2020-10-22 23:57:08,304 - 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+fd729fe ------------------------------------------------------------ 2020-10-22 23:57:08,305 - mmaction - INFO - Distributed training: True 2020-10-22 23:57:08,305 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/omniconf/all/tsn_8seg_all_half.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' kraw_root = 'omnisource/kinetics_raw/' ggig_root = 'omnisource/' iv_root = 'omnisource/insvideo' ann_file_train = 'data/k200/k200_train_list.txt' ann_file_kraw = 'data/omnisource/kraw_200.json' ann_file_ggig = 'data/omnisource/ggig_top1_wodup.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_kraw_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']) ] train_ggig_pipeline = [ dict(type='ImageDecode', 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, 64, 12, 12], train_ratio=[2, 1, 1, 1], workers_per_gpu=1, train=[dict(type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_kinetics_pipeline), dict(type='ImageDataset', ann_file=ann_file_ggig, data_prefix=ggig_root, pipeline=train_ggig_pipeline, num_classes=200, sample_by_class=True, power=0.5), 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), dict(type='RawVideoDataset', ann_file=ann_file_kraw, data_prefix=kraw_root, pipeline=train_kraw_pipeline, clipname_tmpl='_part_{}.mp4', sampling_strategy='positive')], 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=0.015, 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_all_half' load_from = None resume_from = None workflow = [('train', 5)] 2020-10-22 23:57:09,378 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-10-22 23:57:39,013 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-211, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/omnisource/tsn_8seg_all_half 2020-10-22 23:57:39,014 - mmaction - INFO - workflow: [('train', 5)], max: 100 epochs 2020-10-23 00:01:08,353 - mmaction - INFO - Epoch [1][20/396] lr: 1.500e-02, eta: 10:27:15, time: 0.951, data_time: 0.101, memory: 8337, top1_acc: 0.0703, top5_acc: 0.1859, loss_cls: 4.8414, loss: 4.8414, grad_norm: 2.2787, top1_acc/aux0: 0.1068, top5_acc/aux0: 0.2535, loss_cls/aux0: 4.6341, loss/aux0: 4.6341, top1_acc/aux1: 0.0828, top5_acc/aux1: 0.2156, loss_cls/aux1: 4.7658, loss/aux1: 4.7658, top1_acc/aux2: 0.0620, top5_acc/aux2: 0.1661, loss_cls/aux2: 4.8590, loss/aux2: 4.8590 2020-10-23 00:01:56,327 - mmaction - INFO - Epoch [1][40/396] lr: 1.500e-02, eta: 10:27:44, time: 0.953, data_time: 0.347, memory: 8337, top1_acc: 0.2086, top5_acc: 0.4690, loss_cls: 3.5835, loss: 3.5835, grad_norm: 2.5812, top1_acc/aux0: 0.2098, top5_acc/aux0: 0.4365, loss_cls/aux0: 3.8121, loss/aux0: 3.8121, top1_acc/aux1: 0.1451, top5_acc/aux1: 0.3539, loss_cls/aux1: 4.1374, loss/aux1: 4.1374, top1_acc/aux2: 0.1268, top5_acc/aux2: 0.3057, loss_cls/aux2: 4.2689, loss/aux2: 4.2689 2020-10-23 00:02:40,858 - mmaction - INFO - Epoch [1][60/396] lr: 1.500e-02, eta: 10:39:53, time: 1.009, data_time: 0.048, memory: 8337, top1_acc: 0.2862, top5_acc: 0.5737, loss_cls: 3.1041, loss: 3.1041, grad_norm: 2.7462, top1_acc/aux0: 0.3643, top5_acc/aux0: 0.6738, loss_cls/aux0: 2.6794, loss/aux0: 2.6794, top1_acc/aux1: 0.2708, top5_acc/aux1: 0.5680, loss_cls/aux1: 3.2035, loss/aux1: 3.2035, top1_acc/aux2: 0.2193, top5_acc/aux2: 0.4917, loss_cls/aux2: 3.4547, loss/aux2: 3.4547 2020-10-23 00:03:26,076 - mmaction - INFO - Epoch [1][80/396] lr: 1.500e-02, eta: 10:26:45, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.3229, top5_acc: 0.6237, loss_cls: 2.8498, loss: 2.8498, grad_norm: 2.8598, top1_acc/aux0: 0.4359, top5_acc/aux0: 0.7383, loss_cls/aux0: 2.2717, loss/aux0: 2.2717, top1_acc/aux1: 0.3578, top5_acc/aux1: 0.6693, loss_cls/aux1: 2.7504, loss/aux1: 2.7504, top1_acc/aux2: 0.2794, top5_acc/aux2: 0.5680, loss_cls/aux2: 3.1012, loss/aux2: 3.1012 2020-10-23 00:04:11,444 - mmaction - INFO - Epoch [1][100/396] lr: 1.500e-02, eta: 10:16:38, time: 0.877, data_time: 0.000, memory: 8337, top1_acc: 0.3706, top5_acc: 0.6633, loss_cls: 2.6601, loss: 2.6601, grad_norm: 2.9850, top1_acc/aux0: 0.4797, top5_acc/aux0: 0.7692, loss_cls/aux0: 2.0674, loss/aux0: 2.0674, top1_acc/aux1: 0.3945, top5_acc/aux1: 0.7044, loss_cls/aux1: 2.5294, loss/aux1: 2.5294, top1_acc/aux2: 0.3193, top5_acc/aux2: 0.6159, loss_cls/aux2: 2.9103, loss/aux2: 2.9103 2020-10-23 00:04:58,217 - mmaction - INFO - Epoch [1][120/396] lr: 1.500e-02, eta: 10:08:43, time: 0.867, data_time: 0.000, memory: 8337, top1_acc: 0.3904, top5_acc: 0.6721, loss_cls: 2.5657, loss: 2.5657, grad_norm: 3.1206, top1_acc/aux0: 0.5107, top5_acc/aux0: 0.7934, loss_cls/aux0: 1.9190, loss/aux0: 1.9190, top1_acc/aux1: 0.4357, top5_acc/aux1: 0.7388, loss_cls/aux1: 2.3369, loss/aux1: 2.3369, top1_acc/aux2: 0.3443, top5_acc/aux2: 0.6352, loss_cls/aux2: 2.8034, loss/aux2: 2.8034 2020-10-23 00:05:44,903 - mmaction - INFO - Epoch [1][140/396] lr: 1.500e-02, eta: 10:10:49, time: 0.951, data_time: 0.000, memory: 8337, top1_acc: 0.3974, top5_acc: 0.6885, loss_cls: 2.4985, loss: 2.4985, grad_norm: 3.1437, top1_acc/aux0: 0.5235, top5_acc/aux0: 0.8010, loss_cls/aux0: 1.8539, loss/aux0: 1.8539, top1_acc/aux1: 0.4549, top5_acc/aux1: 0.7536, loss_cls/aux1: 2.2351, loss/aux1: 2.2351, top1_acc/aux2: 0.3651, top5_acc/aux2: 0.6471, loss_cls/aux2: 2.6785, loss/aux2: 2.6785 2020-10-23 00:06:31,972 - mmaction - INFO - Epoch [1][160/396] lr: 1.500e-02, eta: 10:07:54, time: 0.897, data_time: 0.000, memory: 8337, top1_acc: 0.4141, top5_acc: 0.6927, loss_cls: 2.4558, loss: 2.4558, grad_norm: 3.2272, top1_acc/aux0: 0.5333, top5_acc/aux0: 0.8062, loss_cls/aux0: 1.8140, loss/aux0: 1.8140, top1_acc/aux1: 0.4612, top5_acc/aux1: 0.7604, loss_cls/aux1: 2.1917, loss/aux1: 2.1917, top1_acc/aux2: 0.3812, top5_acc/aux2: 0.6690, loss_cls/aux2: 2.5902, loss/aux2: 2.5902 2020-10-23 00:07:17,832 - mmaction - INFO - Epoch [1][180/396] lr: 1.500e-02, eta: 10:05:44, time: 0.899, data_time: 0.000, memory: 8337, top1_acc: 0.4219, top5_acc: 0.7089, loss_cls: 2.3825, loss: 2.3825, grad_norm: 3.3073, top1_acc/aux0: 0.5481, top5_acc/aux0: 0.8135, loss_cls/aux0: 1.7642, loss/aux0: 1.7642, top1_acc/aux1: 0.4667, top5_acc/aux1: 0.7635, loss_cls/aux1: 2.1502, loss/aux1: 2.1502, top1_acc/aux2: 0.3906, top5_acc/aux2: 0.6826, loss_cls/aux2: 2.5635, loss/aux2: 2.5635 2020-10-23 00:08:08,642 - mmaction - INFO - Epoch [1][200/396] lr: 1.500e-02, eta: 10:16:31, time: 1.091, data_time: 0.000, memory: 8337, top1_acc: 0.4240, top5_acc: 0.7055, loss_cls: 2.3656, loss: 2.3656, grad_norm: 3.3112, top1_acc/aux0: 0.5604, top5_acc/aux0: 0.8203, loss_cls/aux0: 1.7234, loss/aux0: 1.7234, top1_acc/aux1: 0.4758, top5_acc/aux1: 0.7674, loss_cls/aux1: 2.1183, loss/aux1: 2.1183, top1_acc/aux2: 0.3956, top5_acc/aux2: 0.6885, loss_cls/aux2: 2.5252, loss/aux2: 2.5252 2020-10-23 00:08:54,255 - mmaction - INFO - Epoch [1][220/396] lr: 1.500e-02, eta: 10:11:03, time: 0.852, data_time: 0.000, memory: 8337, top1_acc: 0.4596, top5_acc: 0.7258, loss_cls: 2.2283, loss: 2.2283, grad_norm: 3.3927, top1_acc/aux0: 0.5610, top5_acc/aux0: 0.8226, loss_cls/aux0: 1.7083, loss/aux0: 1.7083, top1_acc/aux1: 0.4914, top5_acc/aux1: 0.7831, loss_cls/aux1: 2.0501, loss/aux1: 2.0501, top1_acc/aux2: 0.4081, top5_acc/aux2: 0.6917, loss_cls/aux2: 2.4721, loss/aux2: 2.4721 2020-10-23 00:09:40,274 - mmaction - INFO - Epoch [1][240/396] lr: 1.500e-02, eta: 10:08:03, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.4503, top5_acc: 0.7214, loss_cls: 2.2745, loss: 2.2745, grad_norm: 3.3466, top1_acc/aux0: 0.5703, top5_acc/aux0: 0.8292, loss_cls/aux0: 1.6596, loss/aux0: 1.6596, top1_acc/aux1: 0.4930, top5_acc/aux1: 0.7844, loss_cls/aux1: 2.0157, loss/aux1: 2.0157, top1_acc/aux2: 0.4104, top5_acc/aux2: 0.6930, loss_cls/aux2: 2.4252, loss/aux2: 2.4252 2020-10-23 00:10:24,987 - mmaction - INFO - Epoch [1][260/396] lr: 1.500e-02, eta: 10:01:33, time: 0.804, data_time: 0.000, memory: 8337, top1_acc: 0.4573, top5_acc: 0.7328, loss_cls: 2.2503, loss: 2.2503, grad_norm: 3.3633, top1_acc/aux0: 0.5826, top5_acc/aux0: 0.8362, loss_cls/aux0: 1.6134, loss/aux0: 1.6134, top1_acc/aux1: 0.5073, top5_acc/aux1: 0.7893, loss_cls/aux1: 1.9566, loss/aux1: 1.9566, top1_acc/aux2: 0.4227, top5_acc/aux2: 0.7076, loss_cls/aux2: 2.3569, loss/aux2: 2.3569 2020-10-23 00:11:12,022 - mmaction - INFO - Epoch [1][280/396] lr: 1.500e-02, eta: 10:01:27, time: 0.922, data_time: 0.000, memory: 8337, top1_acc: 0.4505, top5_acc: 0.7219, loss_cls: 2.2631, loss: 2.2631, grad_norm: 3.3732, top1_acc/aux0: 0.5870, top5_acc/aux0: 0.8376, loss_cls/aux0: 1.6000, loss/aux0: 1.6000, top1_acc/aux1: 0.5159, top5_acc/aux1: 0.7966, loss_cls/aux1: 1.9349, loss/aux1: 1.9349, top1_acc/aux2: 0.4318, top5_acc/aux2: 0.7190, loss_cls/aux2: 2.3258, loss/aux2: 2.3258 2020-10-23 00:11:57,647 - mmaction - INFO - Epoch [1][300/396] lr: 1.500e-02, eta: 10:02:25, time: 0.947, data_time: 0.000, memory: 8337, top1_acc: 0.4529, top5_acc: 0.7315, loss_cls: 2.2079, loss: 2.2079, grad_norm: 3.5316, top1_acc/aux0: 0.5858, top5_acc/aux0: 0.8364, loss_cls/aux0: 1.6040, loss/aux0: 1.6040, top1_acc/aux1: 0.5206, top5_acc/aux1: 0.8008, loss_cls/aux1: 1.9211, loss/aux1: 1.9211, top1_acc/aux2: 0.4250, top5_acc/aux2: 0.7107, loss_cls/aux2: 2.3699, loss/aux2: 2.3699 2020-10-23 00:12:43,467 - mmaction - INFO - Epoch [1][320/396] lr: 1.500e-02, eta: 9:58:15, time: 0.825, data_time: 0.000, memory: 8337, top1_acc: 0.4716, top5_acc: 0.7396, loss_cls: 2.1774, loss: 2.1774, grad_norm: 3.4491, top1_acc/aux0: 0.5873, top5_acc/aux0: 0.8373, loss_cls/aux0: 1.6042, loss/aux0: 1.6042, top1_acc/aux1: 0.5307, top5_acc/aux1: 0.7997, loss_cls/aux1: 1.8864, loss/aux1: 1.8864, top1_acc/aux2: 0.4221, top5_acc/aux2: 0.6977, loss_cls/aux2: 2.3909, loss/aux2: 2.3909 2020-10-23 00:13:28,663 - mmaction - INFO - Epoch [1][340/396] lr: 1.500e-02, eta: 9:57:04, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.4690, top5_acc: 0.7542, loss_cls: 2.1428, loss: 2.1428, grad_norm: 3.4638, top1_acc/aux0: 0.5947, top5_acc/aux0: 0.8402, loss_cls/aux0: 1.5885, loss/aux0: 1.5885, top1_acc/aux1: 0.5310, top5_acc/aux1: 0.8055, loss_cls/aux1: 1.8913, loss/aux1: 1.8913, top1_acc/aux2: 0.4346, top5_acc/aux2: 0.7091, loss_cls/aux2: 2.3263, loss/aux2: 2.3263 2020-10-23 00:14:14,246 - mmaction - INFO - Epoch [1][360/396] lr: 1.500e-02, eta: 10:00:08, time: 1.005, data_time: 0.000, memory: 8337, top1_acc: 0.4688, top5_acc: 0.7411, loss_cls: 2.1527, loss: 2.1527, grad_norm: 3.5138, top1_acc/aux0: 0.5991, top5_acc/aux0: 0.8431, loss_cls/aux0: 1.5748, loss/aux0: 1.5748, top1_acc/aux1: 0.5294, top5_acc/aux1: 0.8102, loss_cls/aux1: 1.8843, loss/aux1: 1.8843, top1_acc/aux2: 0.4578, top5_acc/aux2: 0.7271, loss_cls/aux2: 2.2179, loss/aux2: 2.2179 2020-10-23 00:15:00,924 - mmaction - INFO - Epoch [1][380/396] lr: 1.500e-02, eta: 9:56:13, time: 0.813, data_time: 0.000, memory: 8337, top1_acc: 0.4797, top5_acc: 0.7544, loss_cls: 2.0977, loss: 2.0977, grad_norm: 3.5723, top1_acc/aux0: 0.6010, top5_acc/aux0: 0.8434, loss_cls/aux0: 1.5592, loss/aux0: 1.5592, top1_acc/aux1: 0.5409, top5_acc/aux1: 0.8128, loss_cls/aux1: 1.8335, loss/aux1: 1.8335, top1_acc/aux2: 0.4513, top5_acc/aux2: 0.7211, loss_cls/aux2: 2.2428, loss/aux2: 2.2428 2020-10-23 00:15:38,075 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-10-23 00:19:07,721 - mmaction - INFO - Epoch [2][20/396] lr: 1.500e-02, eta: 9:33:59, time: 0.951, data_time: 0.172, memory: 8337, top1_acc: 0.4971, top5_acc: 0.7578, loss_cls: 2.0674, loss: 2.0674, grad_norm: 3.4885, top1_acc/aux0: 0.6166, top5_acc/aux0: 0.8479, loss_cls/aux0: 1.4987, loss/aux0: 1.4987, top1_acc/aux1: 0.5333, top5_acc/aux1: 0.8177, loss_cls/aux1: 1.8460, loss/aux1: 1.8460, top1_acc/aux2: 0.4693, top5_acc/aux2: 0.7271, loss_cls/aux2: 2.2271, loss/aux2: 2.2271 2020-10-23 00:19:52,925 - mmaction - INFO - Epoch [2][40/396] lr: 1.500e-02, eta: 9:34:53, time: 0.919, data_time: 0.253, memory: 8337, top1_acc: 0.4927, top5_acc: 0.7523, loss_cls: 2.0591, loss: 2.0591, grad_norm: 3.5084, top1_acc/aux0: 0.6120, top5_acc/aux0: 0.8472, loss_cls/aux0: 1.5128, loss/aux0: 1.5128, top1_acc/aux1: 0.5411, top5_acc/aux1: 0.8203, loss_cls/aux1: 1.8206, loss/aux1: 1.8206, top1_acc/aux2: 0.4695, top5_acc/aux2: 0.7263, loss_cls/aux2: 2.2113, loss/aux2: 2.2113 2020-10-23 00:20:37,419 - mmaction - INFO - Epoch [2][60/396] lr: 1.500e-02, eta: 9:35:30, time: 0.913, data_time: 0.241, memory: 8337, top1_acc: 0.4753, top5_acc: 0.7490, loss_cls: 2.0973, loss: 2.0973, grad_norm: 3.5540, top1_acc/aux0: 0.6132, top5_acc/aux0: 0.8487, loss_cls/aux0: 1.5159, loss/aux0: 1.5159, top1_acc/aux1: 0.5620, top5_acc/aux1: 0.8206, loss_cls/aux1: 1.7636, loss/aux1: 1.7636, top1_acc/aux2: 0.4667, top5_acc/aux2: 0.7284, loss_cls/aux2: 2.1901, loss/aux2: 2.1901 2020-10-23 00:21:22,262 - mmaction - INFO - Epoch [2][80/396] lr: 1.500e-02, eta: 9:33:24, time: 0.816, data_time: 0.000, memory: 8337, top1_acc: 0.5117, top5_acc: 0.7742, loss_cls: 1.9746, loss: 1.9746, grad_norm: 3.5001, top1_acc/aux0: 0.6172, top5_acc/aux0: 0.8507, loss_cls/aux0: 1.5027, loss/aux0: 1.5027, top1_acc/aux1: 0.5727, top5_acc/aux1: 0.8172, loss_cls/aux1: 1.7375, loss/aux1: 1.7375, top1_acc/aux2: 0.4667, top5_acc/aux2: 0.7352, loss_cls/aux2: 2.1829, loss/aux2: 2.1829 2020-10-23 00:22:07,320 - mmaction - INFO - Epoch [2][100/396] lr: 1.500e-02, eta: 9:34:04, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.4971, top5_acc: 