norm: 5.7756, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5670, loss/aux0: 0.5670 2020-10-20 15:52:05,902 - mmaction - INFO - Epoch [91][340/792] lr: 7.500e-05, eta: 4:24:21, time: 1.122, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9448, loss_cls: 0.6849, loss: 0.6849, grad_norm: 6.0019, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5494, loss/aux0: 0.5494 2020-10-20 15:52:07,010 - mmaction - INFO - Epoch [91][340/792] lr: 7.500e-05, eta: 4:24:23, time: 1.121, data_time: 0.004, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9448, loss_cls: 0.6849, loss: 0.6849, grad_norm: 5.9481, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5462, loss/aux0: 0.5462 2020-10-20 15:52:46,285 - mmaction - INFO - Epoch [91][360/792] lr: 7.500e-05, eta: 4:23:39, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9453, loss_cls: 0.6647, loss: 0.6647, grad_norm: 5.9008, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5445, loss/aux0: 0.5445 2020-10-20 15:52:48,896 - mmaction - INFO - Epoch [91][360/792] lr: 7.500e-05, eta: 4:23:42, time: 1.083, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9453, loss_cls: 0.6647, loss: 0.6647, grad_norm: 5.8212, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5426, loss/aux0: 0.5426 2020-10-20 15:53:28,019 - mmaction - INFO - Epoch [91][380/792] lr: 7.500e-05, eta: 4:22:57, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9453, loss_cls: 0.6503, loss: 0.6503, grad_norm: 5.3506, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5237, loss/aux0: 0.5237 2020-10-20 15:53:30,230 - mmaction - INFO - Epoch [91][380/792] lr: 7.500e-05, eta: 4:23:00, time: 1.029, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9453, loss_cls: 0.6503, loss: 0.6503, grad_norm: 5.4334, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5245, loss/aux0: 0.5245 2020-10-20 15:54:10,817 - mmaction - INFO - Epoch [91][400/792] lr: 7.500e-05, eta: 4:22:16, time: 1.088, data_time: 0.110, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9380, loss_cls: 0.7472, loss: 0.7472, grad_norm: 5.9944, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9693, loss_cls/aux0: 0.5408, loss/aux0: 0.5408 2020-10-20 15:54:11,702 - mmaction - INFO - Epoch [91][400/792] lr: 7.500e-05, eta: 4:22:18, time: 1.055, data_time: 0.111, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9380, loss_cls: 0.7472, loss: 0.7472, grad_norm: 6.0623, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9687, loss_cls/aux0: 0.5477, loss/aux0: 0.5477 2020-10-20 15:54:52,578 - mmaction - INFO - Epoch [91][420/792] lr: 7.500e-05, eta: 4:21:34, time: 0.976, data_time: 0.043, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9385, loss_cls: 0.6861, loss: 0.6861, grad_norm: 5.7107, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5539, loss/aux0: 0.5539 2020-10-20 15:54:53,163 - mmaction - INFO - Epoch [91][420/792] lr: 7.500e-05, eta: 4:21:36, time: 0.976, data_time: 0.045, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9385, loss_cls: 0.6861, loss: 0.6861, grad_norm: 5.6649, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5451, loss/aux0: 0.5451 2020-10-20 15:55:38,017 - mmaction - INFO - Epoch [91][440/792] lr: 7.500e-05, eta: 4:20:52, time: 1.144, data_time: 0.000, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9359, loss_cls: 0.7517, loss: 0.7517, grad_norm: 5.7032, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5221, loss/aux0: 0.5221 2020-10-20 15:55:38,638 - mmaction - INFO - Epoch [91][440/792] lr: 7.500e-05, eta: 4:20:54, time: 1.146, data_time: 0.003, memory: 8335, top1_acc: 0.7953, top5_acc: 0.9359, loss_cls: 0.7517, loss: 0.7517, grad_norm: 5.6235, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5260, loss/aux0: 0.5260 2020-10-20 15:56:20,143 - mmaction - INFO - Epoch [91][460/792] lr: 7.500e-05, eta: 4:20:10, time: 1.021, data_time: 0.000, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9521, loss_cls: 0.6596, loss: 0.6596, grad_norm: 5.8430, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5524, loss/aux0: 0.5524 2020-10-20 15:56:20,726 - mmaction - INFO - Epoch [91][460/792] lr: 7.500e-05, eta: 4:20:12, time: 1.022, data_time: 0.003, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9521, loss_cls: 0.6596, loss: 0.6596, grad_norm: 5.8061, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5502, loss/aux0: 0.5502 2020-10-20 15:57:00,684 - mmaction - INFO - Epoch [91][480/792] lr: 7.500e-05, eta: 4:19:28, time: 0.999, data_time: 0.053, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9391, loss_cls: 0.6947, loss: 0.6947, grad_norm: 5.7895, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5760, loss/aux0: 0.5760 2020-10-20 15:57:03,245 - mmaction - INFO - Epoch [91][480/792] lr: 7.500e-05, eta: 4:19:30, time: 1.073, data_time: 0.152, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9391, loss_cls: 0.6947, loss: 0.6947, grad_norm: 5.7874, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5795, loss/aux0: 0.5795 2020-10-20 15:57:44,260 - mmaction - INFO - Epoch [91][500/792] lr: 7.500e-05, eta: 4:18:46, time: 1.043, data_time: 0.207, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9453, loss_cls: 0.6651, loss: 0.6651, grad_norm: 5.5917, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5577, loss/aux0: 0.5577 2020-10-20 15:57:47,873 - mmaction - INFO - Epoch [91][500/792] lr: 7.500e-05, eta: 4:18:49, time: 1.094, data_time: 0.191, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9453, loss_cls: 0.6651, loss: 0.6651, grad_norm: 5.6257, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5635, loss/aux0: 0.5635 2020-10-20 15:58:28,701 - mmaction - INFO - Epoch [91][520/792] lr: 7.500e-05, eta: 4:18:05, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9349, loss_cls: 0.7222, loss: 0.7222, grad_norm: 5.6745, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5394, loss/aux0: 0.5394 2020-10-20 15:58:30,137 - mmaction - INFO - Epoch [91][520/792] lr: 7.500e-05, eta: 4:18:07, time: 1.035, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9349, loss_cls: 0.7222, loss: 0.7222, grad_norm: 5.6930, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5277, loss/aux0: 0.5277 2020-10-20 15:59:09,594 - mmaction - INFO - Epoch [91][540/792] lr: 7.500e-05, eta: 4:17:23, time: 1.095, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9328, loss_cls: 0.7782, loss: 0.7782, grad_norm: 5.7381, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5474, loss/aux0: 0.5474 2020-10-20 15:59:10,211 - mmaction - INFO - Epoch [91][540/792] lr: 7.500e-05, eta: 4:17:25, time: 1.029, data_time: 0.004, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9328, loss_cls: 0.7782, loss: 0.7782, grad_norm: 5.6862, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5456, loss/aux0: 0.5456 2020-10-20 15:59:53,907 - mmaction - INFO - Epoch [91][560/792] lr: 7.500e-05, eta: 4:16:41, time: 1.075, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9427, loss_cls: 0.6626, loss: 0.6626, grad_norm: 5.8145, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5570, loss/aux0: 0.5570 2020-10-20 15:59:54,533 - mmaction - INFO - Epoch [91][560/792] lr: 7.500e-05, eta: 4:16:43, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9427, loss_cls: 0.6626, loss: 0.6626, grad_norm: 5.8018, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5629, loss/aux0: 0.5629 2020-10-20 16:00:39,142 - mmaction - INFO - Epoch [91][580/792] lr: 7.500e-05, eta: 4:15:59, time: 1.075, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9359, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.5883, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5033, loss/aux0: 0.5033 2020-10-20 16:00:39,754 - mmaction - INFO - Epoch [91][580/792] lr: 7.500e-05, eta: 4:16:02, time: 1.077, data_time: 0.002, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9359, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.6741, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5152, loss/aux0: 0.5152 2020-10-20 16:01:22,831 - mmaction - INFO - Epoch [91][600/792] lr: 7.500e-05, eta: 4:15:18, time: 1.109, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9411, loss_cls: 0.6828, loss: 0.6828, grad_norm: 5.6811, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5737, loss/aux0: 0.5737 2020-10-20 16:01:23,440 - mmaction - INFO - Epoch [91][600/792] lr: 7.500e-05, eta: 4:15:20, time: 1.112, data_time: 0.004, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9411, loss_cls: 0.6828, loss: 0.6828, grad_norm: 5.7534, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5739, loss/aux0: 0.5739 2020-10-20 16:02:04,347 - mmaction - INFO - Epoch [91][620/792] lr: 7.500e-05, eta: 4:14:36, time: 1.088, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9427, loss_cls: 0.6838, loss: 0.6838, grad_norm: 5.7685, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5466, loss/aux0: 0.5466 2020-10-20 16:02:06,179 - mmaction - INFO - Epoch [91][620/792] lr: 7.500e-05, eta: 4:14:38, time: 1.121, data_time: 0.001, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9427, loss_cls: 0.6838, loss: 0.6838, grad_norm: 5.7939, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5406, loss/aux0: 0.5406 2020-10-20 16:02:48,181 - mmaction - INFO - Epoch [91][640/792] lr: 7.500e-05, eta: 4:13:54, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9437, loss_cls: 0.6902, loss: 0.6902, grad_norm: 5.8505, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5441, loss/aux0: 0.5441 2020-10-20 16:02:51,612 - mmaction - INFO - Epoch [91][640/792] lr: 7.500e-05, eta: 4:13:57, time: 1.160, data_time: 0.003, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9437, loss_cls: 0.6902, loss: 0.6902, grad_norm: 5.8287, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5404, loss/aux0: 0.5404 2020-10-20 16:03:32,618 - mmaction - INFO - Epoch [91][660/792] lr: 7.500e-05, eta: 4:13:13, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9359, loss_cls: 0.7549, loss: 0.7549, grad_norm: 6.0539, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5727, loss/aux0: 0.5727 2020-10-20 16:03:34,902 - mmaction - INFO - Epoch [91][660/792] lr: 7.500e-05, eta: 4:13:15, time: 0.960, data_time: 0.003, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9359, loss_cls: 0.7549, loss: 0.7549, grad_norm: 6.0934, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5709, loss/aux0: 0.5709 2020-10-20 16:04:16,247 - mmaction - INFO - Epoch [91][680/792] lr: 7.500e-05, eta: 4:12:31, time: 1.004, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9427, loss_cls: 0.7017, loss: 0.7017, grad_norm: 5.7415, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5619, loss/aux0: 0.5619 2020-10-20 16:04:17,031 - mmaction - INFO - Epoch [91][680/792] lr: 7.500e-05, eta: 4:12:33, time: 1.013, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9427, loss_cls: 0.7017, loss: 0.7017, grad_norm: 5.6290, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5649, loss/aux0: 0.5649 2020-10-20 16:04:59,451 - mmaction - INFO - Epoch [91][700/792] lr: 7.500e-05, eta: 4:11:49, time: 1.039, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9406, loss_cls: 0.7352, loss: 0.7352, grad_norm: 5.9130, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5429, loss/aux0: 0.5429 2020-10-20 16:05:00,869 - mmaction - INFO - Epoch [91][700/792] lr: 7.500e-05, eta: 4:11:51, time: 0.981, data_time: 0.003, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9406, loss_cls: 0.7352, loss: 0.7352, grad_norm: 5.9905, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5489, loss/aux0: 0.5489 2020-10-20 16:05:41,844 - mmaction - INFO - Epoch [91][720/792] lr: 7.500e-05, eta: 4:11:07, time: 1.112, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9307, loss_cls: 0.7275, loss: 0.7275, grad_norm: 5.7346, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5521, loss/aux0: 0.5521 2020-10-20 16:05:44,391 - mmaction - INFO - Epoch [91][720/792] lr: 7.500e-05, eta: 4:11:09, time: 1.136, data_time: 0.003, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9307, loss_cls: 0.7275, loss: 0.7275, grad_norm: 5.6985, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5378, loss/aux0: 0.5378 2020-10-20 16:06:26,157 - mmaction - INFO - Epoch [91][740/792] lr: 7.500e-05, eta: 4:10:25, time: 1.156, data_time: 0.000, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9344, loss_cls: 0.7483, loss: 0.7483, grad_norm: 6.0309, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5443, loss/aux0: 0.5443 2020-10-20 16:06:26,756 - mmaction - INFO - Epoch [91][740/792] lr: 7.500e-05, eta: 4:10:28, time: 1.092, data_time: 0.002, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9344, loss_cls: 0.7483, loss: 0.7483, grad_norm: 6.0370, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5518, loss/aux0: 0.5518 2020-10-20 16:07:08,980 - mmaction - INFO - Epoch [91][760/792] lr: 7.500e-05, eta: 4:09:44, time: 1.095, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9401, loss_cls: 0.7119, loss: 0.7119, grad_norm: 5.8243, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5264, loss/aux0: 0.5264 2020-10-20 16:07:09,602 - mmaction - INFO - Epoch [91][760/792] lr: 7.500e-05, eta: 4:09:46, time: 1.068, data_time: 0.004, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9401, loss_cls: 0.7119, loss: 0.7119, grad_norm: 5.8475, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5254, loss/aux0: 0.5254 2020-10-20 16:07:51,855 - mmaction - INFO - Epoch [91][780/792] lr: 7.500e-05, eta: 4:09:02, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9349, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.8746, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5528, loss/aux0: 0.5528 2020-10-20 16:07:52,464 - mmaction - INFO - Epoch [91][780/792] lr: 7.500e-05, eta: 4:09:04, time: 1.073, data_time: 0.003, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9349, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.9194, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5575, loss/aux0: 0.5575 2020-10-20 16:08:18,653 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-10-20 16:11:31,153 - mmaction - INFO - Epoch [92][20/792] lr: 7.500e-05, eta: 4:07:53, time: 1.100, data_time: 0.417, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9344, loss_cls: 0.6888, loss: 0.6888, grad_norm: 5.8569, top1_acc/aux0: 0.8520, top5_acc/aux0: 0.9561, loss_cls/aux0: 0.5853, loss/aux0: 0.5853 2020-10-20 16:11:31,899 - mmaction - INFO - Epoch [92][20/792] lr: 7.500e-05, eta: 4:07:55, time: 1.109, data_time: 0.426, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9344, loss_cls: 0.6888, loss: 0.6888, grad_norm: 5.9684, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5862, loss/aux0: 0.5862 2020-10-20 16:12:15,500 - mmaction - INFO - Epoch [92][40/792] lr: 7.500e-05, eta: 4:07:11, time: 1.138, data_time: 0.046, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9437, loss_cls: 0.7295, loss: 0.7295, grad_norm: 5.7003, top1_acc/aux0: 0.8563, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5233, loss/aux0: 0.5233 2020-10-20 16:12:16,121 - mmaction - INFO - Epoch [92][40/792] lr: 7.500e-05, eta: 4:07:13, time: 1.043, data_time: 0.048, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9437, loss_cls: 0.7295, loss: 0.7295, grad_norm: 5.6850, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5204, loss/aux0: 0.5204 2020-10-20 16:12:58,633 - mmaction - INFO - Epoch [92][60/792] lr: 7.500e-05, eta: 4:06:29, time: 1.104, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.7580, loss: 0.7580, grad_norm: 5.8439, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5703, loss/aux0: 0.5703 2020-10-20 16:12:59,212 - mmaction - INFO - Epoch [92][60/792] lr: 7.500e-05, eta: 4:06:32, time: 1.102, data_time: 0.001, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.7580, loss: 0.7580, grad_norm: 5.8956, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5715, loss/aux0: 0.5715 2020-10-20 16:13:39,886 - mmaction - INFO - Epoch [92][80/792] lr: 7.500e-05, eta: 4:05:48, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9333, loss_cls: 0.7058, loss: 0.7058, grad_norm: 5.6140, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5197, loss/aux0: 0.5197 2020-10-20 16:13:43,430 - mmaction - INFO - Epoch [92][80/792] lr: 7.500e-05, eta: 4:05:50, time: 1.078, data_time: 0.001, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9333, loss_cls: 0.7058, loss: 0.7058, grad_norm: 5.6847, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5322, loss/aux0: 0.5322 2020-10-20 16:14:25,715 - mmaction - INFO - Epoch [92][100/792] lr: 7.500e-05, eta: 4:05:06, time: 1.100, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9370, loss_cls: 0.6967, loss: 0.6967, grad_norm: 5.9920, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5620, loss/aux0: 0.5620 2020-10-20 16:14:29,548 - mmaction - INFO - Epoch [92][100/792] lr: 7.500e-05, eta: 4:05:08, time: 1.165, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9370, loss_cls: 0.6967, loss: 0.6967, grad_norm: 6.0159, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5523, loss/aux0: 0.5523 2020-10-20 16:15:10,048 - mmaction - INFO - Epoch [92][120/792] lr: 7.500e-05, eta: 4:04:25, time: 1.138, data_time: 0.000, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9312, loss_cls: 0.7717, loss: 0.7717, grad_norm: 5.9220, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5442, loss/aux0: 0.5442 2020-10-20 16:15:11,781 - mmaction - INFO - Epoch [92][120/792] lr: 7.500e-05, eta: 4:04:27, time: 1.072, data_time: 0.002, memory: 8335, top1_acc: 0.7948, top5_acc: 0.9312, loss_cls: 0.7717, loss: 0.7717, grad_norm: 5.9220, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5467, loss/aux0: 0.5467 2020-10-20 16:15:52,394 - mmaction - INFO - Epoch [92][140/792] lr: 7.500e-05, eta: 4:03:43, time: 1.084, data_time: 0.238, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9422, loss_cls: 0.7103, loss: 0.7103, grad_norm: 5.9083, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5443, loss/aux0: 0.5443 2020-10-20 16:15:54,405 - mmaction - INFO - Epoch [92][140/792] lr: 7.500e-05, eta: 4:03:45, time: 1.062, data_time: 0.291, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9422, loss_cls: 0.7103, loss: 0.7103, grad_norm: 5.9790, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5349, loss/aux0: 0.5349 2020-10-20 16:16:33,865 - mmaction - INFO - Epoch [92][160/792] lr: 7.500e-05, eta: 4:03:01, time: 1.031, data_time: 0.021, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9417, loss_cls: 0.6941, loss: 0.6941, grad_norm: 5.5915, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5190, loss/aux0: 0.5190 2020-10-20 16:16:35,712 - mmaction - INFO - Epoch [92][160/792] lr: 7.500e-05, eta: 4:03:03, time: 1.000, data_time: 0.041, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9417, loss_cls: 0.6941, loss: 0.6941, grad_norm: 5.6317, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5170, loss/aux0: 0.5170 2020-10-20 16:17:16,665 - mmaction - INFO - Epoch [92][180/792] lr: 7.500e-05, eta: 4:02:19, time: 1.058, data_time: 0.379, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9401, loss_cls: 0.7177, loss: 0.7177, grad_norm: 6.1195, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5298, loss/aux0: 0.5298 2020-10-20 16:17:19,120 - mmaction - INFO - Epoch [92][180/792] lr: 7.500e-05, eta: 4:02:21, time: 1.081, data_time: 0.399, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9401, loss_cls: 0.7177, loss: 0.7177, grad_norm: 6.1504, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5342, loss/aux0: 0.5342 2020-10-20 16:17:58,900 - mmaction - INFO - Epoch [92][200/792] lr: 7.500e-05, eta: 4:01:37, time: 1.103, data_time: 0.093, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9354, loss_cls: 0.7425, loss: 0.7425, grad_norm: 5.7531, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5826, loss/aux0: 0.5826 2020-10-20 16:17:59,867 - mmaction - INFO - Epoch [92][200/792] lr: 7.500e-05, eta: 4:01:39, time: 1.068, data_time: 0.090, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9354, loss_cls: 0.7425, loss: 0.7425, grad_norm: 5.8205, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5819, loss/aux0: 0.5819 2020-10-20 16:18:41,758 - mmaction - INFO - Epoch [92][220/792] lr: 7.500e-05, eta: 4:00:55, time: 0.982, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9281, loss_cls: 0.7404, loss: 0.7404, grad_norm: 5.7151, top1_acc/aux0: 0.8714, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.4890, loss/aux0: 0.4890 2020-10-20 16:18:45,599 - mmaction - INFO - Epoch [92][220/792] lr: 7.500e-05, eta: 4:00:58, time: 1.144, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9281, loss_cls: 0.7404, loss: 0.7404, grad_norm: 5.7901, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5028, loss/aux0: 0.5028 2020-10-20 16:19:24,548 - mmaction - INFO - Epoch [92][240/792] lr: 7.500e-05, eta: 4:00:14, time: 1.075, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9333, loss_cls: 0.7304, loss: 0.7304, grad_norm: 5.8232, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5846, loss/aux0: 0.5846 2020-10-20 16:19:25,142 - mmaction - INFO - Epoch [92][240/792] lr: 7.500e-05, eta: 4:00:16, time: 0.975, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9333, loss_cls: 0.7304, loss: 0.7304, grad_norm: 5.8156, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5746, loss/aux0: 0.5746 2020-10-20 16:20:06,552 - mmaction - INFO - Epoch [92][260/792] lr: 7.500e-05, eta: 3:59:32, time: 1.044, data_time: 0.240, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9307, loss_cls: 0.7095, loss: 0.7095, grad_norm: 6.1023, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5701, loss/aux0: 0.5701 2020-10-20 16:20:07,611 - mmaction - INFO - Epoch [92][260/792] lr: 7.500e-05, eta: 3:59:34, time: 0.998, data_time: 0.174, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9307, loss_cls: 0.7095, loss: 0.7095, grad_norm: 6.1220, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5575, loss/aux0: 0.5575 2020-10-20 16:20:52,996 - mmaction - INFO - Epoch [92][280/792] lr: 7.500e-05, eta: 3:58:50, time: 1.145, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9312, loss_cls: 0.7285, loss: 0.7285, grad_norm: 5.9070, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5296, loss/aux0: 0.5296 2020-10-20 16:20:53,604 - mmaction - INFO - Epoch [92][280/792] lr: 7.500e-05, eta: 3:58:52, time: 1.146, data_time: 0.003, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9312, loss_cls: 0.7285, loss: 0.7285, grad_norm: 5.8359, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5304, loss/aux0: 0.5304 2020-10-20 16:21:34,799 - mmaction - INFO - Epoch [92][300/792] lr: 7.500e-05, eta: 3:58:08, time: 1.062, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.6838, loss: 0.6838, grad_norm: 5.5773, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5478, loss/aux0: 0.5478 2020-10-20 16:21:35,471 - mmaction - INFO - Epoch [92][300/792] lr: 7.500e-05, eta: 3:58:11, time: 1.066, data_time: 0.006, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.6838, loss: 0.6838, grad_norm: 5.5850, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5537, loss/aux0: 0.5537 2020-10-20 16:22:16,227 - mmaction - INFO - Epoch [92][320/792] lr: 7.500e-05, eta: 3:57:27, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.6916, loss: 0.6916, grad_norm: 5.9044, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5671, loss/aux0: 0.5671 2020-10-20 16:22:19,971 - mmaction - INFO - Epoch [92][320/792] lr: 7.500e-05, eta: 3:57:29, time: 1.198, data_time: 0.004, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.6916, loss: 0.6916, grad_norm: 5.9413, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5754, loss/aux0: 0.5754 2020-10-20 16:22:58,250 - mmaction - INFO - Epoch [92][340/792] lr: 7.500e-05, eta: 3:56:45, time: 1.044, data_time: 0.125, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9438, loss_cls: 0.7008, loss: 0.7008, grad_norm: 6.0790, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5715, loss/aux0: 0.5715 2020-10-20 16:23:01,210 - mmaction - INFO - Epoch [92][340/792] lr: 7.500e-05, eta: 3:56:47, time: 1.083, data_time: 0.243, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9438, loss_cls: 0.7008, loss: 0.7008, grad_norm: 6.0565, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5580, loss/aux0: 0.5580 2020-10-20 16:23:40,162 - mmaction - INFO - Epoch [92][360/792] lr: 7.500e-05, eta: 3:56:03, time: 0.972, data_time: 0.044, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9490, loss_cls: 0.6940, loss: 0.6940, grad_norm: 5.7001, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5203, loss/aux0: 0.5203 2020-10-20 16:23:41,073 - mmaction - INFO - Epoch [92][360/792] lr: 7.500e-05, eta: 3:56:05, time: 0.986, data_time: 0.059, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9490, loss_cls: 0.6940, loss: 0.6940, grad_norm: 5.7072, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5329, loss/aux0: 0.5329 2020-10-20 16:24:23,320 - mmaction - INFO - Epoch [92][380/792] lr: 7.500e-05, eta: 3:55:21, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9396, loss_cls: 0.7216, loss: 0.7216, grad_norm: 6.0024, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5703, loss/aux0: 0.5703 2020-10-20 16:24:24,355 - mmaction - INFO - Epoch [92][380/792] lr: 7.500e-05, eta: 3:55:23, time: 1.053, data_time: 0.002, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9396, loss_cls: 0.7216, loss: 0.7216, grad_norm: 5.9454, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5640, loss/aux0: 0.5640 2020-10-20 16:25:06,911 - mmaction - INFO - Epoch [92][400/792] lr: 7.500e-05, eta: 3:54:40, time: 1.107, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9286, loss_cls: 0.7711, loss: 0.7711, grad_norm: 5.6710, top1_acc/aux0: 0.8755, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.4981, loss/aux0: 0.4981 2020-10-20 16:25:08,228 - mmaction - INFO - Epoch [92][400/792] lr: 7.500e-05, eta: 3:54:42, time: 1.099, data_time: 0.003, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9286, loss_cls: 0.7711, loss: 0.7711, grad_norm: 5.7064, top1_acc/aux0: 0.8719, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5104, loss/aux0: 0.5104 2020-10-20 16:25:50,938 - mmaction - INFO - Epoch [92][420/792] lr: 7.500e-05, eta: 3:53:58, time: 1.160, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9432, loss_cls: 0.6772, loss: 0.6772, grad_norm: 5.9926, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5868, loss/aux0: 0.5868 2020-10-20 16:25:52,485 - mmaction - INFO - Epoch [92][420/792] lr: 7.500e-05, eta: 3:54:00, time: 1.114, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9432, loss_cls: 0.6772, loss: 0.6772, grad_norm: 6.0146, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5780, loss/aux0: 0.5780 2020-10-20 16:26:32,731 - mmaction - INFO - Epoch [92][440/792] lr: 7.500e-05, eta: 3:53:16, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.6797, loss: 0.6797, grad_norm: 5.6417, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5763, loss/aux0: 0.5763 2020-10-20 16:26:33,527 - mmaction - INFO - Epoch [92][440/792] lr: 7.500e-05, eta: 3:53:18, time: 1.008, data_time: 0.003, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9375, loss_cls: 0.6797, loss: 0.6797, grad_norm: 5.6894, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5799, loss/aux0: 0.5799 2020-10-20 16:27:14,473 - mmaction - INFO - Epoch [92][460/792] lr: 7.500e-05, eta: 3:52:34, time: 1.064, data_time: 0.029, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9474, loss_cls: 0.6593, loss: 0.6593, grad_norm: 5.6643, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5428, loss/aux0: 0.5428 2020-10-20 16:27:15,112 - mmaction - INFO - Epoch [92][460/792] lr: 7.500e-05, eta: 3:52:36, time: 1.069, data_time: 0.032, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9474, loss_cls: 0.6593, loss: 0.6593, grad_norm: 5.7423, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5407, loss/aux0: 0.5407 2020-10-20 16:27:56,372 - mmaction - INFO - Epoch [92][480/792] lr: 7.500e-05, eta: 3:51:52, time: 1.026, data_time: 0.000, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9396, loss_cls: 0.6434, loss: 0.6434, grad_norm: 5.5109, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5248, loss/aux0: 0.5248 2020-10-20 16:27:56,956 - mmaction - INFO - Epoch [92][480/792] lr: 7.500e-05, eta: 3:51:54, time: 1.019, data_time: 0.002, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9396, loss_cls: 0.6434, loss: 0.6434, grad_norm: 5.6219, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5193, loss/aux0: 0.5193 2020-10-20 16:28:40,629 - mmaction - INFO - Epoch [92][500/792] lr: 7.500e-05, eta: 3:51:11, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9307, loss_cls: 0.7658, loss: 0.7658, grad_norm: 5.9813, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5448, loss/aux0: 0.5448 2020-10-20 16:28:41,228 - mmaction - INFO - Epoch [92][500/792] lr: 7.500e-05, eta: 3:51:12, time: 1.011, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9307, loss_cls: 0.7658, loss: 0.7658, grad_norm: 5.8947, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5404, loss/aux0: 0.5404 2020-10-20 16:29:22,190 - mmaction - INFO - Epoch [92][520/792] lr: 7.500e-05, eta: 3:50:29, time: 1.098, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9313, loss_cls: 0.7161, loss: 0.7161, grad_norm: 5.6350, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5324, loss/aux0: 0.5324 2020-10-20 16:29:25,451 - mmaction - INFO - Epoch [92][520/792] lr: 7.500e-05, eta: 3:50:31, time: 1.136, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9313, loss_cls: 0.7161, loss: 0.7161, grad_norm: 5.6745, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5423, loss/aux0: 0.5423 2020-10-20 16:30:04,581 - mmaction - INFO - Epoch [92][540/792] lr: 7.500e-05, eta: 3:49:47, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9432, loss_cls: 0.6644, loss: 0.6644, grad_norm: 5.6375, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5183, loss/aux0: 0.5183 2020-10-20 16:30:07,108 - mmaction - INFO - Epoch [92][540/792] lr: 7.500e-05, eta: 3:49:49, time: 1.107, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9432, loss_cls: 0.6644, loss: 0.6644, grad_norm: 5.5907, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5149, loss/aux0: 0.5149 2020-10-20 16:30:49,711 - mmaction - INFO - Epoch [92][560/792] lr: 7.500e-05, eta: 3:49:06, time: 1.102, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9365, loss_cls: 0.7245, loss: 0.7245, grad_norm: 5.8888, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5479, loss/aux0: 0.5479 2020-10-20 16:30:52,489 - mmaction - INFO - Epoch [92][560/792] lr: 7.500e-05, eta: 3:49:08, time: 1.111, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9365, loss_cls: 0.7245, loss: 0.7245, grad_norm: 5.9098, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5404, loss/aux0: 0.5404 2020-10-20 16:31:34,846 - mmaction - INFO - Epoch [92][580/792] lr: 7.500e-05, eta: 3:48:24, time: 1.142, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9464, loss_cls: 0.6513, loss: 0.6513, grad_norm: 5.1255, top1_acc/aux0: 0.8729, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5021, loss/aux0: 0.5021 2020-10-20 16:31:35,440 - mmaction - INFO - Epoch [92][580/792] lr: 7.500e-05, eta: 3:48:26, time: 1.083, data_time: 0.003, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9464, loss_cls: 0.6513, loss: 0.6513, grad_norm: 5.1498, top1_acc/aux0: 0.8740, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5099, loss/aux0: 0.5099 2020-10-20 16:32:16,597 - mmaction - INFO - Epoch [92][600/792] lr: 7.500e-05, eta: 3:47:42, time: 0.981, data_time: 0.340, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9312, loss_cls: 0.7701, loss: 0.7701, grad_norm: 5.9411, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5610, loss/aux0: 0.5610 2020-10-20 16:32:19,503 - mmaction - INFO - Epoch [92][600/792] lr: 7.500e-05, eta: 3:47:44, time: 1.097, data_time: 0.457, memory: 8335, top1_acc: 0.7974, top5_acc: 0.9312, loss_cls: 0.7701, loss: 0.7701, grad_norm: 5.9594, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5703, loss/aux0: 0.5703 2020-10-20 16:33:00,815 - mmaction - INFO - Epoch [92][620/792] lr: 7.500e-05, eta: 3:47:00, time: 1.098, data_time: 0.523, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9375, loss_cls: 0.7274, loss: 0.7274, grad_norm: 5.6585, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5427, loss/aux0: 0.5427 2020-10-20 16:33:03,356 - mmaction - INFO - Epoch [92][620/792] lr: 7.500e-05, eta: 3:47:02, time: 1.108, data_time: 0.532, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9375, loss_cls: 0.7274, loss: 0.7274, grad_norm: 5.6270, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5340, loss/aux0: 0.5340 2020-10-20 16:33:40,747 - mmaction - INFO - Epoch [92][640/792] lr: 7.500e-05, eta: 3:46:19, time: 0.998, data_time: 0.319, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9484, loss_cls: 0.6632, loss: 0.6632, grad_norm: 5.7022, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5606, loss/aux0: 0.5606 2020-10-20 16:33:44,674 - mmaction - INFO - Epoch [92][640/792] lr: 7.500e-05, eta: 3:46:21, time: 1.165, data_time: 0.320, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9484, loss_cls: 0.6632, loss: 0.6632, grad_norm: 5.7205, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5593, loss/aux0: 0.5593 2020-10-20 16:34:25,356 - mmaction - INFO - Epoch [92][660/792] lr: 7.500e-05, eta: 3:45:37, time: 1.045, data_time: 0.120, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9437, loss_cls: 0.7079, loss: 0.7079, grad_norm: 5.6440, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9688, loss_cls/aux0: 0.5283, loss/aux0: 0.5283 2020-10-20 16:34:25,952 - mmaction - INFO - Epoch [92][660/792] lr: 7.500e-05, eta: 3:45:39, time: 0.992, data_time: 0.122, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9437, loss_cls: 0.7079, loss: 0.7079, grad_norm: 5.6642, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5197, loss/aux0: 0.5197 2020-10-20 16:35:08,718 - mmaction - INFO - Epoch [92][680/792] lr: 7.500e-05, eta: 3:44:55, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9417, loss_cls: 0.7273, loss: 0.7273, grad_norm: 5.9891, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5414, loss/aux0: 0.5414 2020-10-20 16:35:10,491 - mmaction - INFO - Epoch [92][680/792] lr: 7.500e-05, eta: 3:44:57, time: 1.071, data_time: 0.003, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9417, loss_cls: 0.7273, loss: 0.7273, grad_norm: 5.9773, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5490, loss/aux0: 0.5490 2020-10-20 16:35:52,572 - mmaction - INFO - Epoch [92][700/792] lr: 7.500e-05, eta: 3:44:13, time: 1.106, data_time: 0.153, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9276, loss_cls: 0.7421, loss: 0.7421, grad_norm: 6.0367, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5604, loss/aux0: 0.5604 2020-10-20 16:35:54,240 - mmaction - INFO - Epoch [92][700/792] lr: 7.500e-05, eta: 3:44:15, time: 1.072, data_time: 0.160, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9276, loss_cls: 0.7421, loss: 0.7421, grad_norm: 6.0552, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5689, loss/aux0: 0.5689 2020-10-20 16:36:35,825 - mmaction - INFO - Epoch [92][720/792] lr: 7.500e-05, eta: 3:43:32, time: 1.161, data_time: 0.012, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9333, loss_cls: 0.7412, loss: 0.7412, grad_norm: 5.9194, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5455, loss/aux0: 0.5455 2020-10-20 16:36:38,153 - mmaction - INFO - Epoch [92][720/792] lr: 7.500e-05, eta: 3:43:34, time: 1.154, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9333, loss_cls: 0.7412, loss: 0.7412, grad_norm: 5.9426, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5423, loss/aux0: 0.5423 2020-10-20 16:37:16,209 - mmaction - INFO - Epoch [92][740/792] lr: 7.500e-05, eta: 3:42:50, time: 1.068, data_time: 0.003, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9448, loss_cls: 0.6613, loss: 0.6613, grad_norm: 5.8426, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5454, loss/aux0: 0.5454 2020-10-20 16:37:18,293 - mmaction - INFO - Epoch [92][740/792] lr: 7.500e-05, eta: 3:42:52, time: 1.092, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9448, loss_cls: 0.6613, loss: 0.6613, grad_norm: 5.9282, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5505, loss/aux0: 0.5505 2020-10-20 16:37:59,621 - mmaction - INFO - Epoch [92][760/792] lr: 7.500e-05, eta: 3:42:08, time: 1.120, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9318, loss_cls: 0.7685, loss: 0.7685, grad_norm: 5.7881, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5193, loss/aux0: 0.5193 2020-10-20 16:38:00,202 - mmaction - INFO - Epoch [92][760/792] lr: 7.500e-05, eta: 3:42:10, time: 1.029, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9318, loss_cls: 0.7685, loss: 0.7685, grad_norm: 5.7327, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5075, loss/aux0: 0.5075 2020-10-20 16:38:39,435 - mmaction - INFO - Epoch [92][780/792] lr: 7.500e-05, eta: 3:41:26, time: 0.987, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9427, loss_cls: 0.6907, loss: 0.6907, grad_norm: 5.9163, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5156, loss/aux0: 0.5156 2020-10-20 16:38:41,825 - mmaction - INFO - Epoch [92][780/792] lr: 7.500e-05, eta: 3:41:28, time: 1.031, data_time: 0.004, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9427, loss_cls: 0.6907, loss: 0.6907, grad_norm: 5.9408, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5233, loss/aux0: 0.5233 2020-10-20 16:39:11,413 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-10-20 16:42:49,196 - mmaction - INFO - Epoch [93][20/792] lr: 7.500e-05, eta: 3:40:17, time: 1.143, data_time: 0.085, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9396, loss_cls: 0.7132, loss: 0.7132, grad_norm: 6.0297, top1_acc/aux0: 0.8421, top5_acc/aux0: 0.9529, loss_cls/aux0: 0.6121, loss/aux0: 0.6121 2020-10-20 16:42:49,818 - mmaction - INFO - Epoch [93][20/792] lr: 7.500e-05, eta: 3:40:19, time: 1.145, data_time: 0.087, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9396, loss_cls: 0.7132, loss: 0.7132, grad_norm: 6.0943, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-20 16:43:31,072 - mmaction - INFO - Epoch [93][40/792] lr: 7.500e-05, eta: 3:39:36, time: 1.035, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9437, loss_cls: 0.6696, loss: 0.6696, grad_norm: 5.7954, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5392, loss/aux0: 0.5392 2020-10-20 16:43:31,677 - mmaction - INFO - Epoch [93][40/792] lr: 7.500e-05, eta: 3:39:37, time: 1.037, data_time: 0.003, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9437, loss_cls: 0.6696, loss: 0.6696, grad_norm: 5.7629, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5330, loss/aux0: 0.5330 2020-10-20 16:44:14,161 - mmaction - INFO - Epoch [93][60/792] lr: 7.500e-05, eta: 3:38:54, time: 1.067, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9385, loss_cls: 0.6674, loss: 0.6674, grad_norm: 5.6534, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5830, loss/aux0: 0.5830 2020-10-20 16:44:14,756 - mmaction - INFO - Epoch [93][60/792] lr: 7.500e-05, eta: 3:38:56, time: 1.067, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9385, loss_cls: 0.6674, loss: 0.6674, grad_norm: 5.6713, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5980, loss/aux0: 0.5980 2020-10-20 16:44:55,482 - mmaction - INFO - Epoch [93][80/792] lr: 7.500e-05, eta: 3:38:12, time: 1.126, data_time: 0.272, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9359, loss_cls: 0.7311, loss: 0.7311, grad_norm: 5.5901, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5413, loss/aux0: 0.5413 2020-10-20 16:44:56,399 - mmaction - INFO - Epoch [93][80/792] lr: 7.500e-05, eta: 3:38:14, time: 1.077, data_time: 0.222, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9359, loss_cls: 0.7311, loss: 0.7311, grad_norm: 5.5822, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5338, loss/aux0: 0.5338 2020-10-20 16:45:38,068 - mmaction - INFO - Epoch [93][100/792] lr: 7.500e-05, eta: 3:37:30, time: 1.099, data_time: 0.227, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.7013, loss: 0.7013, grad_norm: 5.7154, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5603, loss/aux0: 0.5603 2020-10-20 16:45:39,313 - mmaction - INFO - Epoch [93][100/792] lr: 7.500e-05, eta: 3:37:32, time: 1.068, data_time: 0.196, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.7013, loss: 0.7013, grad_norm: 5.6784, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5613, loss/aux0: 0.5613 2020-10-20 16:46:21,396 - mmaction - INFO - Epoch [93][120/792] lr: 7.500e-05, eta: 3:36:49, time: 1.108, data_time: 0.463, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9354, loss_cls: 0.7254, loss: 0.7254, grad_norm: 5.6594, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5197, loss/aux0: 0.5197 2020-10-20 16:46:23,013 - mmaction - INFO - Epoch [93][120/792] lr: 7.500e-05, eta: 3:36:51, time: 1.055, data_time: 0.408, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9354, loss_cls: 0.7254, loss: 0.7254, grad_norm: 5.6948, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5332, loss/aux0: 0.5332 2020-10-20 16:47:03,704 - mmaction - INFO - Epoch [93][140/792] lr: 7.500e-05, eta: 3:36:07, time: 1.050, data_time: 0.042, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9354, loss_cls: 0.7115, loss: 0.7115, grad_norm: 5.7218, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5376, loss/aux0: 0.5376 2020-10-20 16:47:04,330 - mmaction - INFO - Epoch [93][140/792] lr: 7.500e-05, eta: 3:36:09, time: 1.021, data_time: 0.016, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9354, loss_cls: 0.7115, loss: 0.7115, grad_norm: 5.7414, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5232, loss/aux0: 0.5232 2020-10-20 16:47:47,751 - mmaction - INFO - Epoch [93][160/792] lr: 7.500e-05, eta: 3:35:25, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9432, loss_cls: 0.6809, loss: 0.6809, grad_norm: 5.8243, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5463, loss/aux0: 0.5463 2020-10-20 16:47:48,350 - mmaction - INFO - Epoch [93][160/792] lr: 7.500e-05, eta: 3:35:27, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9432, loss_cls: 0.6809, loss: 0.6809, grad_norm: 5.8330, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5557, loss/aux0: 0.5557 2020-10-20 16:48:29,968 - mmaction - INFO - Epoch [93][180/792] lr: 7.500e-05, eta: 3:34:43, time: 1.052, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9401, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.7679, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5456, loss/aux0: 0.5456 2020-10-20 16:48:30,602 - mmaction - INFO - Epoch [93][180/792] lr: 7.500e-05, eta: 3:34:45, time: 1.053, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9401, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.7911, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5399, loss/aux0: 0.5399 2020-10-20 16:49:12,022 - mmaction - INFO - Epoch [93][200/792] lr: 7.500e-05, eta: 3:34:01, time: 1.003, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9422, loss_cls: 0.6957, loss: 0.6957, grad_norm: 5.7510, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5587, loss/aux0: 0.5587 2020-10-20 16:49:12,609 - mmaction - INFO - Epoch [93][200/792] lr: 7.500e-05, eta: 3:34:03, time: 1.005, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9422, loss_cls: 0.6957, loss: 0.6957, grad_norm: 5.7502, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5596, loss/aux0: 0.5596 2020-10-20 16:49:54,986 - mmaction - INFO - Epoch [93][220/792] lr: 7.500e-05, eta: 3:33:19, time: 0.914, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9385, loss_cls: 0.6905, loss: 0.6905, grad_norm: 5.5092, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5481, loss/aux0: 0.5481 2020-10-20 16:49:57,667 - mmaction - INFO - Epoch [93][220/792] lr: 7.500e-05, eta: 3:33:21, time: 1.020, data_time: 0.055, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9385, loss_cls: 0.6905, loss: 0.6905, grad_norm: 5.5294, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5468, loss/aux0: 0.5468 2020-10-20 16:50:39,725 - mmaction - INFO - Epoch [93][240/792] lr: 7.500e-05, eta: 3:32:37, time: 1.155, data_time: 0.138, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9344, loss_cls: 0.7333, loss: 0.7333, grad_norm: 5.9283, top1_acc/aux0: 0.8563, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5499, loss/aux0: 0.5499 2020-10-20 16:50:43,016 - mmaction - INFO - Epoch [93][240/792] lr: 7.500e-05, eta: 3:32:39, time: 1.214, data_time: 0.142, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9344, loss_cls: 0.7333, loss: 0.7333, grad_norm: 5.8916, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5562, loss/aux0: 0.5562 2020-10-20 16:51:20,663 - mmaction - INFO - Epoch [93][260/792] lr: 7.500e-05, eta: 3:31:56, time: 1.031, data_time: 0.367, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9474, loss_cls: 0.6729, loss: 0.6729, grad_norm: 6.0324, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5882, loss/aux0: 0.5882 2020-10-20 16:51:22,746 - mmaction - INFO - Epoch [93][260/792] lr: 7.500e-05, eta: 3:31:58, time: 1.062, data_time: 0.431, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9474, loss_cls: 0.6729, loss: 0.6729, grad_norm: 6.1192, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5788, loss/aux0: 0.5788 2020-10-20 16:52:05,976 - mmaction - INFO - Epoch [93][280/792] lr: 7.500e-05, eta: 3:31:14, time: 1.053, data_time: 0.042, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9448, loss_cls: 0.6947, loss: 0.6947, grad_norm: 5.8271, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5459, loss/aux0: 0.5459 2020-10-20 16:52:06,608 - mmaction - INFO - Epoch [93][280/792] lr: 7.500e-05, eta: 3:31:16, time: 1.055, data_time: 0.044, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9448, loss_cls: 0.6947, loss: 0.6947, grad_norm: 5.8841, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5467, loss/aux0: 0.5467 2020-10-20 16:52:46,453 - mmaction - INFO - Epoch [93][300/792] lr: 7.500e-05, eta: 3:30:32, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9333, loss_cls: 0.7382, loss: 0.7382, grad_norm: 5.8701, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5614, loss/aux0: 0.5614 2020-10-20 16:52:47,035 - mmaction - INFO - Epoch [93][300/792] lr: 7.500e-05, eta: 3:30:34, time: 1.018, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9333, loss_cls: 0.7382, loss: 0.7382, grad_norm: 5.8504, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5595, loss/aux0: 0.5595 2020-10-20 16:53:28,595 - mmaction - INFO - Epoch [93][320/792] lr: 7.500e-05, eta: 3:29:50, time: 1.095, data_time: 0.466, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9411, loss_cls: 0.7073, loss: 0.7073, grad_norm: 5.6279, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5274, loss/aux0: 0.5274 2020-10-20 16:53:29,194 - mmaction - INFO - Epoch [93][320/792] lr: 7.500e-05, eta: 3:29:52, time: 1.057, data_time: 0.428, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9411, loss_cls: 0.7073, loss: 0.7073, grad_norm: 5.6245, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5217, loss/aux0: 0.5217 2020-10-20 16:54:09,340 - mmaction - INFO - Epoch [93][340/792] lr: 7.500e-05, eta: 3:29:08, time: 0.982, data_time: 0.284, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9432, loss_cls: 0.6618, loss: 0.6618, grad_norm: 6.0314, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5591, loss/aux0: 0.5591 2020-10-20 16:54:11,511 - mmaction - INFO - Epoch [93][340/792] lr: 7.500e-05, eta: 3:29:10, time: 1.052, data_time: 0.286, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9432, loss_cls: 0.6618, loss: 0.6618, grad_norm: 6.1194, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5785, loss/aux0: 0.5785 2020-10-20 16:54:51,883 - mmaction - INFO - Epoch [93][360/792] lr: 7.500e-05, eta: 3:28:27, time: 1.071, data_time: 0.007, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9448, loss_cls: 0.6547, loss: 0.6547, grad_norm: 5.5486, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5531, loss/aux0: 0.5531 2020-10-20 16:54:52,544 - mmaction - INFO - Epoch [93][360/792] lr: 7.500e-05, eta: 3:28:28, time: 1.040, data_time: 0.009, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9448, loss_cls: 0.6547, loss: 0.6547, grad_norm: 5.5015, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5349, loss/aux0: 0.5349 2020-10-20 16:55:35,197 - mmaction - INFO - Epoch [93][380/792] lr: 7.500e-05, eta: 3:27:45, time: 1.111, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9500, loss_cls: 0.6587, loss: 0.6587, grad_norm: 6.0261, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5470, loss/aux0: 0.5470 2020-10-20 16:55:38,160 - mmaction - INFO - Epoch [93][380/792] lr: 7.500e-05, eta: 3:27:47, time: 1.148, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9500, loss_cls: 0.6587, loss: 0.6587, grad_norm: 5.9625, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5501, loss/aux0: 0.5501 2020-10-20 16:56:18,448 - mmaction - INFO - Epoch [93][400/792] lr: 7.500e-05, eta: 3:27:03, time: 1.100, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9464, loss_cls: 0.6769, loss: 0.6769, grad_norm: 5.6093, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5271, loss/aux0: 0.5271 2020-10-20 16:56:21,518 - mmaction - INFO - Epoch [93][400/792] lr: 7.500e-05, eta: 3:27:05, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9464, loss_cls: 0.6769, loss: 0.6769, grad_norm: 5.6453, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5269, loss/aux0: 0.5269 2020-10-20 16:57:01,811 - mmaction - INFO - Epoch [93][420/792] lr: 7.500e-05, eta: 3:26:21, time: 1.021, data_time: 0.043, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9375, loss_cls: 0.7189, loss: 0.7189, grad_norm: 5.9861, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5575, loss/aux0: 0.5575 2020-10-20 16:57:02,456 - mmaction - INFO - Epoch [93][420/792] lr: 7.500e-05, eta: 3:26:23, time: 1.007, data_time: 0.045, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9375, loss_cls: 0.7189, loss: 0.7189, grad_norm: 5.9896, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5626, loss/aux0: 0.5626 2020-10-20 16:57:42,863 - mmaction - INFO - Epoch [93][440/792] lr: 7.500e-05, eta: 3:25:39, time: 1.024, data_time: 0.102, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9437, loss_cls: 0.6909, loss: 0.6909, grad_norm: 5.7641, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5289, loss/aux0: 0.5289 2020-10-20 16:57:44,027 - mmaction - INFO - Epoch [93][440/792] lr: 7.500e-05, eta: 3:25:41, time: 1.043, data_time: 0.103, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9437, loss_cls: 0.6909, loss: 0.6909, grad_norm: 5.7540, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5288, loss/aux0: 0.5288 2020-10-20 16:58:23,133 - mmaction - INFO - Epoch [93][460/792] lr: 7.500e-05, eta: 3:24:57, time: 0.971, data_time: 0.038, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.6830, loss: 0.6830, grad_norm: 5.6014, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5119, loss/aux0: 0.5119 2020-10-20 16:58:25,475 - mmaction - INFO - Epoch [93][460/792] lr: 7.500e-05, eta: 3:24:59, time: 1.030, data_time: 0.100, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.6830, loss: 0.6830, grad_norm: 5.5617, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5070, loss/aux0: 0.5070 2020-10-20 16:59:06,168 - mmaction - INFO - Epoch [93][480/792] lr: 7.500e-05, eta: 3:24:16, time: 1.076, data_time: 0.146, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9427, loss_cls: 0.6932, loss: 0.6932, grad_norm: 5.6290, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5377, loss/aux0: 0.5377 2020-10-20 16:59:07,931 - mmaction - INFO - Epoch [93][480/792] lr: 7.500e-05, eta: 3:24:17, time: 1.104, data_time: 0.146, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9427, loss_cls: 0.6932, loss: 0.6932, grad_norm: 5.6683, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5445, loss/aux0: 0.5445 2020-10-20 16:59:50,088 - mmaction - INFO - Epoch [93][500/792] lr: 7.500e-05, eta: 3:23:34, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9359, loss_cls: 0.7459, loss: 0.7459, grad_norm: 6.0751, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-20 16:59:53,520 - mmaction - INFO - Epoch [93][500/792] lr: 7.500e-05, eta: 3:23:36, time: 1.188, data_time: 0.002, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9359, loss_cls: 0.7459, loss: 0.7459, grad_norm: 6.0135, top1_acc/aux0: 0.8365, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5974, loss/aux0: 0.5974 2020-10-20 17:00:35,332 - mmaction - INFO - Epoch [93][520/792] lr: 7.500e-05, eta: 3:22:52, time: 0.974, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9401, loss_cls: 0.6972, loss: 0.6972, grad_norm: 5.9641, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.6067, loss/aux0: 0.6067 2020-10-20 17:00:38,221 - mmaction - INFO - Epoch [93][520/792] lr: 7.500e-05, eta: 3:22:54, time: 1.010, data_time: 0.002, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9401, loss_cls: 0.6972, loss: 0.6972, grad_norm: 5.9072, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.6007, loss/aux0: 0.6007 2020-10-20 17:01:19,567 - mmaction - INFO - Epoch [93][540/792] lr: 7.500e-05, eta: 3:22:10, time: 0.992, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9391, loss_cls: 0.6661, loss: 0.6661, grad_norm: 5.7597, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5336, loss/aux0: 0.5336 2020-10-20 17:01:20,154 - mmaction - INFO - Epoch [93][540/792] lr: 7.500e-05, eta: 3:22:12, time: 0.994, data_time: 0.003, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9391, loss_cls: 0.6661, loss: 0.6661, grad_norm: 5.7463, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5335, loss/aux0: 0.5335 2020-10-20 17:02:01,631 - mmaction - INFO - Epoch [93][560/792] lr: 7.500e-05, eta: 3:21:28, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9349, loss_cls: 0.7246, loss: 0.7246, grad_norm: 5.7735, top1_acc/aux0: 0.8677, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5073, loss/aux0: 0.5073 2020-10-20 17:02:02,740 - mmaction - INFO - Epoch [93][560/792] lr: 7.500e-05, eta: 3:21:29, time: 0.933, data_time: 0.001, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9349, loss_cls: 0.7246, loss: 0.7246, grad_norm: 5.7727, top1_acc/aux0: 0.8677, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5111, loss/aux0: 0.5111 2020-10-20 17:02:45,320 - mmaction - INFO - Epoch [93][580/792] lr: 7.500e-05, eta: 3:20:46, time: 1.054, data_time: 0.036, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9443, loss_cls: 0.6631, loss: 0.6631, grad_norm: 5.4245, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9688, loss_cls/aux0: 0.5335, loss/aux0: 0.5335 2020-10-20 17:02:46,567 - mmaction - INFO - Epoch [93][580/792] lr: 7.500e-05, eta: 3:20:48, time: 1.087, data_time: 0.071, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9443, loss_cls: 0.6631, loss: 0.6631, grad_norm: 5.4117, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9698, loss_cls/aux0: 0.5242, loss/aux0: 0.5242 2020-10-20 17:03:29,164 - mmaction - INFO - Epoch [93][600/792] lr: 7.500e-05, eta: 3:20:04, time: 1.033, data_time: 0.000, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.6715, loss: 0.6715, grad_norm: 5.9358, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5765, loss/aux0: 0.5765 2020-10-20 17:03:29,770 - mmaction - INFO - Epoch [93][600/792] lr: 7.500e-05, eta: 3:20:06, time: 1.035, data_time: 0.003, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9453, loss_cls: 0.6715, loss: 0.6715, grad_norm: 5.8344, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5760, loss/aux0: 0.5760 2020-10-20 17:04:10,985 - mmaction - INFO - Epoch [93][620/792] lr: 7.500e-05, eta: 3:19:22, time: 1.099, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9443, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.8358, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5572, loss/aux0: 0.5572 2020-10-20 17:04:11,568 - mmaction - INFO - Epoch [93][620/792] lr: 7.500e-05, eta: 3:19:24, time: 1.033, data_time: 0.003, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9443, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.7365, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5625, loss/aux0: 0.5625 2020-10-20 17:04:52,896 - mmaction - INFO - Epoch [93][640/792] lr: 7.500e-05, eta: 3:18:41, time: 1.095, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9375, loss_cls: 0.7033, loss: 0.7033, grad_norm: 5.9479, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5153, loss/aux0: 0.5153 2020-10-20 17:04:55,239 - mmaction - INFO - Epoch [93][640/792] lr: 7.500e-05, eta: 3:18:42, time: 1.055, data_time: 0.004, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9375, loss_cls: 0.7033, loss: 0.7033, grad_norm: 5.9041, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5181, loss/aux0: 0.5181 2020-10-20 17:05:35,112 - mmaction - INFO - Epoch [93][660/792] lr: 7.500e-05, eta: 3:17:59, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9307, loss_cls: 0.7185, loss: 0.7185, grad_norm: 5.7258, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5069, loss/aux0: 0.5069 2020-10-20 17:05:37,704 - mmaction - INFO - Epoch [93][660/792] lr: 7.500e-05, eta: 3:18:00, time: 1.050, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9307, loss_cls: 0.7185, loss: 0.7185, grad_norm: 5.7426, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5105, loss/aux0: 0.5105 2020-10-20 17:06:20,914 - mmaction - INFO - Epoch [93][680/792] lr: 