0.7547, loss_cls: 2.0521, loss: 2.0521, grad_norm: 3.5238, top1_acc/aux0: 0.6161, top5_acc/aux0: 0.8501, loss_cls/aux0: 1.5034, loss/aux0: 1.5034, top1_acc/aux1: 0.5703, top5_acc/aux1: 0.8240, loss_cls/aux1: 1.7289, loss/aux1: 1.7289, top1_acc/aux2: 0.4638, top5_acc/aux2: 0.7443, loss_cls/aux2: 2.1916, loss/aux2: 2.1916 2020-10-23 00:22:54,371 - mmaction - INFO - Epoch [2][120/396] lr: 1.500e-02, eta: 9:36:22, time: 0.983, data_time: 0.000, memory: 8337, top1_acc: 0.5055, top5_acc: 0.7648, loss_cls: 2.0135, loss: 2.0135, grad_norm: 3.5705, top1_acc/aux0: 0.6229, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4897, loss/aux0: 1.4897, top1_acc/aux1: 0.5719, top5_acc/aux1: 0.8367, loss_cls/aux1: 1.7076, loss/aux1: 1.7076, top1_acc/aux2: 0.4643, top5_acc/aux2: 0.7492, loss_cls/aux2: 2.1706, loss/aux2: 2.1706 2020-10-23 00:23:38,684 - mmaction - INFO - Epoch [2][140/396] lr: 1.500e-02, eta: 9:35:02, time: 0.842, data_time: 0.000, memory: 8337, top1_acc: 0.4987, top5_acc: 0.7633, loss_cls: 2.0461, loss: 2.0461, grad_norm: 3.6377, top1_acc/aux0: 0.6243, top5_acc/aux0: 0.8518, loss_cls/aux0: 1.4898, loss/aux0: 1.4898, top1_acc/aux1: 0.5729, top5_acc/aux1: 0.8396, loss_cls/aux1: 1.6766, loss/aux1: 1.6766, top1_acc/aux2: 0.4773, top5_acc/aux2: 0.7516, loss_cls/aux2: 2.1185, loss/aux2: 2.1185 2020-10-23 00:24:25,544 - mmaction - INFO - Epoch [2][160/396] lr: 1.500e-02, eta: 9:36:52, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.4937, top5_acc: 0.7635, loss_cls: 2.0338, loss: 2.0338, grad_norm: 3.5679, top1_acc/aux0: 0.6220, top5_acc/aux0: 0.8521, loss_cls/aux0: 1.4849, loss/aux0: 1.4849, top1_acc/aux1: 0.5648, top5_acc/aux1: 0.8260, loss_cls/aux1: 1.7060, loss/aux1: 1.7060, top1_acc/aux2: 0.4729, top5_acc/aux2: 0.7438, loss_cls/aux2: 2.1484, loss/aux2: 2.1484 2020-10-23 00:25:08,268 - mmaction - INFO - Epoch [2][180/396] lr: 1.500e-02, eta: 9:35:24, time: 0.835, data_time: 0.000, memory: 8337, top1_acc: 0.5070, top5_acc: 0.7555, loss_cls: 2.0201, loss: 2.0201, grad_norm: 3.5379, top1_acc/aux0: 0.6259, top5_acc/aux0: 0.8550, loss_cls/aux0: 1.4627, loss/aux0: 1.4627, top1_acc/aux1: 0.5620, top5_acc/aux1: 0.8180, loss_cls/aux1: 1.7330, loss/aux1: 1.7330, top1_acc/aux2: 0.4789, top5_acc/aux2: 0.7469, loss_cls/aux2: 2.1234, loss/aux2: 2.1234 2020-10-23 00:25:55,713 - mmaction - INFO - Epoch [2][200/396] lr: 1.500e-02, eta: 9:36:28, time: 0.947, data_time: 0.000, memory: 8337, top1_acc: 0.5083, top5_acc: 0.7701, loss_cls: 1.9888, loss: 1.9888, grad_norm: 3.5805, top1_acc/aux0: 0.6265, top5_acc/aux0: 0.8525, loss_cls/aux0: 1.4738, loss/aux0: 1.4738, top1_acc/aux1: 0.5734, top5_acc/aux1: 0.8258, loss_cls/aux1: 1.6918, loss/aux1: 1.6918, top1_acc/aux2: 0.4794, top5_acc/aux2: 0.7474, loss_cls/aux2: 2.1284, loss/aux2: 2.1284 2020-10-23 00:26:41,103 - mmaction - INFO - Epoch [2][220/396] lr: 1.500e-02, eta: 9:37:02, time: 0.927, data_time: 0.023, memory: 8337, top1_acc: 0.5130, top5_acc: 0.7573, loss_cls: 2.0174, loss: 2.0174, grad_norm: 3.7115, top1_acc/aux0: 0.6291, top5_acc/aux0: 0.8528, loss_cls/aux0: 1.4666, loss/aux0: 1.4666, top1_acc/aux1: 0.5813, top5_acc/aux1: 0.8266, loss_cls/aux1: 1.6739, loss/aux1: 1.6739, top1_acc/aux2: 0.4706, top5_acc/aux2: 0.7464, loss_cls/aux2: 2.1603, loss/aux2: 2.1603 2020-10-23 00:27:27,220 - mmaction - INFO - Epoch [2][240/396] lr: 1.500e-02, eta: 9:38:41, time: 0.983, data_time: 0.000, memory: 8337, top1_acc: 0.5138, top5_acc: 0.7724, loss_cls: 1.9974, loss: 1.9974, grad_norm: 3.6777, top1_acc/aux0: 0.6308, top5_acc/aux0: 0.8557, loss_cls/aux0: 1.4579, loss/aux0: 1.4579, top1_acc/aux1: 0.5690, top5_acc/aux1: 0.8276, loss_cls/aux1: 1.6880, loss/aux1: 1.6880, top1_acc/aux2: 0.4687, top5_acc/aux2: 0.7432, loss_cls/aux2: 2.1608, loss/aux2: 2.1608 2020-10-23 00:28:09,694 - mmaction - INFO - Epoch [2][260/396] lr: 1.500e-02, eta: 9:38:01, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.5279, top5_acc: 0.7828, loss_cls: 1.9173, loss: 1.9173, grad_norm: 3.5917, top1_acc/aux0: 0.6290, top5_acc/aux0: 0.8569, loss_cls/aux0: 1.4561, loss/aux0: 1.4561, top1_acc/aux1: 0.5667, top5_acc/aux1: 0.8378, loss_cls/aux1: 1.6842, loss/aux1: 1.6842, top1_acc/aux2: 0.4661, top5_acc/aux2: 0.7398, loss_cls/aux2: 2.1627, loss/aux2: 2.1627 2020-10-23 00:28:54,583 - mmaction - INFO - Epoch [2][280/396] lr: 1.500e-02, eta: 9:37:47, time: 0.894, data_time: 0.097, memory: 8337, top1_acc: 0.5203, top5_acc: 0.7745, loss_cls: 1.9439, loss: 1.9439, grad_norm: 3.5645, top1_acc/aux0: 0.6301, top5_acc/aux0: 0.8580, loss_cls/aux0: 1.4454, loss/aux0: 1.4454, top1_acc/aux1: 0.5755, top5_acc/aux1: 0.8367, loss_cls/aux1: 1.6739, loss/aux1: 1.6739, top1_acc/aux2: 0.4768, top5_acc/aux2: 0.7477, loss_cls/aux2: 2.1204, loss/aux2: 2.1204 2020-10-23 00:29:37,952 - mmaction - INFO - Epoch [2][300/396] lr: 1.500e-02, eta: 9:37:26, time: 0.888, data_time: 0.079, memory: 8337, top1_acc: 0.5164, top5_acc: 0.7753, loss_cls: 1.9275, loss: 1.9275, grad_norm: 3.6317, top1_acc/aux0: 0.6279, top5_acc/aux0: 0.8581, loss_cls/aux0: 1.4557, loss/aux0: 1.4557, top1_acc/aux1: 0.5773, top5_acc/aux1: 0.8346, loss_cls/aux1: 1.6554, loss/aux1: 1.6554, top1_acc/aux2: 0.4740, top5_acc/aux2: 0.7451, loss_cls/aux2: 2.1227, loss/aux2: 2.1227 2020-10-23 00:30:23,904 - mmaction - INFO - Epoch [2][320/396] lr: 1.500e-02, eta: 9:38:33, time: 0.968, data_time: 0.008, memory: 8337, top1_acc: 0.5089, top5_acc: 0.7698, loss_cls: 1.9681, loss: 1.9681, grad_norm: 3.8117, top1_acc/aux0: 0.6307, top5_acc/aux0: 0.8611, loss_cls/aux0: 1.4439, loss/aux0: 1.4439, top1_acc/aux1: 0.5904, top5_acc/aux1: 0.8362, loss_cls/aux1: 1.6420, loss/aux1: 1.6420, top1_acc/aux2: 0.4750, top5_acc/aux2: 0.7469, loss_cls/aux2: 2.1129, loss/aux2: 2.1129 2020-10-23 00:31:09,858 - mmaction - INFO - Epoch [2][340/396] lr: 1.500e-02, eta: 9:38:33, time: 0.910, data_time: 0.000, memory: 8337, top1_acc: 0.5096, top5_acc: 0.7711, loss_cls: 1.9612, loss: 1.9612, grad_norm: 3.6604, top1_acc/aux0: 0.6379, top5_acc/aux0: 0.8650, loss_cls/aux0: 1.4158, loss/aux0: 1.4158, top1_acc/aux1: 0.5917, top5_acc/aux1: 0.8237, loss_cls/aux1: 1.6725, loss/aux1: 1.6725, top1_acc/aux2: 0.4865, top5_acc/aux2: 0.7474, loss_cls/aux2: 2.1057, loss/aux2: 2.1057 2020-10-23 00:31:53,203 - mmaction - INFO - Epoch [2][360/396] lr: 1.500e-02, eta: 9:38:00, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.5159, top5_acc: 0.7747, loss_cls: 1.9711, loss: 1.9711, grad_norm: 3.5814, top1_acc/aux0: 0.6358, top5_acc/aux0: 0.8640, loss_cls/aux0: 1.4219, loss/aux0: 1.4219, top1_acc/aux1: 0.5917, top5_acc/aux1: 0.8260, loss_cls/aux1: 1.6358, loss/aux1: 1.6358, top1_acc/aux2: 0.4924, top5_acc/aux2: 0.7531, loss_cls/aux2: 2.0820, loss/aux2: 2.0820 2020-10-23 00:32:37,923 - mmaction - INFO - Epoch [2][380/396] lr: 1.500e-02, eta: 9:38:22, time: 0.932, data_time: 0.000, memory: 8337, top1_acc: 0.5268, top5_acc: 0.7776, loss_cls: 1.9293, loss: 1.9293, grad_norm: 3.6759, top1_acc/aux0: 0.6339, top5_acc/aux0: 0.8623, loss_cls/aux0: 1.4273, loss/aux0: 1.4273, top1_acc/aux1: 0.5867, top5_acc/aux1: 0.8349, loss_cls/aux1: 1.6261, loss/aux1: 1.6261, top1_acc/aux2: 0.4906, top5_acc/aux2: 0.7557, loss_cls/aux2: 2.0744, loss/aux2: 2.0744 2020-10-23 00:33:14,067 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-10-23 00:36:45,895 - mmaction - INFO - Epoch [3][20/396] lr: 1.500e-02, eta: 9:26:26, time: 0.893, data_time: 0.117, memory: 8337, top1_acc: 0.5474, top5_acc: 0.7945, loss_cls: 1.8434, loss: 1.8434, grad_norm: 3.5737, top1_acc/aux0: 0.6455, top5_acc/aux0: 0.8713, loss_cls/aux0: 1.3945, loss/aux0: 1.3945, top1_acc/aux1: 0.5953, top5_acc/aux1: 0.8396, loss_cls/aux1: 1.6022, loss/aux1: 1.6022, top1_acc/aux2: 0.5063, top5_acc/aux2: 0.7708, loss_cls/aux2: 2.0125, loss/aux2: 2.0125 2020-10-23 00:37:31,754 - mmaction - INFO - Epoch [3][40/396] lr: 1.500e-02, eta: 9:27:31, time: 0.965, data_time: 0.000, memory: 8337, top1_acc: 0.5539, top5_acc: 0.7922, loss_cls: 1.8119, loss: 1.8119, grad_norm: 3.5024, top1_acc/aux0: 0.6468, top5_acc/aux0: 0.8688, loss_cls/aux0: 1.3885, loss/aux0: 1.3885, top1_acc/aux1: 0.6018, top5_acc/aux1: 0.8422, loss_cls/aux1: 1.5993, loss/aux1: 1.5993, top1_acc/aux2: 0.5039, top5_acc/aux2: 0.7693, loss_cls/aux2: 1.9995, loss/aux2: 1.9995 2020-10-23 00:38:17,127 - mmaction - INFO - Epoch [3][60/396] lr: 1.500e-02, eta: 9:26:42, time: 0.843, data_time: 0.000, memory: 8337, top1_acc: 0.5323, top5_acc: 0.7862, loss_cls: 1.8825, loss: 1.8825, grad_norm: 3.4735, top1_acc/aux0: 0.6500, top5_acc/aux0: 0.8683, loss_cls/aux0: 1.3732, loss/aux0: 1.3732, top1_acc/aux1: 0.6070, top5_acc/aux1: 0.8461, loss_cls/aux1: 1.5760, loss/aux1: 1.5760, top1_acc/aux2: 0.5003, top5_acc/aux2: 0.7667, loss_cls/aux2: 2.0023, loss/aux2: 2.0023 2020-10-23 00:39:03,862 - mmaction - INFO - Epoch [3][80/396] lr: 1.500e-02, eta: 9:27:49, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.5289, top5_acc: 0.7771, loss_cls: 1.8836, loss: 1.8836, grad_norm: 3.4968, top1_acc/aux0: 0.6579, top5_acc/aux0: 0.8698, loss_cls/aux0: 1.3515, loss/aux0: 1.3515, top1_acc/aux1: 0.5945, top5_acc/aux1: 0.8453, loss_cls/aux1: 1.5932, loss/aux1: 1.5932, top1_acc/aux2: 0.5018, top5_acc/aux2: 0.7721, loss_cls/aux2: 1.9940, loss/aux2: 1.9940 2020-10-23 00:39:48,436 - mmaction - INFO - Epoch [3][100/396] lr: 1.500e-02, eta: 9:28:31, time: 0.949, data_time: 0.000, memory: 8337, top1_acc: 0.5422, top5_acc: 0.7930, loss_cls: 1.8554, loss: 1.8554, grad_norm: 3.6059, top1_acc/aux0: 0.6629, top5_acc/aux0: 0.8695, loss_cls/aux0: 1.3429, loss/aux0: 1.3429, top1_acc/aux1: 0.5831, top5_acc/aux1: 0.8398, loss_cls/aux1: 1.6121, loss/aux1: 1.6121, top1_acc/aux2: 0.4937, top5_acc/aux2: 0.7638, loss_cls/aux2: 2.0473, loss/aux2: 2.0473 2020-10-23 00:40:31,691 - mmaction - INFO - Epoch [3][120/396] lr: 1.500e-02, eta: 9:28:33, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.5414, top5_acc: 0.7924, loss_cls: 1.8280, loss: 1.8280, grad_norm: 3.6025, top1_acc/aux0: 0.6583, top5_acc/aux0: 0.8702, loss_cls/aux0: 1.3493, loss/aux0: 1.3493, top1_acc/aux1: 0.5857, top5_acc/aux1: 0.8409, loss_cls/aux1: 1.5966, loss/aux1: 1.5966, top1_acc/aux2: 0.4979, top5_acc/aux2: 0.7536, loss_cls/aux2: 2.0816, loss/aux2: 2.0816 2020-10-23 00:41:17,447 - mmaction - INFO - Epoch [3][140/396] lr: 1.500e-02, eta: 9:27:45, time: 0.844, data_time: 0.000, memory: 8337, top1_acc: 0.5411, top5_acc: 0.7878, loss_cls: 1.8661, loss: 1.8661, grad_norm: 3.5949, top1_acc/aux0: 0.6539, top5_acc/aux0: 0.8713, loss_cls/aux0: 1.3450, loss/aux0: 1.3450, top1_acc/aux1: 0.5807, top5_acc/aux1: 0.8336, loss_cls/aux1: 1.6239, loss/aux1: 1.6239, top1_acc/aux2: 0.5010, top5_acc/aux2: 0.7552, loss_cls/aux2: 2.0682, loss/aux2: 2.0682 2020-10-23 00:42:03,157 - mmaction - INFO - Epoch [3][160/396] lr: 1.500e-02, eta: 9:27:33, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.5448, top5_acc: 0.7891, loss_cls: 1.8684, loss: 1.8684, grad_norm: 3.4670, top1_acc/aux0: 0.6528, top5_acc/aux0: 0.8722, loss_cls/aux0: 1.3431, loss/aux0: 1.3431, top1_acc/aux1: 0.5935, top5_acc/aux1: 0.8320, loss_cls/aux1: 1.5887, loss/aux1: 1.5887, top1_acc/aux2: 0.4987, top5_acc/aux2: 0.7607, loss_cls/aux2: 2.0147, loss/aux2: 2.0147 2020-10-23 00:42:51,244 - mmaction - INFO - Epoch [3][180/396] lr: 1.500e-02, eta: 9:26:51, time: 0.851, data_time: 0.000, memory: 8337, top1_acc: 0.5336, top5_acc: 0.7891, loss_cls: 1.8774, loss: 1.8774, grad_norm: 3.5279, top1_acc/aux0: 0.6496, top5_acc/aux0: 0.8712, loss_cls/aux0: 1.3575, loss/aux0: 1.3575, top1_acc/aux1: 0.6148, top5_acc/aux1: 0.8474, loss_cls/aux1: 1.5302, loss/aux1: 1.5302, top1_acc/aux2: 0.5164, top5_acc/aux2: 0.7773, loss_cls/aux2: 1.9249, loss/aux2: 1.9249 2020-10-23 00:43:35,988 - mmaction - INFO - Epoch [3][200/396] lr: 1.500e-02, eta: 9:26:02, time: 0.840, data_time: 0.000, memory: 8337, top1_acc: 0.5451, top5_acc: 0.7896, loss_cls: 1.8606, loss: 1.8606, grad_norm: 3.8118, top1_acc/aux0: 0.6489, top5_acc/aux0: 0.8684, loss_cls/aux0: 1.3687, loss/aux0: 1.3687, top1_acc/aux1: 0.6099, top5_acc/aux1: 0.8534, loss_cls/aux1: 1.5370, loss/aux1: 1.5370, top1_acc/aux2: 0.5130, top5_acc/aux2: 0.7698, loss_cls/aux2: 1.9896, loss/aux2: 1.9896 2020-10-23 00:44:20,739 - mmaction - INFO - Epoch [3][220/396] lr: 1.500e-02, eta: 9:26:25, time: 0.933, data_time: 0.000, memory: 8337, top1_acc: 0.5411, top5_acc: 0.7958, loss_cls: 1.8216, loss: 1.8216, grad_norm: 3.4213, top1_acc/aux0: 0.6465, top5_acc/aux0: 0.8676, loss_cls/aux0: 1.3821, loss/aux0: 1.3821, top1_acc/aux1: 0.6091, top5_acc/aux1: 0.8562, loss_cls/aux1: 1.5203, loss/aux1: 1.5203, top1_acc/aux2: 0.5148, top5_acc/aux2: 0.7742, loss_cls/aux2: 1.9925, loss/aux2: 1.9925 2020-10-23 00:45:04,074 - mmaction - INFO - Epoch [3][240/396] lr: 1.500e-02, eta: 9:26:18, time: 0.895, data_time: 0.000, memory: 8337, top1_acc: 0.5409, top5_acc: 0.7885, loss_cls: 1.8291, loss: 1.8291, grad_norm: 3.6165, top1_acc/aux0: 0.6431, top5_acc/aux0: 0.8682, loss_cls/aux0: 1.3836, loss/aux0: 1.3836, top1_acc/aux1: 0.6031, top5_acc/aux1: 0.8508, loss_cls/aux1: 1.5375, loss/aux1: 1.5375, top1_acc/aux2: 0.5198, top5_acc/aux2: 0.7776, loss_cls/aux2: 1.9684, loss/aux2: 1.9684 2020-10-23 00:45:49,608 - mmaction - INFO - Epoch [3][260/396] lr: 1.500e-02, eta: 9:26:30, time: 0.921, data_time: 0.002, memory: 8337, top1_acc: 0.5492, top5_acc: 0.7945, loss_cls: 1.8240, loss: 1.8240, grad_norm: 