7.500e-05, eta: 3:17:17, time: 1.178, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9380, loss_cls: 0.7039, loss: 0.7039, grad_norm: 5.6028, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5562, loss/aux0: 0.5562 2020-10-20 17:06:23,479 - mmaction - INFO - Epoch [93][680/792] lr: 7.500e-05, eta: 3:17:19, time: 1.185, data_time: 0.003, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9380, loss_cls: 0.7039, loss: 0.7039, grad_norm: 5.6099, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5518, loss/aux0: 0.5518 2020-10-20 17:07:03,930 - mmaction - INFO - Epoch [93][700/792] lr: 7.500e-05, eta: 3:16:35, time: 1.040, data_time: 0.101, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9448, loss_cls: 0.6969, loss: 0.6969, grad_norm: 5.8553, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5419, loss/aux0: 0.5419 2020-10-20 17:07:05,190 - mmaction - INFO - Epoch [93][700/792] lr: 7.500e-05, eta: 3:16:37, time: 0.992, data_time: 0.114, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9448, loss_cls: 0.6969, loss: 0.6969, grad_norm: 5.7909, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5339, loss/aux0: 0.5339 2020-10-20 17:07:46,948 - mmaction - INFO - Epoch [93][720/792] lr: 7.500e-05, eta: 3:15:54, time: 1.059, data_time: 0.004, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9344, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.9931, top1_acc/aux0: 0.8719, top5_acc/aux0: 0.9708, loss_cls/aux0: 0.4698, loss/aux0: 0.4698 2020-10-20 17:07:48,648 - mmaction - INFO - Epoch [93][720/792] lr: 7.500e-05, eta: 3:15:55, time: 1.116, data_time: 0.006, memory: 8335, top1_acc: 0.7969, top5_acc: 0.9344, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.9986, top1_acc/aux0: 0.8661, top5_acc/aux0: 0.9714, loss_cls/aux0: 0.4826, loss/aux0: 0.4826 2020-10-20 17:08:30,364 - mmaction - INFO - Epoch [93][740/792] lr: 7.500e-05, eta: 3:15:12, time: 1.147, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9292, loss_cls: 0.7410, loss: 0.7410, grad_norm: 5.6831, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5582, loss/aux0: 0.5582 2020-10-20 17:08:31,684 - mmaction - INFO - Epoch [93][740/792] lr: 7.500e-05, eta: 3:15:14, time: 1.109, data_time: 0.004, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9292, loss_cls: 0.7410, loss: 0.7410, grad_norm: 5.7230, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5593, loss/aux0: 0.5593 2020-10-20 17:09:11,153 - mmaction - INFO - Epoch [93][760/792] lr: 7.500e-05, eta: 3:14:30, time: 1.127, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9422, loss_cls: 0.7243, loss: 0.7243, grad_norm: 5.7099, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5421, loss/aux0: 0.5421 2020-10-20 17:09:14,995 - mmaction - INFO - Epoch [93][760/792] lr: 7.500e-05, eta: 3:14:32, time: 1.161, data_time: 0.004, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9422, loss_cls: 0.7243, loss: 0.7243, grad_norm: 5.7721, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5411, loss/aux0: 0.5411 2020-10-20 17:09:53,547 - mmaction - INFO - Epoch [93][780/792] lr: 7.500e-05, eta: 3:13:49, time: 1.090, data_time: 0.079, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9380, loss_cls: 0.6904, loss: 0.6904, grad_norm: 5.7370, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5474, loss/aux0: 0.5474 2020-10-20 17:09:54,803 - mmaction - INFO - Epoch [93][780/792] lr: 7.500e-05, eta: 3:13:50, time: 1.031, data_time: 0.081, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9380, loss_cls: 0.6904, loss: 0.6904, grad_norm: 5.7786, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5425, loss/aux0: 0.5425 2020-10-20 17:10:21,091 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-10-20 17:13:26,253 - mmaction - INFO - Epoch [94][20/792] lr: 7.500e-05, eta: 3:12:40, time: 1.063, data_time: 0.026, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9417, loss_cls: 0.7167, loss: 0.7167, grad_norm: 5.8991, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9655, loss_cls/aux0: 0.5229, loss/aux0: 0.5229 2020-10-20 17:13:28,175 - mmaction - INFO - Epoch [94][20/792] lr: 7.500e-05, eta: 3:12:41, time: 1.121, data_time: 0.030, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9417, loss_cls: 0.7167, loss: 0.7167, grad_norm: 5.8103, top1_acc/aux0: 0.8661, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5202, loss/aux0: 0.5202 2020-10-20 17:14:09,232 - mmaction - INFO - Epoch [94][40/792] lr: 7.500e-05, eta: 3:11:58, time: 1.074, data_time: 0.392, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9344, loss_cls: 0.7252, loss: 0.7252, grad_norm: 5.9123, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6116, loss/aux0: 0.6116 2020-10-20 17:14:09,840 - mmaction - INFO - Epoch [94][40/792] lr: 7.500e-05, eta: 3:12:00, time: 1.054, data_time: 0.394, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9344, loss_cls: 0.7252, loss: 0.7252, grad_norm: 5.7604, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6117, loss/aux0: 0.6117 2020-10-20 17:14:50,621 - mmaction - INFO - Epoch [94][60/792] lr: 7.500e-05, eta: 3:11:16, time: 1.056, data_time: 0.469, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9432, loss_cls: 0.6968, loss: 0.6968, grad_norm: 5.8415, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5607, loss/aux0: 0.5607 2020-10-20 17:14:51,251 - mmaction - INFO - Epoch [94][60/792] lr: 7.500e-05, eta: 3:11:18, time: 1.059, data_time: 0.471, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9432, loss_cls: 0.6968, loss: 0.6968, grad_norm: 5.8224, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5646, loss/aux0: 0.5646 2020-10-20 17:15:31,982 - mmaction - INFO - Epoch [94][80/792] lr: 7.500e-05, eta: 3:10:34, time: 1.024, data_time: 0.067, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9391, loss_cls: 0.7026, loss: 0.7026, grad_norm: 5.7403, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9458, loss_cls/aux0: 0.6031, loss/aux0: 0.6031 2020-10-20 17:15:35,433 - mmaction - INFO - Epoch [94][80/792] lr: 7.500e-05, eta: 3:10:36, time: 1.145, data_time: 0.070, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9391, loss_cls: 0.7026, loss: 0.7026, grad_norm: 5.6504, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6081, loss/aux0: 0.6081 2020-10-20 17:16:18,087 - mmaction - INFO - Epoch [94][100/792] lr: 7.500e-05, eta: 3:09:53, time: 1.200, data_time: 0.452, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9307, loss_cls: 0.7398, loss: 0.7398, grad_norm: 5.7701, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5222, loss/aux0: 0.5222 2020-10-20 17:16:18,681 - mmaction - INFO - Epoch [94][100/792] lr: 7.500e-05, eta: 3:09:55, time: 1.106, data_time: 0.453, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9307, loss_cls: 0.7398, loss: 0.7398, grad_norm: 5.6813, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5135, loss/aux0: 0.5135 2020-10-20 17:16:59,857 - mmaction - INFO - Epoch [94][120/792] lr: 7.500e-05, eta: 3:09:11, time: 1.065, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9370, loss_cls: 0.7294, loss: 0.7294, grad_norm: 5.8048, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5529, loss/aux0: 0.5529 2020-10-20 17:17:01,407 - mmaction - INFO - Epoch [94][120/792] lr: 7.500e-05, eta: 3:09:13, time: 1.056, data_time: 0.002, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9370, loss_cls: 0.7294, loss: 0.7294, grad_norm: 5.8296, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5529, loss/aux0: 0.5529 2020-10-20 17:17:43,276 - mmaction - INFO - Epoch [94][140/792] lr: 7.500e-05, eta: 3:08:29, time: 1.032, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9344, loss_cls: 0.7405, loss: 0.7405, grad_norm: 5.7514, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5322, loss/aux0: 0.5322 2020-10-20 17:17:43,882 - mmaction - INFO - Epoch [94][140/792] lr: 7.500e-05, eta: 3:08:31, time: 1.034, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9344, loss_cls: 0.7405, loss: 0.7405, grad_norm: 5.8101, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5360, loss/aux0: 0.5360 2020-10-20 17:18:27,223 - mmaction - INFO - Epoch [94][160/792] lr: 7.500e-05, eta: 3:07:47, time: 1.024, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9401, loss_cls: 0.6783, loss: 0.6783, grad_norm: 5.9091, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5113, loss/aux0: 0.5113 2020-10-20 17:18:27,824 - mmaction - INFO - Epoch [94][160/792] lr: 7.500e-05, eta: 3:07:49, time: 1.025, data_time: 0.002, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9401, loss_cls: 0.6783, loss: 0.6783, grad_norm: 5.9837, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5141, loss/aux0: 0.5141 2020-10-20 17:19:08,819 - mmaction - INFO - Epoch [94][180/792] lr: 7.500e-05, eta: 3:07:06, time: 1.097, data_time: 0.003, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9323, loss_cls: 0.7318, loss: 0.7318, grad_norm: 5.7556, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5519, loss/aux0: 0.5519 2020-10-20 17:19:11,869 - mmaction - INFO - Epoch [94][180/792] lr: 7.500e-05, eta: 3:07:07, time: 1.135, data_time: 0.005, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9323, loss_cls: 0.7318, loss: 0.7318, grad_norm: 5.7254, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5463, loss/aux0: 0.5463 2020-10-20 17:19:50,117 - mmaction - INFO - Epoch [94][200/792] lr: 7.500e-05, eta: 3:06:24, time: 0.967, data_time: 0.000, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9328, loss_cls: 0.7461, loss: 0.7461, grad_norm: 6.4887, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5805, loss/aux0: 0.5805 2020-10-20 17:19:52,372 - mmaction - INFO - Epoch [94][200/792] lr: 7.500e-05, eta: 3:06:25, time: 1.017, data_time: 0.002, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9328, loss_cls: 0.7461, loss: 0.7461, grad_norm: 6.4223, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5895, loss/aux0: 0.5895 2020-10-20 17:20:34,297 - mmaction - INFO - Epoch [94][220/792] lr: 7.500e-05, eta: 3:05:42, time: 1.102, data_time: 0.097, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9437, loss_cls: 0.6956, loss: 0.6956, grad_norm: 5.8115, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5874, loss/aux0: 0.5874 2020-10-20 17:20:36,812 - mmaction - INFO - Epoch [94][220/792] lr: 7.500e-05, eta: 3:05:44, time: 1.100, data_time: 0.098, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9437, loss_cls: 0.6956, loss: 0.6956, grad_norm: 5.7497, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5694, loss/aux0: 0.5694 2020-10-20 17:21:17,550 - mmaction - INFO - Epoch [94][240/792] lr: 7.500e-05, eta: 3:05:00, time: 1.028, data_time: 0.004, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9375, loss_cls: 0.6754, loss: 0.6754, grad_norm: 5.6964, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5823, loss/aux0: 0.5823 2020-10-20 17:21:19,873 - mmaction - INFO - Epoch [94][240/792] lr: 7.500e-05, eta: 3:05:02, time: 1.056, data_time: 0.007, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9375, loss_cls: 0.6754, loss: 0.6754, grad_norm: 5.6409, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5952, loss/aux0: 0.5952 2020-10-20 17:22:00,992 - mmaction - INFO - Epoch [94][260/792] lr: 7.500e-05, eta: 3:04:18, time: 1.171, data_time: 0.000, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9380, loss_cls: 0.7195, loss: 0.7195, grad_norm: 6.0461, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-20 17:22:02,125 - mmaction - INFO - Epoch [94][260/792] lr: 7.500e-05, eta: 3:04:20, time: 1.136, data_time: 0.002, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9380, loss_cls: 0.7195, loss: 0.7195, grad_norm: 6.1101, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.6153, loss/aux0: 0.6153 2020-10-20 17:22:43,477 - mmaction - INFO - Epoch [94][280/792] lr: 7.500e-05, eta: 3:03:37, time: 0.965, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9349, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.7484, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5682, loss/aux0: 0.5682 2020-10-20 17:22:44,124 - mmaction - INFO - Epoch [94][280/792] lr: 7.500e-05, eta: 3:03:38, time: 0.969, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9349, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.7845, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5441, loss/aux0: 0.5441 2020-10-20 17:23:26,678 - mmaction - INFO - Epoch [94][300/792] lr: 7.500e-05, eta: 3:02:55, time: 1.114, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9323, loss_cls: 0.7565, loss: 0.7565, grad_norm: 5.7530, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5734, loss/aux0: 0.5734 2020-10-20 17:23:29,206 - mmaction - INFO - Epoch [94][300/792] lr: 7.500e-05, eta: 3:02:56, time: 1.204, data_time: 0.003, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9323, loss_cls: 0.7565, loss: 0.7565, grad_norm: 5.8636, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5844, loss/aux0: 0.5844 2020-10-20 17:24:09,755 - mmaction - INFO - Epoch [94][320/792] lr: 7.500e-05, eta: 3:02:13, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9464, loss_cls: 0.6630, loss: 0.6630, grad_norm: 5.6248, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5501, loss/aux0: 0.5501 2020-10-20 17:24:13,413 - mmaction - INFO - Epoch [94][320/792] lr: 7.500e-05, eta: 3:02:15, time: 1.154, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9464, loss_cls: 0.6630, loss: 0.6630, grad_norm: 5.7250, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5451, loss/aux0: 0.5451 2020-10-20 17:24:53,995 - mmaction - INFO - Epoch [94][340/792] lr: 7.500e-05, eta: 3:01:32, time: 1.138, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9375, loss_cls: 0.7118, loss: 0.7118, grad_norm: 5.7579, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5295, loss/aux0: 0.5295 2020-10-20 17:24:56,130 - mmaction - INFO - Epoch [94][340/792] lr: 7.500e-05, eta: 3:01:33, time: 1.136, data_time: 0.003, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9375, loss_cls: 0.7118, loss: 0.7118, grad_norm: 5.7590, top1_acc/aux0: 0.8677, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5181, loss/aux0: 0.5181 2020-10-20 17:25:37,882 - mmaction - INFO - Epoch [94][360/792] lr: 7.500e-05, eta: 3:00:50, time: 1.097, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9380, loss_cls: 0.6850, loss: 0.6850, grad_norm: 5.9486, top1_acc/aux0: 0.8370, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5996, loss/aux0: 0.5996 2020-10-20 17:25:39,719 - mmaction - INFO - Epoch [94][360/792] lr: 7.500e-05, eta: 3:00:51, time: 1.123, data_time: 0.006, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9380, loss_cls: 0.6850, loss: 0.6850, grad_norm: 5.9062, top1_acc/aux0: 0.8339, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.6055, loss/aux0: 0.6055 2020-10-20 17:26:22,278 - mmaction - INFO - Epoch [94][380/792] lr: 7.500e-05, eta: 3:00:08, time: 1.164, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.7465, loss: 0.7465, grad_norm: 5.8318, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5711, loss/aux0: 0.5711 2020-10-20 17:26:23,660 - mmaction - INFO - Epoch [94][380/792] lr: 7.500e-05, eta: 3:00:10, time: 1.205, data_time: 0.002, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.7465, loss: 0.7465, grad_norm: 5.7394, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5669, loss/aux0: 0.5669 2020-10-20 17:27:05,985 - mmaction - INFO - Epoch [94][400/792] lr: 7.500e-05, eta: 2:59:27, time: 1.090, data_time: 0.109, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9458, loss_cls: 0.6706, loss: 0.6706, grad_norm: 5.6346, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.4849, loss/aux0: 0.4849 2020-10-20 17:27:06,759 - mmaction - INFO - Epoch [94][400/792] lr: 7.500e-05, eta: 2:59:28, time: 1.102, data_time: 0.113, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9458, loss_cls: 0.6706, loss: 0.6706, grad_norm: 5.6853, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.4952, loss/aux0: 0.4952 2020-10-20 17:27:48,002 - mmaction - INFO - Epoch [94][420/792] lr: 7.500e-05, eta: 2:58:45, time: 1.145, data_time: 0.170, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9365, loss_cls: 0.6864, loss: 0.6864, grad_norm: 5.5393, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5386, loss/aux0: 0.5386 2020-10-20 17:27:48,596 - mmaction - INFO - Epoch [94][420/792] lr: 7.500e-05, eta: 2:58:47, time: 1.075, data_time: 0.172, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9365, loss_cls: 0.6864, loss: 0.6864, grad_norm: 5.4877, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5257, loss/aux0: 0.5257 2020-10-20 17:28:29,433 - mmaction - INFO - Epoch [94][440/792] lr: 7.500e-05, eta: 2:58:03, time: 0.955, data_time: 0.320, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9323, loss_cls: 0.7216, loss: 0.7216, grad_norm: 5.7362, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5707, loss/aux0: 0.5707 2020-10-20 17:28:32,135 - mmaction - INFO - Epoch [94][440/792] lr: 7.500e-05, eta: 2:58:05, time: 1.061, data_time: 0.323, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9323, loss_cls: 0.7216, loss: 0.7216, grad_norm: 5.7067, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5771, loss/aux0: 0.5771 2020-10-20 17:29:11,741 - mmaction - INFO - Epoch [94][460/792] lr: 7.500e-05, eta: 2:57:21, time: 1.135, data_time: 0.149, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9380, loss_cls: 0.7076, loss: 0.7076, grad_norm: 5.7516, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5452, loss/aux0: 0.5452 2020-10-20 17:29:14,123 - mmaction - INFO - Epoch [94][460/792] lr: 7.500e-05, eta: 2:57:23, time: 1.119, data_time: 0.150, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9380, loss_cls: 0.7076, loss: 0.7076, grad_norm: 5.7204, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5475, loss/aux0: 0.5475 2020-10-20 17:29:53,998 - mmaction - INFO - Epoch [94][480/792] lr: 7.500e-05, eta: 2:56:40, time: 1.062, data_time: 0.005, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9380, loss_cls: 0.7056, loss: 0.7056, grad_norm: 5.9859, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5573, loss/aux0: 0.5573 2020-10-20 17:29:56,582 - mmaction - INFO - Epoch [94][480/792] lr: 7.500e-05, eta: 2:56:41, time: 1.077, data_time: 0.007, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9380, loss_cls: 0.7056, loss: 0.7056, grad_norm: 6.0167, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5564, loss/aux0: 0.5564 2020-10-20 17:30:36,906 - mmaction - INFO - Epoch [94][500/792] lr: 7.500e-05, eta: 2:55:58, time: 1.029, data_time: 0.023, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9438, loss_cls: 0.6619, loss: 0.6619, grad_norm: 5.6893, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5362, loss/aux0: 0.5362 2020-10-20 17:30:39,745 - mmaction - INFO - Epoch [94][500/792] lr: 7.500e-05, eta: 2:55:59, time: 1.056, data_time: 0.041, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9438, loss_cls: 0.6619, loss: 0.6619, grad_norm: 5.6827, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5391, loss/aux0: 0.5391 2020-10-20 17:31:22,285 - mmaction - INFO - Epoch [94][520/792] lr: 7.500e-05, eta: 2:55:16, time: 1.147, data_time: 0.064, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9469, loss_cls: 0.6583, loss: 0.6583, grad_norm: 5.6412, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5175, loss/aux0: 0.5175 2020-10-20 17:31:25,037 - mmaction - INFO - Epoch [94][520/792] lr: 7.500e-05, eta: 2:55:18, time: 1.208, data_time: 0.054, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9469, loss_cls: 0.6583, loss: 0.6583, grad_norm: 5.6169, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5113, loss/aux0: 0.5113 2020-10-20 17:32:06,171 - mmaction - INFO - Epoch [94][540/792] lr: 7.500e-05, eta: 2:54:34, time: 1.051, data_time: 0.297, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9375, loss_cls: 0.7171, loss: 0.7171, grad_norm: 5.8381, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5404, loss/aux0: 0.5404 2020-10-20 17:32:06,771 - mmaction - INFO - Epoch [94][540/792] lr: 7.500e-05, eta: 2:54:36, time: 1.052, data_time: 0.298, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9375, loss_cls: 0.7171, loss: 0.7171, grad_norm: 5.8354, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5391, loss/aux0: 0.5391 2020-10-20 17:32:48,049 - mmaction - INFO - Epoch [94][560/792] lr: 7.500e-05, eta: 2:53:52, time: 0.989, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9328, loss_cls: 0.7622, loss: 0.7622, grad_norm: 5.9660, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5543, loss/aux0: 0.5543 2020-10-20 17:32:51,419 - mmaction - INFO - Epoch [94][560/792] lr: 7.500e-05, eta: 2:53:54, time: 1.128, data_time: 0.003, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9328, loss_cls: 0.7622, loss: 0.7622, grad_norm: 5.9887, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5600, loss/aux0: 0.5600 2020-10-20 17:33:31,509 - mmaction - INFO - Epoch [94][580/792] lr: 7.500e-05, eta: 2:53:11, time: 0.960, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9385, loss_cls: 0.7083, loss: 0.7083, grad_norm: 5.8409, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5635, loss/aux0: 0.5635 2020-10-20 17:33:34,251 - mmaction - INFO - Epoch [94][580/792] lr: 7.500e-05, eta: 2:53:12, time: 0.982, data_time: 0.003, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9385, loss_cls: 0.7083, loss: 0.7083, grad_norm: 5.8106, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5505, loss/aux0: 0.5505 2020-10-20 17:34:14,558 - mmaction - INFO - Epoch [94][600/792] lr: 7.500e-05, eta: 2:52:29, time: 1.022, data_time: 0.121, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9437, loss_cls: 0.6939, loss: 0.6939, grad_norm: 5.8624, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.4994, loss/aux0: 0.4994 2020-10-20 17:34:15,809 - mmaction - INFO - Epoch [94][600/792] lr: 7.500e-05, eta: 2:52:30, time: 0.946, data_time: 0.123, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9437, loss_cls: 0.6939, loss: 0.6939, grad_norm: 5.7827, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5083, loss/aux0: 0.5083 2020-10-20 17:34:55,650 - mmaction - INFO - Epoch [94][620/792] lr: 7.500e-05, eta: 2:51:47, time: 1.009, data_time: 0.323, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.7023, loss: 0.7023, grad_norm: 5.5844, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5598, loss/aux0: 0.5598 2020-10-20 17:35:00,254 - mmaction - INFO - Epoch [94][620/792] lr: 7.500e-05, eta: 2:51:48, time: 1.177, data_time: 0.369, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.7023, loss: 0.7023, grad_norm: 5.4241, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5588, loss/aux0: 0.5588 2020-10-20 17:35:41,536 - mmaction - INFO - Epoch [94][640/792] lr: 7.500e-05, eta: 2:51:05, time: 1.069, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9375, loss_cls: 0.7394, loss: 0.7394, grad_norm: 5.9125, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5122, loss/aux0: 0.5122 2020-10-20 17:35:44,420 - mmaction - INFO - Epoch [94][640/792] lr: 7.500e-05, eta: 2:51:06, time: 1.079, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9375, loss_cls: 0.7394, loss: 0.7394, grad_norm: 5.9569, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5121, loss/aux0: 0.5121 2020-10-20 17:36:22,261 - mmaction - INFO - Epoch [94][660/792] lr: 7.500e-05, eta: 2:50:23, time: 0.948, data_time: 0.255, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9432, loss_cls: 0.6763, loss: 0.6763, grad_norm: 5.8158, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5442, loss/aux0: 0.5442 2020-10-20 17:36:24,732 - mmaction - INFO - Epoch [94][660/792] lr: 7.500e-05, eta: 2:50:24, time: 1.041, data_time: 0.256, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9432, loss_cls: 0.6763, loss: 0.6763, grad_norm: 5.7414, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5562, loss/aux0: 0.5562 2020-10-20 17:37:07,970 - mmaction - INFO - Epoch [94][680/792] lr: 7.500e-05, eta: 2:49:41, time: 1.232, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9380, loss_cls: 0.6855, loss: 0.6855, grad_norm: 5.9343, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5989, loss/aux0: 0.5989 2020-10-20 17:37:08,663 - mmaction - INFO - Epoch [94][680/792] lr: 7.500e-05, eta: 2:49:43, time: 1.098, data_time: 0.007, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9380, loss_cls: 0.6855, loss: 0.6855, grad_norm: 5.9307, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.6002, loss/aux0: 0.6002 2020-10-20 17:37:52,097 - mmaction - INFO - Epoch [94][700/792] lr: 7.500e-05, eta: 2:49:00, time: 1.155, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9453, loss_cls: 0.6995, loss: 0.6995, grad_norm: 5.7160, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9495, loss_cls/aux0: 0.5829, loss/aux0: 0.5829 2020-10-20 17:37:52,708 - mmaction - INFO - Epoch [94][700/792] lr: 7.500e-05, eta: 2:49:01, time: 1.106, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9453, loss_cls: 0.6995, loss: 0.6995, grad_norm: 5.8105, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5819, loss/aux0: 0.5819 2020-10-20 17:38:33,867 - mmaction - INFO - Epoch [94][720/792] lr: 7.500e-05, eta: 2:48:18, time: 0.959, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9365, loss_cls: 0.7087, loss: 0.7087, grad_norm: 6.0000, top1_acc/aux0: 0.8661, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5297, loss/aux0: 0.5297 2020-10-20 17:38:34,575 - mmaction - INFO - Epoch [94][720/792] lr: 7.500e-05, eta: 2:48:19, time: 0.964, data_time: 0.005, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9365, loss_cls: 0.7087, loss: 0.7087, grad_norm: 6.0156, top1_acc/aux0: 0.8698, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5171, loss/aux0: 0.5171 2020-10-20 17:39:18,184 - mmaction - INFO - Epoch [94][740/792] lr: 7.500e-05, eta: 2:47:36, time: 1.154, data_time: 0.151, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9375, loss_cls: 0.7109, loss: 0.7109, grad_norm: 5.6276, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5300, loss/aux0: 0.5300 2020-10-20 17:39:18,780 - mmaction - INFO - Epoch [94][740/792] lr: 7.500e-05, eta: 2:47:37, time: 1.155, data_time: 0.155, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9375, loss_cls: 0.7109, loss: 0.7109, grad_norm: 5.6821, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5282, loss/aux0: 0.5282 2020-10-20 17:40:00,043 - mmaction - INFO - Epoch [94][760/792] lr: 7.500e-05, eta: 2:46:54, time: 1.063, data_time: 0.118, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9349, loss_cls: 0.7207, loss: 0.7207, grad_norm: 5.8650, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5405, loss/aux0: 0.5405 2020-10-20 17:40:02,137 - mmaction - INFO - Epoch [94][760/792] lr: 7.500e-05, eta: 2:46:56, time: 1.139, data_time: 0.195, memory: 8335, top1_acc: 0.8042, top5_acc: 0.9349, loss_cls: 0.7207, loss: 0.7207, grad_norm: 5.9026, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5544, loss/aux0: 0.5544 2020-10-20 17:40:41,417 - mmaction - INFO - Epoch [94][780/792] lr: 7.500e-05, eta: 2:46:12, time: 0.987, data_time: 0.398, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9344, loss_cls: 0.7156, loss: 0.7156, grad_norm: 5.7824, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5299, loss/aux0: 0.5299 2020-10-20 17:40:42,835 - mmaction - INFO - Epoch [94][780/792] lr: 7.500e-05, eta: 2:46:14, time: 0.971, data_time: 0.382, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9344, loss_cls: 0.7156, loss: 0.7156, grad_norm: 5.8063, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5233, loss/aux0: 0.5233 2020-10-20 17:41:10,459 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-10-20 17:44:24,781 - mmaction - INFO - Epoch [95][20/792] lr: 7.500e-05, eta: 2:45:04, time: 1.150, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9333, loss_cls: 0.7514, loss: 0.7514, grad_norm: 6.0507, top1_acc/aux0: 0.8410, top5_acc/aux0: 0.9622, loss_cls/aux0: 0.5675, loss/aux0: 0.5675 2020-10-20 17:44:25,378 - mmaction - INFO - Epoch [95][20/792] lr: 7.500e-05, eta: 2:45:05, time: 1.153, data_time: 0.004, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9333, loss_cls: 0.7514, loss: 0.7514, grad_norm: 6.0608, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5779, loss/aux0: 0.5779 2020-10-20 17:45:09,801 - mmaction - INFO - Epoch [95][40/792] lr: 7.500e-05, eta: 2:44:22, time: 1.031, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9354, loss_cls: 0.7317, loss: 0.7317, grad_norm: 5.8614, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5137, loss/aux0: 0.5137 2020-10-20 17:45:10,396 - mmaction - INFO - Epoch [95][40/792] lr: 7.500e-05, eta: 2:44:23, time: 1.033, data_time: 0.003, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9354, loss_cls: 0.7317, loss: 0.7317, grad_norm: 