3.4958, top1_acc/aux0: 0.6513, top5_acc/aux0: 0.8700, loss_cls/aux0: 1.3496, loss/aux0: 1.3496, top1_acc/aux1: 0.5953, top5_acc/aux1: 0.8474, loss_cls/aux1: 1.5679, loss/aux1: 1.5679, top1_acc/aux2: 0.5143, top5_acc/aux2: 0.7682, loss_cls/aux2: 1.9987, loss/aux2: 1.9987 2020-10-23 00:46:34,072 - mmaction - INFO - Epoch [3][280/396] lr: 1.500e-02, eta: 9:26:40, time: 0.920, data_time: 0.000, memory: 8337, top1_acc: 0.5482, top5_acc: 0.7802, loss_cls: 1.8473, loss: 1.8473, grad_norm: 3.4263, top1_acc/aux0: 0.6585, top5_acc/aux0: 0.8701, loss_cls/aux0: 1.3472, loss/aux0: 1.3472, top1_acc/aux1: 0.6000, top5_acc/aux1: 0.8443, loss_cls/aux1: 1.5675, loss/aux1: 1.5675, top1_acc/aux2: 0.5187, top5_acc/aux2: 0.7695, loss_cls/aux2: 1.9843, loss/aux2: 1.9843 2020-10-23 00:47:20,240 - mmaction - INFO - Epoch [3][300/396] lr: 1.500e-02, eta: 9:26:47, time: 0.918, data_time: 0.000, memory: 8337, top1_acc: 0.5339, top5_acc: 0.7807, loss_cls: 1.9013, loss: 1.9013, grad_norm: 3.6550, top1_acc/aux0: 0.6599, top5_acc/aux0: 0.8689, loss_cls/aux0: 1.3538, loss/aux0: 1.3538, top1_acc/aux1: 0.6122, top5_acc/aux1: 0.8492, loss_cls/aux1: 1.5352, loss/aux1: 1.5352, top1_acc/aux2: 0.5182, top5_acc/aux2: 0.7630, loss_cls/aux2: 1.9821, loss/aux2: 1.9821 2020-10-23 00:48:03,285 - mmaction - INFO - Epoch [3][320/396] lr: 1.500e-02, eta: 9:26:04, time: 0.847, data_time: 0.000, memory: 8337, top1_acc: 0.5471, top5_acc: 0.7997, loss_cls: 1.8213, loss: 1.8213, grad_norm: 3.5064, top1_acc/aux0: 0.6627, top5_acc/aux0: 0.8723, loss_cls/aux0: 1.3281, loss/aux0: 1.3281, top1_acc/aux1: 0.6135, top5_acc/aux1: 0.8516, loss_cls/aux1: 1.5293, loss/aux1: 1.5293, top1_acc/aux2: 0.5102, top5_acc/aux2: 0.7628, loss_cls/aux2: 2.0005, loss/aux2: 2.0005 2020-10-23 00:48:50,006 - mmaction - INFO - Epoch [3][340/396] lr: 1.500e-02, eta: 9:26:23, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.5500, top5_acc: 0.7930, loss_cls: 1.8467, loss: 1.8467, grad_norm: 3.4956, top1_acc/aux0: 0.6656, top5_acc/aux0: 0.8739, loss_cls/aux0: 1.3221, loss/aux0: 1.3221, top1_acc/aux1: 0.6138, top5_acc/aux1: 0.8424, loss_cls/aux1: 1.5368, loss/aux1: 1.5368, top1_acc/aux2: 0.5039, top5_acc/aux2: 0.7706, loss_cls/aux2: 2.0026, loss/aux2: 2.0026 2020-10-23 00:49:36,183 - mmaction - INFO - Epoch [3][360/396] lr: 1.500e-02, eta: 9:24:49, time: 0.770, data_time: 0.000, memory: 8337, top1_acc: 0.5427, top5_acc: 0.7987, loss_cls: 1.8454, loss: 1.8454, grad_norm: 3.5222, top1_acc/aux0: 0.6580, top5_acc/aux0: 0.8715, loss_cls/aux0: 1.3370, loss/aux0: 1.3370, top1_acc/aux1: 0.6307, top5_acc/aux1: 0.8495, loss_cls/aux1: 1.4785, loss/aux1: 1.4785, top1_acc/aux2: 0.5122, top5_acc/aux2: 0.7755, loss_cls/aux2: 1.9713, loss/aux2: 1.9713 2020-10-23 00:50:24,147 - mmaction - INFO - Epoch [3][380/396] lr: 1.500e-02, eta: 9:25:00, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.5635, top5_acc: 0.7969, loss_cls: 1.7972, loss: 1.7972, grad_norm: 3.4734, top1_acc/aux0: 0.6557, top5_acc/aux0: 0.8732, loss_cls/aux0: 1.3302, loss/aux0: 1.3302, top1_acc/aux1: 0.6279, top5_acc/aux1: 0.8544, loss_cls/aux1: 1.4710, loss/aux1: 1.4710, top1_acc/aux2: 0.5276, top5_acc/aux2: 0.7773, loss_cls/aux2: 1.9292, loss/aux2: 1.9292 2020-10-23 00:51:03,961 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-10-23 00:54:17,168 - mmaction - INFO - Epoch [4][20/396] lr: 1.500e-02, eta: 9:16:13, time: 0.808, data_time: 0.019, memory: 8337, top1_acc: 0.5568, top5_acc: 0.7961, loss_cls: 1.7681, loss: 1.7681, grad_norm: 3.5066, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8729, loss_cls/aux0: 1.3213, loss/aux0: 1.3213, top1_acc/aux1: 0.6156, top5_acc/aux1: 0.8604, loss_cls/aux1: 1.4764, loss/aux1: 1.4764, top1_acc/aux2: 0.5214, top5_acc/aux2: 0.7714, loss_cls/aux2: 1.9504, loss/aux2: 1.9504 2020-10-23 00:55:04,815 - mmaction - INFO - Epoch [4][40/396] lr: 1.500e-02, eta: 9:16:57, time: 0.968, data_time: 0.000, memory: 8337, top1_acc: 0.5456, top5_acc: 0.8073, loss_cls: 1.7670, loss: 1.7670, grad_norm: 3.4639, top1_acc/aux0: 0.6641, top5_acc/aux0: 0.8750, loss_cls/aux0: 1.3078, loss/aux0: 1.3078, top1_acc/aux1: 0.6216, top5_acc/aux1: 0.8560, loss_cls/aux1: 1.4798, loss/aux1: 1.4798, top1_acc/aux2: 0.5138, top5_acc/aux2: 0.7724, loss_cls/aux2: 1.9753, loss/aux2: 1.9753 2020-10-23 00:55:50,551 - mmaction - INFO - Epoch [4][60/396] lr: 1.500e-02, eta: 9:16:15, time: 0.830, data_time: 0.000, memory: 8337, top1_acc: 0.5680, top5_acc: 0.8083, loss_cls: 1.7278, loss: 1.7278, grad_norm: 3.4962, top1_acc/aux0: 0.6612, top5_acc/aux0: 0.8753, loss_cls/aux0: 1.3108, loss/aux0: 1.3108, top1_acc/aux1: 0.6339, top5_acc/aux1: 0.8586, loss_cls/aux1: 1.4599, loss/aux1: 1.4599, top1_acc/aux2: 0.5117, top5_acc/aux2: 0.7786, loss_cls/aux2: 1.9556, loss/aux2: 1.9556 2020-10-23 00:56:35,340 - mmaction - INFO - Epoch [4][80/396] lr: 1.500e-02, eta: 9:15:52, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.5612, top5_acc: 0.8008, loss_cls: 1.7612, loss: 1.7612, grad_norm: 3.4431, top1_acc/aux0: 0.6653, top5_acc/aux0: 0.8779, loss_cls/aux0: 1.2992, loss/aux0: 1.2992, top1_acc/aux1: 0.6326, top5_acc/aux1: 0.8609, loss_cls/aux1: 1.4545, loss/aux1: 1.4545, top1_acc/aux2: 0.5102, top5_acc/aux2: 0.7701, loss_cls/aux2: 1.9458, loss/aux2: 1.9458 2020-10-23 00:57:21,711 - mmaction - INFO - Epoch [4][100/396] lr: 1.500e-02, eta: 9:16:19, time: 0.945, data_time: 0.000, memory: 8337, top1_acc: 0.5646, top5_acc: 0.8117, loss_cls: 1.7507, loss: 1.7507, grad_norm: 3.4727, top1_acc/aux0: 0.6699, top5_acc/aux0: 0.8784, loss_cls/aux0: 1.2827, loss/aux0: 1.2827, top1_acc/aux1: 0.6151, top5_acc/aux1: 0.8578, loss_cls/aux1: 1.4850, loss/aux1: 1.4850, top1_acc/aux2: 0.5094, top5_acc/aux2: 0.7661, loss_cls/aux2: 1.9641, loss/aux2: 1.9641 2020-10-23 00:58:05,101 - mmaction - INFO - Epoch [4][120/396] lr: 1.500e-02, eta: 9:15:17, time: 0.794, data_time: 0.000, memory: 8337, top1_acc: 0.5529, top5_acc: 0.7982, loss_cls: 1.7851, loss: 1.7851, grad_norm: 3.5881, top1_acc/aux0: 0.6666, top5_acc/aux0: 0.8716, loss_cls/aux0: 1.3153, loss/aux0: 1.3153, top1_acc/aux1: 0.6143, top5_acc/aux1: 0.8589, loss_cls/aux1: 1.4681, loss/aux1: 1.4681, top1_acc/aux2: 0.5135, top5_acc/aux2: 0.7727, loss_cls/aux2: 1.9469, loss/aux2: 1.9469 2020-10-23 00:58:52,981 - mmaction - INFO - Epoch [4][140/396] lr: 1.500e-02, eta: 9:15:59, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.5609, top5_acc: 0.8013, loss_cls: 1.7604, loss: 1.7604, grad_norm: 3.6823, top1_acc/aux0: 0.6635, top5_acc/aux0: 0.8691, loss_cls/aux0: 1.3335, loss/aux0: 1.3335, top1_acc/aux1: 0.6419, top5_acc/aux1: 0.8651, loss_cls/aux1: 1.4036, loss/aux1: 1.4036, top1_acc/aux2: 0.5052, top5_acc/aux2: 0.7687, loss_cls/aux2: 1.9439, loss/aux2: 1.9439 2020-10-23 00:59:42,763 - mmaction - INFO - Epoch [4][160/396] lr: 1.500e-02, eta: 9:17:06, time: 1.021, data_time: 0.000, memory: 8337, top1_acc: 0.5591, top5_acc: 0.8052, loss_cls: 1.7698, loss: 1.7698, grad_norm: 3.4113, top1_acc/aux0: 0.6681, top5_acc/aux0: 0.8748, loss_cls/aux0: 1.3016, loss/aux0: 1.3016, top1_acc/aux1: 0.6487, top5_acc/aux1: 0.8690, loss_cls/aux1: 1.4003, loss/aux1: 1.4003, top1_acc/aux2: 0.5206, top5_acc/aux2: 0.7750, loss_cls/aux2: 1.9092, loss/aux2: 1.9092 2020-10-23 01:00:29,090 - mmaction - INFO - Epoch [4][180/396] lr: 1.500e-02, eta: 9:17:23, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.5599, top5_acc: 0.8073, loss_cls: 1.7478, loss: 1.7478, grad_norm: 3.5043, top1_acc/aux0: 0.6687, top5_acc/aux0: 0.8782, loss_cls/aux0: 1.2876, loss/aux0: 1.2876, top1_acc/aux1: 0.6339, top5_acc/aux1: 0.8672, loss_cls/aux1: 1.4509, loss/aux1: 1.4509, top1_acc/aux2: 0.5349, top5_acc/aux2: 0.7805, loss_cls/aux2: 1.8980, loss/aux2: 1.8980 2020-10-23 01:01:12,722 - mmaction - INFO - Epoch [4][200/396] lr: 1.500e-02, eta: 9:17:14, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.5688, top5_acc: 0.8042, loss_cls: 1.7334, loss: 1.7334, grad_norm: 3.5849, top1_acc/aux0: 0.6652, top5_acc/aux0: 0.8775, loss_cls/aux0: 1.2967, loss/aux0: 1.2967, top1_acc/aux1: 0.6263, top5_acc/aux1: 0.8594, loss_cls/aux1: 1.4801, loss/aux1: 1.4801, top1_acc/aux2: 0.5253, top5_acc/aux2: 0.7799, loss_cls/aux2: 1.9255, loss/aux2: 1.9255 2020-10-23 01:01:57,810 - mmaction - INFO - Epoch [4][220/396] lr: 1.500e-02, eta: 9:16:35, time: 0.835, data_time: 0.000, memory: 8337, top1_acc: 0.5518, top5_acc: 0.7943, loss_cls: 1.7960, loss: 1.7960, grad_norm: 3.6593, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2975, loss/aux0: 1.2975, top1_acc/aux1: 0.6174, top5_acc/aux1: 0.8456, loss_cls/aux1: 1.5077, loss/aux1: 1.5077, top1_acc/aux2: 0.5216, top5_acc/aux2: 0.7766, loss_cls/aux2: 1.9440, loss/aux2: 1.9440 2020-10-23 01:02:43,007 - mmaction - INFO - Epoch [4][240/396] lr: 1.500e-02, eta: 9:17:15, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.5628, top5_acc: 0.8141, loss_cls: 1.7190, loss: 1.7190, grad_norm: 3.5526, top1_acc/aux0: 0.6680, top5_acc/aux0: 0.8781, loss_cls/aux0: 1.2945, loss/aux0: 1.2945, top1_acc/aux1: 0.6151, top5_acc/aux1: 0.8487, loss_cls/aux1: 1.5032, loss/aux1: 1.5032, top1_acc/aux2: 0.5151, top5_acc/aux2: 0.7701, loss_cls/aux2: 1.9731, loss/aux2: 1.9731 2020-10-23 01:03:28,960 - mmaction - INFO - Epoch [4][260/396] lr: 1.500e-02, eta: 9:17:42, time: 0.960, data_time: 0.000, memory: 8337, top1_acc: 0.5628, top5_acc: 0.8047, loss_cls: 1.7600, loss: 1.7600, grad_norm: 3.5388, top1_acc/aux0: 0.6700, top5_acc/aux0: 0.8796, loss_cls/aux0: 1.2820, loss/aux0: 1.2820, top1_acc/aux1: 0.6271, top5_acc/aux1: 0.8576, loss_cls/aux1: 1.4623, loss/aux1: 1.4623, top1_acc/aux2: 0.5138, top5_acc/aux2: 0.7810, loss_cls/aux2: 1.9455, loss/aux2: 1.9455 2020-10-23 01:04:13,220 - mmaction - INFO - Epoch [4][280/396] lr: 1.500e-02, eta: 9:17:16, time: 0.862, data_time: 0.208, memory: 8337, top1_acc: 0.5716, top5_acc: 0.8052, loss_cls: 1.7178, loss: 1.7178, grad_norm: 3.4476, top1_acc/aux0: 0.6732, top5_acc/aux0: 0.8804, loss_cls/aux0: 1.2778, loss/aux0: 1.2778, top1_acc/aux1: 0.6378, top5_acc/aux1: 0.8669, loss_cls/aux1: 1.4250, loss/aux1: 1.4250, top1_acc/aux2: 0.5320, top5_acc/aux2: 0.7979, loss_cls/aux2: 1.8555, loss/aux2: 1.8555 2020-10-23 01:04:59,617 - mmaction - INFO - Epoch [4][300/396] lr: 1.500e-02, eta: 9:17:04, time: 0.886, data_time: 0.057, memory: 8337, top1_acc: 0.5643, top5_acc: 0.8094, loss_cls: 1.7542, loss: 1.7542, grad_norm: 3.4322, top1_acc/aux0: 0.6745, top5_acc/aux0: 0.8796, loss_cls/aux0: 1.2754, loss/aux0: 1.2754, top1_acc/aux1: 0.6263, top5_acc/aux1: 0.8669, loss_cls/aux1: 1.4402, loss/aux1: 1.4402, top1_acc/aux2: 0.5336, top5_acc/aux2: 0.7924, loss_cls/aux2: 1.8613, loss/aux2: 1.8613 2020-10-23 01:05:42,864 - mmaction - INFO - Epoch [4][320/396] lr: 1.500e-02, eta: 9:17:01, time: 0.906, data_time: 0.022, memory: 8337, top1_acc: 0.5687, top5_acc: 0.8068, loss_cls: 1.7416, loss: 1.7416, grad_norm: 3.4576, top1_acc/aux0: 0.6754, top5_acc/aux0: 0.8770, loss_cls/aux0: 1.2774, loss/aux0: 1.2774, top1_acc/aux1: 0.6242, top5_acc/aux1: 0.8648, loss_cls/aux1: 1.4343, loss/aux1: 1.4343, top1_acc/aux2: 0.5240, top5_acc/aux2: 0.7799, loss_cls/aux2: 1.9064, loss/aux2: 1.9064 2020-10-23 01:06:27,172 - mmaction - INFO - Epoch [4][340/396] lr: 1.500e-02, eta: 9:16:10, time: 0.811, data_time: 0.000, memory: 8337, top1_acc: 0.5669, top5_acc: 0.8039, loss_cls: 1.7555, loss: 1.7555, grad_norm: 3.5175, top1_acc/aux0: 0.6767, top5_acc/aux0: 0.8763, loss_cls/aux0: 1.2747, loss/aux0: 1.2747, top1_acc/aux1: 0.6419, top5_acc/aux1: 0.8708, loss_cls/aux1: 1.3874, loss/aux1: 1.3874, top1_acc/aux2: 0.5297, top5_acc/aux2: 0.7737, loss_cls/aux2: 1.9088, loss/aux2: 1.9088 2020-10-23 01:07:13,993 - mmaction - INFO - Epoch [4][360/396] lr: 1.500e-02, eta: 9:16:15, time: 0.922, data_time: 0.000, memory: 8337, top1_acc: 0.5763, top5_acc: 0.8201, loss_cls: 1.6931, loss: 1.6931, grad_norm: 3.4221, top1_acc/aux0: 0.6795, top5_acc/aux0: 0.8778, loss_cls/aux0: 1.2636, loss/aux0: 1.2636, top1_acc/aux1: 0.6409, top5_acc/aux1: 0.8664, loss_cls/aux1: 1.4043, loss/aux1: 1.4043, top1_acc/aux2: 0.5276, top5_acc/aux2: 0.7648, loss_cls/aux2: 1.9474, loss/aux2: 1.9474 2020-10-23 01:07:58,327 - mmaction - INFO - Epoch [4][380/396] lr: 1.500e-02, eta: 9:16:32, time: 0.948, data_time: 0.000, memory: 8337, top1_acc: 0.5685, top5_acc: 0.8138, loss_cls: 1.7331, loss: 1.7331, grad_norm: 3.4958, top1_acc/aux0: 0.6775, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2676, loss/aux0: 1.2676, top1_acc/aux1: 0.6362, top5_acc/aux1: 0.8615, loss_cls/aux1: 1.4394, loss/aux1: 1.4394, top1_acc/aux2: 0.5333, top5_acc/aux2: 0.7776, loss_cls/aux2: 1.8866, loss/aux2: 1.8866 2020-10-23 01:08:38,354 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-10-23 01:12:03,970 - mmaction - INFO - Epoch [5][20/396] lr: 1.500e-02, eta: 9:10:37, time: 0.899, data_time: 0.000, memory: 8337, top1_acc: 0.5852, top5_acc: 0.8190, loss_cls: 1.6810, loss: 1.6810, grad_norm: 3.3996, top1_acc/aux0: 0.6734, top5_acc/aux0: 0.8803, loss_cls/aux0: 1.2787, loss/aux0: 1.2787, top1_acc/aux1: 0.6401, top5_acc/aux1: 0.8573, loss_cls/aux1: 1.4508, loss/aux1: 1.4508, top1_acc/aux2: 0.5453, top5_acc/aux2: 0.7948, loss_cls/aux2: 1.8313, loss/aux2: 1.8313 2020-10-23 01:12:47,386 - mmaction - INFO - Epoch [5][40/396] lr: 1.500e-02, eta: 9:10:15, time: 0.861, data_time: 0.000, memory: 8337, top1_acc: 0.5732, top5_acc: 0.8122, loss_cls: 1.7039, loss: 1.7039, grad_norm: 3.4489, top1_acc/aux0: 