5.9699, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9693, loss_cls/aux0: 0.5021, loss/aux0: 0.5021 2020-10-20 17:45:50,060 - mmaction - INFO - Epoch [95][60/792] lr: 7.500e-05, eta: 2:43:40, time: 0.974, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9318, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.7942, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5772, loss/aux0: 0.5772 2020-10-20 17:45:53,549 - mmaction - INFO - Epoch [95][60/792] lr: 7.500e-05, eta: 2:43:42, time: 1.110, data_time: 0.003, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9318, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.8278, top1_acc/aux0: 0.8385, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5749, loss/aux0: 0.5749 2020-10-20 17:46:33,448 - mmaction - INFO - Epoch [95][80/792] lr: 7.500e-05, eta: 2:42:58, time: 1.123, data_time: 0.000, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9406, loss_cls: 0.6660, loss: 0.6660, grad_norm: 5.3035, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5390, loss/aux0: 0.5390 2020-10-20 17:46:34,745 - mmaction - INFO - Epoch [95][80/792] lr: 7.500e-05, eta: 2:43:00, time: 1.064, data_time: 0.004, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9406, loss_cls: 0.6660, loss: 0.6660, grad_norm: 5.3687, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5432, loss/aux0: 0.5432 2020-10-20 17:47:15,743 - mmaction - INFO - Epoch [95][100/792] lr: 7.500e-05, eta: 2:42:17, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9307, loss_cls: 0.7689, loss: 0.7689, grad_norm: 5.6101, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5311, loss/aux0: 0.5311 2020-10-20 17:47:17,763 - mmaction - INFO - Epoch [95][100/792] lr: 7.500e-05, eta: 2:42:18, time: 1.016, data_time: 0.002, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9307, loss_cls: 0.7689, loss: 0.7689, grad_norm: 5.6234, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5349, loss/aux0: 0.5349 2020-10-20 17:47:59,858 - mmaction - INFO - Epoch [95][120/792] lr: 7.500e-05, eta: 2:41:35, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9365, loss_cls: 0.7579, loss: 0.7579, grad_norm: 5.9430, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5984, loss/aux0: 0.5984 2020-10-20 17:48:01,693 - mmaction - INFO - Epoch [95][120/792] lr: 7.500e-05, eta: 2:41:36, time: 1.106, data_time: 0.002, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9365, loss_cls: 0.7579, loss: 0.7579, grad_norm: 5.9369, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5885, loss/aux0: 0.5885 2020-10-20 17:48:42,381 - mmaction - INFO - Epoch [95][140/792] lr: 7.500e-05, eta: 2:40:53, time: 0.963, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9422, loss_cls: 0.7046, loss: 0.7046, grad_norm: 5.9969, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.4986, loss/aux0: 0.4986 2020-10-20 17:48:44,592 - mmaction - INFO - Epoch [95][140/792] lr: 7.500e-05, eta: 2:40:54, time: 0.968, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9422, loss_cls: 0.7046, loss: 0.7046, grad_norm: 6.0813, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.4960, loss/aux0: 0.4960 2020-10-20 17:49:25,160 - mmaction - INFO - Epoch [95][160/792] lr: 7.500e-05, eta: 2:40:11, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9333, loss_cls: 0.7343, loss: 0.7343, grad_norm: 5.8840, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5574, loss/aux0: 0.5574 2020-10-20 17:49:26,759 - mmaction - INFO - Epoch [95][160/792] lr: 7.500e-05, eta: 2:40:12, time: 1.034, data_time: 0.003, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9333, loss_cls: 0.7343, loss: 0.7343, grad_norm: 5.7724, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5558, loss/aux0: 0.5558 2020-10-20 17:50:07,039 - mmaction - INFO - Epoch [95][180/792] lr: 7.500e-05, eta: 2:39:29, time: 1.051, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9328, loss_cls: 0.6746, loss: 0.6746, grad_norm: 5.5389, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5566, loss/aux0: 0.5566 2020-10-20 17:50:09,400 - mmaction - INFO - Epoch [95][180/792] lr: 7.500e-05, eta: 2:39:30, time: 1.106, data_time: 0.001, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9328, loss_cls: 0.6746, loss: 0.6746, grad_norm: 5.5756, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5698, loss/aux0: 0.5698 2020-10-20 17:50:50,745 - mmaction - INFO - Epoch [95][200/792] lr: 7.500e-05, eta: 2:38:47, time: 1.111, data_time: 0.117, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9427, loss_cls: 0.6684, loss: 0.6684, grad_norm: 5.4961, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5506, loss/aux0: 0.5506 2020-10-20 17:50:53,229 - mmaction - INFO - Epoch [95][200/792] lr: 7.500e-05, eta: 2:38:49, time: 1.195, data_time: 0.122, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9427, loss_cls: 0.6684, loss: 0.6684, grad_norm: 5.4947, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5350, loss/aux0: 0.5350 2020-10-20 17:51:35,072 - mmaction - INFO - Epoch [95][220/792] lr: 7.500e-05, eta: 2:38:06, time: 1.142, data_time: 0.566, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9380, loss_cls: 0.6966, loss: 0.6966, grad_norm: 5.9597, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5300, loss/aux0: 0.5300 2020-10-20 17:51:37,526 - mmaction - INFO - Epoch [95][220/792] lr: 7.500e-05, eta: 2:38:07, time: 1.137, data_time: 0.562, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9380, loss_cls: 0.6966, loss: 0.6966, grad_norm: 5.9003, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5343, loss/aux0: 0.5343 2020-10-20 17:52:17,786 - mmaction - INFO - Epoch [95][240/792] lr: 7.500e-05, eta: 2:37:24, time: 1.116, data_time: 0.277, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9458, loss_cls: 0.6723, loss: 0.6723, grad_norm: 5.8585, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9693, loss_cls/aux0: 0.5474, loss/aux0: 0.5474 2020-10-20 17:52:19,408 - mmaction - INFO - Epoch [95][240/792] lr: 7.500e-05, eta: 2:37:25, time: 1.097, data_time: 0.282, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9458, loss_cls: 0.6723, loss: 0.6723, grad_norm: 5.8275, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9688, loss_cls/aux0: 0.5563, loss/aux0: 0.5563 2020-10-20 17:53:01,394 - mmaction - INFO - Epoch [95][260/792] lr: 7.500e-05, eta: 2:36:42, time: 1.070, data_time: 0.072, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.6795, loss: 0.6795, grad_norm: 5.6962, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5764, loss/aux0: 0.5764 2020-10-20 17:53:02,792 - mmaction - INFO - Epoch [95][260/792] lr: 7.500e-05, eta: 2:36:44, time: 1.069, data_time: 0.043, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.6795, loss: 0.6795, grad_norm: 5.7251, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5814, loss/aux0: 0.5814 2020-10-20 17:53:42,482 - mmaction - INFO - Epoch [95][280/792] lr: 7.500e-05, eta: 2:36:00, time: 1.019, data_time: 0.014, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9333, loss_cls: 0.7204, loss: 0.7204, grad_norm: 5.5989, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5506, loss/aux0: 0.5506 2020-10-20 17:53:44,313 - mmaction - INFO - Epoch [95][280/792] lr: 7.500e-05, eta: 2:36:02, time: 1.023, data_time: 0.078, memory: 8335, top1_acc: 0.8063, top5_acc: 0.9333, loss_cls: 0.7204, loss: 0.7204, grad_norm: 5.5495, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5487, loss/aux0: 0.5487 2020-10-20 17:54:26,751 - mmaction - INFO - Epoch [95][300/792] lr: 7.500e-05, eta: 2:35:19, time: 1.095, data_time: 0.000, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9385, loss_cls: 0.7309, loss: 0.7309, grad_norm: 5.9015, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5641, loss/aux0: 0.5641 2020-10-20 17:54:27,753 - mmaction - INFO - Epoch [95][300/792] lr: 7.500e-05, eta: 2:35:20, time: 1.111, data_time: 0.002, memory: 8335, top1_acc: 0.7958, top5_acc: 0.9385, loss_cls: 0.7309, loss: 0.7309, grad_norm: 5.8898, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5604, loss/aux0: 0.5604 2020-10-20 17:55:09,359 - mmaction - INFO - Epoch [95][320/792] lr: 7.500e-05, eta: 2:34:37, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9349, loss_cls: 0.7533, loss: 0.7533, grad_norm: 5.8471, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5643, loss/aux0: 0.5643 2020-10-20 17:55:11,687 - mmaction - INFO - Epoch [95][320/792] lr: 7.500e-05, eta: 2:34:38, time: 1.059, data_time: 0.002, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9349, loss_cls: 0.7533, loss: 0.7533, grad_norm: 5.7995, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5584, loss/aux0: 0.5584 2020-10-20 17:55:52,822 - mmaction - INFO - Epoch [95][340/792] lr: 7.500e-05, eta: 2:33:55, time: 1.140, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9448, loss_cls: 0.6951, loss: 0.6951, grad_norm: 5.7250, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5354, loss/aux0: 0.5354 2020-10-20 17:55:53,431 - mmaction - INFO - Epoch [95][340/792] lr: 7.500e-05, eta: 2:33:56, time: 1.050, data_time: 0.003, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9448, loss_cls: 0.6951, loss: 0.6951, grad_norm: 5.7737, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5492, loss/aux0: 0.5492 2020-10-20 17:56:37,494 - mmaction - INFO - Epoch [95][360/792] lr: 7.500e-05, eta: 2:33:13, time: 1.027, data_time: 0.000, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9385, loss_cls: 0.6613, loss: 0.6613, grad_norm: 5.2598, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9687, loss_cls/aux0: 0.5071, loss/aux0: 0.5071 2020-10-20 17:56:38,075 - mmaction - INFO - Epoch [95][360/792] lr: 7.500e-05, eta: 2:33:14, time: 1.029, data_time: 0.002, memory: 8335, top1_acc: 0.8385, top5_acc: 0.9385, loss_cls: 0.6613, loss: 0.6613, grad_norm: 5.3527, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9693, loss_cls/aux0: 0.5061, loss/aux0: 0.5061 2020-10-20 17:57:18,667 - mmaction - INFO - Epoch [95][380/792] lr: 7.500e-05, eta: 2:32:31, time: 1.032, data_time: 0.200, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9453, loss_cls: 0.6567, loss: 0.6567, grad_norm: 5.5976, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5407, loss/aux0: 0.5407 2020-10-20 17:57:21,573 - mmaction - INFO - Epoch [95][380/792] lr: 7.500e-05, eta: 2:32:33, time: 1.119, data_time: 0.202, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9453, loss_cls: 0.6567, loss: 0.6567, grad_norm: 5.6053, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5335, loss/aux0: 0.5335 2020-10-20 17:58:03,041 - mmaction - INFO - Epoch [95][400/792] lr: 7.500e-05, eta: 2:31:49, time: 1.045, data_time: 0.386, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9339, loss_cls: 0.7262, loss: 0.7262, grad_norm: 5.8708, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5576, loss/aux0: 0.5576 2020-10-20 17:58:03,664 - mmaction - INFO - Epoch [95][400/792] lr: 7.500e-05, eta: 2:31:51, time: 1.048, data_time: 0.389, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9339, loss_cls: 0.7262, loss: 0.7262, grad_norm: 5.8501, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5495, loss/aux0: 0.5495 2020-10-20 17:58:45,292 - mmaction - INFO - Epoch [95][420/792] lr: 7.500e-05, eta: 2:31:08, time: 1.026, data_time: 0.000, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9333, loss_cls: 0.7247, loss: 0.7247, grad_norm: 5.9097, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5431, loss/aux0: 0.5431 2020-10-20 17:58:48,370 - mmaction - INFO - Epoch [95][420/792] lr: 7.500e-05, eta: 2:31:09, time: 1.065, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9333, loss_cls: 0.7247, loss: 0.7247, grad_norm: 5.9995, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5491, loss/aux0: 0.5491 2020-10-20 17:59:27,145 - mmaction - INFO - Epoch [95][440/792] lr: 7.500e-05, eta: 2:30:26, time: 0.970, data_time: 0.000, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9318, loss_cls: 0.7072, loss: 0.7072, grad_norm: 5.8960, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5374, loss/aux0: 0.5374 2020-10-20 17:59:30,741 - mmaction - INFO - Epoch [95][440/792] lr: 7.500e-05, eta: 2:30:27, time: 1.123, data_time: 0.004, memory: 8335, top1_acc: 0.8187, top5_acc: 0.9318, loss_cls: 0.7072, loss: 0.7072, grad_norm: 5.9579, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5560, loss/aux0: 0.5560 2020-10-20 18:00:15,189 - mmaction - INFO - Epoch [95][460/792] lr: 7.500e-05, eta: 2:29:44, time: 1.345, data_time: 0.009, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9411, loss_cls: 0.6621, loss: 0.6621, grad_norm: 5.8379, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5864, loss/aux0: 0.5864 2020-10-20 18:00:15,898 - mmaction - INFO - Epoch [95][460/792] lr: 7.500e-05, eta: 2:29:46, time: 1.307, data_time: 0.019, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9411, loss_cls: 0.6621, loss: 0.6621, grad_norm: 5.9059, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5865, loss/aux0: 0.5865 2020-10-20 18:01:00,964 - mmaction - INFO - Epoch [95][480/792] lr: 7.500e-05, eta: 2:29:03, time: 1.153, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9396, loss_cls: 0.6751, loss: 0.6751, grad_norm: 5.7884, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5880, loss/aux0: 0.5880 2020-10-20 18:01:01,579 - mmaction - INFO - Epoch [95][480/792] lr: 7.500e-05, eta: 2:29:04, time: 1.156, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9396, loss_cls: 0.6751, loss: 0.6751, grad_norm: 5.8065, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5700, loss/aux0: 0.5700 2020-10-20 18:01:42,386 - mmaction - INFO - Epoch [95][500/792] lr: 7.500e-05, eta: 2:28:21, time: 1.059, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9411, loss_cls: 0.6814, loss: 0.6814, grad_norm: 5.7352, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5040, loss/aux0: 0.5040 2020-10-20 18:01:43,999 - mmaction - INFO - Epoch [95][500/792] lr: 7.500e-05, eta: 2:28:22, time: 1.111, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9411, loss_cls: 0.6814, loss: 0.6814, grad_norm: 5.7090, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.4991, loss/aux0: 0.4991 2020-10-20 18:02:24,711 - mmaction - INFO - Epoch [95][520/792] lr: 7.500e-05, eta: 2:27:39, time: 1.048, data_time: 0.170, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9443, loss_cls: 0.6920, loss: 0.6920, grad_norm: 5.6699, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5028, loss/aux0: 0.5028 2020-10-20 18:02:27,155 - mmaction - INFO - Epoch [95][520/792] lr: 7.500e-05, eta: 2:27:40, time: 1.063, data_time: 0.209, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9443, loss_cls: 0.6920, loss: 0.6920, grad_norm: 5.6541, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5065, loss/aux0: 0.5065 2020-10-20 18:03:10,989 - mmaction - INFO - Epoch [95][540/792] lr: 7.500e-05, eta: 2:26:58, time: 1.255, data_time: 0.674, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9359, loss_cls: 0.7266, loss: 0.7266, grad_norm: 5.6981, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5485, loss/aux0: 0.5485 2020-10-20 18:03:13,078 - mmaction - INFO - Epoch [95][540/792] lr: 7.500e-05, eta: 2:26:59, time: 1.187, data_time: 0.609, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9359, loss_cls: 0.7266, loss: 0.7266, grad_norm: 5.7878, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5505, loss/aux0: 0.5505 2020-10-20 18:03:52,730 - mmaction - INFO - Epoch [95][560/792] lr: 7.500e-05, eta: 2:26:16, time: 0.964, data_time: 0.308, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9328, loss_cls: 0.7233, loss: 0.7233, grad_norm: 5.8930, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5534, loss/aux0: 0.5534 2020-10-20 18:03:55,382 - mmaction - INFO - Epoch [95][560/792] lr: 7.500e-05, eta: 2:26:17, time: 1.047, data_time: 0.391, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9328, loss_cls: 0.7233, loss: 0.7233, grad_norm: 5.8716, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5535, loss/aux0: 0.5535 2020-10-20 18:04:36,409 - mmaction - INFO - Epoch [95][580/792] lr: 7.500e-05, eta: 2:25:34, time: 0.977, data_time: 0.393, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9370, loss_cls: 0.7173, loss: 0.7173, grad_norm: 6.0074, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5799, loss/aux0: 0.5799 2020-10-20 18:04:38,359 - mmaction - INFO - Epoch [95][580/792] lr: 7.500e-05, eta: 2:25:35, time: 0.959, data_time: 0.374, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9370, loss_cls: 0.7173, loss: 0.7173, grad_norm: 6.0383, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5876, loss/aux0: 0.5876 2020-10-20 18:05:19,257 - mmaction - INFO - Epoch [95][600/792] lr: 7.500e-05, eta: 2:24:52, time: 1.127, data_time: 0.213, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9391, loss_cls: 0.7365, loss: 0.7365, grad_norm: 6.3676, top1_acc/aux0: 0.8344, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.6046, loss/aux0: 0.6046 2020-10-20 18:05:21,386 - mmaction - INFO - Epoch [95][600/792] lr: 7.500e-05, eta: 2:24:53, time: 1.109, data_time: 0.185, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9391, loss_cls: 0.7365, loss: 0.7365, grad_norm: 6.3222, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-20 18:06:02,434 - mmaction - INFO - Epoch [95][620/792] lr: 7.500e-05, eta: 2:24:10, time: 1.124, data_time: 0.002, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.6942, loss: 0.6942, grad_norm: 5.6841, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5205, loss/aux0: 0.5205 2020-10-20 18:06:04,543 - mmaction - INFO - Epoch [95][620/792] lr: 7.500e-05, eta: 2:24:12, time: 1.171, data_time: 0.004, memory: 8335, top1_acc: 0.8245, top5_acc: 0.9391, loss_cls: 0.6942, loss: 0.6942, grad_norm: 5.7021, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5251, loss/aux0: 0.5251 2020-10-20 18:06:44,917 - mmaction - INFO - Epoch [95][640/792] lr: 7.500e-05, eta: 2:23:29, time: 1.096, data_time: 0.045, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9380, loss_cls: 0.6833, loss: 0.6833, grad_norm: 5.6340, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5753, loss/aux0: 0.5753 2020-10-20 18:06:45,941 - mmaction - INFO - Epoch [95][640/792] lr: 7.500e-05, eta: 2:23:30, time: 0.988, data_time: 0.047, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9380, loss_cls: 0.6833, loss: 0.6833, grad_norm: 5.5761, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5781, loss/aux0: 0.5781 2020-10-20 18:07:26,823 - mmaction - INFO - Epoch [95][660/792] lr: 7.500e-05, eta: 2:22:47, time: 1.098, data_time: 0.009, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9380, loss_cls: 0.6922, loss: 0.6922, grad_norm: 5.7186, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5743, loss/aux0: 0.5743 2020-10-20 18:07:28,421 - mmaction - INFO - Epoch [95][660/792] lr: 7.500e-05, eta: 2:22:48, time: 1.054, data_time: 0.011, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9380, loss_cls: 0.6922, loss: 0.6922, grad_norm: 5.7707, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5697, loss/aux0: 0.5697 2020-10-20 18:08:08,069 - mmaction - INFO - Epoch [95][680/792] lr: 7.500e-05, eta: 2:22:05, time: 0.998, data_time: 0.017, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9432, loss_cls: 0.7000, loss: 0.7000, grad_norm: 5.8009, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5492, loss/aux0: 0.5492 2020-10-20 18:08:10,255 - mmaction - INFO - Epoch [95][680/792] lr: 7.500e-05, eta: 2:22:06, time: 1.065, data_time: 0.018, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9432, loss_cls: 0.7000, loss: 0.7000, grad_norm: 5.8158, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5435, loss/aux0: 0.5435 2020-10-20 18:08:51,471 - mmaction - INFO - Epoch [95][700/792] lr: 7.500e-05, eta: 2:21:23, time: 1.026, data_time: 0.273, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9458, loss_cls: 0.6602, loss: 0.6602, grad_norm: 5.7249, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5503, loss/aux0: 0.5503 2020-10-20 18:08:53,107 - mmaction - INFO - Epoch [95][700/792] lr: 7.500e-05, eta: 2:21:24, time: 1.061, data_time: 0.274, memory: 8335, top1_acc: 0.8312, top5_acc: 0.9458, loss_cls: 0.6602, loss: 0.6602, grad_norm: 5.6027, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5454, loss/aux0: 0.5454 2020-10-20 18:09:36,871 - mmaction - INFO - Epoch [95][720/792] lr: 7.500e-05, eta: 2:20:41, time: 1.083, data_time: 0.007, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9286, loss_cls: 0.7302, loss: 0.7302, grad_norm: 5.8533, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5188, loss/aux0: 0.5188 2020-10-20 18:09:37,468 - mmaction - INFO - Epoch [95][720/792] lr: 7.500e-05, eta: 2:20:42, time: 1.081, data_time: 0.009, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9286, loss_cls: 0.7302, loss: 0.7302, grad_norm: 5.8146, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5230, loss/aux0: 0.5230 2020-10-20 18:10:22,154 - mmaction - INFO - Epoch [95][740/792] lr: 7.500e-05, eta: 2:19:59, time: 1.203, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.7085, loss: 0.7085, grad_norm: 5.9864, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5855, loss/aux0: 0.5855 2020-10-20 18:10:22,774 - mmaction - INFO - Epoch [95][740/792] lr: 7.500e-05, eta: 2:20:01, time: 1.204, data_time: 0.002, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9375, loss_cls: 0.7085, loss: 0.7085, grad_norm: 6.0660, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5883, loss/aux0: 0.5883 2020-10-20 18:11:02,666 - mmaction - INFO - Epoch [95][760/792] lr: 7.500e-05, eta: 2:19:18, time: 1.008, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9396, loss_cls: 0.7143, loss: 0.7143, grad_norm: 5.5093, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5197, loss/aux0: 0.5197 2020-10-20 18:11:04,653 - mmaction - INFO - Epoch [95][760/792] lr: 7.500e-05, eta: 2:19:19, time: 1.078, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9396, loss_cls: 0.7143, loss: 0.7143, grad_norm: 5.5443, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5178, loss/aux0: 0.5178 2020-10-20 18:11:44,986 - mmaction - INFO - Epoch [95][780/792] lr: 7.500e-05, eta: 2:18:36, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9422, loss_cls: 0.7162, loss: 0.7162, grad_norm: 5.7760, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5680, loss/aux0: 0.5680 2020-10-20 18:11:45,660 - mmaction - INFO - Epoch [95][780/792] lr: 7.500e-05, eta: 2:18:37, time: 0.947, data_time: 0.002, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9422, loss_cls: 0.7162, loss: 0.7162, grad_norm: 5.6811, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5597, loss/aux0: 0.5597 2020-10-20 18:12:16,016 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-10-20 18:13:49,643 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 18:13:49,755 - mmaction - INFO - top1_acc 0.8010 top5_acc 0.9454 2020-10-20 18:13:49,755 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 18:13:49,776 - mmaction - INFO - mean_acc 0.8013 2020-10-20 18:13:49,778 - mmaction - INFO - Epoch(val) [95][792] top1_acc: 0.8010, top5_acc: 0.9454, mean_class_accuracy: 0.8013 2020-10-20 18:16:45,782 - mmaction - INFO - Epoch [96][20/792] lr: 7.500e-05, eta: 2:17:27, time: 1.145, data_time: 0.566, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9385, loss_cls: 0.7121, loss: 0.7121, grad_norm: 5.8584, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9671, loss_cls/aux0: 0.5137, loss/aux0: 0.5137 2020-10-20 18:16:46,373 - mmaction - INFO - Epoch [96][20/792] lr: 7.500e-05, eta: 2:17:29, time: 1.135, data_time: 0.569, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9385, loss_cls: 0.7121, loss: 0.7121, grad_norm: 5.9527, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5226, loss/aux0: 0.5226 2020-10-20 18:17:28,185 - mmaction - INFO - Epoch [96][40/792] lr: 7.500e-05, eta: 2:16:46, time: 1.072, data_time: 0.072, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9437, loss_cls: 0.6751, loss: 0.6751, grad_norm: 5.9208, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5628, loss/aux0: 0.5628 2020-10-20 18:17:29,422 - mmaction - INFO - Epoch [96][40/792] lr: 7.500e-05, eta: 2:16:47, time: 1.099, data_time: 0.076, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9437, loss_cls: 0.6751, loss: 0.6751, grad_norm: 5.9398, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5644, loss/aux0: 0.5644 2020-10-20 18:18:11,976 - mmaction - INFO - Epoch [96][60/792] lr: 7.500e-05, eta: 2:16:04, time: 1.129, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9406, loss_cls: 0.6811, loss: 0.6811, grad_norm: 5.8882, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5881, loss/aux0: 0.5881 2020-10-20 18:18:12,597 - mmaction - INFO - Epoch [96][60/792] lr: 7.500e-05, eta: 2:16:05, time: 1.131, data_time: 0.003, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9406, loss_cls: 0.6811, loss: 0.6811, grad_norm: 5.8542, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5723, loss/aux0: 0.5723 2020-10-20 18:18:53,257 - mmaction - INFO - Epoch [96][80/792] lr: 7.500e-05, eta: 2:15:22, time: 1.049, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9437, loss_cls: 0.6688, loss: 0.6688, grad_norm: 5.8000, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5668, loss/aux0: 0.5668 2020-10-20 18:18:55,609 - mmaction - INFO - Epoch [96][80/792] lr: 7.500e-05, eta: 2:15:23, time: 1.135, data_time: 0.008, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9437, loss_cls: 0.6688, loss: 0.6688, grad_norm: 5.7571, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5690, loss/aux0: 0.5690 2020-10-20 18:19:36,540 - mmaction - INFO - Epoch [96][100/792] lr: 7.500e-05, eta: 2:14:40, time: 1.072, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9411, loss_cls: 0.6754, loss: 0.6754, grad_norm: 5.9806, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5273, loss/aux0: 0.5273 2020-10-20 18:19:37,733 - mmaction - INFO - Epoch [96][100/792] lr: 7.500e-05, eta: 2:14:42, time: 1.059, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9411, loss_cls: 0.6754, loss: 0.6754, grad_norm: 5.9795, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5345, loss/aux0: 0.5345 2020-10-20 18:20:21,352 - mmaction - INFO - Epoch [96][120/792] lr: 7.500e-05, eta: 2:13:59, time: 1.142, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9453, loss_cls: 0.6678, loss: 0.6678, grad_norm: 5.6470, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5849, loss/aux0: 0.5849 2020-10-20 18:20:22,032 - mmaction - INFO - Epoch [96][120/792] lr: 7.500e-05, eta: 2:14:00, time: 1.149, data_time: 0.007, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9453, loss_cls: 0.6678, loss: 0.6678, grad_norm: 5.7470, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5849, loss/aux0: 0.5849 2020-10-20 18:21:04,157 - mmaction - INFO - Epoch [96][140/792] lr: 7.500e-05, eta: 2:13:17, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9375, loss_cls: 0.7070, loss: 0.7070, grad_norm: 5.8719, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5373, loss/aux0: 0.5373 2020-10-20 18:21:04,751 - mmaction - INFO - Epoch [96][140/792] lr: 7.500e-05, eta: 2:13:18, time: 1.071, data_time: 0.003, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9375, loss_cls: 0.7070, loss: 0.7070, grad_norm: 5.8142, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5271, loss/aux0: 0.5271 2020-10-20 18:21:47,524 - mmaction - INFO - Epoch [96][160/792] lr: 7.500e-05, eta: 2:12:35, time: 1.085, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9375, loss_cls: 0.7219, loss: 0.7219, grad_norm: 6.0277, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5956, loss/aux0: 0.5956 2020-10-20 18:21:50,347 - mmaction - INFO - Epoch [96][160/792] lr: 7.500e-05, eta: 2:12:36, time: 1.171, data_time: 0.003, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9375, loss_cls: 0.7219, loss: 0.7219, grad_norm: 5.9926, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5999, loss/aux0: 0.5999 2020-10-20 18:22:31,691 - mmaction - INFO - Epoch [96][180/792] lr: 7.500e-05, eta: 2:11:54, time: 1.114, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9344, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.6143, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5444, loss/aux0: 0.5444 2020-10-20 18:22:34,213 - mmaction - INFO - Epoch [96][180/792] lr: 7.500e-05, eta: 2:11:55, time: 1.216, data_time: 0.008, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9344, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.6361, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5473, loss/aux0: 0.5473 2020-10-20 18:23:19,452 - mmaction - INFO - Epoch [96][200/792] lr: 7.500e-05, eta: 2:11:12, time: 1.100, data_time: 0.000, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9339, loss_cls: 0.7369, loss: 0.7369, grad_norm: 6.0692, top1_acc/aux0: 0.8661, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5156, loss/aux0: 0.5156 2020-10-20 18:23:22,769 - mmaction - INFO - Epoch [96][200/792] lr: 7.500e-05, eta: 2:11:13, time: 1.202, data_time: 0.006, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9339, loss_cls: 0.7369, loss: 0.7369, grad_norm: 5.9675, top1_acc/aux0: 0.8682, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5102, loss/aux0: 0.5102 2020-10-20 18:24:02,105 - mmaction - INFO - Epoch [96][220/792] lr: 7.500e-05, eta: 2:10:30, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9344, loss_cls: 0.7136, loss: 0.7136, grad_norm: 5.7578, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5374, loss/aux0: 0.5374 2020-10-20 18:24:03,605 - mmaction - INFO - Epoch [96][220/792] lr: 7.500e-05, eta: 2:10:31, time: 0.891, data_time: 0.002, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9344, loss_cls: 0.7136, loss: 0.7136, grad_norm: 5.8459, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5490, loss/aux0: 0.5490 2020-10-20 18:24:46,299 - mmaction - INFO - Epoch [96][240/792] lr: 7.500e-05, eta: 2:09:48, time: 1.065, data_time: 0.001, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9370, loss_cls: 0.7354, loss: 0.7354, grad_norm: 5.7478, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5762, loss/aux0: 0.5762 2020-10-20 18:24:46,897 - mmaction - INFO - Epoch [96][240/792] lr: 7.500e-05, eta: 2:09:49, time: 1.066, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9370, loss_cls: 0.7354, loss: 0.7354, grad_norm: 5.8319, top1_acc/aux0: 0.8417, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5688, loss/aux0: 0.5688 2020-10-20 18:25:27,838 - mmaction - INFO - Epoch [96][260/792] lr: 7.500e-05, eta: 2:09:06, time: 1.022, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9443, loss_cls: 0.6711, loss: 0.6711, grad_norm: 5.7699, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5677, loss/aux0: 0.5677 2020-10-20 18:25:29,934 - mmaction - INFO - Epoch [96][260/792] lr: 7.500e-05, eta: 2:09:07, time: 1.034, data_time: 0.002, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9443, loss_cls: 0.6711, loss: 0.6711, grad_norm: 5.7697, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5732, loss/aux0: 0.5732 2020-10-20 18:26:09,913 - mmaction - INFO - Epoch [96][280/792] lr: 7.500e-05, eta: 2:08:24, time: 1.062, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9443, loss_cls: 0.6964, loss: 0.6964, grad_norm: 5.9567, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5579, loss/aux0: 0.5579 2020-10-20 18:26:12,889 - mmaction - INFO - Epoch [96][280/792] lr: 7.500e-05, eta: 2:08:25, time: 1.033, data_time: 0.003, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9443, loss_cls: 0.6964, loss: 0.6964, grad_norm: 5.9120, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5424, loss/aux0: 0.5424 2020-10-20 18:26:54,409 - mmaction - INFO - Epoch [96][300/792] lr: 7.500e-05, eta: 2:07:42, time: 0.998, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9323, loss_cls: 0.7535, loss: 0.7535, grad_norm: 5.8220, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5164, loss/aux0: 0.5164 2020-10-20 18:26:57,087 - mmaction - INFO - Epoch [96][300/792] lr: 7.500e-05, eta: 2:07:43, time: 1.024, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9323, loss_cls: 0.7535, loss: 0.7535, grad_norm: 5.8061, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5282, loss/aux0: 0.5282 2020-10-20 18:27:36,741 - mmaction - INFO - Epoch [96][320/792] lr: 7.500e-05, eta: 2:07:01, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9281, loss_cls: 0.7541, loss: 0.7541, grad_norm: 5.8933, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5449, loss/aux0: 0.5449 2020-10-20 18:27:37,331 - mmaction - INFO - Epoch [96][320/792] lr: 7.500e-05, eta: 2:07:02, time: 1.008, data_time: 0.002, memory: 8335, top1_acc: 0.8010, top5_acc: 0.9281, loss_cls: 0.7541, loss: 0.7541, grad_norm: 5.8805, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5462, loss/aux0: 0.5462 2020-10-20 18:28:20,180 - mmaction - INFO - Epoch [96][340/792] lr: 7.500e-05, eta: 2:06:19, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9359, loss_cls: 0.7000, loss: 0.7000, grad_norm: 5.9338, top1_acc/aux0: 0.8349, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.6186, loss/aux0: 0.6186 2020-10-20 18:28:21,473 - mmaction - INFO - Epoch [96][340/792] lr: 7.500e-05, eta: 2:06:20, time: 1.055, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9359, loss_cls: 0.7000, loss: 0.7000, grad_norm: 5.8320, top1_acc/aux0: 0.8354, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.6109, loss/aux0: 0.6109 2020-10-20 18:29:04,482 - mmaction - INFO - Epoch [96][360/792] lr: 7.500e-05, eta: 2:05:37, time: 1.116, data_time: 0.000, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9266, loss_cls: 0.8098, loss: 0.8098, grad_norm: 6.1219, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5481, loss/aux0: 0.5481 2020-10-20 18:29:05,115 - mmaction - INFO - Epoch [96][360/792] lr: 7.500e-05, eta: 2:05:38, time: 1.117, data_time: 0.003, memory: 8335, top1_acc: 0.7964, top5_acc: 0.9266, loss_cls: 0.8098, loss: 0.8098, grad_norm: 6.1845, top1_acc/aux0: 0.8401, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5656, loss/aux0: 0.5656 2020-10-20 18:29:45,442 - mmaction - INFO - Epoch [96][380/792] lr: 7.500e-05, eta: 2:04:55, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9406, loss_cls: 0.6669, loss: 0.6669, grad_norm: 5.6111, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5362, loss/aux0: 0.5362 2020-10-20 18:29:47,106 - mmaction - INFO - Epoch [96][380/792] lr: 7.500e-05, eta: 2:04:56, time: 1.098, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9406, loss_cls: 0.6669, loss: 0.6669, grad_norm: 5.6756, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5335, loss/aux0: 0.5335 2020-10-20 18:30:29,726 - mmaction - INFO - Epoch [96][400/792] lr: 7.500e-05, eta: 2:04:13, time: 1.167, data_time: 0.223, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9318, loss_cls: 0.7283, loss: 0.7283, grad_norm: 5.8117, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5666, loss/aux0: 0.5666 2020-10-20 18:30:31,500 - mmaction - INFO - Epoch [96][400/792] lr: 7.500e-05, eta: 2:04:15, time: 1.228, data_time: 0.284, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9318, loss_cls: 0.7283, loss: 0.7283, grad_norm: 5.7852, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5486, loss/aux0: 0.5486 2020-10-20 18:31:11,613 - mmaction - INFO - Epoch [96][420/792] lr: 7.500e-05, eta: 2:03:32, time: 1.065, data_time: 0.439, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9432, loss_cls: 0.6779, loss: 0.6779, grad_norm: 5.7136, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5494, loss/aux0: 0.5494 2020-10-20 18:31:13,457 - mmaction - INFO - Epoch [96][420/792] lr: 7.500e-05, eta: 2:03:33, time: 1.020, data_time: 0.393, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9432, loss_cls: 0.6779, loss: 0.6779, grad_norm: 5.7585, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5567, loss/aux0: 0.5567 2020-10-20 18:31:54,892 - mmaction - INFO - Epoch [96][440/792] lr: 7.500e-05, eta: 2:02:50, time: 1.022, data_time: 0.033, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9354, loss_cls: 0.7309, loss: 0.7309, grad_norm: 5.8729, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5979, loss/aux0: 0.5979 2020-10-20 18:31:55,490 - mmaction - INFO - Epoch [96][440/792] lr: 7.500e-05, eta: 2:02:51, time: 1.024, data_time: 0.036, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9354, loss_cls: 0.7309, loss: 0.7309, grad_norm: 5.9630, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.6049, loss/aux0: 0.6049 2020-10-20 18:32:36,012 - mmaction - INFO - Epoch [96][460/792] lr: 7.500e-05, eta: 2:02:08, time: 1.042, data_time: 0.069, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9385, loss_cls: 0.7286, loss: 0.7286, grad_norm: 6.0095, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5576, loss/aux0: 0.5576 2020-10-20 18:32:37,291 - mmaction - INFO - Epoch [96][460/792] lr: 7.500e-05, eta: 2:02:09, time: 1.030, data_time: 0.025, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9385, loss_cls: 0.7286, loss: 0.7286, grad_norm: 5.7763, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5600, loss/aux0: 0.5600 2020-10-20 18:33:18,006 - mmaction - INFO - Epoch [96][480/792] lr: 7.500e-05, eta: 2:01:26, time: 1.030, data_time: 0.063, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9281, loss_cls: 0.7279, loss: 0.7279, grad_norm: 5.9735, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5541, loss/aux0: 0.5541 2020-10-20 18:33:20,354 - mmaction - INFO - Epoch [96][480/792] lr: 7.500e-05, eta: 2:01:27, time: 1.057, data_time: 0.066, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9281, loss_cls: 0.7279, loss: 0.7279, grad_norm: 5.9376, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5439, loss/aux0: 0.5439 2020-10-20 18:34:01,479 - mmaction - INFO - Epoch [96][500/792] lr: 7.500e-05, eta: 2:00:44, time: 1.120, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9312, loss_cls: 0.7869, loss: 0.7869, grad_norm: 5.9753, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5236, loss/aux0: 0.5236 2020-10-20 18:34:03,402 - mmaction - INFO - Epoch [96][500/792] lr: 7.500e-05, eta: 2:00:45, time: 1.055, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9312, loss_cls: 0.7869, loss: 0.7869, grad_norm: 5.9763, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5206, loss/aux0: 0.5206 2020-10-20 18:34:45,322 - mmaction - INFO - Epoch [96][520/792] lr: 7.500e-05, eta: 2:00:02, time: 1.101, data_time: 0.000, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9385, loss_cls: 0.7052, loss: 0.7052, grad_norm: 6.2207, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5642, loss/aux0: 0.5642 2020-10-20 18:34:46,740 - mmaction - INFO - Epoch [96][520/792] lr: 7.500e-05, eta: 2:00:03, time: 1.143, data_time: 0.003, memory: 8335, top1_acc: 0.8062, top5_acc: 0.9385, loss_cls: 0.7052, loss: 0.7052, grad_norm: 6.2784, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5651, loss/aux0: 0.5651 2020-10-20 18:35:28,137 - mmaction - INFO - Epoch [96][540/792] lr: 7.500e-05, eta: 1:59:21, time: 1.026, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9344, loss_cls: 0.7522, loss: 0.7522, grad_norm: 5.8803, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5390, loss/aux0: 0.5390 2020-10-20 18:35:29,527 - mmaction - INFO - Epoch [96][540/792] lr: 7.500e-05, eta: 1:59:21, time: 1.067, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9344, loss_cls: 0.7522, loss: 0.7522, grad_norm: 5.8816, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5392, loss/aux0: 0.5392 2020-10-20 18:36:10,408 - mmaction - INFO - Epoch [96][560/792] lr: 7.500e-05, eta: 1:58:39, time: 1.006, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9469, loss_cls: 0.6785, loss: 0.6785, grad_norm: 5.7873, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5709, loss/aux0: 0.5709 2020-10-20 18:36:11,784 - mmaction - INFO - Epoch [96][560/792] lr: 7.500e-05, eta: 1:58:40, time: 1.029, data_time: 0.003, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9469, loss_cls: 0.6785, loss: 0.6785, grad_norm: 5.8055, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5763, loss/aux0: 0.5763 2020-10-20 18:36:54,482 - mmaction - INFO - Epoch [96][580/792] lr: 7.500e-05, eta: 1:57:57, time: 1.095, data_time: 0.130, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9318, loss_cls: 0.7292, loss: 0.7292, grad_norm: 6.1768, top1_acc/aux0: 0.8391, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5911, loss/aux0: 0.5911 2020-10-20 18:36:55,084 - mmaction - INFO - Epoch [96][580/792] lr: 7.500e-05, eta: 1:57:58, time: 1.047, data_time: 0.133, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9318, loss_cls: 0.7292, loss: 0.7292, grad_norm: 6.1404, top1_acc/aux0: 0.8380, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5852, loss/aux0: 0.5852 2020-10-20 18:37:43,079 - mmaction - INFO - Epoch [96][600/792] lr: 7.500e-05, eta: 1:57:15, time: 1.156, data_time: 0.579, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9333, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.7448, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5620, loss/aux0: 0.5620 2020-10-20 18:37:43,694 - mmaction - INFO - Epoch [96][600/792] lr: 7.500e-05, eta: 1:57:16, time: 1.157, data_time: 0.581, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9333, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.6350, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5660, loss/aux0: 0.5660 2020-10-20 18:38:27,491 - mmaction - INFO - Epoch [96][620/792] lr: 7.500e-05, eta: 1:56:33, time: 1.190, data_time: 0.613, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9391, loss_cls: 0.6833, loss: 0.6833, grad_norm: 5.9772, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5719, loss/aux0: 0.5719 2020-10-20 18:38:28,090 - mmaction - INFO - Epoch [96][620/792] lr: 7.500e-05, eta: 1:56:34, time: 1.191, data_time: 0.615, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9391, loss_cls: 0.6833, loss: 0.6833, grad_norm: 5.9344, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5758, loss/aux0: 0.5758 2020-10-20 18:39:08,171 - mmaction - INFO - Epoch [96][640/792] lr: 7.500e-05, eta: 1:55:52, time: 1.058, data_time: 0.038, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9453, loss_cls: 0.6839, loss: 0.6839, grad_norm: 5.4065, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5164, loss/aux0: 0.5164 2020-10-20 18:39:08,995 - mmaction - INFO - Epoch [96][640/792] lr: 7.500e-05, eta: 1:55:53, time: 1.035, data_time: 0.040, memory: 8335, top1_acc: 0.8323, top5_acc: 0.9453, loss_cls: 0.6839, loss: 0.6839, grad_norm: 5.4434, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5127, loss/aux0: 0.5127 2020-10-20 18:39:53,152 - mmaction - INFO - Epoch [96][660/792] lr: 7.500e-05, eta: 1:55:10, time: 1.148, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9370, loss_cls: 0.6900, loss: 0.6900, grad_norm: 5.3988, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5486, loss/aux0: 0.5486 2020-10-20 18:39:54,616 - mmaction - INFO - Epoch [96][660/792] lr: 7.500e-05, eta: 1:55:11, time: 1.115, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9370, loss_cls: 0.6900, loss: 0.6900, grad_norm: 5.4324, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5542, loss/aux0: 0.5542 2020-10-20 18:40:35,743 - mmaction - INFO - Epoch [96][680/792] lr: 7.500e-05, eta: 1:54:28, time: 1.075, data_time: 0.000, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9365, loss_cls: 0.7168, loss: 0.7168, grad_norm: 5.9229, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5844, loss/aux0: 0.5844 2020-10-20 18:40:37,900 - mmaction - INFO - Epoch [96][680/792] lr: 7.500e-05, eta: 1:54:29, time: 1.148, data_time: 0.002, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9365, loss_cls: 0.7168, loss: 0.7168, grad_norm: 5.9795, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5849, loss/aux0: 0.5849 2020-10-20 18:41:19,435 - mmaction - INFO - Epoch [96][700/792] lr: 7.500e-05, eta: 1:53:46, time: 1.063, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9339, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.8635, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5250, loss/aux0: 0.5250 2020-10-20 18:41:23,048 - mmaction - INFO - Epoch [96][700/792] lr: 7.500e-05, eta: 1:53:47, time: 1.151, data_time: 0.002, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9339, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.9560, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5325, loss/aux0: 0.5325 2020-10-20 18:42:02,297 - mmaction - INFO - Epoch [96][720/792] lr: 7.500e-05, eta: 1:53:04, time: 1.020, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9370, loss_cls: 0.7039, loss: 0.7039, grad_norm: 5.7112, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.4969, loss/aux0: 0.4969 2020-10-20 18:42:04,844 - mmaction - INFO - Epoch [96][720/792] lr: 7.500e-05, eta: 1:53:05, time: 0.995, data_time: 0.005, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9370, loss_cls: 0.7039, loss: 0.7039, grad_norm: 5.6611, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.4874, loss/aux0: 0.4874 2020-10-20 18:42:45,889 - mmaction - INFO - Epoch [96][740/792] lr: 7.500e-05, eta: 1:52:23, time: 1.121, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9375, loss_cls: 0.7181, loss: 0.7181, grad_norm: 5.7263, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5564, loss/aux0: 0.5564 2020-10-20 18:42:47,349 - mmaction - INFO - Epoch [96][740/792] lr: 7.500e-05, eta: 1:52:23, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9375, loss_cls: 0.7181, loss: 0.7181, grad_norm: 5.7951, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5547, loss/aux0: 0.5547 2020-10-20 18:43:29,514 - mmaction - INFO - Epoch [96][760/792] lr: 7.500e-05, eta: 1:51:41, time: 1.060, data_time: 0.196, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9453, loss_cls: 0.6986, loss: 0.6986, grad_norm: 5.5812, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5396, loss/aux0: 0.5396 2020-10-20 18:43:32,296 - mmaction - INFO - Epoch [96][760/792] lr: 7.500e-05, eta: 1:51:42, time: 1.131, data_time: 0.198, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9453, loss_cls: 0.6986, loss: 0.6986, grad_norm: 5.5502, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5336, loss/aux0: 0.5336 2020-10-20 18:44:14,238 - mmaction - INFO - Epoch [96][780/792] lr: 7.500e-05, eta: 1:50:59, time: 1.150, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9422, loss_cls: 0.7122, loss: 0.7122, grad_norm: 5.7213, top1_acc/aux0: 0.8656, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5130, loss/aux0: 0.5130 2020-10-20 18:44:14,846 - mmaction - INFO - Epoch [96][780/792] lr: 7.500e-05, eta: 1:51:00, time: 1.091, data_time: 0.001, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9422, loss_cls: 0.7122, loss: 0.7122, grad_norm: 5.6477, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5159, loss/aux0: 0.5159 2020-10-20 18:44:43,406 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-20 18:47:56,994 - mmaction - INFO - Epoch [97][20/792] lr: 7.500e-05, eta: 1:49:51, time: 1.158, data_time: 0.535, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9240, loss_cls: 0.7457, loss: 0.7457, grad_norm: 5.9019, top1_acc/aux0: 0.8520, top5_acc/aux0: 0.9633, loss_cls/aux0: 0.5488, loss/aux0: 0.5488 2020-10-20 18:47:57,608 - mmaction - INFO - Epoch [97][20/792] lr: 7.500e-05, eta: 1:49:52, time: 1.159, data_time: 0.538, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9240, loss_cls: 0.7457, loss: 0.7457, grad_norm: 5.9165, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5475, loss/aux0: 0.5475 2020-10-20 18:48:41,888 - mmaction - INFO - Epoch [97][40/792] lr: 7.500e-05, eta: 1:49:09, time: 1.123, data_time: 0.369, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9391, loss_cls: 0.7082, loss: 0.7082, grad_norm: 5.7852, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5189, loss/aux0: 0.5189 2020-10-20 18:48:42,494 - mmaction - INFO - Epoch [97][40/792] lr: 7.500e-05, eta: 1:49:10, time: 1.124, data_time: 0.371, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9391, loss_cls: 0.7082, loss: 0.7082, grad_norm: 5.7883, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5176, loss/aux0: 0.5176 2020-10-20 18:49:24,917 - mmaction - INFO - Epoch [97][60/792] lr: 7.500e-05, eta: 1:48:28, time: 1.056, data_time: 0.424, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9411, loss_cls: 0.7026, loss: 0.7026, grad_norm: 5.5960, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5723, loss/aux0: 0.5723 2020-10-20 18:49:27,558 - mmaction - INFO - Epoch [97][60/792] lr: 7.500e-05, eta: 1:48:28, time: 1.159, data_time: 0.527, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9411, loss_cls: 0.7026, loss: 0.7026, grad_norm: 5.5999, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5735, loss/aux0: 0.5735 2020-10-20 18:50:07,766 - mmaction - INFO - Epoch [97][80/792] lr: 7.500e-05, eta: 1:47:46, time: 0.964, data_time: 0.389, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9437, loss_cls: 0.6542, loss: 0.6542, grad_norm: 5.4999, top1_acc/aux0: 0.8703, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.4956, loss/aux0: 0.4956 2020-10-20 18:50:08,368 - mmaction - INFO - Epoch [97][80/792] lr: 7.500e-05, eta: 1:47:46, time: 0.965, data_time: 0.390, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9437, loss_cls: 0.6542, loss: 0.6542, grad_norm: 5.4940, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5073, loss/aux0: 0.5073 2020-10-20 18:50:49,154 - mmaction - INFO - Epoch [97][100/792] lr: 7.500e-05, eta: 1:47:04, time: 1.045, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9328, loss_cls: 0.7133, loss: 0.7133, grad_norm: 5.9742, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5640, loss/aux0: 0.5640 2020-10-20 18:50:50,232 - mmaction - INFO - Epoch [97][100/792] lr: 7.500e-05, eta: 1:47:05, time: 0.987, data_time: 0.002, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9328, loss_cls: 0.7133, loss: 0.7133, grad_norm: 6.0480, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5612, loss/aux0: 0.5612 2020-10-20 18:51:32,869 - mmaction - INFO - Epoch [97][120/792] lr: 7.500e-05, eta: 1:46:22, time: 1.118, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9302, loss_cls: 0.7292, loss: 0.7292, grad_norm: 5.7193, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5574, loss/aux0: 0.5574 2020-10-20 18:51:34,119 - mmaction - INFO - Epoch [97][120/792] lr: 7.500e-05, eta: 1:46:23, time: 1.105, data_time: 0.002, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9302, loss_cls: 0.7292, loss: 0.7292, grad_norm: 5.6255, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5341, loss/aux0: 0.5341 2020-10-20 18:52:16,481 - mmaction - INFO - Epoch [97][140/792] lr: 7.500e-05, eta: 1:45:40, time: 1.143, data_time: 0.162, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9375, loss_cls: 0.7401, loss: 0.7401, grad_norm: 5.8455, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5149, loss/aux0: 0.5149 2020-10-20 18:52:18,555 - mmaction - INFO - Epoch [97][140/792] lr: 7.500e-05, eta: 1:45:41, time: 1.155, data_time: 0.164, memory: 8335, top1_acc: 0.8005, top5_acc: 0.9375, loss_cls: 0.7401, loss: 0.7401, grad_norm: 5.8395, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5235, loss/aux0: 0.5235 2020-10-20 18:53:00,239 - mmaction - INFO - Epoch [97][160/792] lr: 7.500e-05, eta: 1:44:58, time: 1.018, data_time: 0.254, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9422, loss_cls: 0.6605, loss: 0.6605, grad_norm: 5.6211, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5551, loss/aux0: 0.5551 2020-10-20 18:53:02,750 - mmaction - INFO - Epoch [97][160/792] lr: 7.500e-05, eta: 1:44:59, time: 1.114, data_time: 0.258, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9422, loss_cls: 0.6605, loss: 0.6605, grad_norm: 5.6308, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5697, loss/aux0: 0.5697 2020-10-20 18:53:44,360 - mmaction - INFO - Epoch [97][180/792] lr: 7.500e-05, eta: 1:44:16, time: 1.093, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9474, loss_cls: 0.6588, loss: 0.6588, grad_norm: 5.5454, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5386, loss/aux0: 0.5386 2020-10-20 18:53:47,537 - mmaction - INFO - Epoch [97][180/792] lr: 7.500e-05, eta: 1:44:17, time: 1.112, data_time: 0.001, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9474, loss_cls: 0.6588, loss: 0.6588, grad_norm: 5.5291, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5278, loss/aux0: 0.5278 2020-10-20 18:54:30,198 - mmaction - INFO - Epoch [97][200/792] lr: 7.500e-05, eta: 1:43:35, time: 1.237, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9401, loss_cls: 0.6914, loss: 0.6914, grad_norm: 5.8220, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5887, loss/aux0: 0.5887 2020-10-20 18:54:30,807 - mmaction - INFO - Epoch [97][200/792] lr: 7.500e-05, eta: 1:43:36, time: 1.043, data_time: 0.004, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9401, loss_cls: 0.6914, loss: 0.6914, grad_norm: 5.7502, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5998, loss/aux0: 0.5998 2020-10-20 18:55:11,205 - mmaction - INFO - Epoch [97][220/792] lr: 7.500e-05, eta: 1:42:53, time: 1.005, data_time: 0.032, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9500, loss_cls: 0.6894, loss: 0.6894, grad_norm: 5.9900, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5730, loss/aux0: 0.5730 2020-10-20 18:55:12,449 - mmaction - INFO - Epoch [97][220/792] lr: 7.500e-05, eta: 1:42:54, time: 1.024, data_time: 0.067, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9500, loss_cls: 0.6894, loss: 0.6894, grad_norm: 5.9846, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5634, loss/aux0: 0.5634 2020-10-20 18:55:54,295 - mmaction - INFO - Epoch [97][240/792] lr: 7.500e-05, eta: 1:42:11, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9391, loss_cls: 0.7119, loss: 0.7119, grad_norm: 6.0218, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5760, loss/aux0: 0.5760 2020-10-20 18:55:54,892 - mmaction - INFO - Epoch [97][240/792] lr: 7.500e-05, eta: 1:42:12, time: 1.011, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9391, loss_cls: 0.7119, loss: 0.7119, grad_norm: 6.0250, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5847, loss/aux0: 0.5847 2020-10-20 18:56:34,990 - mmaction - INFO - Epoch [97][260/792] lr: 7.500e-05, eta: 1:41:29, time: 1.029, data_time: 0.375, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9411, loss_cls: 0.6865, loss: 0.6865, grad_norm: 5.9153, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5554, loss/aux0: 0.5554 2020-10-20 18:56:38,647 - mmaction - INFO - Epoch [97][260/792] lr: 7.500e-05, eta: 1:41:30, time: 1.128, data_time: 0.479, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9411, loss_cls: 0.6865, loss: 0.6865, grad_norm: 5.9312, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5474, loss/aux0: 0.5474 2020-10-20 18:57:20,062 - mmaction - INFO - Epoch [97][280/792] lr: 7.500e-05, eta: 1:40:47, time: 1.161, data_time: 0.138, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9448, loss_cls: 0.6452, loss: 0.6452, grad_norm: 5.7172, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5600, loss/aux0: 0.5600 2020-10-20 18:57:21,187 - mmaction - INFO - Epoch [97][280/792] lr: 7.500e-05, eta: 1:40:48, time: 1.066, data_time: 0.091, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9448, loss_cls: 0.6452, loss: 0.6452, grad_norm: 5.6745, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5565, loss/aux0: 0.5565 2020-10-20 18:58:05,082 - mmaction - INFO - Epoch [97][300/792] lr: 7.500e-05, eta: 1:40:06, time: 1.127, data_time: 0.000, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.6635, loss: 0.6635, grad_norm: 5.7571, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5301, loss/aux0: 0.5301 2020-10-20 18:58:05,703 - mmaction - INFO - Epoch [97][300/792] lr: 7.500e-05, eta: 1:40:06, time: 1.129, data_time: 0.004, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9469, loss_cls: 0.6635, loss: 0.6635, grad_norm: 5.7286, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5317, loss/aux0: 0.5317 2020-10-20 18:58:46,648 - mmaction - INFO - Epoch [97][320/792] lr: 7.500e-05, eta: 1:39:24, time: 1.025, data_time: 0.000, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9302, loss_cls: 0.7797, loss: 0.7797, grad_norm: 6.1459, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5485, loss/aux0: 0.5485 2020-10-20 18:58:48,053 - mmaction - INFO - Epoch [97][320/792] lr: 7.500e-05, eta: 1:39:24, time: 0.994, data_time: 0.004, memory: 8335, top1_acc: 0.7990, top5_acc: 0.9302, loss_cls: 0.7797, loss: 0.7797, grad_norm: 6.1398, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5481, loss/aux0: 0.5481 2020-10-20 18:59:29,933 - mmaction - INFO - Epoch [97][340/792] lr: 7.500e-05, eta: 1:38:42, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9422, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.5331, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5190, loss/aux0: 0.5190 2020-10-20 18:59:30,980 - mmaction - INFO - Epoch [97][340/792] lr: 7.500e-05, eta: 1:38:43, time: 1.068, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9422, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.5774, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5229, loss/aux0: 0.5229 2020-10-20 19:00:13,804 - mmaction - INFO - Epoch [97][360/792] lr: 7.500e-05, eta: 1:38:00, time: 1.140, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9365, loss_cls: 0.7306, loss: 0.7306, grad_norm: 5.8538, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5606, loss/aux0: 0.5606 2020-10-20 19:00:15,847 - mmaction - INFO - Epoch [97][360/792] lr: 7.500e-05, eta: 1:38:01, time: 1.164, data_time: 0.003, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9365, loss_cls: 0.7306, loss: 0.7306, grad_norm: 5.8919, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5674, loss/aux0: 0.5674 2020-10-20 19:00:57,479 - mmaction - INFO - Epoch [97][380/792] lr: 7.500e-05, eta: 1:37:18, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.6912, loss: 0.6912, grad_norm: 5.8382, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5158, loss/aux0: 0.5158 2020-10-20 19:00:59,728 - mmaction - INFO - Epoch [97][380/792] lr: 7.500e-05, eta: 1:37:19, time: 1.024, data_time: 0.002, memory: 8335, top1_acc: 0.8297, top5_acc: 0.9359, loss_cls: 0.6912, loss: 0.6912, grad_norm: 5.8158, top1_acc/aux0: 0.8698, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5038, loss/aux0: 0.5038 2020-10-20 19:01:41,791 - mmaction - INFO - Epoch [97][400/792] lr: 7.500e-05, eta: 1:36:36, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9391, loss_cls: 0.7196, loss: 0.7196, grad_norm: 5.8465, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5513, loss/aux0: 0.5513 2020-10-20 19:01:43,685 - mmaction - INFO - Epoch [97][400/792] lr: 7.500e-05, eta: 1:36:37, time: 1.086, data_time: 0.002, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9391, loss_cls: 0.7196, loss: 0.7196, grad_norm: 5.8227, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5593, loss/aux0: 0.5593 2020-10-20 19:02:26,576 - mmaction - INFO - Epoch [97][420/792] lr: 7.500e-05, eta: 1:35:54, time: 1.147, data_time: 0.263, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.7019, loss: 0.7019, grad_norm: 5.8620, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5412, loss/aux0: 0.5412 2020-10-20 19:02:27,483 - mmaction - INFO - Epoch [97][420/792] lr: 7.500e-05, eta: 1:35:55, time: 1.086, data_time: 0.201, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.7019, loss: 0.7019, grad_norm: 5.8300, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5366, loss/aux0: 0.5366 2020-10-20 19:03:07,548 - mmaction - INFO - Epoch [97][440/792] lr: 7.500e-05, eta: 1:35:13, time: 1.068, data_time: 0.056, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9307, loss_cls: 0.7473, loss: 0.7473, grad_norm: 5.8464, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5714, loss/aux0: 0.5714 2020-10-20 19:03:10,235 - mmaction - INFO - Epoch [97][440/792] lr: 7.500e-05, eta: 1:35:13, time: 1.033, data_time: 0.129, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9307, loss_cls: 0.7473, loss: 0.7473, grad_norm: 5.8017, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5762, loss/aux0: 0.5762 2020-10-20 19:03:52,081 - mmaction - INFO - Epoch [97][460/792] lr: 7.500e-05, eta: 1:34:31, time: 1.091, data_time: 0.516, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9453, loss_cls: 0.6755, loss: 0.6755, grad_norm: 5.8081, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5480, loss/aux0: 0.5480 2020-10-20 19:03:54,694 - mmaction - INFO - Epoch [97][460/792] lr: 7.500e-05, eta: 1:34:32, time: 1.067, data_time: 0.492, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9453, loss_cls: 0.6755, loss: 0.6755, grad_norm: 5.8899, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5444, loss/aux0: 0.5444 2020-10-20 19:04:34,006 - mmaction - INFO - Epoch [97][480/792] lr: 7.500e-05, eta: 1:33:49, time: 1.001, data_time: 0.373, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9354, loss_cls: 0.6853, loss: 0.6853, grad_norm: 5.6997, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5372, loss/aux0: 0.5372 2020-10-20 19:04:34,984 - mmaction - INFO - Epoch [97][480/792] lr: 7.500e-05, eta: 1:33:50, time: 0.913, data_time: 0.265, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9354, loss_cls: 0.6853, loss: 0.6853, grad_norm: 5.6561, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5394, loss/aux0: 0.5394 2020-10-20 19:05:17,040 - mmaction - INFO - Epoch [97][500/792] lr: 7.500e-05, eta: 1:33:07, time: 1.075, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9307, loss_cls: 0.7437, loss: 0.7437, grad_norm: 6.0328, top1_acc/aux0: 0.8484, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5540, loss/aux0: 0.5540 2020-10-20 19:05:17,638 - mmaction - INFO - Epoch [97][500/792] lr: 7.500e-05, eta: 1:33:08, time: 1.076, data_time: 0.002, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9307, loss_cls: 0.7437, loss: 0.7437, grad_norm: 6.0273, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5541, loss/aux0: 0.5541 2020-10-20 19:06:00,460 - mmaction - INFO - Epoch [97][520/792] lr: 7.500e-05, eta: 1:32:25, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9458, loss_cls: 0.6835, loss: 0.6835, grad_norm: 5.9015, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5793, loss/aux0: 0.5793 2020-10-20 19:06:01,059 - mmaction - INFO - Epoch [97][520/792] lr: 7.500e-05, eta: 1:32:26, time: 1.035, data_time: 0.001, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9458, loss_cls: 0.6835, loss: 0.6835, grad_norm: 5.8692, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5854, loss/aux0: 0.5854 2020-10-20 19:06:43,160 - mmaction - INFO - Epoch [97][540/792] lr: 7.500e-05, eta: 1:31:43, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9286, loss_cls: 0.7680, loss: 0.7680, grad_norm: 6.0578, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5732, loss/aux0: 0.5732 2020-10-20 19:06:43,766 - mmaction - INFO - Epoch [97][540/792] lr: 7.500e-05, eta: 1:31:44, time: 1.049, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9286, loss_cls: 0.7680, loss: 0.7680, grad_norm: 6.0314, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5594, loss/aux0: 0.5594 2020-10-20 19:07:25,465 - mmaction - INFO - Epoch [97][560/792] lr: 7.500e-05, eta: 1:31:01, time: 1.028, data_time: 0.000, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.6820, loss: 0.6820, grad_norm: 5.6026, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5158, loss/aux0: 0.5158 2020-10-20 19:07:26,063 - mmaction - INFO - Epoch [97][560/792] lr: 7.500e-05, eta: 1:31:02, time: 1.030, data_time: 0.002, memory: 8335, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.6820, loss: 0.6820, grad_norm: 5.6547, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5277, loss/aux0: 0.5277 2020-10-20 19:08:07,344 - mmaction - INFO - Epoch [97][580/792] lr: 7.500e-05, eta: 1:30:19, time: 1.005, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9443, loss_cls: 0.6815, loss: 0.6815, grad_norm: 5.6041, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5548, loss/aux0: 0.5548 2020-10-20 19:08:09,124 - mmaction - INFO - Epoch [97][580/792] lr: 7.500e-05, eta: 1:30:20, time: 1.067, data_time: 0.003, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9443, loss_cls: 0.6815, loss: 0.6815, grad_norm: 5.6160, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5398, loss/aux0: 0.5398 2020-10-20 19:08:51,032 - mmaction - INFO - Epoch [97][600/792] lr: 7.500e-05, eta: 1:29:37, time: 1.026, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9359, loss_cls: 0.7200, loss: 0.7200, grad_norm: 6.0319, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5222, loss/aux0: 0.5222 2020-10-20 19:08:51,645 - mmaction - INFO - Epoch [97][600/792] lr: 7.500e-05, eta: 1:29:38, time: 1.028, data_time: 0.002, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9359, loss_cls: 0.7200, loss: 0.7200, grad_norm: 6.0540, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5256, loss/aux0: 0.5256 2020-10-20 19:09:33,167 - mmaction - INFO - Epoch [97][620/792] lr: 7.500e-05, eta: 1:28:56, time: 1.076, data_time: 0.000, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9411, loss_cls: 0.7015, loss: 0.7015, grad_norm: 6.0280, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5918, loss/aux0: 0.5918 2020-10-20 19:09:33,771 - mmaction - INFO - Epoch [97][620/792] lr: 7.500e-05, eta: 1:28:56, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.8188, top5_acc: 0.9411, loss_cls: 0.7015, loss: 0.7015, grad_norm: 5.9956, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5893, loss/aux0: 0.5893 2020-10-20 19:10:17,086 - mmaction - INFO - Epoch [97][640/792] lr: 7.500e-05, eta: 1:28:14, time: 1.119, data_time: 0.000, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9422, loss_cls: 0.6996, loss: 0.6996, grad_norm: 5.5605, top1_acc/aux0: 0.8698, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.4914, loss/aux0: 0.4914 2020-10-20 19:10:17,681 - mmaction - INFO - Epoch [97][640/792] lr: 7.500e-05, eta: 1:28:14, time: 1.122, data_time: 0.004, memory: 8335, top1_acc: 0.8172, top5_acc: 0.9422, loss_cls: 0.6996, loss: 0.6996, grad_norm: 5.5952, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5026, loss/aux0: 0.5026 2020-10-20 19:10:56,992 - mmaction - INFO - Epoch [97][660/792] lr: 7.500e-05, eta: 1:27:32, time: 1.036, data_time: 0.014, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.6746, loss: 0.6746, grad_norm: 5.4732, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5217, loss/aux0: 0.5217 2020-10-20 19:10:58,586 - mmaction - INFO - Epoch [97][660/792] lr: 7.500e-05, eta: 1:27:33, time: 1.088, data_time: 0.016, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.6746, loss: 0.6746, grad_norm: 5.5094, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5235, loss/aux0: 0.5235 2020-10-20 19:11:43,398 - mmaction - INFO - Epoch [97][680/792] lr: 7.500e-05, eta: 1:26:50, time: 1.267, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9437, loss_cls: 0.6820, loss: 0.6820, grad_norm: 5.7039, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5065, loss/aux0: 0.5065 2020-10-20 19:11:45,527 - mmaction - INFO - Epoch [97][680/792] lr: 7.500e-05, eta: 1:26:51, time: 1.200, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9437, loss_cls: 0.6820, loss: 0.6820, grad_norm: 5.7131, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5005, loss/aux0: 0.5005 2020-10-20 19:12:26,471 - mmaction - INFO - Epoch [97][700/792] lr: 7.500e-05, eta: 1:26:08, time: 1.120, data_time: 0.066, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9391, loss_cls: 0.7053, loss: 0.7053, grad_norm: 5.9108, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5947, loss/aux0: 0.5947 2020-10-20 19:12:28,243 - mmaction - INFO - Epoch [97][700/792] lr: 7.500e-05, eta: 1:26:09, time: 1.115, data_time: 0.069, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9391, loss_cls: 0.7053, loss: 0.7053, grad_norm: 5.8292, top1_acc/aux0: 0.8406, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5962, loss/aux0: 0.5962 2020-10-20 19:13:08,082 - mmaction - INFO - Epoch [97][720/792] lr: 7.500e-05, eta: 1:25:27, time: 1.050, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9385, loss_cls: 0.7271, loss: 0.7271, grad_norm: 6.1854, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5454, loss/aux0: 0.5454 2020-10-20 19:13:10,558 - mmaction - INFO - Epoch [97][720/792] lr: 7.500e-05, eta: 1:25:27, time: 1.071, data_time: 0.002, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9385, loss_cls: 0.7271, loss: 0.7271, grad_norm: 6.1391, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5469, loss/aux0: 0.5469 2020-10-20 19:13:52,443 - mmaction - INFO - Epoch [97][740/792] lr: 7.500e-05, eta: 1:24:45, time: 1.081, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9464, loss_cls: 0.6602, loss: 0.6602, grad_norm: 6.1317, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5802, loss/aux0: 0.5802 2020-10-20 19:13:55,015 - mmaction - INFO - Epoch [97][740/792] lr: 7.500e-05, eta: 1:24:45, time: 1.084, data_time: 0.003, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9464, loss_cls: 0.6602, loss: 0.6602, grad_norm: 6.1284, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5768, loss/aux0: 0.5768 2020-10-20 19:14:35,553 - mmaction - INFO - Epoch [97][760/792] lr: 7.500e-05, eta: 1:24:03, time: 1.100, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9396, loss_cls: 0.7038, loss: 0.7038, grad_norm: 5.7452, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5648, loss/aux0: 0.5648 2020-10-20 19:14:38,066 - mmaction - INFO - Epoch [97][760/792] lr: 7.500e-05, eta: 1:24:04, time: 1.104, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9396, loss_cls: 0.7038, loss: 0.7038, grad_norm: 5.7760, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5696, loss/aux0: 0.5696 2020-10-20 19:15:19,004 - mmaction - INFO - Epoch [97][780/792] lr: 7.500e-05, eta: 1:23:21, time: 1.133, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9427, loss_cls: 0.6879, loss: 0.6879, grad_norm: 5.6151, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5511, loss/aux0: 0.5511 2020-10-20 19:15:21,672 - mmaction - INFO - Epoch [97][780/792] lr: 7.500e-05, eta: 1:23:22, time: 1.238, data_time: 0.011, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9427, loss_cls: 0.6879, loss: 0.6879, grad_norm: 5.6606, top1_acc/aux0: 0.8625, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5511, loss/aux0: 0.5511 2020-10-20 19:15:51,634 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-10-20 19:18:44,411 - mmaction - INFO - Epoch [98][20/792] lr: 7.500e-05, eta: 1:22:13, time: 1.088, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9365, loss_cls: 0.7192, loss: 0.7192, grad_norm: 5.4452, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9649, loss_cls/aux0: 0.5103, loss/aux0: 0.5103 2020-10-20 19:18:45,512 - mmaction - INFO - Epoch [98][20/792] lr: 7.500e-05, eta: 1:22:14, time: 1.071, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9365, loss_cls: 0.7192, loss: 0.7192, grad_norm: 5.4564, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5089, loss/aux0: 0.5089 2020-10-20 19:19:27,793 - mmaction - INFO - Epoch [98][40/792] lr: 7.500e-05, eta: 1:21:32, time: 1.047, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9391, loss_cls: 0.7059, loss: 0.7059, grad_norm: 5.9296, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5425, loss/aux0: 0.5425 2020-10-20 19:19:28,987 - mmaction - INFO - Epoch [98][40/792] lr: 7.500e-05, eta: 1:21:32, time: 1.065, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9391, loss_cls: 0.7059, loss: 0.7059, grad_norm: 5.9313, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5456, loss/aux0: 0.5456 2020-10-20 19:20:11,499 - mmaction - INFO - Epoch [98][60/792] lr: 7.500e-05, eta: 1:20:50, time: 1.084, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9391, loss_cls: 0.7176, loss: 0.7176, grad_norm: 5.9179, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5211, loss/aux0: 0.5211 2020-10-20 19:20:12,101 - mmaction - INFO - Epoch [98][60/792] lr: 7.500e-05, eta: 1:20:50, time: 1.087, data_time: 0.003, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9391, loss_cls: 0.7176, loss: 0.7176, grad_norm: 6.0095, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9688, loss_cls/aux0: 0.5258, loss/aux0: 0.5258 2020-10-20 19:20:56,654 - mmaction - INFO - Epoch [98][80/792] lr: 7.500e-05, eta: 1:20:08, time: 1.120, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9406, loss_cls: 0.7078, loss: 0.7078, grad_norm: 5.8620, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9693, loss_cls/aux0: 0.5279, loss/aux0: 0.5279 2020-10-20 19:20:57,246 - mmaction - INFO - Epoch [98][80/792] lr: 7.500e-05, eta: 1:20:09, time: 1.079, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9406, loss_cls: 0.7078, loss: 0.7078, grad_norm: 5.7631, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9687, loss_cls/aux0: 0.5204, loss/aux0: 0.5204 2020-10-20 19:21:38,507 - mmaction - INFO - Epoch [98][100/792] lr: 7.500e-05, eta: 1:19:26, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9422, loss_cls: 0.6669, loss: 0.6669, grad_norm: 5.6614, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5233, loss/aux0: 0.5233 2020-10-20 19:21:40,212 - mmaction - INFO - Epoch [98][100/792] lr: 7.500e-05, eta: 1:19:27, time: 1.114, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9422, loss_cls: 0.6669, loss: 0.6669, grad_norm: 5.5910, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5204, loss/aux0: 0.5204 2020-10-20 19:22:22,425 - mmaction - INFO - Epoch [98][120/792] lr: 7.500e-05, eta: 1:18:44, time: 1.105, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9422, loss_cls: 0.6727, loss: 0.6727, grad_norm: 5.8800, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5647, loss/aux0: 0.5647 2020-10-20 19:22:23,854 - mmaction - INFO - Epoch [98][120/792] lr: 7.500e-05, eta: 1:18:45, time: 1.009, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9422, loss_cls: 0.6727, loss: 0.6727, grad_norm: 5.9260, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5710, loss/aux0: 0.5710 2020-10-20 19:23:03,567 - mmaction - INFO - Epoch [98][140/792] lr: 7.500e-05, eta: 1:18:02, time: 1.032, data_time: 0.128, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9411, loss_cls: 0.7021, loss: 0.7021, grad_norm: 5.7123, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5177, loss/aux0: 0.5177 2020-10-20 19:23:06,142 - mmaction - INFO - Epoch [98][140/792] lr: 7.500e-05, eta: 1:18:03, time: 1.123, data_time: 0.164, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9411, loss_cls: 0.7021, loss: 0.7021, grad_norm: 5.6775, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5155, loss/aux0: 0.5155 2020-10-20 19:23:46,036 - mmaction - INFO - Epoch [98][160/792] lr: 7.500e-05, eta: 1:17:21, time: 1.071, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9417, loss_cls: 0.6915, loss: 0.6915, grad_norm: 5.6159, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5224, loss/aux0: 0.5224 2020-10-20 19:23:46,638 - mmaction - INFO - Epoch [98][160/792] lr: 7.500e-05, eta: 1:17:21, time: 1.007, data_time: 0.003, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9417, loss_cls: 0.6915, loss: 0.6915, grad_norm: 5.5952, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5282, loss/aux0: 0.5282 2020-10-20 19:24:30,010 - mmaction - INFO - Epoch [98][180/792] lr: 7.500e-05, eta: 1:16:39, time: 1.139, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9458, loss_cls: 0.6875, loss: 0.6875, grad_norm: 5.7475, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5418, loss/aux0: 0.5418 2020-10-20 19:24:30,599 - mmaction - INFO - Epoch [98][180/792] lr: 7.500e-05, eta: 1:16:39, time: 1.141, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9458, loss_cls: 0.6875, loss: 0.6875, grad_norm: 5.8192, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5444, loss/aux0: 0.5444 2020-10-20 19:25:15,011 - mmaction - INFO - Epoch [98][200/792] lr: 7.500e-05, eta: 1:15:57, time: 1.197, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9333, loss_cls: 0.7323, loss: 0.7323, grad_norm: 5.9981, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5570, loss/aux0: 0.5570 2020-10-20 19:25:15,609 - mmaction - INFO - Epoch [98][200/792] lr: 7.500e-05, eta: 1:15:58, time: 1.200, data_time: 0.003, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9333, loss_cls: 0.7323, loss: 0.7323, grad_norm: 6.0260, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5540, loss/aux0: 0.5540 2020-10-20 19:25:56,085 - mmaction - INFO - Epoch [98][220/792] lr: 7.500e-05, eta: 1:15:15, time: 1.059, data_time: 0.027, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9484, loss_cls: 0.6783, loss: 0.6783, grad_norm: 5.7950, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5163, loss/aux0: 0.5163 2020-10-20 19:25:56,674 - mmaction - INFO - Epoch [98][220/792] lr: 7.500e-05, eta: 1:15:16, time: 1.059, data_time: 0.029, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9484, loss_cls: 0.6783, loss: 0.6783, grad_norm: 5.8080, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5163, loss/aux0: 0.5163 2020-10-20 19:26:40,246 - mmaction - INFO - Epoch [98][240/792] lr: 7.500e-05, eta: 1:14:33, time: 1.034, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9365, loss_cls: 0.7341, loss: 0.7341, grad_norm: 5.9422, top1_acc/aux0: 0.8630, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5370, loss/aux0: 0.5370 2020-10-20 19:26:40,895 - mmaction - INFO - Epoch [98][240/792] lr: 7.500e-05, eta: 1:14:34, time: 1.037, data_time: 0.004, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9365, loss_cls: 0.7341, loss: 0.7341, grad_norm: 6.0295, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5336, loss/aux0: 0.5336 2020-10-20 19:27:19,382 - mmaction - INFO - Epoch [98][260/792] lr: 7.500e-05, eta: 1:13:51, time: 1.000, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9375, loss_cls: 0.6863, loss: 0.6863, grad_norm: 5.9758, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5628, loss/aux0: 0.5628 2020-10-20 19:27:21,545 - mmaction - INFO - Epoch [98][260/792] lr: 7.500e-05, eta: 1:13:52, time: 1.052, data_time: 0.004, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9375, loss_cls: 0.6863, loss: 0.6863, grad_norm: 6.0581, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5689, loss/aux0: 0.5689 2020-10-20 19:28:02,380 - mmaction - INFO - Epoch [98][280/792] lr: 7.500e-05, eta: 1:13:09, time: 1.040, data_time: 0.007, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9474, loss_cls: 0.6551, loss: 0.6551, grad_norm: 5.9751, top1_acc/aux0: 0.8375, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5966, loss/aux0: 0.5966 2020-10-20 19:28:04,755 - mmaction - INFO - Epoch [98][280/792] lr: 7.500e-05, eta: 1:13:10, time: 1.086, data_time: 0.010, memory: 8335, top1_acc: 0.8333, top5_acc: 0.9474, loss_cls: 0.6551, loss: 0.6551, grad_norm: 5.8611, top1_acc/aux0: 0.8422, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5844, loss/aux0: 0.5844 2020-10-20 19:28:45,578 - mmaction - INFO - Epoch [98][300/792] lr: 7.500e-05, eta: 1:12:28, time: 1.068, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9411, loss_cls: 0.6862, loss: 0.6862, grad_norm: 5.4494, top1_acc/aux0: 0.8724, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5108, loss/aux0: 0.5108 2020-10-20 19:28:48,330 - mmaction - INFO - Epoch [98][300/792] lr: 7.500e-05, eta: 1:12:28, time: 1.037, data_time: 0.003, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9411, loss_cls: 0.6862, loss: 0.6862, grad_norm: 5.4383, top1_acc/aux0: 0.8693, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5140, loss/aux0: 0.5140 2020-10-20 19:29:28,929 - mmaction - INFO - Epoch [98][320/792] lr: 7.500e-05, eta: 1:11:46, time: 1.070, data_time: 0.000, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9339, loss_cls: 0.6943, loss: 0.6943, grad_norm: 6.1676, top1_acc/aux0: 0.8521, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5629, loss/aux0: 0.5629 2020-10-20 19:29:30,680 - mmaction - INFO - Epoch [98][320/792] lr: 7.500e-05, eta: 1:11:46, time: 1.057, data_time: 0.005, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9339, loss_cls: 0.6943, loss: 0.6943, grad_norm: 6.1132, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5742, loss/aux0: 0.5742 2020-10-20 19:30:14,368 - mmaction - INFO - Epoch [98][340/792] lr: 7.500e-05, eta: 1:11:04, time: 1.211, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9427, loss_cls: 0.6903, loss: 0.6903, grad_norm: 5.8249, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5749, loss/aux0: 0.5749 2020-10-20 19:30:17,305 - mmaction - INFO - Epoch [98][340/792] lr: 7.500e-05, eta: 1:11:05, time: 1.239, data_time: 0.003, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9427, loss_cls: 0.6903, loss: 0.6903, grad_norm: 5.7750, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5634, loss/aux0: 0.5634 2020-10-20 19:30:57,256 - mmaction - INFO - Epoch [98][360/792] lr: 7.500e-05, eta: 1:10:22, time: 1.125, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9370, loss_cls: 0.7359, loss: 0.7359, grad_norm: 5.8739, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9505, loss_cls/aux0: 0.5728, loss/aux0: 0.5728 2020-10-20 19:30:59,611 - mmaction - INFO - Epoch [98][360/792] lr: 7.500e-05, eta: 1:10:23, time: 1.128, data_time: 0.004, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9370, loss_cls: 0.7359, loss: 0.7359, grad_norm: 5.9558, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5767, loss/aux0: 0.5767 2020-10-20 19:31:39,605 - mmaction - INFO - Epoch [98][380/792] lr: 7.500e-05, eta: 1:09:40, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9469, loss_cls: 0.6575, loss: 0.6575, grad_norm: 5.7409, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5392, loss/aux0: 0.5392 2020-10-20 19:31:41,674 - mmaction - INFO - Epoch [98][380/792] lr: 7.500e-05, eta: 1:09:41, time: 1.044, data_time: 0.002, memory: 8335, top1_acc: 0.8255, top5_acc: 0.9469, loss_cls: 0.6575, loss: 0.6575, grad_norm: 5.8002, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5408, loss/aux0: 0.5408 2020-10-20 19:32:23,209 - mmaction - INFO - Epoch [98][400/792] lr: 7.500e-05, eta: 1:08:58, time: 1.012, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9406, loss_cls: 0.6976, loss: 0.6976, grad_norm: 5.6250, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5082, loss/aux0: 0.5082 2020-10-20 19:32:25,993 - mmaction - INFO - Epoch [98][400/792] lr: 7.500e-05, eta: 1:08:59, time: 1.051, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9406, loss_cls: 0.6976, loss: 0.6976, grad_norm: 5.6402, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.4995, loss/aux0: 0.4995 2020-10-20 19:33:07,358 - mmaction - INFO - Epoch [98][420/792] lr: 7.500e-05, eta: 1:08:17, time: 1.092, data_time: 0.000, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9432, loss_cls: 0.7275, loss: 0.7275, grad_norm: 5.9406, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5423, loss/aux0: 0.5423 2020-10-20 19:33:08,868 - mmaction - INFO - Epoch [98][420/792] lr: 7.500e-05, eta: 1:08:17, time: 1.035, data_time: 0.004, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9432, loss_cls: 0.7275, loss: 0.7275, grad_norm: 5.9467, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5478, loss/aux0: 0.5478 2020-10-20 19:33:52,140 - mmaction - INFO - Epoch [98][440/792] lr: 7.500e-05, eta: 1:07:35, time: 1.172, data_time: 0.000, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9505, loss_cls: 0.6792, loss: 0.6792, grad_norm: 5.7441, top1_acc/aux0: 0.8672, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5086, loss/aux0: 0.5086 2020-10-20 19:33:52,770 - mmaction - INFO - Epoch [98][440/792] lr: 7.500e-05, eta: 1:07:35, time: 1.060, data_time: 0.003, memory: 8335, top1_acc: 0.8068, top5_acc: 0.9505, loss_cls: 0.6792, loss: 0.6792, grad_norm: 5.7506, top1_acc/aux0: 0.8682, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5061, loss/aux0: 0.5061 2020-10-20 19:34:32,483 - mmaction - INFO - Epoch [98][460/792] lr: 7.500e-05, eta: 1:06:53, time: 0.991, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9391, loss_cls: 0.6997, loss: 0.6997, grad_norm: 5.9457, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5356, loss/aux0: 0.5356 2020-10-20 19:34:35,309 - mmaction - INFO - Epoch [98][460/792] lr: 7.500e-05, eta: 1:06:53, time: 1.104, data_time: 0.003, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9391, loss_cls: 0.6997, loss: 0.6997, grad_norm: 5.9137, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5349, loss/aux0: 0.5349 2020-10-20 19:35:18,813 - mmaction - INFO - Epoch [98][480/792] lr: 7.500e-05, eta: 1:06:11, time: 1.115, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9432, loss_cls: 0.7008, loss: 0.7008, grad_norm: 5.8897, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5145, loss/aux0: 0.5145 2020-10-20 19:35:19,433 - mmaction - INFO - Epoch [98][480/792] lr: 7.500e-05, eta: 1:06:11, time: 0.997, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9432, loss_cls: 0.7008, loss: 0.7008, grad_norm: 5.9571, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9661, loss_cls/aux0: 0.5172, loss/aux0: 0.5172 2020-10-20 19:35:58,679 - mmaction - INFO - Epoch [98][500/792] lr: 7.500e-05, eta: 1:05:29, time: 0.985, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9458, loss_cls: 0.6579, loss: 0.6579, grad_norm: 5.7587, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5818, loss/aux0: 0.5818 2020-10-20 19:35:59,287 - mmaction - INFO - Epoch [98][500/792] lr: 7.500e-05, eta: 1:05:29, time: 0.986, data_time: 0.004, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9458, loss_cls: 0.6579, loss: 0.6579, grad_norm: 5.8141, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9563, loss_cls/aux0: 0.5842, loss/aux0: 0.5842 2020-10-20 19:36:42,311 - mmaction - INFO - Epoch [98][520/792] lr: 7.500e-05, eta: 1:04:47, time: 1.036, data_time: 0.027, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9323, loss_cls: 0.7367, loss: 0.7367, grad_norm: 5.9111, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5516, loss/aux0: 0.5516 2020-10-20 19:36:45,542 - mmaction - INFO - Epoch [98][520/792] lr: 7.500e-05, eta: 1:04:48, time: 1.168, data_time: 0.099, memory: 8335, top1_acc: 0.8016, top5_acc: 0.9323, loss_cls: 0.7367, loss: 0.7367, grad_norm: 