0.6755, top5_acc/aux0: 0.8806, loss_cls/aux0: 1.2606, loss/aux0: 1.2606, top1_acc/aux1: 0.6422, top5_acc/aux1: 0.8690, loss_cls/aux1: 1.4149, loss/aux1: 1.4149, top1_acc/aux2: 0.5497, top5_acc/aux2: 0.7974, loss_cls/aux2: 1.8039, loss/aux2: 1.8039 2020-10-23 01:13:31,681 - mmaction - INFO - Epoch [5][60/396] lr: 1.500e-02, eta: 9:10:34, time: 0.947, data_time: 0.000, memory: 8337, top1_acc: 0.5784, top5_acc: 0.8182, loss_cls: 1.6902, loss: 1.6902, grad_norm: 3.4481, top1_acc/aux0: 0.6775, top5_acc/aux0: 0.8808, loss_cls/aux0: 1.2469, loss/aux0: 1.2469, top1_acc/aux1: 0.6388, top5_acc/aux1: 0.8669, loss_cls/aux1: 1.4188, loss/aux1: 1.4188, top1_acc/aux2: 0.5513, top5_acc/aux2: 0.7924, loss_cls/aux2: 1.8026, loss/aux2: 1.8026 2020-10-23 01:14:17,472 - mmaction - INFO - Epoch [5][80/396] lr: 1.500e-02, eta: 9:10:53, time: 0.950, data_time: 0.000, memory: 8337, top1_acc: 0.5909, top5_acc: 0.8125, loss_cls: 1.6627, loss: 1.6627, grad_norm: 3.3812, top1_acc/aux0: 0.6824, top5_acc/aux0: 0.8822, loss_cls/aux0: 1.2431, loss/aux0: 1.2431, top1_acc/aux1: 0.6375, top5_acc/aux1: 0.8591, loss_cls/aux1: 1.4226, loss/aux1: 1.4226, top1_acc/aux2: 0.5492, top5_acc/aux2: 0.7867, loss_cls/aux2: 1.8433, loss/aux2: 1.8433 2020-10-23 01:15:03,325 - mmaction - INFO - Epoch [5][100/396] lr: 1.500e-02, eta: 9:10:39, time: 0.878, data_time: 0.000, memory: 8337, top1_acc: 0.5883, top5_acc: 0.8271, loss_cls: 1.6657, loss: 1.6657, grad_norm: 3.4008, top1_acc/aux0: 0.6828, top5_acc/aux0: 0.8834, loss_cls/aux0: 1.2464, loss/aux0: 1.2464, top1_acc/aux1: 0.6409, top5_acc/aux1: 0.8701, loss_cls/aux1: 1.3841, loss/aux1: 1.3841, top1_acc/aux2: 0.5411, top5_acc/aux2: 0.7833, loss_cls/aux2: 1.8619, loss/aux2: 1.8619 2020-10-23 01:15:47,382 - mmaction - INFO - Epoch [5][120/396] lr: 1.500e-02, eta: 9:09:50, time: 0.802, data_time: 0.000, memory: 8337, top1_acc: 0.5872, top5_acc: 0.8187, loss_cls: 1.6573, loss: 1.6573, grad_norm: 3.3997, top1_acc/aux0: 0.6837, top5_acc/aux0: 0.8858, loss_cls/aux0: 1.2312, loss/aux0: 1.2312, top1_acc/aux1: 0.6378, top5_acc/aux1: 0.8674, loss_cls/aux1: 1.4054, loss/aux1: 1.4054, top1_acc/aux2: 0.5372, top5_acc/aux2: 0.7826, loss_cls/aux2: 1.8402, loss/aux2: 1.8402 2020-10-23 01:16:32,552 - mmaction - INFO - Epoch [5][140/396] lr: 1.500e-02, eta: 9:10:10, time: 0.955, data_time: 0.000, memory: 8337, top1_acc: 0.5667, top5_acc: 0.8086, loss_cls: 1.7429, loss: 1.7429, grad_norm: 3.4123, top1_acc/aux0: 0.6839, top5_acc/aux0: 0.8877, loss_cls/aux0: 1.2187, loss/aux0: 1.2187, top1_acc/aux1: 0.6328, top5_acc/aux1: 0.8633, loss_cls/aux1: 1.4236, loss/aux1: 1.4236, top1_acc/aux2: 0.5406, top5_acc/aux2: 0.7820, loss_cls/aux2: 1.8531, loss/aux2: 1.8531 2020-10-23 01:17:17,654 - mmaction - INFO - Epoch [5][160/396] lr: 1.500e-02, eta: 9:10:30, time: 0.959, data_time: 0.000, memory: 8337, top1_acc: 0.5958, top5_acc: 0.8102, loss_cls: 1.6674, loss: 1.6674, grad_norm: 3.3976, top1_acc/aux0: 0.6796, top5_acc/aux0: 0.8879, loss_cls/aux0: 1.2313, loss/aux0: 1.2313, top1_acc/aux1: 0.6414, top5_acc/aux1: 0.8648, loss_cls/aux1: 1.4009, loss/aux1: 1.4009, top1_acc/aux2: 0.5565, top5_acc/aux2: 0.7937, loss_cls/aux2: 1.8155, loss/aux2: 1.8155 2020-10-23 01:18:04,050 - mmaction - INFO - Epoch [5][180/396] lr: 1.500e-02, eta: 9:11:05, time: 0.994, data_time: 0.000, memory: 8337, top1_acc: 0.6029, top5_acc: 0.8273, loss_cls: 1.5964, loss: 1.5964, grad_norm: 3.4501, top1_acc/aux0: 0.6761, top5_acc/aux0: 0.8812, loss_cls/aux0: 1.2672, loss/aux0: 1.2672, top1_acc/aux1: 0.6469, top5_acc/aux1: 0.8622, loss_cls/aux1: 1.3896, loss/aux1: 1.3896, top1_acc/aux2: 0.5633, top5_acc/aux2: 0.8055, loss_cls/aux2: 1.7717, loss/aux2: 1.7717 2020-10-23 01:18:47,117 - mmaction - INFO - Epoch [5][200/396] lr: 1.500e-02, eta: 9:11:28, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.5742, top5_acc: 0.8130, loss_cls: 1.7025, loss: 1.7025, grad_norm: 3.6348, top1_acc/aux0: 0.6777, top5_acc/aux0: 0.8792, loss_cls/aux0: 1.2710, loss/aux0: 1.2710, top1_acc/aux1: 0.6310, top5_acc/aux1: 0.8635, loss_cls/aux1: 1.4096, loss/aux1: 1.4096, top1_acc/aux2: 0.5414, top5_acc/aux2: 0.7935, loss_cls/aux2: 1.8494, loss/aux2: 1.8494 2020-10-23 01:19:32,139 - mmaction - INFO - Epoch [5][220/396] lr: 1.500e-02, eta: 9:11:19, time: 0.895, data_time: 0.000, memory: 8337, top1_acc: 0.5888, top5_acc: 0.8245, loss_cls: 1.6527, loss: 1.6527, grad_norm: 3.3412, top1_acc/aux0: 0.6837, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.2402, loss/aux0: 1.2402, top1_acc/aux1: 0.6352, top5_acc/aux1: 0.8674, loss_cls/aux1: 1.4017, loss/aux1: 1.4017, top1_acc/aux2: 0.5411, top5_acc/aux2: 0.7951, loss_cls/aux2: 1.8316, loss/aux2: 1.8316 2020-10-23 01:20:17,100 - mmaction - INFO - Epoch [5][240/396] lr: 1.500e-02, eta: 9:10:54, time: 0.857, data_time: 0.000, memory: 8337, top1_acc: 0.5799, top5_acc: 0.8102, loss_cls: 1.6804, loss: 1.6804, grad_norm: 3.7169, top1_acc/aux0: 0.6837, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2436, loss/aux0: 1.2436, top1_acc/aux1: 0.6547, top5_acc/aux1: 0.8763, loss_cls/aux1: 1.3581, loss/aux1: 1.3581, top1_acc/aux2: 0.5401, top5_acc/aux2: 0.7930, loss_cls/aux2: 1.8282, loss/aux2: 1.8282 2020-10-23 01:21:02,399 - mmaction - INFO - Epoch [5][260/396] lr: 1.500e-02, eta: 9:11:00, time: 0.932, data_time: 0.000, memory: 8337, top1_acc: 0.5862, top5_acc: 0.8219, loss_cls: 1.6510, loss: 1.6510, grad_norm: 3.4055, top1_acc/aux0: 0.6788, top5_acc/aux0: 0.8811, loss_cls/aux0: 1.2657, loss/aux0: 1.2657, top1_acc/aux1: 0.6513, top5_acc/aux1: 0.8818, loss_cls/aux1: 1.3459, loss/aux1: 1.3459, top1_acc/aux2: 0.5320, top5_acc/aux2: 0.7878, loss_cls/aux2: 1.8672, loss/aux2: 1.8672 2020-10-23 01:21:45,930 - mmaction - INFO - Epoch [5][280/396] lr: 1.500e-02, eta: 9:10:25, time: 0.832, data_time: 0.000, memory: 8337, top1_acc: 0.5883, top5_acc: 0.8180, loss_cls: 1.6573, loss: 1.6573, grad_norm: 3.4030, top1_acc/aux0: 0.6780, top5_acc/aux0: 0.8797, loss_cls/aux0: 1.2624, loss/aux0: 1.2624, top1_acc/aux1: 0.6443, top5_acc/aux1: 0.8786, loss_cls/aux1: 1.3678, loss/aux1: 1.3678, top1_acc/aux2: 0.5354, top5_acc/aux2: 0.7911, loss_cls/aux2: 1.8481, loss/aux2: 1.8481 2020-10-23 01:22:30,194 - mmaction - INFO - Epoch [5][300/396] lr: 1.500e-02, eta: 9:10:14, time: 0.892, data_time: 0.175, memory: 8337, top1_acc: 0.5872, top5_acc: 0.8216, loss_cls: 1.6635, loss: 1.6635, grad_norm: 3.4910, top1_acc/aux0: 0.6792, top5_acc/aux0: 0.8815, loss_cls/aux0: 1.2482, loss/aux0: 1.2482, top1_acc/aux1: 0.6492, top5_acc/aux1: 0.8724, loss_cls/aux1: 1.3745, loss/aux1: 1.3745, top1_acc/aux2: 0.5471, top5_acc/aux2: 0.7992, loss_cls/aux2: 1.7955, loss/aux2: 1.7955 2020-10-23 01:23:14,491 - mmaction - INFO - Epoch [5][320/396] lr: 1.500e-02, eta: 9:09:27, time: 0.801, data_time: 0.195, memory: 8337, top1_acc: 0.5870, top5_acc: 0.8242, loss_cls: 1.6320, loss: 1.6320, grad_norm: 3.3566, top1_acc/aux0: 0.6750, top5_acc/aux0: 0.8799, loss_cls/aux0: 1.2666, loss/aux0: 1.2666, top1_acc/aux1: 0.6385, top5_acc/aux1: 0.8643, loss_cls/aux1: 1.4078, loss/aux1: 1.4078, top1_acc/aux2: 0.5547, top5_acc/aux2: 0.8026, loss_cls/aux2: 1.7735, loss/aux2: 1.7735 2020-10-23 01:24:02,934 - mmaction - INFO - Epoch [5][340/396] lr: 1.500e-02, eta: 9:10:20, time: 1.055, data_time: 0.063, memory: 8337, top1_acc: 0.5844, top5_acc: 0.8122, loss_cls: 1.6877, loss: 1.6877, grad_norm: 3.9311, top1_acc/aux0: 0.6763, top5_acc/aux0: 0.8790, loss_cls/aux0: 1.2699, loss/aux0: 1.2699, top1_acc/aux1: 0.6391, top5_acc/aux1: 0.8664, loss_cls/aux1: 1.4041, loss/aux1: 1.4041, top1_acc/aux2: 0.5495, top5_acc/aux2: 0.7898, loss_cls/aux2: 1.8242, loss/aux2: 1.8242 2020-10-23 01:24:49,373 - mmaction - INFO - Epoch [5][360/396] lr: 1.500e-02, eta: 9:10:51, time: 1.000, data_time: 0.000, memory: 8337, top1_acc: 0.5732, top5_acc: 0.8083, loss_cls: 1.7157, loss: 1.7157, grad_norm: 3.4060, top1_acc/aux0: 0.6852, top5_acc/aux0: 0.8839, loss_cls/aux0: 1.2335, loss/aux0: 1.2335, top1_acc/aux1: 0.6414, top5_acc/aux1: 0.8745, loss_cls/aux1: 1.3840, loss/aux1: 1.3840, top1_acc/aux2: 0.5482, top5_acc/aux2: 0.7867, loss_cls/aux2: 1.8285, loss/aux2: 1.8285 2020-10-23 01:25:38,160 - mmaction - INFO - Epoch [5][380/396] lr: 1.500e-02, eta: 9:11:33, time: 1.035, data_time: 0.000, memory: 8337, top1_acc: 0.5833, top5_acc: 0.8188, loss_cls: 1.6780, loss: 1.6780, grad_norm: 3.6717, top1_acc/aux0: 0.6860, top5_acc/aux0: 0.8875, loss_cls/aux0: 1.2232, loss/aux0: 1.2232, top1_acc/aux1: 0.6320, top5_acc/aux1: 0.8643, loss_cls/aux1: 1.4343, loss/aux1: 1.4343, top1_acc/aux2: 0.5409, top5_acc/aux2: 0.7898, loss_cls/aux2: 1.8460, loss/aux2: 1.8460 2020-10-23 01:26:12,194 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-10-23 01:26:55,559 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 01:26:55,696 - mmaction - INFO - top1_acc 0.6873 top5_acc 0.8919 2020-10-23 01:26:55,697 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 01:26:55,740 - mmaction - INFO - mean_acc 0.6874 2020-10-23 01:26:55,741 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2020-10-23 01:26:55,757 - mmaction - INFO - Epoch(val) [5][396] top1_acc: 0.6873, top5_acc: 0.8919, mean_class_accuracy: 0.6874 2020-10-23 01:30:03,887 - mmaction - INFO - Epoch [6][20/396] lr: 1.500e-02, eta: 9:06:23, time: 0.843, data_time: 0.000, memory: 8337, top1_acc: 0.5987, top5_acc: 0.8362, loss_cls: 1.5599, loss: 1.5599, grad_norm: 3.2905, top1_acc/aux0: 0.6895, top5_acc/aux0: 0.8818, loss_cls/aux0: 1.2234, loss/aux0: 1.2234, top1_acc/aux1: 0.6536, top5_acc/aux1: 0.8797, loss_cls/aux1: 1.3395, loss/aux1: 1.3395, top1_acc/aux2: 0.5547, top5_acc/aux2: 0.7969, loss_cls/aux2: 1.7756, loss/aux2: 1.7756 2020-10-23 01:30:53,850 - mmaction - INFO - Epoch [6][40/396] lr: 1.500e-02, eta: 9:07:14, time: 1.055, data_time: 0.000, memory: 8337, top1_acc: 0.6062, top5_acc: 0.8409, loss_cls: 1.5643, loss: 1.5643, grad_norm: 3.3400, top1_acc/aux0: 0.6918, top5_acc/aux0: 0.8841, loss_cls/aux0: 1.2100, loss/aux0: 1.2100, top1_acc/aux1: 0.6604, top5_acc/aux1: 0.8784, loss_cls/aux1: 1.3408, loss/aux1: 1.3408, top1_acc/aux2: 0.5409, top5_acc/aux2: 0.7953, loss_cls/aux2: 1.8085, loss/aux2: 1.8085 2020-10-23 01:31:37,330 - mmaction - INFO - Epoch [6][60/396] lr: 1.500e-02, eta: 9:07:03, time: 0.890, data_time: 0.000, memory: 8337, top1_acc: 0.5982, top5_acc: 0.8174, loss_cls: 1.6297, loss: 1.6297, grad_norm: 3.3684, top1_acc/aux0: 0.6887, top5_acc/aux0: 0.8845, loss_cls/aux0: 1.2166, loss/aux0: 1.2166, top1_acc/aux1: 0.6695, top5_acc/aux1: 0.8839, loss_cls/aux1: 1.3116, loss/aux1: 1.3116, top1_acc/aux2: 0.5406, top5_acc/aux2: 0.7927, loss_cls/aux2: 1.8452, loss/aux2: 1.8452 2020-10-23 01:32:23,943 - mmaction - INFO - Epoch [6][80/396] lr: 1.500e-02, eta: 9:07:16, time: 0.958, data_time: 0.000, memory: 8337, top1_acc: 0.6036, top5_acc: 0.8284, loss_cls: 1.5822, loss: 1.5822, grad_norm: 3.4171, top1_acc/aux0: 0.6835, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2265, loss/aux0: 1.2265, top1_acc/aux1: 0.6651, top5_acc/aux1: 0.8789, loss_cls/aux1: 1.3301, loss/aux1: 1.3301, top1_acc/aux2: 0.5622, top5_acc/aux2: 0.7969, loss_cls/aux2: 1.7965, loss/aux2: 1.7965 2020-10-23 01:33:09,427 - mmaction - INFO - Epoch [6][100/396] lr: 1.500e-02, eta: 9:07:28, time: 0.958, data_time: 0.000, memory: 8337, top1_acc: 0.6047, top5_acc: 0.8255, loss_cls: 1.5865, loss: 1.5865, grad_norm: 3.4283, top1_acc/aux0: 0.6861, top5_acc/aux0: 0.8883, loss_cls/aux0: 1.2094, loss/aux0: 1.2094, top1_acc/aux1: 0.6594, top5_acc/aux1: 0.8695, loss_cls/aux1: 1.3739, loss/aux1: 1.3739, top1_acc/aux2: 0.5734, top5_acc/aux2: 0.8047, loss_cls/aux2: 1.7480, loss/aux2: 1.7480 2020-10-23 01:33:54,761 - mmaction - INFO - Epoch [6][120/396] lr: 1.500e-02, eta: 9:07:19, time: 0.900, data_time: 0.000, memory: 8337, top1_acc: 0.5828, top5_acc: 0.8211, loss_cls: 1.6328, loss: 1.6328, grad_norm: 3.6052, top1_acc/aux0: 0.6890, top5_acc/aux0: 0.8860, loss_cls/aux0: 1.2091, loss/aux0: 1.2091, top1_acc/aux1: 0.6560, top5_acc/aux1: 0.8701, loss_cls/aux1: 1.3720, loss/aux1: 1.3720, top1_acc/aux2: 0.5659, top5_acc/aux2: 0.8057, loss_cls/aux2: 1.7597, loss/aux2: 1.7597 2020-10-23 01:34:38,209 - mmaction - INFO - Epoch [6][140/396] lr: 1.500e-02, eta: 9:06:59, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.6000, top5_acc: 0.8253, loss_cls: 1.6125, loss: 1.6125, grad_norm: 3.5844, top1_acc/aux0: 0.6863, top5_acc/aux0: 0.8847, loss_cls/aux0: 1.2239, loss/aux0: 1.2239, top1_acc/aux1: 0.6510, top5_acc/aux1: 0.8674, loss_cls/aux1: 1.3670, loss/aux1: 1.3670, top1_acc/aux2: 0.5602, top5_acc/aux2: 0.8003, loss_cls/aux2: 1.7869, loss/aux2: 1.7869 2020-10-23 01:35:23,832 - mmaction - INFO - Epoch [6][160/396] lr: 1.500e-02, eta: 9:07:08, time: 0.951, data_time: 0.000, memory: 8337, top1_acc: 0.5865, top5_acc: 0.8307, loss_cls: 1.6264, loss: 1.6264, grad_norm: 3.4248, top1_acc/aux0: 0.6845, top5_acc/aux0: 0.8849, loss_cls/aux0: 1.2347, loss/aux0: 1.2347, top1_acc/aux1: 0.6482, top5_acc/aux1: 0.8648, loss_cls/aux1: 1.3748, loss/aux1: 1.3748, top1_acc/aux2: 0.5682, top5_acc/aux2: 0.8065, loss_cls/aux2: 1.7663, loss/aux2: 1.7663 2020-10-23 01:36:08,618 - mmaction - INFO - Epoch [6][180/396] lr: 1.500e-02, eta: 9:06:56, time: 0.892, data_time: 0.000, memory: 8337, top1_acc: 0.5901, top5_acc: 0.8242, loss_cls: 1.6313, loss: 1.6313, grad_norm: 3.3011, top1_acc/aux0: 0.6857, top5_acc/aux0: 0.8867, loss_cls/aux0: 