5.8793, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5485, loss/aux0: 0.5485 2020-10-20 19:37:27,971 - mmaction - INFO - Epoch [98][540/792] lr: 7.500e-05, eta: 1:04:05, time: 1.145, data_time: 0.566, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9344, loss_cls: 0.7447, loss: 0.7447, grad_norm: 5.9896, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5426, loss/aux0: 0.5426 2020-10-20 19:37:30,080 - mmaction - INFO - Epoch [98][540/792] lr: 7.500e-05, eta: 1:04:06, time: 1.073, data_time: 0.492, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9344, loss_cls: 0.7447, loss: 0.7447, grad_norm: 5.9384, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5479, loss/aux0: 0.5479 2020-10-20 19:38:11,091 - mmaction - INFO - Epoch [98][560/792] lr: 7.500e-05, eta: 1:03:23, time: 1.032, data_time: 0.404, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9359, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.7810, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5489, loss/aux0: 0.5489 2020-10-20 19:38:13,350 - mmaction - INFO - Epoch [98][560/792] lr: 7.500e-05, eta: 1:03:24, time: 1.009, data_time: 0.381, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9359, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.6373, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5419, loss/aux0: 0.5419 2020-10-20 19:38:59,453 - mmaction - INFO - Epoch [98][580/792] lr: 7.500e-05, eta: 1:02:42, time: 1.193, data_time: 0.000, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9370, loss_cls: 0.7138, loss: 0.7138, grad_norm: 6.0342, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5686, loss/aux0: 0.5686 2020-10-20 19:39:00,078 - mmaction - INFO - Epoch [98][580/792] lr: 7.500e-05, eta: 1:02:42, time: 1.198, data_time: 0.004, memory: 8335, top1_acc: 0.8182, top5_acc: 0.9370, loss_cls: 0.7138, loss: 0.7138, grad_norm: 6.0707, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9526, loss_cls/aux0: 0.5736, loss/aux0: 0.5736 2020-10-20 19:39:42,082 - mmaction - INFO - Epoch [98][600/792] lr: 7.500e-05, eta: 1:02:00, time: 1.093, data_time: 0.001, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9286, loss_cls: 0.7183, loss: 0.7183, grad_norm: 5.6215, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5220, loss/aux0: 0.5220 2020-10-20 19:39:43,671 - mmaction - INFO - Epoch [98][600/792] lr: 7.500e-05, eta: 1:02:00, time: 1.107, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9286, loss_cls: 0.7183, loss: 0.7183, grad_norm: 5.5887, top1_acc/aux0: 0.8693, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5144, loss/aux0: 0.5144 2020-10-20 19:40:28,162 - mmaction - INFO - Epoch [98][620/792] lr: 7.500e-05, eta: 1:01:18, time: 1.074, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9401, loss_cls: 0.6658, loss: 0.6658, grad_norm: 5.7391, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5337, loss/aux0: 0.5337 2020-10-20 19:40:29,696 - mmaction - INFO - Epoch [98][620/792] lr: 7.500e-05, eta: 1:01:18, time: 1.001, data_time: 0.001, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9401, loss_cls: 0.6658, loss: 0.6658, grad_norm: 5.7108, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5308, loss/aux0: 0.5308 2020-10-20 19:41:08,916 - mmaction - INFO - Epoch [98][640/792] lr: 7.500e-05, eta: 1:00:36, time: 1.064, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9380, loss_cls: 0.6883, loss: 0.6883, grad_norm: 5.7587, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5357, loss/aux0: 0.5357 2020-10-20 19:41:10,270 - mmaction - INFO - Epoch [98][640/792] lr: 7.500e-05, eta: 1:00:36, time: 0.950, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9380, loss_cls: 0.6883, loss: 0.6883, grad_norm: 5.7271, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5484, loss/aux0: 0.5484 2020-10-20 19:41:51,983 - mmaction - INFO - Epoch [98][660/792] lr: 7.500e-05, eta: 0:59:54, time: 1.110, data_time: 0.454, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9385, loss_cls: 0.7156, loss: 0.7156, grad_norm: 5.7718, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5176, loss/aux0: 0.5176 2020-10-20 19:41:52,612 - mmaction - INFO - Epoch [98][660/792] lr: 7.500e-05, eta: 0:59:55, time: 1.093, data_time: 0.457, memory: 8335, top1_acc: 0.8094, top5_acc: 0.9385, loss_cls: 0.7156, loss: 0.7156, grad_norm: 5.7693, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5069, loss/aux0: 0.5069 2020-10-20 19:42:32,682 - mmaction - INFO - Epoch [98][680/792] lr: 7.500e-05, eta: 0:59:12, time: 1.033, data_time: 0.285, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9286, loss_cls: 0.7764, loss: 0.7764, grad_norm: 6.1753, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5125, loss/aux0: 0.5125 2020-10-20 19:42:34,176 - mmaction - INFO - Epoch [98][680/792] lr: 7.500e-05, eta: 0:59:13, time: 1.026, data_time: 0.236, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9286, loss_cls: 0.7764, loss: 0.7764, grad_norm: 6.1562, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5081, loss/aux0: 0.5081 2020-10-20 19:43:17,647 - mmaction - INFO - Epoch [98][700/792] lr: 7.500e-05, eta: 0:58:30, time: 1.122, data_time: 0.000, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9266, loss_cls: 0.7463, loss: 0.7463, grad_norm: 6.1023, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5377, loss/aux0: 0.5377 2020-10-20 19:43:19,300 - mmaction - INFO - Epoch [98][700/792] lr: 7.500e-05, eta: 0:58:31, time: 1.002, data_time: 0.002, memory: 8335, top1_acc: 0.7995, top5_acc: 0.9266, loss_cls: 0.7463, loss: 0.7463, grad_norm: 6.0659, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5520, loss/aux0: 0.5520 2020-10-20 19:43:58,188 - mmaction - INFO - Epoch [98][720/792] lr: 7.500e-05, eta: 0:57:48, time: 0.956, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9505, loss_cls: 0.6649, loss: 0.6649, grad_norm: 6.0111, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5887, loss/aux0: 0.5887 2020-10-20 19:44:01,175 - mmaction - INFO - Epoch [98][720/792] lr: 7.500e-05, eta: 0:57:49, time: 0.970, data_time: 0.011, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9505, loss_cls: 0.6649, loss: 0.6649, grad_norm: 5.9886, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5898, loss/aux0: 0.5898 2020-10-20 19:44:44,073 - mmaction - INFO - Epoch [98][740/792] lr: 7.500e-05, eta: 0:57:06, time: 1.196, data_time: 0.000, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9297, loss_cls: 0.7342, loss: 0.7342, grad_norm: 5.8269, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5437, loss/aux0: 0.5437 2020-10-20 19:44:45,469 - mmaction - INFO - Epoch [98][740/792] lr: 7.500e-05, eta: 0:57:07, time: 1.076, data_time: 0.002, memory: 8335, top1_acc: 0.8203, top5_acc: 0.9297, loss_cls: 0.7342, loss: 0.7342, grad_norm: 5.8122, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5430, loss/aux0: 0.5430 2020-10-20 19:45:27,396 - mmaction - INFO - Epoch [98][760/792] lr: 7.500e-05, eta: 0:56:25, time: 1.099, data_time: 0.097, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9339, loss_cls: 0.7046, loss: 0.7046, grad_norm: 5.5489, top1_acc/aux0: 0.8443, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5663, loss/aux0: 0.5663 2020-10-20 19:45:28,015 - mmaction - INFO - Epoch [98][760/792] lr: 7.500e-05, eta: 0:56:25, time: 1.101, data_time: 0.100, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9339, loss_cls: 0.7046, loss: 0.7046, grad_norm: 5.5269, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5678, loss/aux0: 0.5678 2020-10-20 19:46:11,934 - mmaction - INFO - Epoch [98][780/792] lr: 7.500e-05, eta: 0:55:43, time: 1.069, data_time: 0.220, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9245, loss_cls: 0.7907, loss: 0.7907, grad_norm: 5.9193, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5173, loss/aux0: 0.5173 2020-10-20 19:46:12,513 - mmaction - INFO - Epoch [98][780/792] lr: 7.500e-05, eta: 0:55:43, time: 1.071, data_time: 0.222, memory: 8335, top1_acc: 0.7911, top5_acc: 0.9245, loss_cls: 0.7907, loss: 0.7907, grad_norm: 5.9731, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5089, loss/aux0: 0.5089 2020-10-20 19:46:39,755 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-10-20 19:49:57,877 - mmaction - INFO - Epoch [99][20/792] lr: 7.500e-05, eta: 0:54:35, time: 1.007, data_time: 0.000, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9427, loss_cls: 0.6475, loss: 0.6475, grad_norm: 5.4228, top1_acc/aux0: 0.8640, top5_acc/aux0: 0.9572, loss_cls/aux0: 0.5153, loss/aux0: 0.5153 2020-10-20 19:49:58,472 - mmaction - INFO - Epoch [99][20/792] lr: 7.500e-05, eta: 0:54:36, time: 1.009, data_time: 0.003, memory: 8335, top1_acc: 0.8339, top5_acc: 0.9427, loss_cls: 0.6475, loss: 0.6475, grad_norm: 5.4450, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5148, loss/aux0: 0.5148 2020-10-20 19:50:42,162 - mmaction - INFO - Epoch [99][40/792] lr: 7.500e-05, eta: 0:53:53, time: 1.013, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9380, loss_cls: 0.7050, loss: 0.7050, grad_norm: 6.0258, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5578, loss/aux0: 0.5578 2020-10-20 19:50:42,771 - mmaction - INFO - Epoch [99][40/792] lr: 7.500e-05, eta: 0:53:54, time: 1.014, data_time: 0.003, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9380, loss_cls: 0.7050, loss: 0.7050, grad_norm: 5.9309, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5525, loss/aux0: 0.5525 2020-10-20 19:51:23,786 - mmaction - INFO - Epoch [99][60/792] lr: 7.500e-05, eta: 0:53:11, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9427, loss_cls: 0.7044, loss: 0.7044, grad_norm: 5.8572, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5644, loss/aux0: 0.5644 2020-10-20 19:51:26,339 - mmaction - INFO - Epoch [99][60/792] lr: 7.500e-05, eta: 0:53:12, time: 1.095, data_time: 0.001, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9427, loss_cls: 0.7044, loss: 0.7044, grad_norm: 5.9020, top1_acc/aux0: 0.8427, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5693, loss/aux0: 0.5693 2020-10-20 19:52:08,383 - mmaction - INFO - Epoch [99][80/792] lr: 7.500e-05, eta: 0:52:30, time: 1.145, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9333, loss_cls: 0.7502, loss: 0.7502, grad_norm: 5.7096, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5225, loss/aux0: 0.5225 2020-10-20 19:52:10,311 - mmaction - INFO - Epoch [99][80/792] lr: 7.500e-05, eta: 0:52:30, time: 1.069, data_time: 0.003, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9333, loss_cls: 0.7502, loss: 0.7502, grad_norm: 5.7515, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5289, loss/aux0: 0.5289 2020-10-20 19:52:51,692 - mmaction - INFO - Epoch [99][100/792] lr: 7.500e-05, eta: 0:51:48, time: 1.142, data_time: 0.000, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9385, loss_cls: 0.7301, loss: 0.7301, grad_norm: 5.7706, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5190, loss/aux0: 0.5190 2020-10-20 19:52:52,323 - mmaction - INFO - Epoch [99][100/792] lr: 7.500e-05, eta: 0:51:48, time: 1.143, data_time: 0.002, memory: 8335, top1_acc: 0.8052, top5_acc: 0.9385, loss_cls: 0.7301, loss: 0.7301, grad_norm: 5.7447, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5117, loss/aux0: 0.5117 2020-10-20 19:53:33,265 - mmaction - INFO - Epoch [99][120/792] lr: 7.500e-05, eta: 0:51:06, time: 1.072, data_time: 0.086, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9401, loss_cls: 0.7016, loss: 0.7016, grad_norm: 5.6658, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5377, loss/aux0: 0.5377 2020-10-20 19:53:34,698 - mmaction - INFO - Epoch [99][120/792] lr: 7.500e-05, eta: 0:51:06, time: 1.114, data_time: 0.125, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9401, loss_cls: 0.7016, loss: 0.7016, grad_norm: 5.6435, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5418, loss/aux0: 0.5418 2020-10-20 19:54:14,962 - mmaction - INFO - Epoch [99][140/792] lr: 7.500e-05, eta: 0:50:24, time: 1.045, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9385, loss_cls: 0.6899, loss: 0.6899, grad_norm: 5.8505, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5542, loss/aux0: 0.5542 2020-10-20 19:54:18,197 - mmaction - INFO - Epoch [99][140/792] lr: 7.500e-05, eta: 0:50:24, time: 1.061, data_time: 0.018, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9385, loss_cls: 0.6899, loss: 0.6899, grad_norm: 5.8090, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5540, loss/aux0: 0.5540 2020-10-20 19:54:58,664 - mmaction - INFO - Epoch [99][160/792] lr: 7.500e-05, eta: 0:49:42, time: 1.048, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9365, loss_cls: 0.7126, loss: 0.7126, grad_norm: 5.9563, top1_acc/aux0: 0.8448, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5650, loss/aux0: 0.5650 2020-10-20 19:55:00,992 - mmaction - INFO - Epoch [99][160/792] lr: 7.500e-05, eta: 0:49:43, time: 1.074, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9365, loss_cls: 0.7126, loss: 0.7126, grad_norm: 5.9051, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5615, loss/aux0: 0.5615 2020-10-20 19:55:41,003 - mmaction - INFO - Epoch [99][180/792] lr: 7.500e-05, eta: 0:49:00, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9406, loss_cls: 0.6949, loss: 0.6949, grad_norm: 5.7680, top1_acc/aux0: 0.8516, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5557, loss/aux0: 0.5557 2020-10-20 19:55:41,931 - mmaction - INFO - Epoch [99][180/792] lr: 7.500e-05, eta: 0:49:01, time: 1.036, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9406, loss_cls: 0.6949, loss: 0.6949, grad_norm: 5.8236, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5569, loss/aux0: 0.5569 2020-10-20 19:56:23,195 - mmaction - INFO - Epoch [99][200/792] lr: 7.500e-05, eta: 0:48:18, time: 1.043, data_time: 0.000, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9411, loss_cls: 0.6752, loss: 0.6752, grad_norm: 5.8415, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5883, loss/aux0: 0.5883 2020-10-20 19:56:25,466 - mmaction - INFO - Epoch [99][200/792] lr: 7.500e-05, eta: 0:48:19, time: 1.014, data_time: 0.002, memory: 8335, top1_acc: 0.8224, top5_acc: 0.9411, loss_cls: 0.6752, loss: 0.6752, grad_norm: 5.8277, top1_acc/aux0: 0.8458, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5937, loss/aux0: 0.5937 2020-10-20 19:57:06,291 - mmaction - INFO - Epoch [99][220/792] lr: 7.500e-05, eta: 0:47:36, time: 1.089, data_time: 0.061, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9266, loss_cls: 0.7567, loss: 0.7567, grad_norm: 5.7613, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5186, loss/aux0: 0.5186 2020-10-20 19:57:08,693 - mmaction - INFO - Epoch [99][220/792] lr: 7.500e-05, eta: 0:47:37, time: 1.114, data_time: 0.064, memory: 8335, top1_acc: 0.8047, top5_acc: 0.9266, loss_cls: 0.7567, loss: 0.7567, grad_norm: 5.8247, top1_acc/aux0: 0.8635, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5197, loss/aux0: 0.5197 2020-10-20 19:57:47,564 - mmaction - INFO - Epoch [99][240/792] lr: 7.500e-05, eta: 0:46:55, time: 1.138, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9365, loss_cls: 0.7006, loss: 0.7006, grad_norm: 5.5917, top1_acc/aux0: 0.8682, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5310, loss/aux0: 0.5310 2020-10-20 19:57:48,896 - mmaction - INFO - Epoch [99][240/792] lr: 7.500e-05, eta: 0:46:55, time: 1.073, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9365, loss_cls: 0.7006, loss: 0.7006, grad_norm: 5.7056, top1_acc/aux0: 0.8682, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5323, loss/aux0: 0.5323 2020-10-20 19:58:30,324 - mmaction - INFO - Epoch [99][260/792] lr: 7.500e-05, eta: 0:46:13, time: 1.029, data_time: 0.000, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9391, loss_cls: 0.6864, loss: 0.6864, grad_norm: 6.0542, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9687, loss_cls/aux0: 0.5039, loss/aux0: 0.5039 2020-10-20 19:58:31,108 - mmaction - INFO - Epoch [99][260/792] lr: 7.500e-05, eta: 0:46:13, time: 1.038, data_time: 0.002, memory: 8335, top1_acc: 0.8292, top5_acc: 0.9391, loss_cls: 0.6864, loss: 0.6864, grad_norm: 6.0828, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9688, loss_cls/aux0: 0.4995, loss/aux0: 0.4995 2020-10-20 19:59:14,154 - mmaction - INFO - Epoch [99][280/792] lr: 7.500e-05, eta: 0:45:31, time: 1.120, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9406, loss_cls: 0.7024, loss: 0.7024, grad_norm: 6.0228, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5613, loss/aux0: 0.5613 2020-10-20 19:59:14,753 - mmaction - INFO - Epoch [99][280/792] lr: 7.500e-05, eta: 0:45:31, time: 1.082, data_time: 0.003, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9406, loss_cls: 0.7024, loss: 0.7024, grad_norm: 6.0226, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5512, loss/aux0: 0.5512 2020-10-20 19:59:57,137 - mmaction - INFO - Epoch [99][300/792] lr: 7.500e-05, eta: 0:44:49, time: 1.084, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9406, loss_cls: 0.6670, loss: 0.6670, grad_norm: 5.7019, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5089, loss/aux0: 0.5089 2020-10-20 19:59:57,868 - mmaction - INFO - Epoch [99][300/792] lr: 7.500e-05, eta: 0:44:49, time: 1.020, data_time: 0.001, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9406, loss_cls: 0.6670, loss: 0.6670, grad_norm: 5.7209, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5206, loss/aux0: 0.5206 2020-10-20 20:00:40,917 - mmaction - INFO - Epoch [99][320/792] lr: 7.500e-05, eta: 0:44:07, time: 1.125, data_time: 0.000, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9385, loss_cls: 0.7148, loss: 0.7148, grad_norm: 5.8617, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5544, loss/aux0: 0.5544 2020-10-20 20:00:41,551 - mmaction - INFO - Epoch [99][320/792] lr: 7.500e-05, eta: 0:44:07, time: 1.044, data_time: 0.003, memory: 8335, top1_acc: 0.8161, top5_acc: 0.9385, loss_cls: 0.7148, loss: 0.7148, grad_norm: 5.7110, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5403, loss/aux0: 0.5403 2020-10-20 20:01:26,173 - mmaction - INFO - Epoch [99][340/792] lr: 7.500e-05, eta: 0:43:25, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9401, loss_cls: 0.7002, loss: 0.7002, grad_norm: 5.7613, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5315, loss/aux0: 0.5315 2020-10-20 20:01:27,845 - mmaction - INFO - Epoch [99][340/792] lr: 7.500e-05, eta: 0:43:26, time: 1.129, data_time: 0.003, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9401, loss_cls: 0.7002, loss: 0.7002, grad_norm: 5.7939, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5429, loss/aux0: 0.5429 2020-10-20 20:02:07,907 - mmaction - INFO - Epoch [99][360/792] lr: 7.500e-05, eta: 0:42:43, time: 1.073, data_time: 0.000, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9359, loss_cls: 0.7057, loss: 0.7057, grad_norm: 5.6769, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5566, loss/aux0: 0.5566 2020-10-20 20:02:11,422 - mmaction - INFO - Epoch [99][360/792] lr: 7.500e-05, eta: 0:42:44, time: 1.095, data_time: 0.006, memory: 8335, top1_acc: 0.8130, top5_acc: 0.9359, loss_cls: 0.7057, loss: 0.7057, grad_norm: 5.6173, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5550, loss/aux0: 0.5550 2020-10-20 20:02:52,893 - mmaction - INFO - Epoch [99][380/792] lr: 7.500e-05, eta: 0:42:01, time: 1.017, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9427, loss_cls: 0.6666, loss: 0.6666, grad_norm: 5.6628, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5544, loss/aux0: 0.5544 2020-10-20 20:02:54,313 - mmaction - INFO - Epoch [99][380/792] lr: 7.500e-05, eta: 0:42:02, time: 0.969, data_time: 0.002, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9427, loss_cls: 0.6666, loss: 0.6666, grad_norm: 5.6717, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5523, loss/aux0: 0.5523 2020-10-20 20:03:37,699 - mmaction - INFO - Epoch [99][400/792] lr: 7.500e-05, eta: 0:41:20, time: 1.030, data_time: 0.000, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9370, loss_cls: 0.6937, loss: 0.6937, grad_norm: 5.7918, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5203, loss/aux0: 0.5203 2020-10-20 20:03:38,330 - mmaction - INFO - Epoch [99][400/792] lr: 7.500e-05, eta: 0:41:20, time: 1.032, data_time: 0.002, memory: 8335, top1_acc: 0.8135, top5_acc: 0.9370, loss_cls: 0.6937, loss: 0.6937, grad_norm: 5.8288, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5299, loss/aux0: 0.5299 2020-10-20 20:04:18,283 - mmaction - INFO - Epoch [99][420/792] lr: 7.500e-05, eta: 0:40:38, time: 1.038, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9354, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.8137, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9510, loss_cls/aux0: 0.5873, loss/aux0: 0.5873 2020-10-20 20:04:20,252 - mmaction - INFO - Epoch [99][420/792] lr: 7.500e-05, eta: 0:40:38, time: 1.010, data_time: 0.002, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9354, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.7824, top1_acc/aux0: 0.8438, top5_acc/aux0: 0.9516, loss_cls/aux0: 0.5840, loss/aux0: 0.5840 2020-10-20 20:05:02,228 - mmaction - INFO - Epoch [99][440/792] lr: 7.500e-05, eta: 0:39:56, time: 1.121, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.6778, loss: 0.6778, grad_norm: 5.6204, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9536, loss_cls/aux0: 0.5423, loss/aux0: 0.5423 2020-10-20 20:05:04,688 - mmaction - INFO - Epoch [99][440/792] lr: 7.500e-05, eta: 0:39:56, time: 1.163, data_time: 0.002, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.6778, loss: 0.6778, grad_norm: 5.6201, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9542, loss_cls/aux0: 0.5414, loss/aux0: 0.5414 2020-10-20 20:05:45,123 - mmaction - INFO - Epoch [99][460/792] lr: 7.500e-05, eta: 0:39:14, time: 1.006, data_time: 0.000, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9458, loss_cls: 0.6866, loss: 0.6866, grad_norm: 5.7976, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5551, loss/aux0: 0.5551 2020-10-20 20:05:48,419 - mmaction - INFO - Epoch [99][460/792] lr: 7.500e-05, eta: 0:39:14, time: 1.071, data_time: 0.007, memory: 8335, top1_acc: 0.8271, top5_acc: 0.9458, loss_cls: 0.6866, loss: 0.6866, grad_norm: 5.7680, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5471, loss/aux0: 0.5471 2020-10-20 20:06:29,367 - mmaction - INFO - Epoch [99][480/792] lr: 7.500e-05, eta: 0:38:32, time: 1.022, data_time: 0.060, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9297, loss_cls: 0.6933, loss: 0.6933, grad_norm: 5.6394, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5388, loss/aux0: 0.5388 2020-10-20 20:06:31,341 - mmaction - INFO - Epoch [99][480/792] lr: 7.500e-05, eta: 0:38:32, time: 1.092, data_time: 0.061, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9297, loss_cls: 0.6933, loss: 0.6933, grad_norm: 5.7218, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5451, loss/aux0: 0.5451 2020-10-20 20:07:13,103 - mmaction - INFO - Epoch [99][500/792] lr: 7.500e-05, eta: 0:37:50, time: 1.113, data_time: 0.000, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9417, loss_cls: 0.6781, loss: 0.6781, grad_norm: 6.0091, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5334, loss/aux0: 0.5334 2020-10-20 20:07:15,218 - mmaction - INFO - Epoch [99][500/792] lr: 7.500e-05, eta: 0:37:50, time: 1.097, data_time: 0.002, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9417, loss_cls: 0.6781, loss: 0.6781, grad_norm: 6.0010, top1_acc/aux0: 0.8620, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5365, loss/aux0: 0.5365 2020-10-20 20:07:55,546 - mmaction - INFO - Epoch [99][520/792] lr: 7.500e-05, eta: 0:37:08, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9458, loss_cls: 0.7023, loss: 0.7023, grad_norm: 5.8274, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5574, loss/aux0: 0.5574 2020-10-20 20:07:57,890 - mmaction - INFO - Epoch [99][520/792] lr: 7.500e-05, eta: 0:37:09, time: 1.060, data_time: 0.003, memory: 8335, top1_acc: 0.8120, top5_acc: 0.9458, loss_cls: 0.7023, loss: 0.7023, grad_norm: 5.8690, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5542, loss/aux0: 0.5542 2020-10-20 20:08:40,263 - mmaction - INFO - Epoch [99][540/792] lr: 7.500e-05, eta: 0:36:26, time: 1.107, data_time: 0.000, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9313, loss_cls: 0.7342, loss: 0.7342, grad_norm: 5.7841, top1_acc/aux0: 0.8396, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5854, loss/aux0: 0.5854 2020-10-20 20:08:40,863 - mmaction - INFO - Epoch [99][540/792] lr: 7.500e-05, eta: 0:36:27, time: 1.110, data_time: 0.002, memory: 8335, top1_acc: 0.8115, top5_acc: 0.9313, loss_cls: 0.7342, loss: 0.7342, grad_norm: 5.8112, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5794, loss/aux0: 0.5794 2020-10-20 20:09:23,847 - mmaction - INFO - Epoch [99][560/792] lr: 7.500e-05, eta: 0:35:45, time: 1.061, data_time: 0.000, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9292, loss_cls: 0.7446, loss: 0.7446, grad_norm: 5.7522, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9703, loss_cls/aux0: 0.5121, loss/aux0: 0.5121 2020-10-20 20:09:24,456 - mmaction - INFO - Epoch [99][560/792] lr: 7.500e-05, eta: 0:35:45, time: 1.063, data_time: 0.003, memory: 8335, top1_acc: 0.8031, top5_acc: 0.9292, loss_cls: 0.7446, loss: 0.7446, grad_norm: 5.6635, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9698, loss_cls/aux0: 0.5079, loss/aux0: 0.5079 2020-10-20 20:10:06,964 - mmaction - INFO - Epoch [99][580/792] lr: 7.500e-05, eta: 0:35:03, time: 1.143, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9380, loss_cls: 0.7332, loss: 0.7332, grad_norm: 6.0577, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5418, loss/aux0: 0.5418 2020-10-20 20:10:09,033 - mmaction - INFO - Epoch [99][580/792] lr: 7.500e-05, eta: 0:35:03, time: 1.192, data_time: 0.004, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9380, loss_cls: 0.7332, loss: 0.7332, grad_norm: 6.0965, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5626, loss/aux0: 0.5626 2020-10-20 20:10:49,701 - mmaction - INFO - Epoch [99][600/792] lr: 7.500e-05, eta: 0:34:21, time: 1.087, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9339, loss_cls: 0.6984, loss: 0.6984, grad_norm: 5.6697, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5553, loss/aux0: 0.5553 2020-10-20 20:10:52,302 - mmaction - INFO - Epoch [99][600/792] lr: 7.500e-05, eta: 0:34:21, time: 1.117, data_time: 0.003, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9339, loss_cls: 0.6984, loss: 0.6984, grad_norm: 5.6873, top1_acc/aux0: 0.8510, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5461, loss/aux0: 0.5461 2020-10-20 20:11:35,414 - mmaction - INFO - Epoch [99][620/792] lr: 7.500e-05, eta: 0:33:39, time: 1.143, data_time: 0.000, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9281, loss_cls: 0.7196, loss: 0.7196, grad_norm: 5.9077, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5554, loss/aux0: 0.5554 2020-10-20 20:11:37,553 - mmaction - INFO - Epoch [99][620/792] lr: 7.500e-05, eta: 0:33:39, time: 1.081, data_time: 0.004, memory: 8335, top1_acc: 0.8104, top5_acc: 0.9281, loss_cls: 0.7196, loss: 0.7196, grad_norm: 5.8662, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5505, loss/aux0: 0.5505 2020-10-20 20:12:18,202 - mmaction - INFO - Epoch [99][640/792] lr: 7.500e-05, eta: 0:32:57, time: 1.083, data_time: 0.000, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9448, loss_cls: 0.6807, loss: 0.6807, grad_norm: 5.9143, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5720, loss/aux0: 0.5720 2020-10-20 20:12:20,522 - mmaction - INFO - Epoch [99][640/792] lr: 7.500e-05, eta: 0:32:57, time: 1.046, data_time: 0.002, memory: 8335, top1_acc: 0.8193, top5_acc: 0.9448, loss_cls: 0.6807, loss: 0.6807, grad_norm: 6.0052, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5860, loss/aux0: 0.5860 2020-10-20 20:13:04,307 - mmaction - INFO - Epoch [99][660/792] lr: 7.500e-05, eta: 0:32:15, time: 1.175, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9391, loss_cls: 0.6848, loss: 0.6848, grad_norm: 5.6370, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5717, loss/aux0: 0.5717 2020-10-20 20:13:05,731 - mmaction - INFO - Epoch [99][660/792] lr: 7.500e-05, eta: 0:32:15, time: 1.143, data_time: 0.002, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9391, loss_cls: 0.6848, loss: 0.6848, grad_norm: 5.6770, top1_acc/aux0: 0.8437, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5755, loss/aux0: 0.5755 2020-10-20 20:13:48,407 - mmaction - INFO - Epoch [99][680/792] lr: 7.500e-05, eta: 0:31:33, time: 1.139, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9313, loss_cls: 0.7389, loss: 0.7389, grad_norm: 6.0232, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5908, loss/aux0: 0.5908 2020-10-20 20:13:49,035 - mmaction - INFO - Epoch [99][680/792] lr: 7.500e-05, eta: 0:31:34, time: 1.057, data_time: 0.003, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9313, loss_cls: 0.7389, loss: 0.7389, grad_norm: 6.0726, top1_acc/aux0: 0.8490, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5864, loss/aux0: 0.5864 2020-10-20 20:14:32,788 - mmaction - INFO - Epoch [99][700/792] lr: 7.500e-05, eta: 0:30:51, time: 1.155, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9349, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.9455, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5603, loss/aux0: 0.5603 2020-10-20 20:14:33,376 - mmaction - INFO - Epoch [99][700/792] lr: 7.500e-05, eta: 0:30:52, time: 1.156, data_time: 0.002, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9349, loss_cls: 0.7061, loss: 0.7061, grad_norm: 6.0101, top1_acc/aux0: 0.8464, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5593, loss/aux0: 0.5593 2020-10-20 20:15:16,538 - mmaction - INFO - Epoch [99][720/792] lr: 7.500e-05, eta: 0:30:10, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9380, loss_cls: 0.7075, loss: 0.7075, grad_norm: 5.8547, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5656, loss/aux0: 0.5656 2020-10-20 20:15:19,362 - mmaction - INFO - Epoch [99][720/792] lr: 7.500e-05, eta: 0:30:10, time: 1.159, data_time: 0.003, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9380, loss_cls: 0.7075, loss: 0.7075, grad_norm: 5.8994, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5570, loss/aux0: 0.5570 2020-10-20 20:15:59,974 - mmaction - INFO - Epoch [99][740/792] lr: 7.500e-05, eta: 0:29:28, time: 1.046, data_time: 0.000, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9406, loss_cls: 0.6788, loss: 0.6788, grad_norm: 5.6563, top1_acc/aux0: 0.8578, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5292, loss/aux0: 0.5292 2020-10-20 20:16:02,667 - mmaction - INFO - Epoch [99][740/792] lr: 7.500e-05, eta: 0:29:28, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.8365, top5_acc: 0.9406, loss_cls: 0.6788, loss: 0.6788, grad_norm: 5.5994, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5202, loss/aux0: 0.5202 2020-10-20 20:16:43,536 - mmaction - INFO - Epoch [99][760/792] lr: 7.500e-05, eta: 0:28:46, time: 1.076, data_time: 0.179, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.7102, loss: 0.7102, grad_norm: 5.8184, top1_acc/aux0: 0.8542, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5307, loss/aux0: 0.5307 2020-10-20 20:16:45,162 - mmaction - INFO - Epoch [99][760/792] lr: 7.500e-05, eta: 0:28:46, time: 0.991, data_time: 0.178, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.7102, loss: 0.7102, grad_norm: 5.8635, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5419, loss/aux0: 0.5419 2020-10-20 20:17:28,239 - mmaction - INFO - Epoch [99][780/792] lr: 7.500e-05, eta: 0:28:04, time: 1.174, data_time: 0.515, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9286, loss_cls: 0.6982, loss: 0.6982, grad_norm: 5.5449, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5131, loss/aux0: 0.5131 2020-10-20 20:17:32,417 - mmaction - INFO - Epoch [99][780/792] lr: 7.500e-05, eta: 0:28:04, time: 1.215, data_time: 0.419, memory: 8335, top1_acc: 0.8208, top5_acc: 0.9286, loss_cls: 0.6982, loss: 0.6982, grad_norm: 5.5846, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5113, loss/aux0: 0.5113 2020-10-20 20:18:00,210 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-10-20 20:21:05,261 - mmaction - INFO - Epoch [100][20/792] lr: 7.500e-05, eta: 0:26:57, time: 1.151, data_time: 0.047, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9396, loss_cls: 0.6954, loss: 0.6954, grad_norm: 5.7989, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5513, loss/aux0: 0.5513 2020-10-20 20:21:05,876 - mmaction - INFO - Epoch [100][20/792] lr: 7.500e-05, eta: 0:26:57, time: 1.154, data_time: 0.050, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9396, loss_cls: 0.6954, loss: 0.6954, grad_norm: 5.7829, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5532, loss/aux0: 0.5532 2020-10-20 20:21:47,309 - mmaction - INFO - Epoch [100][40/792] lr: 7.500e-05, eta: 0:26:15, time: 1.114, data_time: 0.000, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9406, loss_cls: 0.6660, loss: 0.6660, grad_norm: 5.7903, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5190, loss/aux0: 0.5190 2020-10-20 20:21:51,001 - mmaction - INFO - Epoch [100][40/792] lr: 7.500e-05, eta: 0:26:15, time: 1.170, data_time: 0.003, memory: 8335, top1_acc: 0.8302, top5_acc: 0.9406, loss_cls: 0.6660, loss: 0.6660, grad_norm: 5.7823, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5132, loss/aux0: 0.5132 2020-10-20 20:22:32,040 - mmaction - INFO - Epoch [100][60/792] lr: 7.500e-05, eta: 0:25:33, time: 1.098, data_time: 0.047, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9380, loss_cls: 0.7003, loss: 0.7003, grad_norm: 5.9772, top1_acc/aux0: 0.8432, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5718, loss/aux0: 0.5718 2020-10-20 20:22:35,065 - mmaction - INFO - Epoch [100][60/792] lr: 7.500e-05, eta: 0:25:33, time: 1.134, data_time: 0.051, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9380, loss_cls: 0.7003, loss: 0.7003, grad_norm: 6.0584, top1_acc/aux0: 0.8411, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5739, loss/aux0: 0.5739 2020-10-20 20:23:15,754 - mmaction - INFO - Epoch [100][80/792] lr: 7.500e-05, eta: 0:24:51, time: 1.145, data_time: 0.000, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9406, loss_cls: 0.6886, loss: 0.6886, grad_norm: 5.8510, top1_acc/aux0: 0.8453, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5875, loss/aux0: 0.5875 2020-10-20 20:23:16,356 - mmaction - INFO - Epoch [100][80/792] lr: 7.500e-05, eta: 0:24:51, time: 1.089, data_time: 0.003, memory: 8335, top1_acc: 0.8146, top5_acc: 0.9406, loss_cls: 0.6886, loss: 0.6886, grad_norm: 5.8288, top1_acc/aux0: 0.8469, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5856, loss/aux0: 0.5856 2020-10-20 20:23:57,093 - mmaction - INFO - Epoch [100][100/792] lr: 7.500e-05, eta: 0:24:09, time: 0.986, data_time: 0.000, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9406, loss_cls: 0.6946, loss: 0.6946, grad_norm: 5.7351, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5247, loss/aux0: 0.5247 2020-10-20 20:24:00,280 - mmaction - INFO - Epoch [100][100/792] lr: 7.500e-05, eta: 0:24:09, time: 1.117, data_time: 0.002, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9406, loss_cls: 0.6946, loss: 0.6946, grad_norm: 5.7559, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5235, loss/aux0: 0.5235 2020-10-20 20:24:41,948 - mmaction - INFO - Epoch [100][120/792] lr: 7.500e-05, eta: 0:23:27, time: 1.104, data_time: 0.000, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9297, loss_cls: 0.7487, loss: 0.7487, grad_norm: 5.8406, top1_acc/aux0: 0.8703, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.4865, loss/aux0: 0.4865 2020-10-20 20:24:42,549 - mmaction - INFO - Epoch [100][120/792] lr: 7.500e-05, eta: 0:23:28, time: 1.094, data_time: 0.003, memory: 8335, top1_acc: 0.8021, top5_acc: 0.9297, loss_cls: 0.7487, loss: 0.7487, grad_norm: 5.8249, top1_acc/aux0: 0.8682, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.4923, loss/aux0: 0.4923 2020-10-20 20:25:23,138 - mmaction - INFO - Epoch [100][140/792] lr: 7.500e-05, eta: 0:22:45, time: 0.990, data_time: 0.000, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9432, loss_cls: 0.7022, loss: 0.7022, grad_norm: 5.8817, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5349, loss/aux0: 0.5349 2020-10-20 20:25:24,605 - mmaction - INFO - Epoch [100][140/792] lr: 7.500e-05, eta: 0:22:46, time: 1.034, data_time: 0.001, memory: 8335, top1_acc: 0.8151, top5_acc: 0.9432, loss_cls: 0.7022, loss: 0.7022, grad_norm: 5.9316, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5384, loss/aux0: 0.5384 2020-10-20 20:26:07,085 - mmaction - INFO - Epoch [100][160/792] lr: 7.500e-05, eta: 0:22:04, time: 1.108, data_time: 0.000, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9354, loss_cls: 0.7328, loss: 0.7328, grad_norm: 6.0445, top1_acc/aux0: 0.8500, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5709, loss/aux0: 0.5709 2020-10-20 20:26:07,678 - mmaction - INFO - Epoch [100][160/792] lr: 7.500e-05, eta: 0:22:04, time: 1.108, data_time: 0.001, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9354, loss_cls: 0.7328, loss: 0.7328, grad_norm: 6.0469, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9573, loss_cls/aux0: 0.5749, loss/aux0: 0.5749 2020-10-20 20:26:51,748 - mmaction - INFO - Epoch [100][180/792] lr: 7.500e-05, eta: 0:21:22, time: 1.194, data_time: 0.000, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9365, loss_cls: 0.7225, loss: 0.7225, grad_norm: 5.8064, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5281, loss/aux0: 0.5281 2020-10-20 20:26:54,252 - mmaction - INFO - Epoch [100][180/792] lr: 7.500e-05, eta: 0:21:22, time: 1.206, data_time: 0.002, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9365, loss_cls: 0.7225, loss: 0.7225, grad_norm: 5.8109, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5169, loss/aux0: 0.5169 2020-10-20 20:27:37,314 - mmaction - INFO - Epoch [100][200/792] lr: 7.500e-05, eta: 0:20:40, time: 1.208, data_time: 0.000, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9464, loss_cls: 0.6700, loss: 0.6700, grad_norm: 5.8180, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9682, loss_cls/aux0: 0.5086, loss/aux0: 0.5086 2020-10-20 20:27:38,944 - mmaction - INFO - Epoch [100][200/792] lr: 7.500e-05, eta: 0:20:40, time: 1.129, data_time: 0.005, memory: 8335, top1_acc: 0.8250, top5_acc: 0.9464, loss_cls: 0.6700, loss: 0.6700, grad_norm: 5.8662, top1_acc/aux0: 0.8599, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5212, loss/aux0: 0.5212 2020-10-20 20:28:21,028 - mmaction - INFO - Epoch [100][220/792] lr: 7.500e-05, eta: 0:19:58, time: 1.196, data_time: 0.000, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9448, loss_cls: 0.6717, loss: 0.6717, grad_norm: 5.8103, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5284, loss/aux0: 0.5284 2020-10-20 20:28:21,630 - mmaction - INFO - Epoch [100][220/792] lr: 7.500e-05, eta: 0:19:58, time: 1.096, data_time: 0.003, memory: 8335, top1_acc: 0.8260, top5_acc: 0.9448, loss_cls: 0.6717, loss: 0.6717, grad_norm: 5.8018, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5305, loss/aux0: 0.5305 2020-10-20 20:29:03,990 - mmaction - INFO - Epoch [100][240/792] lr: 7.500e-05, eta: 0:19:16, time: 1.151, data_time: 0.013, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9411, loss_cls: 0.6534, loss: 0.6534, grad_norm: 5.6131, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5407, loss/aux0: 0.5407 2020-10-20 20:29:05,237 - mmaction - INFO - Epoch [100][240/792] lr: 7.500e-05, eta: 0:19:16, time: 1.107, data_time: 0.017, memory: 8335, top1_acc: 0.8349, top5_acc: 0.9411, loss_cls: 0.6534, loss: 0.6534, grad_norm: 5.6947, top1_acc/aux0: 0.8562, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5304, loss/aux0: 0.5304 2020-10-20 20:29:48,357 - mmaction - INFO - Epoch [100][260/792] lr: 7.500e-05, eta: 0:18:34, time: 1.015, data_time: 0.001, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9417, loss_cls: 0.7169, loss: 0.7169, grad_norm: 5.8312, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9568, loss_cls/aux0: 0.5363, loss/aux0: 0.5363 2020-10-20 20:29:49,944 - mmaction - INFO - Epoch [100][260/792] lr: 7.500e-05, eta: 0:18:34, time: 1.066, data_time: 0.002, memory: 8335, top1_acc: 0.8099, top5_acc: 0.9417, loss_cls: 0.7169, loss: 0.7169, grad_norm: 5.8067, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5331, loss/aux0: 0.5331 2020-10-20 20:30:34,073 - mmaction - INFO - Epoch [100][280/792] lr: 7.500e-05, eta: 0:17:52, time: 1.235, data_time: 0.012, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9437, loss_cls: 0.6774, loss: 0.6774, grad_norm: 5.7966, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5324, loss/aux0: 0.5324 2020-10-20 20:30:34,673 - mmaction - INFO - Epoch [100][280/792] lr: 7.500e-05, eta: 0:17:52, time: 1.164, data_time: 0.014, memory: 8335, top1_acc: 0.8276, top5_acc: 0.9437, loss_cls: 0.6774, loss: 0.6774, grad_norm: 5.7746, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5308, loss/aux0: 0.5308 2020-10-20 20:31:16,630 - mmaction - INFO - Epoch [100][300/792] lr: 7.500e-05, eta: 0:17:10, time: 1.053, data_time: 0.000, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9354, loss_cls: 0.6761, loss: 0.6761, grad_norm: 5.8308, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5416, loss/aux0: 0.5416 2020-10-20 20:31:17,219 - mmaction - INFO - Epoch [100][300/792] lr: 7.500e-05, eta: 0:17:11, time: 1.055, data_time: 0.003, memory: 8335, top1_acc: 0.8286, top5_acc: 0.9354, loss_cls: 0.6761, loss: 0.6761, grad_norm: 5.7916, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9599, loss_cls/aux0: 0.5445, loss/aux0: 0.5445 2020-10-20 20:31:58,961 - mmaction - INFO - Epoch [100][320/792] lr: 7.500e-05, eta: 0:16:29, time: 1.096, data_time: 0.000, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9391, loss_cls: 0.7189, loss: 0.7189, grad_norm: 6.2791, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9615, loss_cls/aux0: 0.5531, loss/aux0: 0.5531 2020-10-20 20:32:00,872 - mmaction - INFO - Epoch [100][320/792] lr: 7.500e-05, eta: 0:16:29, time: 1.148, data_time: 0.001, memory: 8335, top1_acc: 0.8156, top5_acc: 0.9391, loss_cls: 0.7189, loss: 0.7189, grad_norm: 6.1951, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5515, loss/aux0: 0.5515 2020-10-20 20:32:41,751 - mmaction - INFO - Epoch [100][340/792] lr: 7.500e-05, eta: 0:15:47, time: 1.063, data_time: 0.004, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9359, loss_cls: 0.7277, loss: 0.7277, grad_norm: 5.8865, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9594, loss_cls/aux0: 0.5139, loss/aux0: 0.5139 2020-10-20 20:32:43,362 - mmaction - INFO - Epoch [100][340/792] lr: 7.500e-05, eta: 0:15:47, time: 1.013, data_time: 0.007, memory: 8335, top1_acc: 0.8073, top5_acc: 0.9359, loss_cls: 0.7277, loss: 0.7277, grad_norm: 5.8406, top1_acc/aux0: 0.8609, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5096, loss/aux0: 0.5096 2020-10-20 20:33:24,057 - mmaction - INFO - Epoch [100][360/792] lr: 7.500e-05, eta: 0:15:05, time: 1.027, data_time: 0.045, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9354, loss_cls: 0.7047, loss: 0.7047, grad_norm: 5.6960, top1_acc/aux0: 0.8573, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5281, loss/aux0: 0.5281 2020-10-20 20:33:25,617 - mmaction - INFO - Epoch [100][360/792] lr: 7.500e-05, eta: 0:15:05, time: 1.056, data_time: 0.047, memory: 8335, top1_acc: 0.8083, top5_acc: 0.9354, loss_cls: 0.7047, loss: 0.7047, grad_norm: 5.6004, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5248, loss/aux0: 0.5248 2020-10-20 20:34:07,170 - mmaction - INFO - Epoch [100][380/792] lr: 7.500e-05, eta: 0:14:23, time: 1.058, data_time: 0.000, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9396, loss_cls: 0.6963, loss: 0.6963, grad_norm: 5.7343, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9646, loss_cls/aux0: 0.5002, loss/aux0: 0.5002 2020-10-20 20:34:08,831 - mmaction - INFO - Epoch [100][380/792] lr: 7.500e-05, eta: 0:14:23, time: 1.111, data_time: 0.002, memory: 8335, top1_acc: 0.8177, top5_acc: 0.9396, loss_cls: 0.6963, loss: 0.6963, grad_norm: 5.6701, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5066, loss/aux0: 0.5066 2020-10-20 20:34:49,867 - mmaction - INFO - Epoch [100][400/792] lr: 7.500e-05, eta: 0:13:41, time: 1.058, data_time: 0.024, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9359, loss_cls: 0.7343, loss: 0.7343, grad_norm: 5.9199, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5140, loss/aux0: 0.5140 2020-10-20 20:34:52,087 - mmaction - INFO - Epoch [100][400/792] lr: 7.500e-05, eta: 0:13:41, time: 1.002, data_time: 0.003, memory: 8335, top1_acc: 0.8036, top5_acc: 0.9359, loss_cls: 0.7343, loss: 0.7343, grad_norm: 5.9384, top1_acc/aux0: 0.8594, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5165, loss/aux0: 0.5165 2020-10-20 20:35:33,124 - mmaction - INFO - Epoch [100][420/792] lr: 7.500e-05, eta: 0:12:59, time: 1.096, data_time: 0.000, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9432, loss_cls: 0.6925, loss: 0.6925, grad_norm: 5.7637, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.5425, loss/aux0: 0.5425 2020-10-20 20:35:36,194 - mmaction - INFO - Epoch [100][420/792] lr: 7.500e-05, eta: 0:12:59, time: 1.146, data_time: 0.002, memory: 8335, top1_acc: 0.8198, top5_acc: 0.9432, loss_cls: 0.6925, loss: 0.6925, grad_norm: 5.8028, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5466, loss/aux0: 0.5466 2020-10-20 20:36:17,753 - mmaction - INFO - Epoch [100][440/792] lr: 7.500e-05, eta: 0:12:17, time: 1.107, data_time: 0.043, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9411, loss_cls: 0.6631, loss: 0.6631, grad_norm: 5.6323, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9547, loss_cls/aux0: 0.5678, loss/aux0: 0.5678 2020-10-20 20:36:18,862 - mmaction - INFO - Epoch [100][440/792] lr: 7.500e-05, eta: 0:12:17, time: 1.051, data_time: 0.045, memory: 8335, top1_acc: 0.8313, top5_acc: 0.9411, loss_cls: 0.6631, loss: 0.6631, grad_norm: 5.6321, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5530, loss/aux0: 0.5530 2020-10-20 20:37:04,000 - mmaction - INFO - Epoch [100][460/792] lr: 7.500e-05, eta: 0:11:35, time: 1.211, data_time: 0.000, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9422, loss_cls: 0.6699, loss: 0.6699, grad_norm: 5.6431, top1_acc/aux0: 0.8604, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5174, loss/aux0: 0.5174 2020-10-20 20:37:04,605 - mmaction - INFO - Epoch [100][460/792] lr: 7.500e-05, eta: 0:11:35, time: 1.205, data_time: 0.002, memory: 8335, top1_acc: 0.8318, top5_acc: 0.9422, loss_cls: 0.6699, loss: 0.6699, grad_norm: 5.6955, top1_acc/aux0: 0.8547, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5371, loss/aux0: 0.5371 2020-10-20 20:37:48,591 - mmaction - INFO - Epoch [100][480/792] lr: 7.500e-05, eta: 0:10:53, time: 0.994, data_time: 0.032, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9417, loss_cls: 0.6962, loss: 0.6962, grad_norm: 5.8416, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5795, loss/aux0: 0.5795 2020-10-20 20:37:50,175 - mmaction - INFO - Epoch [100][480/792] lr: 7.500e-05, eta: 0:10:53, time: 1.045, data_time: 0.083, memory: 8335, top1_acc: 0.8214, top5_acc: 0.9417, loss_cls: 0.6962, loss: 0.6962, grad_norm: 5.8423, top1_acc/aux0: 0.8552, top5_acc/aux0: 0.9583, loss_cls/aux0: 0.5591, loss/aux0: 0.5591 2020-10-20 20:38:31,536 - mmaction - INFO - Epoch [100][500/792] lr: 7.500e-05, eta: 0:10:11, time: 1.077, data_time: 0.178, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9354, loss_cls: 0.7533, loss: 0.7533, grad_norm: 5.6230, top1_acc/aux0: 0.8734, top5_acc/aux0: 0.9703, loss_cls/aux0: 0.4854, loss/aux0: 0.4854 2020-10-20 20:38:33,964 - mmaction - INFO - Epoch [100][500/792] lr: 7.500e-05, eta: 0:10:11, time: 1.156, data_time: 0.268, memory: 8335, top1_acc: 0.7984, top5_acc: 0.9354, loss_cls: 0.7533, loss: 0.7533, grad_norm: 5.5557, top1_acc/aux0: 0.8719, top5_acc/aux0: 0.9693, loss_cls/aux0: 0.4934, loss/aux0: 0.4934 2020-10-20 20:39:15,002 - mmaction - INFO - Epoch [100][520/792] lr: 7.500e-05, eta: 0:09:29, time: 1.073, data_time: 0.052, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9432, loss_cls: 0.6878, loss: 0.6878, grad_norm: 5.7585, top1_acc/aux0: 0.8687, top5_acc/aux0: 0.9656, loss_cls/aux0: 0.5231, loss/aux0: 0.5231 2020-10-20 20:39:15,639 - mmaction - INFO - Epoch [100][520/792] lr: 7.500e-05, eta: 0:09:30, time: 1.008, data_time: 0.057, memory: 8335, top1_acc: 0.8234, top5_acc: 0.9432, loss_cls: 0.6878, loss: 0.6878, grad_norm: 5.8212, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9651, loss_cls/aux0: 0.5367, loss/aux0: 0.5367 2020-10-20 20:40:01,065 - mmaction - INFO - Epoch [100][540/792] lr: 7.500e-05, eta: 0:08:48, time: 1.083, data_time: 0.226, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9422, loss_cls: 0.7084, loss: 0.7084, grad_norm: 5.7947, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5698, loss/aux0: 0.5698 2020-10-20 20:40:01,694 - mmaction - INFO - Epoch [100][540/792] lr: 7.500e-05, eta: 0:08:48, time: 1.086, data_time: 0.229, memory: 8335, top1_acc: 0.8089, top5_acc: 0.9422, loss_cls: 0.7084, loss: 0.7084, grad_norm: 5.7593, top1_acc/aux0: 0.8557, top5_acc/aux0: 0.9521, loss_cls/aux0: 0.5720, loss/aux0: 0.5720 2020-10-20 20:40:45,940 - mmaction - INFO - Epoch [100][560/792] lr: 7.500e-05, eta: 0:08:06, time: 1.151, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9484, loss_cls: 0.6790, loss: 0.6790, grad_norm: 5.7933, top1_acc/aux0: 0.8615, top5_acc/aux0: 0.9667, loss_cls/aux0: 0.5240, loss/aux0: 0.5240 2020-10-20 20:40:46,531 - mmaction - INFO - Epoch [100][560/792] lr: 7.500e-05, eta: 0:08:06, time: 1.078, data_time: 0.003, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9484, loss_cls: 0.6790, loss: 0.6790, grad_norm: 5.7955, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5105, loss/aux0: 0.5105 2020-10-20 20:41:28,792 - mmaction - INFO - Epoch [100][580/792] lr: 7.500e-05, eta: 0:07:24, time: 1.086, data_time: 0.000, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9365, loss_cls: 0.7252, loss: 0.7252, grad_norm: 5.9377, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9562, loss_cls/aux0: 0.5831, loss/aux0: 0.5831 2020-10-20 20:41:30,579 - mmaction - INFO - Epoch [100][580/792] lr: 7.500e-05, eta: 0:07:24, time: 1.129, data_time: 0.002, memory: 8335, top1_acc: 0.8109, top5_acc: 0.9365, loss_cls: 0.7252, loss: 0.7252, grad_norm: 5.9734, top1_acc/aux0: 0.8495, top5_acc/aux0: 0.9557, loss_cls/aux0: 0.5945, loss/aux0: 0.5945 2020-10-20 20:42:13,544 - mmaction - INFO - Epoch [100][600/792] lr: 7.500e-05, eta: 0:06:42, time: 1.110, data_time: 0.000, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9359, loss_cls: 0.6949, loss: 0.6949, grad_norm: 5.7131, top1_acc/aux0: 0.8589, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5474, loss/aux0: 0.5474 2020-10-20 20:42:14,142 - mmaction - INFO - Epoch [100][600/792] lr: 7.500e-05, eta: 0:06:42, time: 1.092, data_time: 0.003, memory: 8335, top1_acc: 0.8281, top5_acc: 0.9359, loss_cls: 0.6949, loss: 0.6949, grad_norm: 5.7296, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5337, loss/aux0: 0.5337 2020-10-20 20:42:57,904 - mmaction - INFO - Epoch [100][620/792] lr: 7.500e-05, eta: 0:06:00, time: 1.095, data_time: 0.000, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9344, loss_cls: 0.7399, loss: 0.7399, grad_norm: 6.0483, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9620, loss_cls/aux0: 0.5285, loss/aux0: 0.5285 2020-10-20 20:42:58,542 - mmaction - INFO - Epoch [100][620/792] lr: 7.500e-05, eta: 0:06:00, time: 1.075, data_time: 0.003, memory: 8335, top1_acc: 0.8141, top5_acc: 0.9344, loss_cls: 0.7399, loss: 0.7399, grad_norm: 6.0278, top1_acc/aux0: 0.8568, top5_acc/aux0: 0.9630, loss_cls/aux0: 0.5274, loss/aux0: 0.5274 2020-10-20 20:43:44,352 - mmaction - INFO - Epoch [100][640/792] lr: 7.500e-05, eta: 0:05:18, time: 1.217, data_time: 0.000, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9370, loss_cls: 0.7115, loss: 0.7115, grad_norm: 5.8730, top1_acc/aux0: 0.8641, top5_acc/aux0: 0.9672, loss_cls/aux0: 0.5109, loss/aux0: 0.5109 2020-10-20 20:43:44,939 - mmaction - INFO - Epoch [100][640/792] lr: 7.500e-05, eta: 0:05:18, time: 1.216, data_time: 0.002, memory: 8335, top1_acc: 0.8167, top5_acc: 0.9370, loss_cls: 0.7115, loss: 0.7115, grad_norm: 5.8063, top1_acc/aux0: 0.8651, top5_acc/aux0: 0.9677, loss_cls/aux0: 0.5100, loss/aux0: 0.5100 2020-10-20 20:44:27,177 - mmaction - INFO - Epoch [100][660/792] lr: 7.500e-05, eta: 0:04:36, time: 1.006, data_time: 0.000, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9359, loss_cls: 0.7166, loss: 0.7166, grad_norm: 5.8363, top1_acc/aux0: 0.8646, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.4972, loss/aux0: 0.4972 2020-10-20 20:44:29,306 - mmaction - INFO - Epoch [100][660/792] lr: 7.500e-05, eta: 0:04:36, time: 1.086, data_time: 0.003, memory: 8335, top1_acc: 0.8057, top5_acc: 0.9359, loss_cls: 0.7166, loss: 0.7166, grad_norm: 5.7730, top1_acc/aux0: 0.8667, top5_acc/aux0: 0.9625, loss_cls/aux0: 0.4901, loss/aux0: 0.4901 2020-10-20 20:45:12,959 - mmaction - INFO - Epoch [100][680/792] lr: 7.500e-05, eta: 0:03:54, time: 1.186, data_time: 0.011, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9349, loss_cls: 0.7090, loss: 0.7090, grad_norm: 5.6505, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9641, loss_cls/aux0: 0.5215, loss/aux0: 0.5215 2020-10-20 20:45:13,567 - mmaction - INFO - Epoch [100][680/792] lr: 7.500e-05, eta: 0:03:54, time: 1.096, data_time: 0.014, memory: 8335, top1_acc: 0.8078, top5_acc: 0.9349, loss_cls: 0.7090, loss: 0.7090, grad_norm: 5.6664, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9635, loss_cls/aux0: 0.5367, loss/aux0: 0.5367 2020-10-20 20:45:54,098 - mmaction - INFO - Epoch [100][700/792] lr: 7.500e-05, eta: 0:03:12, time: 1.085, data_time: 0.340, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.6844, loss: 0.6844, grad_norm: 5.8910, top1_acc/aux0: 0.8531, top5_acc/aux0: 0.9609, loss_cls/aux0: 0.5461, loss/aux0: 0.5461 2020-10-20 20:45:54,714 - mmaction - INFO - Epoch [100][700/792] lr: 7.500e-05, eta: 0:03:12, time: 1.035, data_time: 0.289, memory: 8335, top1_acc: 0.8125, top5_acc: 0.9437, loss_cls: 0.6844, loss: 0.6844, grad_norm: 5.8767, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9604, loss_cls/aux0: 0.5467, loss/aux0: 0.5467 2020-10-20 20:46:38,140 - mmaction - INFO - Epoch [100][720/792] lr: 7.500e-05, eta: 0:02:30, time: 1.116, data_time: 0.001, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9458, loss_cls: 0.6679, loss: 0.6679, grad_norm: 5.8269, top1_acc/aux0: 0.8479, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5638, loss/aux0: 0.5638 2020-10-20 20:46:41,231 - mmaction - INFO - Epoch [100][720/792] lr: 7.500e-05, eta: 0:02:30, time: 1.241, data_time: 0.003, memory: 8335, top1_acc: 0.8229, top5_acc: 0.9458, loss_cls: 0.6679, loss: 0.6679, grad_norm: 5.8589, top1_acc/aux0: 0.8474, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5663, loss/aux0: 0.5663 2020-10-20 20:47:20,046 - mmaction - INFO - Epoch [100][740/792] lr: 7.500e-05, eta: 0:01:48, time: 1.033, data_time: 0.000, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9411, loss_cls: 0.6692, loss: 0.6692, grad_norm: 5.9254, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9531, loss_cls/aux0: 0.5725, loss/aux0: 0.5725 2020-10-20 20:47:23,511 - mmaction - INFO - Epoch [100][740/792] lr: 7.500e-05, eta: 0:01:48, time: 1.044, data_time: 0.002, memory: 8335, top1_acc: 0.8307, top5_acc: 0.9411, loss_cls: 0.6692, loss: 0.6692, grad_norm: 5.9825, top1_acc/aux0: 0.8505, top5_acc/aux0: 0.9552, loss_cls/aux0: 0.5636, loss/aux0: 0.5636 2020-10-20 20:48:06,719 - mmaction - INFO - Epoch [100][760/792] lr: 7.500e-05, eta: 0:01:07, time: 1.228, data_time: 0.000, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9438, loss_cls: 0.6874, loss: 0.6874, grad_norm: 5.9662, top1_acc/aux0: 0.8526, top5_acc/aux0: 0.9589, loss_cls/aux0: 0.5580, loss/aux0: 0.5580 2020-10-20 20:48:07,441 - mmaction - INFO - Epoch [100][760/792] lr: 7.500e-05, eta: 0:01:07, time: 1.143, data_time: 0.008, memory: 8335, top1_acc: 0.8219, top5_acc: 0.9438, loss_cls: 0.6874, loss: 0.6874, grad_norm: 5.9742, top1_acc/aux0: 0.8536, top5_acc/aux0: 0.9578, loss_cls/aux0: 0.5599, loss/aux0: 0.5599 2020-10-20 20:48:47,824 - mmaction - INFO - Epoch [100][780/792] lr: 7.500e-05, eta: 0:00:25, time: 1.113, data_time: 0.100, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9469, loss_cls: 0.6537, loss: 0.6537, grad_norm: 5.7073, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9703, loss_cls/aux0: 0.5091, loss/aux0: 0.5091 2020-10-20 20:48:49,492 - mmaction - INFO - Epoch [100][780/792] lr: 7.500e-05, eta: 0:00:25, time: 1.091, data_time: 0.061, memory: 8335, top1_acc: 0.8266, top5_acc: 0.9469, loss_cls: 0.6537, loss: 0.6537, grad_norm: 5.7130, top1_acc/aux0: 0.8583, top5_acc/aux0: 0.9693, loss_cls/aux0: 0.5116, loss/aux0: 0.5116 2020-10-20 20:49:21,098 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-10-20 20:50:46,649 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-20 20:50:46,753 - mmaction - INFO - top1_acc 0.8001 top5_acc 0.9473 2020-10-20 20:50:46,753 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-20 20:50:46,769 - mmaction - INFO - mean_acc 0.8005 2020-10-20 20:50:46,770 - mmaction - INFO - Epoch(val) [100][792] top1_acc: 0.8001, top5_acc: 0.9473, mean_class_accuracy: 0.8005