1.2198, loss/aux0: 1.2198, top1_acc/aux1: 0.6424, top5_acc/aux1: 0.8706, loss_cls/aux1: 1.3884, loss/aux1: 1.3884, top1_acc/aux2: 0.5586, top5_acc/aux2: 0.8047, loss_cls/aux2: 1.7722, loss/aux2: 1.7722 2020-10-23 01:36:54,952 - mmaction - INFO - Epoch [6][200/396] lr: 1.500e-02, eta: 9:07:12, time: 0.975, data_time: 0.000, memory: 8337, top1_acc: 0.5852, top5_acc: 0.8102, loss_cls: 1.6663, loss: 1.6663, grad_norm: 3.3910, top1_acc/aux0: 0.6823, top5_acc/aux0: 0.8871, loss_cls/aux0: 1.2116, loss/aux0: 1.2116, top1_acc/aux1: 0.6557, top5_acc/aux1: 0.8784, loss_cls/aux1: 1.3619, loss/aux1: 1.3619, top1_acc/aux2: 0.5505, top5_acc/aux2: 0.7961, loss_cls/aux2: 1.8079, loss/aux2: 1.8079 2020-10-23 01:37:38,951 - mmaction - INFO - Epoch [6][220/396] lr: 1.500e-02, eta: 9:07:01, time: 0.895, data_time: 0.001, memory: 8337, top1_acc: 0.5911, top5_acc: 0.8219, loss_cls: 1.6367, loss: 1.6367, grad_norm: 3.7056, top1_acc/aux0: 0.6873, top5_acc/aux0: 0.8842, loss_cls/aux0: 1.2154, loss/aux0: 1.2154, top1_acc/aux1: 0.6562, top5_acc/aux1: 0.8711, loss_cls/aux1: 1.3757, loss/aux1: 1.3757, top1_acc/aux2: 0.5562, top5_acc/aux2: 0.8013, loss_cls/aux2: 1.7691, loss/aux2: 1.7691 2020-10-23 01:38:21,936 - mmaction - INFO - Epoch [6][240/396] lr: 1.500e-02, eta: 9:06:45, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.5896, top5_acc: 0.8224, loss_cls: 1.6372, loss: 1.6372, grad_norm: 3.3165, top1_acc/aux0: 0.6912, top5_acc/aux0: 0.8840, loss_cls/aux0: 1.2225, loss/aux0: 1.2225, top1_acc/aux1: 0.6448, top5_acc/aux1: 0.8651, loss_cls/aux1: 1.4031, loss/aux1: 1.4031, top1_acc/aux2: 0.5617, top5_acc/aux2: 0.8029, loss_cls/aux2: 1.7449, loss/aux2: 1.7449 2020-10-23 01:39:08,109 - mmaction - INFO - Epoch [6][260/396] lr: 1.500e-02, eta: 9:06:39, time: 0.912, data_time: 0.000, memory: 8337, top1_acc: 0.5901, top5_acc: 0.8167, loss_cls: 1.6595, loss: 1.6595, grad_norm: 3.3128, top1_acc/aux0: 0.6913, top5_acc/aux0: 0.8872, loss_cls/aux0: 1.2037, loss/aux0: 1.2037, top1_acc/aux1: 0.6531, top5_acc/aux1: 0.8719, loss_cls/aux1: 1.3591, loss/aux1: 1.3591, top1_acc/aux2: 0.5667, top5_acc/aux2: 0.8021, loss_cls/aux2: 1.7435, loss/aux2: 1.7435 2020-10-23 01:39:52,152 - mmaction - INFO - Epoch [6][280/396] lr: 1.500e-02, eta: 9:06:03, time: 0.822, data_time: 0.000, memory: 8337, top1_acc: 0.6141, top5_acc: 0.8406, loss_cls: 1.5320, loss: 1.5320, grad_norm: 3.3366, top1_acc/aux0: 0.6916, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1911, loss/aux0: 1.1911, top1_acc/aux1: 0.6568, top5_acc/aux1: 0.8724, loss_cls/aux1: 1.3456, loss/aux1: 1.3456, top1_acc/aux2: 0.5625, top5_acc/aux2: 0.8023, loss_cls/aux2: 1.7429, loss/aux2: 1.7429 2020-10-23 01:40:38,030 - mmaction - INFO - Epoch [6][300/396] lr: 1.500e-02, eta: 9:06:18, time: 0.976, data_time: 0.000, memory: 8337, top1_acc: 0.5909, top5_acc: 0.8188, loss_cls: 1.6340, loss: 1.6340, grad_norm: 3.2934, top1_acc/aux0: 0.6891, top5_acc/aux0: 0.8878, loss_cls/aux0: 1.2119, loss/aux0: 1.2119, top1_acc/aux1: 0.6641, top5_acc/aux1: 0.8737, loss_cls/aux1: 1.3264, loss/aux1: 1.3264, top1_acc/aux2: 0.5513, top5_acc/aux2: 0.7995, loss_cls/aux2: 1.7743, loss/aux2: 1.7743 2020-10-23 01:41:25,660 - mmaction - INFO - Epoch [6][320/396] lr: 1.500e-02, eta: 9:06:44, time: 1.013, data_time: 0.000, memory: 8337, top1_acc: 0.6016, top5_acc: 0.8216, loss_cls: 1.5872, loss: 1.5872, grad_norm: 3.3892, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8846, loss_cls/aux0: 1.2152, loss/aux0: 1.2152, top1_acc/aux1: 0.6701, top5_acc/aux1: 0.8799, loss_cls/aux1: 1.2884, loss/aux1: 1.2884, top1_acc/aux2: 0.5607, top5_acc/aux2: 0.8023, loss_cls/aux2: 1.7406, loss/aux2: 1.7406 2020-10-23 01:42:06,976 - mmaction - INFO - Epoch [6][340/396] lr: 1.500e-02, eta: 9:06:33, time: 0.902, data_time: 0.088, memory: 8337, top1_acc: 0.5896, top5_acc: 0.8154, loss_cls: 1.6426, loss: 1.6426, grad_norm: 3.3810, top1_acc/aux0: 0.6886, top5_acc/aux0: 0.8814, loss_cls/aux0: 1.2158, loss/aux0: 1.2158, top1_acc/aux1: 0.6641, top5_acc/aux1: 0.8773, loss_cls/aux1: 1.2987, loss/aux1: 1.2987, top1_acc/aux2: 0.5732, top5_acc/aux2: 0.8102, loss_cls/aux2: 1.7151, loss/aux2: 1.7151 2020-10-23 01:42:52,960 - mmaction - INFO - Epoch [6][360/396] lr: 1.500e-02, eta: 9:06:28, time: 0.918, data_time: 0.000, memory: 8337, top1_acc: 0.5932, top5_acc: 0.8195, loss_cls: 1.6424, loss: 1.6424, grad_norm: 3.7143, top1_acc/aux0: 0.6859, top5_acc/aux0: 0.8791, loss_cls/aux0: 1.2327, loss/aux0: 1.2327, top1_acc/aux1: 0.6594, top5_acc/aux1: 0.8685, loss_cls/aux1: 1.3567, loss/aux1: 1.3567, top1_acc/aux2: 0.5635, top5_acc/aux2: 0.7997, loss_cls/aux2: 1.7675, loss/aux2: 1.7675 2020-10-23 01:43:37,020 - mmaction - INFO - Epoch [6][380/396] lr: 1.500e-02, eta: 9:06:03, time: 0.855, data_time: 0.000, memory: 8337, top1_acc: 0.5820, top5_acc: 0.8055, loss_cls: 1.7006, loss: 1.7006, grad_norm: 3.3180, top1_acc/aux0: 0.6868, top5_acc/aux0: 0.8823, loss_cls/aux0: 1.2238, loss/aux0: 1.2238, top1_acc/aux1: 0.6625, top5_acc/aux1: 0.8695, loss_cls/aux1: 1.3563, loss/aux1: 1.3563, top1_acc/aux2: 0.5612, top5_acc/aux2: 0.7904, loss_cls/aux2: 1.7786, loss/aux2: 1.7786 2020-10-23 01:44:14,852 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-10-23 01:47:25,792 - mmaction - INFO - Epoch [7][20/396] lr: 1.500e-02, eta: 9:01:55, time: 0.888, data_time: 0.000, memory: 8337, top1_acc: 0.6076, top5_acc: 0.8333, loss_cls: 1.5799, loss: 1.5799, grad_norm: 3.4130, top1_acc/aux0: 0.6963, top5_acc/aux0: 0.8896, loss_cls/aux0: 1.2030, loss/aux0: 1.2030, top1_acc/aux1: 0.6589, top5_acc/aux1: 0.8740, loss_cls/aux1: 1.3200, loss/aux1: 1.3200, top1_acc/aux2: 0.5823, top5_acc/aux2: 0.8141, loss_cls/aux2: 1.6803, loss/aux2: 1.6803 2020-10-23 01:48:11,374 - mmaction - INFO - Epoch [7][40/396] lr: 1.500e-02, eta: 9:02:09, time: 0.975, data_time: 0.000, memory: 8337, top1_acc: 0.6023, top5_acc: 0.8346, loss_cls: 1.5743, loss: 1.5743, grad_norm: 3.2973, top1_acc/aux0: 0.6936, top5_acc/aux0: 0.8897, loss_cls/aux0: 1.2027, loss/aux0: 1.2027, top1_acc/aux1: 0.6518, top5_acc/aux1: 0.8706, loss_cls/aux1: 1.3361, loss/aux1: 1.3361, top1_acc/aux2: 0.5852, top5_acc/aux2: 0.8130, loss_cls/aux2: 1.6756, loss/aux2: 1.6756 2020-10-23 01:48:55,639 - mmaction - INFO - Epoch [7][60/396] lr: 1.500e-02, eta: 9:01:47, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.5938, top5_acc: 0.8284, loss_cls: 1.5913, loss: 1.5913, grad_norm: 3.2786, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8894, loss_cls/aux0: 1.1876, loss/aux0: 1.1876, top1_acc/aux1: 0.6586, top5_acc/aux1: 0.8727, loss_cls/aux1: 1.3333, loss/aux1: 1.3333, top1_acc/aux2: 0.5867, top5_acc/aux2: 0.8128, loss_cls/aux2: 1.6768, loss/aux2: 1.6768 2020-10-23 01:49:42,323 - mmaction - INFO - Epoch [7][80/396] lr: 1.500e-02, eta: 9:01:34, time: 0.887, data_time: 0.000, memory: 8337, top1_acc: 0.5896, top5_acc: 0.8359, loss_cls: 1.5723, loss: 1.5723, grad_norm: 3.2879, top1_acc/aux0: 0.7005, top5_acc/aux0: 0.8902, loss_cls/aux0: 1.1716, loss/aux0: 1.1716, top1_acc/aux1: 0.6648, top5_acc/aux1: 0.8763, loss_cls/aux1: 1.3206, loss/aux1: 1.3206, top1_acc/aux2: 0.5711, top5_acc/aux2: 0.8060, loss_cls/aux2: 1.7373, loss/aux2: 1.7373 2020-10-23 01:50:26,084 - mmaction - INFO - Epoch [7][100/396] lr: 1.500e-02, eta: 9:01:03, time: 0.831, data_time: 0.000, memory: 8337, top1_acc: 0.6112, top5_acc: 0.8344, loss_cls: 1.5323, loss: 1.5323, grad_norm: 3.2979, top1_acc/aux0: 0.6985, top5_acc/aux0: 0.8903, loss_cls/aux0: 1.1750, loss/aux0: 1.1750, top1_acc/aux1: 0.6609, top5_acc/aux1: 0.8766, loss_cls/aux1: 1.3161, loss/aux1: 1.3161, top1_acc/aux2: 0.5633, top5_acc/aux2: 0.8023, loss_cls/aux2: 1.7468, loss/aux2: 1.7468 2020-10-23 01:51:09,365 - mmaction - INFO - Epoch [7][120/396] lr: 1.500e-02, eta: 9:00:41, time: 0.859, data_time: 0.000, memory: 8337, top1_acc: 0.5917, top5_acc: 0.8219, loss_cls: 1.6258, loss: 1.6258, grad_norm: 3.3511, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.8868, loss_cls/aux0: 1.1890, loss/aux0: 1.1890, top1_acc/aux1: 0.6573, top5_acc/aux1: 0.8745, loss_cls/aux1: 1.3503, loss/aux1: 1.3503, top1_acc/aux2: 0.5656, top5_acc/aux2: 0.8003, loss_cls/aux2: 1.7569, loss/aux2: 1.7569 2020-10-23 01:51:53,803 - mmaction - INFO - Epoch [7][140/396] lr: 1.500e-02, eta: 8:59:59, time: 0.792, data_time: 0.000, memory: 8337, top1_acc: 0.6146, top5_acc: 0.8352, loss_cls: 1.5460, loss: 1.5460, grad_norm: 3.2358, top1_acc/aux0: 0.6945, top5_acc/aux0: 0.8864, loss_cls/aux0: 1.1896, loss/aux0: 1.1896, top1_acc/aux1: 0.6667, top5_acc/aux1: 0.8789, loss_cls/aux1: 1.3234, loss/aux1: 1.3234, top1_acc/aux2: 0.5648, top5_acc/aux2: 0.8029, loss_cls/aux2: 1.7721, loss/aux2: 1.7721 2020-10-23 01:52:39,976 - mmaction - INFO - Epoch [7][160/396] lr: 1.500e-02, eta: 8:59:53, time: 0.911, data_time: 0.000, memory: 8337, top1_acc: 0.6055, top5_acc: 0.8339, loss_cls: 1.5658, loss: 1.5658, grad_norm: 3.6518, top1_acc/aux0: 0.6853, top5_acc/aux0: 0.8836, loss_cls/aux0: 1.2482, loss/aux0: 1.2482, top1_acc/aux1: 0.6680, top5_acc/aux1: 0.8786, loss_cls/aux1: 1.3086, loss/aux1: 1.3086, top1_acc/aux2: 0.5643, top5_acc/aux2: 0.8055, loss_cls/aux2: 1.7395, loss/aux2: 1.7395 2020-10-23 01:53:24,627 - mmaction - INFO - Epoch [7][180/396] lr: 1.500e-02, eta: 8:59:29, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.5961, top5_acc: 0.8289, loss_cls: 1.6088, loss: 1.6088, grad_norm: 3.4087, top1_acc/aux0: 0.6772, top5_acc/aux0: 0.8802, loss_cls/aux0: 1.2910, loss/aux0: 1.2910, top1_acc/aux1: 0.6669, top5_acc/aux1: 0.8794, loss_cls/aux1: 1.3076, loss/aux1: 1.3076, top1_acc/aux2: 0.5688, top5_acc/aux2: 0.8044, loss_cls/aux2: 1.7301, loss/aux2: 1.7301 2020-10-23 01:54:09,708 - mmaction - INFO - Epoch [7][200/396] lr: 1.500e-02, eta: 8:59:33, time: 0.948, data_time: 0.067, memory: 8337, top1_acc: 0.6180, top5_acc: 0.8255, loss_cls: 1.5616, loss: 1.5616, grad_norm: 3.1848, top1_acc/aux0: 0.6896, top5_acc/aux0: 0.8854, loss_cls/aux0: 1.2202, loss/aux0: 1.2202, top1_acc/aux1: 0.6745, top5_acc/aux1: 0.8865, loss_cls/aux1: 1.2742, loss/aux1: 1.2742, top1_acc/aux2: 0.5729, top5_acc/aux2: 0.8141, loss_cls/aux2: 1.7014, loss/aux2: 1.7014 2020-10-23 01:54:53,918 - mmaction - INFO - Epoch [7][220/396] lr: 1.500e-02, eta: 8:58:59, time: 0.815, data_time: 0.000, memory: 8337, top1_acc: 0.6039, top5_acc: 0.8214, loss_cls: 1.6008, loss: 1.6008, grad_norm: 3.5002, top1_acc/aux0: 0.7002, top5_acc/aux0: 0.8931, loss_cls/aux0: 1.1608, loss/aux0: 1.1608, top1_acc/aux1: 0.6641, top5_acc/aux1: 0.8823, loss_cls/aux1: 1.3044, loss/aux1: 1.3044, top1_acc/aux2: 0.5734, top5_acc/aux2: 0.8190, loss_cls/aux2: 1.6605, loss/aux2: 1.6605 2020-10-23 01:55:37,904 - mmaction - INFO - Epoch [7][240/396] lr: 1.500e-02, eta: 8:58:32, time: 0.840, data_time: 0.000, memory: 8337, top1_acc: 0.6081, top5_acc: 0.8346, loss_cls: 1.5684, loss: 1.5684, grad_norm: 3.3407, top1_acc/aux0: 0.6969, top5_acc/aux0: 0.8926, loss_cls/aux0: 1.1653, loss/aux0: 1.1653, top1_acc/aux1: 0.6693, top5_acc/aux1: 0.8781, loss_cls/aux1: 1.3081, loss/aux1: 1.3081, top1_acc/aux2: 0.5682, top5_acc/aux2: 0.8117, loss_cls/aux2: 1.6827, loss/aux2: 1.6827 2020-10-23 01:56:23,723 - mmaction - INFO - Epoch [7][260/396] lr: 1.500e-02, eta: 8:58:21, time: 0.895, data_time: 0.000, memory: 8337, top1_acc: 0.6117, top5_acc: 0.8312, loss_cls: 1.5891, loss: 1.5891, grad_norm: 3.2607, top1_acc/aux0: 0.6921, top5_acc/aux0: 0.8874, loss_cls/aux0: 1.1916, loss/aux0: 1.1916, top1_acc/aux1: 0.6758, top5_acc/aux1: 0.8768, loss_cls/aux1: 1.2880, loss/aux1: 1.2880, top1_acc/aux2: 0.5701, top5_acc/aux2: 0.8115, loss_cls/aux2: 1.7225, loss/aux2: 1.7225 2020-10-23 01:57:07,604 - mmaction - INFO - Epoch [7][280/396] lr: 1.500e-02, eta: 8:58:19, time: 0.931, data_time: 0.121, memory: 8337, top1_acc: 0.5984, top5_acc: 0.8263, loss_cls: 1.6049, loss: 1.6049, grad_norm: 3.1884, top1_acc/aux0: 0.6992, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1668, loss/aux0: 1.1668, top1_acc/aux1: 0.6706, top5_acc/aux1: 0.8805, loss_cls/aux1: 1.2802, loss/aux1: 1.2802, top1_acc/aux2: 0.5719, top5_acc/aux2: 0.8076, loss_cls/aux2: 1.7337, loss/aux2: 1.7337 2020-10-23 01:57:50,035 - mmaction - INFO - Epoch [7][300/396] lr: 1.500e-02, eta: 8:57:50, time: 0.833, data_time: 0.000, memory: 8337, top1_acc: 0.6029, top5_acc: 0.8320, loss_cls: 1.5702, loss: 1.5702, grad_norm: 3.4603, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8944, loss_cls/aux0: 1.1481, loss/aux0: 1.1481, top1_acc/aux1: 0.6659, top5_acc/aux1: 0.8823, loss_cls/aux1: 1.2885, loss/aux1: 1.2885, top1_acc/aux2: 0.5531, top5_acc/aux2: 0.8023, loss_cls/aux2: 1.7715, loss/aux2: 1.7715 2020-10-23 01:58:35,238 - mmaction - INFO - Epoch [7][320/396] lr: 1.500e-02, eta: 8:57:28, time: 0.855, data_time: 0.000, memory: 8337, top1_acc: 0.6062, top5_acc: 0.8315, loss_cls: 1.5792, loss: 1.5792, grad_norm: 3.3244, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8897, loss_cls/aux0: 1.1900, loss/aux0: 1.1900, top1_acc/aux1: 0.6609, top5_acc/aux1: 0.8794, loss_cls/aux1: 1.2988, loss/aux1: 1.2988, top1_acc/aux2: 0.5495, top5_acc/aux2: 0.8112, loss_cls/aux2: 1.7760, loss/aux2: 1.7760 2020-10-23 01:59:21,122 - mmaction - INFO - Epoch [7][340/396] lr: 1.500e-02, eta: 8:57:45, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.6109, top5_acc: 0.8315, loss_cls: 1.5511, loss: 1.5511, grad_norm: 3.3032, top1_acc/aux0: 0.6929, top5_acc/aux0: 0.8870, loss_cls/aux0: 1.2134, loss/aux0: 1.2134, top1_acc/aux1: 0.6617, top5_acc/aux1: 0.8773, loss_cls/aux1: 1.3163, loss/aux1: 1.3163, top1_acc/aux2: 0.5625, top5_acc/aux2: 0.8138, loss_cls/aux2: 1.7381, loss/aux2: 1.7381 2020-10-23 02:00:03,551 - mmaction - INFO - Epoch [7][360/396] lr: 1.500e-02, eta: 8:57:30, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.5943, top5_acc: 0.8245, loss_cls: 1.6056, loss: 1.6056, grad_norm: 3.2517, top1_acc/aux0: 0.6909, top5_acc/aux0: 0.8887, loss_cls/aux0: 1.2003, loss/aux0: 1.2003, top1_acc/aux1: 0.6622, top5_acc/aux1: 0.8742, loss_cls/aux1: 1.3333, loss/aux1: 1.3333, top1_acc/aux2: 0.5643, top5_acc/aux2: 0.8065, loss_cls/aux2: 1.7290, loss/aux2: 1.7290 2020-10-23 02:00:47,221 - mmaction - INFO - Epoch [7][380/396] lr: 1.500e-02, eta: 8:57:10, time: 0.864, data_time: 0.000, memory: 8337, top1_acc: 0.6023, top5_acc: 0.8227, loss_cls: 1.5804, loss: 1.5804, grad_norm: 3.2315, top1_acc/aux0: 0.6932, top5_acc/aux0: 0.8881, loss_cls/aux0: 1.1947, loss/aux0: 1.1947, top1_acc/aux1: 0.6688, top5_acc/aux1: 0.8753, loss_cls/aux1: 1.3048, loss/aux1: 1.3048, top1_acc/aux2: 0.5635, top5_acc/aux2: 0.8044, loss_cls/aux2: 1.7305, loss/aux2: 1.7305 2020-10-23 02:01:23,886 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-10-23 02:04:37,030 - mmaction - INFO - Epoch [8][20/396] lr: 1.500e-02, eta: 8:53:23, time: 0.833, data_time: 0.000, memory: 8337, top1_acc: 0.6122, top5_acc: 0.8299, loss_cls: 1.5421, loss: 1.5421, grad_norm: 3.2947, top1_acc/aux0: 0.6937, top5_acc/aux0: 0.8890, loss_cls/aux0: 1.2034, loss/aux0: 1.2034, top1_acc/aux1: 0.6750, top5_acc/aux1: 0.8708, loss_cls/aux1: 1.3199, loss/aux1: 1.3199, top1_acc/aux2: 0.5625, top5_acc/aux2: 0.7979, loss_cls/aux2: 1.7902, loss/aux2: 1.7902 2020-10-23 02:05:20,126 - mmaction - INFO - Epoch [8][40/396] lr: 1.500e-02, eta: 8:53:07, time: 0.876, data_time: 0.028, memory: 8337, top1_acc: 0.6211, top5_acc: 0.8385, loss_cls: 1.5216, loss: 1.5216, grad_norm: 3.5701, top1_acc/aux0: 0.6942, top5_acc/aux0: 0.8885, loss_cls/aux0: 1.2009, loss/aux0: 1.2009, top1_acc/aux1: 0.6719, top5_acc/aux1: 0.8729, loss_cls/aux1: 1.3026, loss/aux1: 1.3026, top1_acc/aux2: 0.5747, top5_acc/aux2: 0.7995, loss_cls/aux2: 1.7557, loss/aux2: 1.7557 2020-10-23 02:06:03,493 - mmaction - INFO - Epoch [8][60/396] lr: 1.500e-02, eta: 8:52:50, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.6117, top5_acc: 0.8409, loss_cls: 1.5279, loss: 1.5279, grad_norm: 3.2450, top1_acc/aux0: 0.7001, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1710, loss/aux0: 1.1710, top1_acc/aux1: 0.6659, top5_acc/aux1: 0.8802, loss_cls/aux1: 1.2798, loss/aux1: 1.2798, top1_acc/aux2: 0.5773, top5_acc/aux2: 0.8063, loss_cls/aux2: 1.7116, loss/aux2: 1.7116 2020-10-23 02:06:48,451 - mmaction - INFO - Epoch [8][80/396] lr: 1.500e-02, eta: 8:52:44, time: 0.915, data_time: 0.132, memory: 8337, top1_acc: 0.6055, top5_acc: 0.8336, loss_cls: 1.5671, loss: 1.5671, grad_norm: 3.2174, top1_acc/aux0: 0.7037, top5_acc/aux0: 0.8908, loss_cls/aux0: 1.1573, loss/aux0: 1.1573, top1_acc/aux1: 0.6596, top5_acc/aux1: 0.8776, loss_cls/aux1: 1.3222, loss/aux1: 1.3222, top1_acc/aux2: 0.5826, top5_acc/aux2: 0.8151, loss_cls/aux2: 1.6692, loss/aux2: 1.6692 2020-10-23 02:07:33,467 - mmaction - INFO - Epoch [8][100/396] lr: 1.500e-02, eta: 8:52:35, time: 0.901, data_time: 0.173, memory: 8337, top1_acc: 0.6271, top5_acc: 0.8490, loss_cls: 1.4923, loss: 1.4923, grad_norm: 3.2770, top1_acc/aux0: 0.7019, top5_acc/aux0: 0.8919, loss_cls/aux0: 1.1643, loss/aux0: 1.1643, top1_acc/aux1: 0.6615, top5_acc/aux1: 0.8711, loss_cls/aux1: 1.3503, loss/aux1: 1.3503, top1_acc/aux2: 0.5906, top5_acc/aux2: 0.8190, loss_cls/aux2: 1.6478, loss/aux2: 1.6478 2020-10-23 02:08:16,963 - mmaction - INFO - Epoch [8][120/396] lr: 1.500e-02, eta: 8:52:09, time: 0.838, data_time: 0.000, memory: 8337, top1_acc: 0.6112, top5_acc: 0.8406, loss_cls: 1.5388, loss: 1.5388, grad_norm: 3.4467, top1_acc/aux0: 0.6995, top5_acc/aux0: 0.8934, loss_cls/aux0: 1.1687, loss/aux0: 1.1687, top1_acc/aux1: 0.6672, top5_acc/aux1: 0.8768, loss_cls/aux1: 1.3156, loss/aux1: 1.3156, top1_acc/aux2: 0.5760, top5_acc/aux2: 0.8169, loss_cls/aux2: 1.6856, loss/aux2: 1.6856 2020-10-23 02:09:04,215 - mmaction - INFO - Epoch [8][140/396] lr: 1.500e-02, eta: 8:52:08, time: 0.934, data_time: 0.000, memory: 8337, top1_acc: 0.6052, top5_acc: 0.8378, loss_cls: 1.5465, loss: 1.5465, grad_norm: 3.2217, top1_acc/aux0: 0.7010, top5_acc/aux0: 0.8910, loss_cls/aux0: 1.1658, loss/aux0: 1.1658, top1_acc/aux1: 0.6701, top5_acc/aux1: 0.8815, loss_cls/aux1: 1.2889, loss/aux1: 1.2889, top1_acc/aux2: 0.5690, top5_acc/aux2: 0.8125, loss_cls/aux2: 1.7073, loss/aux2: 1.7073 2020-10-23 02:09:49,539 - mmaction - INFO - Epoch [8][160/396] lr: 1.500e-02, eta: 8:52:28, time: 1.021, data_time: 0.000, memory: 8337, top1_acc: 0.6214, top5_acc: 0.8352, loss_cls: 1.5218, loss: 1.5218, grad_norm: 3.1988, top1_acc/aux0: 0.7031, top5_acc/aux0: 0.8887, loss_cls/aux0: 1.1585, loss/aux0: 1.1585, top1_acc/aux1: 0.6714, top5_acc/aux1: 0.8872, loss_cls/aux1: 1.2633, loss/aux1: 1.2633, top1_acc/aux2: 0.5776, top5_acc/aux2: 0.8130, loss_cls/aux2: 1.6946, loss/aux2: 1.6946 2020-10-23 02:10:32,191 - mmaction - INFO - Epoch [8][180/396] lr: 1.500e-02, eta: 8:52:25, time: 0.927, data_time: 0.000, memory: 8337, top1_acc: 0.6164, top5_acc: 0.8398, loss_cls: 1.5246, loss: 1.5246, grad_norm: 3.6165, top1_acc/aux0: 0.7014, top5_acc/aux0: 0.8895, loss_cls/aux0: 1.1602, loss/aux0: 1.1602, top1_acc/aux1: 0.6711, top5_acc/aux1: 0.8818, loss_cls/aux1: 1.2668, loss/aux1: 1.2668, top1_acc/aux2: 0.5888, top5_acc/aux2: 0.8185, loss_cls/aux2: 1.6418, loss/aux2: 1.6418 2020-10-23 02:11:16,242 - mmaction - INFO - Epoch [8][200/396] lr: 1.500e-02, eta: 8:52:15, time: 0.905, data_time: 0.000, memory: 8337, top1_acc: 0.6185, top5_acc: 0.8414, loss_cls: 1.5176, loss: 1.5176, grad_norm: 3.2656, top1_acc/aux0: 0.7000, top5_acc/aux0: 0.8899, loss_cls/aux0: 1.1627, loss/aux0: 1.1627, top1_acc/aux1: 0.6625, top5_acc/aux1: 0.8745, loss_cls/aux1: 1.3026, loss/aux1: 1.3026, top1_acc/aux2: 0.5922, top5_acc/aux2: 0.8240, loss_cls/aux2: 1.6052, loss/aux2: 1.6052 2020-10-23 02:12:02,052 - mmaction - INFO - Epoch [8][220/396] lr: 1.500e-02, eta: 8:52:14, time: 0.939, data_time: 0.000, memory: 8337, top1_acc: 0.6112, top5_acc: 0.8294, loss_cls: 1.5562, loss: 1.5562, grad_norm: 3.2703, top1_acc/aux0: 0.6991, top5_acc/aux0: 0.8882, loss_cls/aux0: 1.1693, loss/aux0: 1.1693, top1_acc/aux1: 0.6651, top5_acc/aux1: 0.8750, loss_cls/aux1: 1.3018, loss/aux1: 1.3018, top1_acc/aux2: 0.5841, top5_acc/aux2: 0.8182, loss_cls/aux2: 1.6437, loss/aux2: 1.6437 2020-10-23 02:12:45,073 - mmaction - INFO - Epoch [8][240/396] lr: 1.500e-02, eta: 8:51:54, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.6198, top5_acc: 0.8396, loss_cls: 1.5379, loss: 1.5379, grad_norm: 3.4520, top1_acc/aux0: 0.7014, top5_acc/aux0: 0.8921, loss_cls/aux0: 1.1591, loss/aux0: 1.1591, top1_acc/aux1: 0.6721, top5_acc/aux1: 0.8747, loss_cls/aux1: 1.2959, loss/aux1: 1.2959, top1_acc/aux2: 0.5740, top5_acc/aux2: 0.8112, loss_cls/aux2: 1.6772, loss/aux2: 1.6772 2020-10-23 02:13:27,477 - mmaction - INFO - Epoch [8][260/396] lr: 1.500e-02, eta: 8:51:13, time: 0.773, data_time: 0.000, memory: 8337, top1_acc: 0.6141, top5_acc: 0.8354, loss_cls: 1.5323, loss: 1.5323, grad_norm: 3.2081, top1_acc/aux0: 0.7009, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1557, loss/aux0: 1.1557, top1_acc/aux1: 0.6641, top5_acc/aux1: 0.8771, loss_cls/aux1: 1.3123, loss/aux1: 1.3123, top1_acc/aux2: 0.5820, top5_acc/aux2: 0.8174, loss_cls/aux2: 1.6611, loss/aux2: 1.6611 2020-10-23 02:14:11,916 - mmaction - INFO - Epoch [8][280/396] lr: 1.500e-02, eta: 8:51:08, time: 0.923, data_time: 0.030, memory: 8337, top1_acc: 0.6221, top5_acc: 0.8378, loss_cls: 1.5130, loss: 1.5130, grad_norm: 3.2435, top1_acc/aux0: 0.7035, top5_acc/aux0: 0.8928, loss_cls/aux0: 1.1534, loss/aux0: 1.1534, top1_acc/aux1: 0.6617, top5_acc/aux1: 0.8771, loss_cls/aux1: 1.3044, loss/aux1: 1.3044, top1_acc/aux2: 0.5714, top5_acc/aux2: 0.8078, loss_cls/aux2: 1.7290, loss/aux2: 1.7290 2020-10-23 02:14:55,742 - mmaction - INFO - Epoch [8][300/396] lr: 1.500e-02, eta: 8:50:59, time: 0.909, data_time: 0.000, memory: 8337, top1_acc: 0.6117, top5_acc: 0.8401, loss_cls: 1.5291, loss: 1.5291, grad_norm: 3.2437, top1_acc/aux0: 0.7025, top5_acc/aux0: 0.8909, loss_cls/aux0: 1.1598, loss/aux0: 1.1598, top1_acc/aux1: 0.6669, top5_acc/aux1: 0.8820, loss_cls/aux1: 1.2893, loss/aux1: 1.2893, top1_acc/aux2: 0.5646, top5_acc/aux2: 0.8044, loss_cls/aux2: 1.7437, loss/aux2: 1.7437 2020-10-23 02:15:37,271 - mmaction - INFO - Epoch [8][320/396] lr: 1.500e-02, eta: 8:50:27, time: 0.810, data_time: 0.036, memory: 8337, top1_acc: 0.6151, top5_acc: 0.8313, loss_cls: 1.5452, loss: 1.5452, grad_norm: 3.2417, top1_acc/aux0: 0.7036, top5_acc/aux0: 0.8913, loss_cls/aux0: 1.1538, loss/aux0: 1.1538, top1_acc/aux1: 0.6812, top5_acc/aux1: 0.8896, loss_cls/aux1: 1.2521, loss/aux1: 1.2521, top1_acc/aux2: 0.5753, top5_acc/aux2: 0.8216, loss_cls/aux2: 1.6582, loss/aux2: 1.6582 2020-10-23 02:16:22,861 - mmaction - INFO - Epoch [8][340/396] lr: 1.500e-02, eta: 8:50:06, time: 0.856, data_time: 0.083, memory: 8337, top1_acc: 0.6190, top5_acc: 0.8349, loss_cls: 1.5223, loss: 1.5223, grad_norm: 3.2515, top1_acc/aux0: 0.7097, top5_acc/aux0: 0.8950, loss_cls/aux0: 1.1312, loss/aux0: 1.1312, top1_acc/aux1: 0.6813, top5_acc/aux1: 0.8857, loss_cls/aux1: 1.2498, loss/aux1: 1.2498, top1_acc/aux2: 0.5813, top5_acc/aux2: 0.8240, loss_cls/aux2: 1.6618, loss/aux2: 1.6618 2020-10-23 02:17:08,792 - mmaction - INFO - Epoch [8][360/396] lr: 1.500e-02, eta: 8:50:03, time: 0.932, data_time: 0.000, memory: 8337, top1_acc: 0.6174, top5_acc: 0.8404, loss_cls: 1.5189, loss: 1.5189, grad_norm: 3.2746, top1_acc/aux0: 0.7015, top5_acc/aux0: 0.8911, loss_cls/aux0: 1.1633, loss/aux0: 1.1633, top1_acc/aux1: 0.6711, top5_acc/aux1: 0.8789, loss_cls/aux1: 1.2921, loss/aux1: 1.2921, top1_acc/aux2: 0.5859, top5_acc/aux2: 0.8198, loss_cls/aux2: 1.6714, loss/aux2: 1.6714 2020-10-23 02:17:52,462 - mmaction - INFO - Epoch [8][380/396] lr: 1.500e-02, eta: 8:50:02, time: 0.942, data_time: 0.340, memory: 8337, top1_acc: 0.6070, top5_acc: 0.8328, loss_cls: 1.5641, loss: 1.5641, grad_norm: 3.2040, top1_acc/aux0: 0.6958, top5_acc/aux0: 0.8893, loss_cls/aux0: 1.1782, loss/aux0: 1.1782, top1_acc/aux1: 0.6760, top5_acc/aux1: 0.8779, loss_cls/aux1: 1.2997, loss/aux1: 1.2997, top1_acc/aux2: 0.5836, top5_acc/aux2: 0.8208, loss_cls/aux2: 1.6732, loss/aux2: 1.6732 2020-10-23 02:18:30,877 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-10-23 02:21:47,558 - mmaction - INFO - Epoch [9][20/396] lr: 1.500e-02, eta: 8:46:54, time: 0.887, data_time: 0.000, memory: 8337, top1_acc: 0.6273, top5_acc: 0.8443, loss_cls: 1.4758, loss: 1.4758, grad_norm: 3.1589, top1_acc/aux0: 0.7022, top5_acc/aux0: 0.8888, loss_cls/aux0: 1.1642, loss/aux0: 1.1642, top1_acc/aux1: 0.6693, top5_acc/aux1: 0.8870, loss_cls/aux1: 1.2723, loss/aux1: 1.2723, top1_acc/aux2: 0.6031, top5_acc/aux2: 0.8240, loss_cls/aux2: 1.5975, loss/aux2: 1.5975 2020-10-23 02:22:31,269 - mmaction - INFO - Epoch [9][40/396] lr: 1.500e-02, eta: 8:46:40, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.6206, top5_acc: 0.8490, loss_cls: 1.4936, loss: 1.4936, grad_norm: 3.1442, top1_acc/aux0: 0.7048, top5_acc/aux0: 0.8926, loss_cls/aux0: 1.1445, loss/aux0: 1.1445, top1_acc/aux1: 0.6703, top5_acc/aux1: 0.8846, loss_cls/aux1: 1.2762, loss/aux1: 1.2762, top1_acc/aux2: 0.5940, top5_acc/aux2: 0.8190, loss_cls/aux2: 1.6271, loss/aux2: 1.6271 2020-10-23 02:23:17,106 - mmaction - INFO - Epoch [9][60/396] lr: 1.500e-02, eta: 8:46:25, time: 0.877, data_time: 0.000, memory: 8337, top1_acc: 0.6271, top5_acc: 0.8451, loss_cls: 1.4790, loss: 1.4790, grad_norm: 3.1576, top1_acc/aux0: 0.7061, top5_acc/aux0: 0.8952, loss_cls/aux0: 1.1379, loss/aux0: 1.1379, top1_acc/aux1: 0.6695, top5_acc/aux1: 0.8815, loss_cls/aux1: 1.2880, loss/aux1: 1.2880, top1_acc/aux2: 0.5776, top5_acc/aux2: 0.8083, loss_cls/aux2: 1.6967, loss/aux2: 1.6967 2020-10-23 02:24:00,348 - mmaction - INFO - Epoch [9][80/396] lr: 1.500e-02, eta: 8:46:17, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.6214, top5_acc: 0.8320, loss_cls: 1.5317, loss: 1.5317, grad_norm: 3.2522, top1_acc/aux0: 0.7059, top5_acc/aux0: 0.8947, loss_cls/aux0: 1.1428, loss/aux0: 1.1428, top1_acc/aux1: 0.6729, top5_acc/aux1: 0.8867, loss_cls/aux1: 1.2732, loss/aux1: 1.2732, top1_acc/aux2: 0.5745, top5_acc/aux2: 0.8089, loss_cls/aux2: 1.7095, loss/aux2: 1.7095 2020-10-23 02:24:45,685 - mmaction - INFO - Epoch [9][100/396] lr: 1.500e-02, eta: 8:46:15, time: 0.940, data_time: 0.000, memory: 8337, top1_acc: 0.6378, top5_acc: 0.8542, loss_cls: 1.4333, loss: 1.4333, grad_norm: 3.4320, top1_acc/aux0: 0.7072, top5_acc/aux0: 0.8947, loss_cls/aux0: 1.1398, loss/aux0: 1.1398, top1_acc/aux1: 0.6820, top5_acc/aux1: 0.8966, loss_cls/aux1: 1.2109, loss/aux1: 1.2109, top1_acc/aux2: 0.5885, top5_acc/aux2: 0.8211, loss_cls/aux2: 1.6518, loss/aux2: 1.6518 2020-10-23 02:25:28,488 - mmaction - INFO - Epoch [9][120/396] lr: 1.500e-02, eta: 8:45:44, time: 0.809, data_time: 0.000, memory: 8337, top1_acc: 0.6279, top5_acc: 0.8427, loss_cls: 1.4832, loss: 1.4832, grad_norm: 3.2118, top1_acc/aux0: 0.7088, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1497, loss/aux0: 1.1497, top1_acc/aux1: 0.6690, top5_acc/aux1: 0.8883, loss_cls/aux1: 1.2416, loss/aux1: 1.2416, top1_acc/aux2: 0.5846, top5_acc/aux2: 0.8174, loss_cls/aux2: 1.6629, loss/aux2: 1.6629 2020-10-23 02:26:13,208 - mmaction - INFO - Epoch [9][140/396] lr: 1.500e-02, eta: 8:45:21, time: 0.841, data_time: 0.000, memory: 8337, top1_acc: 0.6130, top5_acc: 0.8404, loss_cls: 1.5063, loss: 1.5063, grad_norm: 3.2481, top1_acc/aux0: 0.7106, top5_acc/aux0: 0.8934, loss_cls/aux0: 1.1416, loss/aux0: 1.1416, top1_acc/aux1: 0.6565, top5_acc/aux1: 0.8779, loss_cls/aux1: 1.3027, loss/aux1: 1.3027, top1_acc/aux2: 0.5810, top5_acc/aux2: 0.8146, loss_cls/aux2: 1.6881, loss/aux2: 1.6881 2020-10-23 02:26:58,707 - mmaction - INFO - Epoch [9][160/396] lr: 1.500e-02, eta: 8:45:07, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.6091, top5_acc: 0.8315, loss_cls: 1.5647, loss: 1.5647, grad_norm: 3.3308, top1_acc/aux0: 0.7067, top5_acc/aux0: 0.8926, loss_cls/aux0: 1.1387, loss/aux0: 1.1387, top1_acc/aux1: 0.6674, top5_acc/aux1: 0.8854, loss_cls/aux1: 1.2655, loss/aux1: 1.2655, top1_acc/aux2: 0.5919, top5_acc/aux2: 0.8312, loss_cls/aux2: 1.6361, loss/aux2: 1.6361 2020-10-23 02:27:42,951 - mmaction - INFO - Epoch [9][180/396] lr: 1.500e-02, eta: 8:45:02, time: 0.923, data_time: 0.000, memory: 8337, top1_acc: 0.6018, top5_acc: 0.8318, loss_cls: 1.5550, loss: 1.5550, grad_norm: 3.2192, top1_acc/aux0: 0.7023, top5_acc/aux0: 0.8913, loss_cls/aux0: 1.1524, loss/aux0: 1.1524, top1_acc/aux1: 0.6776, top5_acc/aux1: 0.8880, loss_cls/aux1: 1.2323, loss/aux1: 1.2323, top1_acc/aux2: 0.5997, top5_acc/aux2: 0.8391, loss_cls/aux2: 1.5853, loss/aux2: 1.5853 2020-10-23 02:28:28,216 - mmaction - INFO - Epoch [9][200/396] lr: 1.500e-02, eta: 8:44:59, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.6318, top5_acc: 0.8419, loss_cls: 1.4712, loss: 1.4712, grad_norm: 3.1859, top1_acc/aux0: 0.7047, top5_acc/aux0: 0.8931, loss_cls/aux0: 1.1400, loss/aux0: 1.1400, top1_acc/aux1: 0.6820, top5_acc/aux1: 0.8799, loss_cls/aux1: 1.2480, loss/aux1: 1.2480, top1_acc/aux2: 0.5945, top5_acc/aux2: 0.8234, loss_cls/aux2: 1.6150, loss/aux2: 1.6150 2020-10-23 02:29:12,895 - mmaction - INFO - Epoch [9][220/396] lr: 1.500e-02, eta: 8:44:44, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.6214, top5_acc: 0.8404, loss_cls: 1.5238, loss: 1.5238, grad_norm: 3.2144, top1_acc/aux0: 0.7086, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1228, loss/aux0: 1.1228, top1_acc/aux1: 0.6776, top5_acc/aux1: 0.8758, loss_cls/aux1: 1.2717, loss/aux1: 1.2717, top1_acc/aux2: 0.5781, top5_acc/aux2: 0.8073, loss_cls/aux2: 1.6852, loss/aux2: 1.6852 2020-10-23 02:29:56,763 - mmaction - INFO - Epoch [9][240/396] lr: 1.500e-02, eta: 8:44:29, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.6305, top5_acc: 0.8388, loss_cls: 1.4737, loss: 1.4737, grad_norm: 3.2724, top1_acc/aux0: 0.7076, top5_acc/aux0: 0.8937, loss_cls/aux0: 1.1360, loss/aux0: 1.1360, top1_acc/aux1: 0.6745, top5_acc/aux1: 0.8823, loss_cls/aux1: 1.2631, loss/aux1: 1.2631, top1_acc/aux2: 0.5823, top5_acc/aux2: 0.8112, loss_cls/aux2: 1.6626, loss/aux2: 1.6626 2020-10-23 02:30:40,926 - mmaction - INFO - Epoch [9][260/396] lr: 1.500e-02, eta: 8:44:14, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.6216, top5_acc: 0.8445, loss_cls: 1.5168, loss: 1.5168, grad_norm: 3.5859, top1_acc/aux0: 0.7062, top5_acc/aux0: 0.8950, loss_cls/aux0: 1.1387, loss/aux0: 1.1387, top1_acc/aux1: 0.6875, top5_acc/aux1: 0.8911, loss_cls/aux1: 1.2201, loss/aux1: 1.2201, top1_acc/aux2: 0.5943, top5_acc/aux2: 0.8281, loss_cls/aux2: 1.5889, loss/aux2: 1.5889 2020-10-23 02:31:28,647 - mmaction - INFO - Epoch [9][280/396] lr: 1.500e-02, eta: 8:44:05, time: 0.910, data_time: 0.000, memory: 8337, top1_acc: 0.6336, top5_acc: 0.8419, loss_cls: 1.4771, loss: 1.4771, grad_norm: 3.5179, top1_acc/aux0: 0.7073, top5_acc/aux0: 0.8923, loss_cls/aux0: 1.1470, loss/aux0: 1.1470, top1_acc/aux1: 0.6831, top5_acc/aux1: 0.8909, loss_cls/aux1: 1.2375, loss/aux1: 1.2375, top1_acc/aux2: 0.5909, top5_acc/aux2: 0.8339, loss_cls/aux2: 1.5845, loss/aux2: 1.5845 2020-10-23 02:32:13,658 - mmaction - INFO - Epoch [9][300/396] lr: 1.500e-02, eta: 8:43:50, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.6195, top5_acc: 0.8357, loss_cls: 1.5177, loss: 1.5177, grad_norm: 3.5456, top1_acc/aux0: 0.7037, top5_acc/aux0: 0.8931, loss_cls/aux0: 1.1639, loss/aux0: 1.1639, top1_acc/aux1: 0.6672, top5_acc/aux1: 0.8833, loss_cls/aux1: 1.2837, loss/aux1: 1.2837, top1_acc/aux2: 0.5961, top5_acc/aux2: 0.8323, loss_cls/aux2: 1.5799, loss/aux2: 1.5799 2020-10-23 02:32:59,974 - mmaction - INFO - Epoch [9][320/396] lr: 1.500e-02, eta: 8:43:12, time: 0.770, data_time: 0.000, memory: 8337, top1_acc: 0.6182, top5_acc: 0.8320, loss_cls: 1.5429, loss: 1.5429, grad_norm: 3.6459, top1_acc/aux0: 0.7025, top5_acc/aux0: 0.8927, loss_cls/aux0: 1.1837, loss/aux0: 1.1837, top1_acc/aux1: 0.6721, top5_acc/aux1: 0.8826, loss_cls/aux1: 1.2660, loss/aux1: 1.2660, top1_acc/aux2: 0.5953, top5_acc/aux2: 0.8255, loss_cls/aux2: 1.6156, loss/aux2: 1.6156 2020-10-23 02:33:44,084 - mmaction - INFO - Epoch [9][340/396] lr: 1.500e-02, eta: 8:42:46, time: 0.829, data_time: 0.000, memory: 8337, top1_acc: 0.6112, top5_acc: 0.8357, loss_cls: 1.5565, loss: 1.5565, grad_norm: 3.2285, top1_acc/aux0: 0.7041, top5_acc/aux0: 0.8904, loss_cls/aux0: 1.1790, loss/aux0: 1.1790, top1_acc/aux1: 0.6828, top5_acc/aux1: 0.8909, loss_cls/aux1: 1.2390, loss/aux1: 1.2390, top1_acc/aux2: 0.5781, top5_acc/aux2: 0.8146, loss_cls/aux2: 1.6976, loss/aux2: 1.6976 2020-10-23 02:34:28,059 - mmaction - INFO - Epoch [9][360/396] lr: 1.500e-02, eta: 8:42:34, time: 0.892, data_time: 0.027, memory: 8337, top1_acc: 0.6172, top5_acc: 0.8370, loss_cls: 1.5122, loss: 1.5122, grad_norm: 3.7672, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8922, loss_cls/aux0: 1.1519, loss/aux0: 1.1519, top1_acc/aux1: 0.6865, top5_acc/aux1: 0.8956, loss_cls/aux1: 1.2087, loss/aux1: 1.2087, top1_acc/aux2: 0.5818, top5_acc/aux2: 0.8125, loss_cls/aux2: 1.7030, loss/aux2: 1.7030 2020-10-23 02:35:11,663 - mmaction - INFO - Epoch [9][380/396] lr: 1.500e-02, eta: 8:41:54, time: 0.759, data_time: 0.163, memory: 8337, top1_acc: 0.6201, top5_acc: 0.8422, loss_cls: 1.4910, loss: 1.4910, grad_norm: 3.1683, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8947, loss_cls/aux0: 1.1446, loss/aux0: 1.1446, top1_acc/aux1: 0.6823, top5_acc/aux1: 0.8901, loss_cls/aux1: 1.2107, loss/aux1: 1.2107, top1_acc/aux2: 0.5932, top5_acc/aux2: 0.8229, loss_cls/aux2: 1.6346, loss/aux2: 1.6346 2020-10-23 02:35:47,362 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-10-23 02:38:58,107 - mmaction - INFO - Epoch [10][20/396] lr: 1.500e-02, eta: 8:39:05, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.6414, top5_acc: 0.8500, loss_cls: 1.4376, loss: 1.4376, grad_norm: 3.3948, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8923, loss_cls/aux0: 1.1522, loss/aux0: 1.1522, top1_acc/aux1: 0.6917, top5_acc/aux1: 0.8995, loss_cls/aux1: 1.1913, loss/aux1: 1.1913, top1_acc/aux2: 0.5932, top5_acc/aux2: 0.8255, loss_cls/aux2: 1.6292, loss/aux2: 1.6292 2020-10-23 02:39:41,764 - mmaction - INFO - Epoch [10][40/396] lr: 1.500e-02, eta: 8:38:44, time: 0.849, data_time: 0.000, memory: 8337, top1_acc: 0.6266, top5_acc: 0.8435, loss_cls: 1.4749, loss: 1.4749, grad_norm: 3.2243, top1_acc/aux0: 0.7050, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1498, loss/aux0: 1.1498, top1_acc/aux1: 0.6854, top5_acc/aux1: 0.8919, loss_cls/aux1: 1.2243, loss/aux1: 1.2243, top1_acc/aux2: 0.5911, top5_acc/aux2: 0.8216, loss_cls/aux2: 1.6392, loss/aux2: 1.6392 2020-10-23 02:40:27,425 - mmaction - INFO - Epoch [10][60/396] lr: 1.500e-02, eta: 8:38:20, time: 0.828, data_time: 0.000, memory: 8337, top1_acc: 0.6169, top5_acc: 0.8461, loss_cls: 1.4982, loss: 1.4982, grad_norm: 3.2788, top1_acc/aux0: 0.7063, top5_acc/aux0: 0.8980, loss_cls/aux0: 1.1325, loss/aux0: 1.1325, top1_acc/aux1: 0.6758, top5_acc/aux1: 0.8805, loss_cls/aux1: 1.2751, loss/aux1: 1.2751, top1_acc/aux2: 0.5914, top5_acc/aux2: 0.8224, loss_cls/aux2: 1.6293, loss/aux2: 1.6293 2020-10-23 02:41:12,903 - mmaction - INFO - Epoch [10][80/396] lr: 1.500e-02, eta: 8:38:22, time: 0.962, data_time: 0.000, memory: 8337, top1_acc: 0.6242, top5_acc: 0.8354, loss_cls: 1.5120, loss: 1.5120, grad_norm: 3.3334, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8952, loss_cls/aux0: 1.1701, loss/aux0: 1.1701, top1_acc/aux1: 0.6768, top5_acc/aux1: 0.8766, loss_cls/aux1: 1.2804, loss/aux1: 1.2804, top1_acc/aux2: 0.5859, top5_acc/aux2: 0.8247, loss_cls/aux2: 1.6351, loss/aux2: 1.6351 2020-10-23 02:41:59,024 - mmaction - INFO - Epoch [10][100/396] lr: 1.500e-02, eta: 8:38:20, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.6299, top5_acc: 0.8404, loss_cls: 1.4784, loss: 1.4784, grad_norm: 3.2460, top1_acc/aux0: 0.7016, top5_acc/aux0: 0.8926, loss_cls/aux0: 1.1796, loss/aux0: 1.1796, top1_acc/aux1: 0.6833, top5_acc/aux1: 0.8854, loss_cls/aux1: 1.2276, loss/aux1: 1.2276, top1_acc/aux2: 0.5859, top5_acc/aux2: 0.8198, loss_cls/aux2: 1.6444, loss/aux2: 1.6444 2020-10-23 02:42:42,127 - mmaction - INFO - Epoch [10][120/396] lr: 1.500e-02, eta: 8:37:47, time: 0.784, data_time: 0.103, memory: 8337, top1_acc: 0.6268, top5_acc: 0.8411, loss_cls: 1.4917, loss: 1.4917, grad_norm: 3.1455, top1_acc/aux0: 0.7119, top5_acc/aux0: 0.8965, loss_cls/aux0: 1.1243, loss/aux0: 1.1243, top1_acc/aux1: 0.6922, top5_acc/aux1: 0.8951, loss_cls/aux1: 1.1883, loss/aux1: 1.1883, top1_acc/aux2: 0.5919, top5_acc/aux2: 0.8245, loss_cls/aux2: 1.6206, loss/aux2: 1.6206 2020-10-23 02:43:26,605 - mmaction - INFO - Epoch [10][140/396] lr: 1.500e-02, eta: 8:37:31, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.6497, top5_acc: 0.8536, loss_cls: 1.3976, loss: 1.3976, grad_norm: 3.2159, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8985, loss_cls/aux0: 1.1098, loss/aux0: 1.1098, top1_acc/aux1: 0.6883, top5_acc/aux1: 0.8943, loss_cls/aux1: 1.2040, loss/aux1: 1.2040, top1_acc/aux2: 0.5935, top5_acc/aux2: 0.8336, loss_cls/aux2: 1.5931, loss/aux2: 1.5931 2020-10-23 02:44:12,410 - mmaction - INFO - Epoch [10][160/396] lr: 1.500e-02, eta: 8:37:04, time: 0.818, data_time: 0.000, memory: 8337, top1_acc: 0.6357, top5_acc: 0.8461, loss_cls: 1.4453, loss: 1.4453, grad_norm: 3.1109, top1_acc/aux0: 0.7108, top5_acc/aux0: 0.8938, loss_cls/aux0: 1.1298, loss/aux0: 1.1298, top1_acc/aux1: 0.6766, top5_acc/aux1: 0.8878, loss_cls/aux1: 1.2303, loss/aux1: 1.2303, top1_acc/aux2: 0.5997, top5_acc/aux2: 0.8328, loss_cls/aux2: 1.5791, loss/aux2: 1.5791 2020-10-23 02:44:56,424 - mmaction - INFO - Epoch [10][180/396] lr: 1.500e-02, eta: 8:36:50, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.6305, top5_acc: 0.8430, loss_cls: 1.4762, loss: 1.4762, grad_norm: 3.1774, top1_acc/aux0: 0.7091, top5_acc/aux0: 0.8932, loss_cls/aux0: 1.1431, loss/aux0: 1.1431, top1_acc/aux1: 0.6758, top5_acc/aux1: 0.8891, loss_cls/aux1: 1.2256, loss/aux1: 1.2256, top1_acc/aux2: 0.5969, top5_acc/aux2: 0.8247, loss_cls/aux2: 1.6084, loss/aux2: 1.6084 2020-10-23 02:45:41,442 - mmaction - INFO - Epoch [10][200/396] lr: 1.500e-02, eta: 8:36:44, time: 0.922, data_time: 0.000, memory: 8337, top1_acc: 0.6245, top5_acc: 0.8518, loss_cls: 1.4604, loss: 1.4604, grad_norm: 3.2317, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8987, loss_cls/aux0: 1.1311, loss/aux0: 1.1311, top1_acc/aux1: 0.6690, top5_acc/aux1: 0.8844, loss_cls/aux1: 1.2539, loss/aux1: 1.2539, top1_acc/aux2: 0.5927, top5_acc/aux2: 0.8190, loss_cls/aux2: 1.6330, loss/aux2: 1.6330 2020-10-23 02:46:24,868 - mmaction - INFO - Epoch [10][220/396] lr: 1.500e-02, eta: 8:36:30, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.6380, top5_acc: 0.8508, loss_cls: 1.4385, loss: 1.4385, grad_norm: 3.2227, top1_acc/aux0: 0.7098, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.1266, loss/aux0: 1.1266, top1_acc/aux1: 0.6682, top5_acc/aux1: 0.8810, loss_cls/aux1: 1.2759, loss/aux1: 1.2759, top1_acc/aux2: 0.5883, top5_acc/aux2: 0.8258, loss_cls/aux2: 1.6290, loss/aux2: 1.6290 2020-10-23 02:47:11,166 - mmaction - INFO - Epoch [10][240/396] lr: 1.500e-02, eta: 8:36:31, time: 0.962, data_time: 0.000, memory: 8337, top1_acc: 0.6365, top5_acc: 0.8440, loss_cls: 1.4605, loss: 1.4605, grad_norm: 3.1676, top1_acc/aux0: 0.7060, top5_acc/aux0: 0.8959, loss_cls/aux0: 1.1313, loss/aux0: 1.1313, top1_acc/aux1: 0.6755, top5_acc/aux1: 0.8896, loss_cls/aux1: 1.2439, loss/aux1: 1.2439, top1_acc/aux2: 0.5776, top5_acc/aux2: 0.8177, loss_cls/aux2: 1.6887, loss/aux2: 1.6887 2020-10-23 02:47:55,372 - mmaction - INFO - Epoch [10][260/396] lr: 1.500e-02, eta: 8:36:04, time: 0.815, data_time: 0.000, memory: 8337, top1_acc: 0.6221, top5_acc: 0.8432, loss_cls: 1.4748, loss: 1.4748, grad_norm: 3.3412, top1_acc/aux0: 0.7042, top5_acc/aux0: 0.8933, loss_cls/aux0: 1.1497, loss/aux0: 1.1497, top1_acc/aux1: 0.6813, top5_acc/aux1: 0.8935, loss_cls/aux1: 1.2103, loss/aux1: 1.2103, top1_acc/aux2: 0.5794, top5_acc/aux2: 0.8049, loss_cls/aux2: 1.6944, loss/aux2: 1.6944 2020-10-23 02:48:39,407 - mmaction - INFO - Epoch [10][280/396] lr: 1.500e-02, eta: 8:35:41, time: 0.836, data_time: 0.000, memory: 8337, top1_acc: 0.6393, top5_acc: 0.8505, loss_cls: 1.4443, loss: 1.4443, grad_norm: 3.1162, top1_acc/aux0: 0.7095, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1380, loss/aux0: 1.1380, top1_acc/aux1: 0.6836, top5_acc/aux1: 0.8867, loss_cls/aux1: 1.2140, loss/aux1: 1.2140, top1_acc/aux2: 0.5911, top5_acc/aux2: 0.8133, loss_cls/aux2: 1.6197, loss/aux2: 1.6197 2020-10-23 02:49:23,291 - mmaction - INFO - Epoch [10][300/396] lr: 1.500e-02, eta: 8:35:19, time: 0.837, data_time: 0.000, memory: 8337, top1_acc: 0.6409, top5_acc: 0.8438, loss_cls: 1.4683, loss: 1.4683, grad_norm: 3.1232, top1_acc/aux0: 0.7137, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.1203, loss/aux0: 1.1203, top1_acc/aux1: 0.6896, top5_acc/aux1: 0.8828, loss_cls/aux1: 1.2101, loss/aux1: 1.2101, top1_acc/aux2: 0.6013, top5_acc/aux2: 0.8281, loss_cls/aux2: 1.5813, loss/aux2: 1.5813 2020-10-23 02:50:08,406 - mmaction - INFO - Epoch [10][320/396] lr: 1.500e-02, eta: 8:34:55, time: 0.830, data_time: 0.000, memory: 8337, top1_acc: 0.6346, top5_acc: 0.8495, loss_cls: 1.4194, loss: 1.4194, grad_norm: 3.1793, top1_acc/aux0: 0.7152, top5_acc/aux0: 0.8972, loss_cls/aux0: 1.1127, loss/aux0: 1.1127, top1_acc/aux1: 0.6938, top5_acc/aux1: 0.8945, loss_cls/aux1: 1.2010, loss/aux1: 1.2010, top1_acc/aux2: 0.5919, top5_acc/aux2: 0.8258, loss_cls/aux2: 1.6108, loss/aux2: 1.6108 2020-10-23 02:50:50,711 - mmaction - INFO - Epoch [10][340/396] lr: 1.500e-02, eta: 8:34:40, time: 0.876, data_time: 0.041, memory: 8337, top1_acc: 0.6227, top5_acc: 0.8406, loss_cls: 1.4806, loss: 1.4806, grad_norm: 3.6186, top1_acc/aux0: 0.7131, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.1157, loss/aux0: 1.1157, top1_acc/aux1: 0.6914, top5_acc/aux1: 0.8969, loss_cls/aux1: 1.2075, loss/aux1: 1.2075, top1_acc/aux2: 0.5846, top5_acc/aux2: 0.8182, loss_cls/aux2: 1.6410, loss/aux2: 1.6410 2020-10-23 02:51:35,892 - mmaction - INFO - Epoch [10][360/396] lr: 1.500e-02, eta: 8:34:25, time: 0.878, data_time: 0.000, memory: 8337, top1_acc: 0.6315, top5_acc: 0.8458, loss_cls: 1.4514, loss: 1.4514, grad_norm: 3.2269, top1_acc/aux0: 0.7110, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.1166, loss/aux0: 1.1166, top1_acc/aux1: 0.6904, top5_acc/aux1: 0.8922, loss_cls/aux1: 1.2008, loss/aux1: 1.2008, top1_acc/aux2: 0.5906, top5_acc/aux2: 0.8190, loss_cls/aux2: 1.6239, loss/aux2: 1.6239 2020-10-23 02:52:21,047 - mmaction - INFO - Epoch [10][380/396] lr: 1.500e-02, eta: 8:34:06, time: 0.858, data_time: 0.000, memory: 8337, top1_acc: 0.6190, top5_acc: 0.8336, loss_cls: 1.5335, loss: 1.5335, grad_norm: 3.1996, top1_acc/aux0: 0.7147, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0982, loss/aux0: 1.0982, top1_acc/aux1: 0.6870, top5_acc/aux1: 0.8870, loss_cls/aux1: 1.2094, loss/aux1: 1.2094, top1_acc/aux2: 0.5966, top5_acc/aux2: 0.8227, loss_cls/aux2: 1.6054, loss/aux2: 1.6054 2020-10-23 02:53:01,326 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-10-23 02:53:48,329 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 02:53:48,504 - mmaction - INFO - top1_acc 0.7148 top5_acc 0.9066 2020-10-23 02:53:48,504 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 02:53:48,550 - mmaction - INFO - mean_acc 0.7149 2020-10-23 02:53:48,550 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-10-23 02:53:48,575 - mmaction - INFO - Epoch(val) [10][396] top1_acc: 0.7148, top5_acc: 0.9066, mean_class_accuracy: 0.7149 2020-10-23 02:57:00,370 - mmaction - INFO - Epoch [11][20/396] lr: 1.500e-02, eta: 8:31:19, time: 0.798, data_time: 0.000, memory: 8337, top1_acc: 0.6505, top5_acc: 0.8594, loss_cls: 1.3899, loss: 1.3899, grad_norm: 3.1066, top1_acc/aux0: 0.7172, top5_acc/aux0: 0.8985, loss_cls/aux0: 1.1065, loss/aux0: 1.1065, top1_acc/aux1: 0.7000, top5_acc/aux1: 0.8969, loss_cls/aux1: 1.1756, loss/aux1: 1.1756, top1_acc/aux2: 0.6214, top5_acc/aux2: 0.8495, loss_cls/aux2: 1.4655, loss/aux2: 1.4655 2020-10-23 02:57:44,727 - mmaction - INFO - Epoch [11][40/396] lr: 1.500e-02, eta: 8:31:02, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.6359, top5_acc: 0.8440, loss_cls: 1.4360, loss: 1.4360, grad_norm: 3.2142, top1_acc/aux0: 0.7204, top5_acc/aux0: 0.8992, loss_cls/aux0: 1.0934, loss/aux0: 1.0934, top1_acc/aux1: 0.7021, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.1582, loss/aux1: 1.1582, top1_acc/aux2: 0.6211, top5_acc/aux2: 0.8393, loss_cls/aux2: 1.4846, loss/aux2: 1.4846 2020-10-23 02:58:29,235 - mmaction - INFO - Epoch [11][60/396] lr: 1.500e-02, eta: 8:30:39, time: 0.826, data_time: 0.000, memory: 8337, top1_acc: 0.6409, top5_acc: 0.8536, loss_cls: 1.4026, loss: 1.4026, grad_norm: 3.2692, top1_acc/aux0: 0.7173, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0954, loss/aux0: 1.0954, top1_acc/aux1: 0.6982, top5_acc/aux1: 0.8979, loss_cls/aux1: 1.1760, loss/aux1: 1.1760, top1_acc/aux2: 0.6177, top5_acc/aux2: 0.8284, loss_cls/aux2: 1.5207, loss/aux2: 1.5207 2020-10-23 02:59:13,872 - mmaction - INFO - Epoch [11][80/396] lr: 1.500e-02, eta: 8:30:46, time: 1.001, data_time: 0.023, memory: 8337, top1_acc: 0.6536, top5_acc: 0.8586, loss_cls: 1.3742, loss: 1.3742, grad_norm: 3.1040, top1_acc/aux0: 0.7145, top5_acc/aux0: 0.8953, loss_cls/aux0: 1.1074, loss/aux0: 1.1074, top1_acc/aux1: 0.7005, top5_acc/aux1: 0.8953, loss_cls/aux1: 1.1804, loss/aux1: 1.1804, top1_acc/aux2: 0.6060, top5_acc/aux2: 0.8263, loss_cls/aux2: 1.5581, loss/aux2: 1.5581 2020-10-23 02:59:58,015 - mmaction - INFO - Epoch [11][100/396] lr: 1.500e-02, eta: 8:30:37, time: 0.905, data_time: 0.000, memory: 8337, top1_acc: 0.6370, top5_acc: 0.8469, loss_cls: 1.4512, loss: 1.4512, grad_norm: 3.1576, top1_acc/aux0: 0.7144, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1117, loss/aux0: 1.1117, top1_acc/aux1: 0.6992, top5_acc/aux1: 0.8940, loss_cls/aux1: 1.1779, loss/aux1: 1.1779, top1_acc/aux2: 0.5966, top5_acc/aux2: 0.8219, loss_cls/aux2: 1.6097, loss/aux2: 1.6097 2020-10-23 03:00:44,877 - mmaction - INFO - Epoch [11][120/396] lr: 1.500e-02, eta: 8:30:24, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.6380, top5_acc: 0.8406, loss_cls: 1.4557, loss: 1.4557, grad_norm: 3.1704, top1_acc/aux0: 0.7112, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1126, loss/aux0: 1.1126, top1_acc/aux1: 0.6971, top5_acc/aux1: 0.8922, loss_cls/aux1: 1.1786, loss/aux1: 1.1786, top1_acc/aux2: 0.5938, top5_acc/aux2: 0.8284, loss_cls/aux2: 1.6065, loss/aux2: 1.6065 2020-10-23 03:01:28,939 - mmaction - INFO - Epoch [11][140/396] lr: 1.500e-02, eta: 8:30:03, time: 0.835, data_time: 0.000, memory: 8337, top1_acc: 0.6326, top5_acc: 0.8391, loss_cls: 1.4685, loss: 1.4685, grad_norm: 3.1658, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8971, loss_cls/aux0: 1.1062, loss/aux0: 1.1062, top1_acc/aux1: 0.7016, top5_acc/aux1: 0.9005, loss_cls/aux1: 1.1593, loss/aux1: 1.1593, top1_acc/aux2: 0.5961, top5_acc/aux2: 0.8336, loss_cls/aux2: 1.5716, loss/aux2: 1.5716 2020-10-23 03:02:14,884 - mmaction - INFO - Epoch [11][160/396] lr: 1.500e-02, eta: 8:29:58, time: 0.937, data_time: 0.000, memory: 8337, top1_acc: 0.6292, top5_acc: 0.8401, loss_cls: 1.4923, loss: 1.4923, grad_norm: 3.0799, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8982, loss_cls/aux0: 1.0895, loss/aux0: 1.0895, top1_acc/aux1: 0.7026, top5_acc/aux1: 0.9042, loss_cls/aux1: 1.1478, loss/aux1: 1.1478, top1_acc/aux2: 0.5953, top5_acc/aux2: 0.8255, loss_cls/aux2: 1.5986, loss/aux2: 1.5986 2020-10-23 03:02:59,500 - mmaction - INFO - Epoch [11][180/396] lr: 1.500e-02, eta: 8:29:50, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.6542, top5_acc: 0.8565, loss_cls: 1.3968, loss: 1.3968, grad_norm: 3.1222, top1_acc/aux0: 0.7170, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0879, loss/aux0: 1.0879, top1_acc/aux1: 0.7036, top5_acc/aux1: 0.8977, loss_cls/aux1: 1.1523, loss/aux1: 1.1523, top1_acc/aux2: 0.5935, top5_acc/aux2: 0.8237, loss_cls/aux2: 1.6122, loss/aux2: 1.6122 2020-10-23 03:03:44,077 - mmaction - INFO - Epoch [11][200/396] lr: 1.500e-02, eta: 8:29:36, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.6203, top5_acc: 0.8362, loss_cls: 1.5098, loss: 1.5098, grad_norm: 3.2208, top1_acc/aux0: 0.7167, top5_acc/aux0: 0.8989, loss_cls/aux0: 1.0908, loss/aux0: 1.0908, top1_acc/aux1: 0.6938, top5_acc/aux1: 0.8935, loss_cls/aux1: 1.1963, loss/aux1: 1.1963, top1_acc/aux2: 0.5990, top5_acc/aux2: 0.8268, loss_cls/aux2: 1.5940, loss/aux2: 1.5940 2020-10-23 03:04:30,510 - mmaction - INFO - Epoch [11][220/396] lr: 1.500e-02, eta: 8:29:43, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.6359, top5_acc: 0.8609, loss_cls: 1.4169, loss: 1.4169, grad_norm: 3.0899, top1_acc/aux0: 0.7146, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.1014, loss/aux0: 1.1014, top1_acc/aux1: 0.6872, top5_acc/aux1: 0.8919, loss_cls/aux1: 1.2148, loss/aux1: 1.2148, top1_acc/aux2: 0.6102, top5_acc/aux2: 0.8299, loss_cls/aux2: 1.5680, loss/aux2: 1.5680 2020-10-23 03:05:15,035 - mmaction - INFO - Epoch [11][240/396] lr: 1.500e-02, eta: 8:29:43, time: 0.969, data_time: 0.000, memory: 8337, top1_acc: 0.6383, top5_acc: 0.8484, loss_cls: 1.4483, loss: 1.4483, grad_norm: 3.2369, top1_acc/aux0: 0.7138, top5_acc/aux0: 0.8945, loss_cls/aux0: 1.1237, loss/aux0: 1.1237, top1_acc/aux1: 0.6904, top5_acc/aux1: 0.8875, loss_cls/aux1: 1.2232, loss/aux1: 1.2232, top1_acc/aux2: 0.6159, top5_acc/aux2: 0.8375, loss_cls/aux2: 1.5298, loss/aux2: 1.5298 2020-10-23 03:05:57,515 - mmaction - INFO - Epoch [11][260/396] lr: 1.500e-02, eta: 8:29:21, time: 0.833, data_time: 0.000, memory: 8337, top1_acc: 0.6289, top5_acc: 0.8466, loss_cls: 1.4283, loss: 1.4283, grad_norm: 3.1378, top1_acc/aux0: 0.7161, top5_acc/aux0: 0.8947, loss_cls/aux0: 1.1163, loss/aux0: 1.1163, top1_acc/aux1: 0.6841, top5_acc/aux1: 0.8893, loss_cls/aux1: 1.2378, loss/aux1: 1.2378, top1_acc/aux2: 0.6070, top5_acc/aux2: 0.8406, loss_cls/aux2: 1.5369, loss/aux2: 1.5369 2020-10-23 03:06:43,152 - mmaction - INFO - Epoch [11][280/396] lr: 1.500e-02, eta: 8:29:15, time: 0.933, data_time: 0.000, memory: 8337, top1_acc: 0.6357, top5_acc: 0.8404, loss_cls: 1.4656, loss: 1.4656, grad_norm: 3.1408, top1_acc/aux0: 0.7147, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.1040, loss/aux0: 1.1040, top1_acc/aux1: 0.6883, top5_acc/aux1: 0.8943, loss_cls/aux1: 1.2041, loss/aux1: 1.2041, top1_acc/aux2: 0.5927, top5_acc/aux2: 0.8292, loss_cls/aux2: 1.6057, loss/aux2: 1.6057 2020-10-23 03:07:29,264 - mmaction - INFO - Epoch [11][300/396] lr: 1.500e-02, eta: 8:28:58, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.6315, top5_acc: 0.8523, loss_cls: 1.4485, loss: 1.4485, grad_norm: 3.2047, top1_acc/aux0: 0.7168, top5_acc/aux0: 0.8998, loss_cls/aux0: 1.0940, loss/aux0: 1.0940, top1_acc/aux1: 0.6901, top5_acc/aux1: 0.8870, loss_cls/aux1: 1.2190, loss/aux1: 1.2190, top1_acc/aux2: 0.5875, top5_acc/aux2: 0.8281, loss_cls/aux2: 1.6215, loss/aux2: 1.6215 2020-10-23 03:08:12,753 - mmaction - INFO - Epoch [11][320/396] lr: 1.500e-02, eta: 8:28:54, time: 0.950, data_time: 0.000, memory: 8337, top1_acc: 0.6383, top5_acc: 0.8526, loss_cls: 1.4385, loss: 1.4385, grad_norm: 3.1873, top1_acc/aux0: 0.7182, top5_acc/aux0: 0.9001, loss_cls/aux0: 1.0875, loss/aux0: 1.0875, top1_acc/aux1: 0.6859, top5_acc/aux1: 0.8870, loss_cls/aux1: 1.2540, loss/aux1: 1.2540, top1_acc/aux2: 0.5904, top5_acc/aux2: 0.8318, loss_cls/aux2: 1.6089, loss/aux2: 1.6089 2020-10-23 03:08:55,872 - mmaction - INFO - Epoch [11][340/396] lr: 1.500e-02, eta: 8:28:33, time: 0.837, data_time: 0.000, memory: 8337, top1_acc: 0.6245, top5_acc: 0.8531, loss_cls: 1.4514, loss: 1.4514, grad_norm: 3.2798, top1_acc/aux0: 0.7125, top5_acc/aux0: 0.8958, loss_cls/aux0: 1.1196, loss/aux0: 1.1196, top1_acc/aux1: 0.6919, top5_acc/aux1: 0.8935, loss_cls/aux1: 1.2091, loss/aux1: 1.2091, top1_acc/aux2: 0.5875, top5_acc/aux2: 0.8224, loss_cls/aux2: 1.6413, loss/aux2: 1.6413 2020-10-23 03:09:40,395 - mmaction - INFO - Epoch [11][360/396] lr: 1.500e-02, eta: 8:28:20, time: 0.894, data_time: 0.000, memory: 8337, top1_acc: 0.6458, top5_acc: 0.8487, loss_cls: 1.4149, loss: 1.4149, grad_norm: 3.1334, top1_acc/aux0: 0.7115, top5_acc/aux0: 0.8947, loss_cls/aux0: 1.1260, loss/aux0: 1.1260, top1_acc/aux1: 0.6854, top5_acc/aux1: 0.8914, loss_cls/aux1: 1.1889, loss/aux1: 1.1889, top1_acc/aux2: 0.5969, top5_acc/aux2: 0.8331, loss_cls/aux2: 1.5971, loss/aux2: 1.5971 2020-10-23 03:10:23,738 - mmaction - INFO - Epoch [11][380/396] lr: 1.500e-02, eta: 8:27:56, time: 0.820, data_time: 0.000, memory: 8337, top1_acc: 0.6466, top5_acc: 0.8443, loss_cls: 1.4195, loss: 1.4195, grad_norm: 3.1556, top1_acc/aux0: 0.7164, top5_acc/aux0: 0.8931, loss_cls/aux0: 1.1084, loss/aux0: 1.1084, top1_acc/aux1: 0.6875, top5_acc/aux1: 0.8888, loss_cls/aux1: 1.1994, loss/aux1: 1.1994, top1_acc/aux2: 0.6057, top5_acc/aux2: 0.8411, loss_cls/aux2: 1.5560, loss/aux2: 1.5560 2020-10-23 03:11:07,698 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-10-23 03:14:40,775 - mmaction - INFO - Epoch [12][20/396] lr: 1.500e-02, eta: 8:25:22, time: 0.796, data_time: 0.072, memory: 8337, top1_acc: 0.6508, top5_acc: 0.8557, loss_cls: 1.4013, loss: 1.4013, grad_norm: 3.2910, top1_acc/aux0: 0.7110, top5_acc/aux0: 0.8983, loss_cls/aux0: 1.1177, loss/aux0: 1.1177, top1_acc/aux1: 0.6786, top5_acc/aux1: 0.8797, loss_cls/aux1: 1.2665, loss/aux1: 1.2665, top1_acc/aux2: 0.5953, top5_acc/aux2: 0.8396, loss_cls/aux2: 1.5736, loss/aux2: 1.5736 2020-10-23 03:15:24,714 - mmaction - INFO - Epoch [12][40/396] lr: 1.500e-02, eta: 8:25:13, time: 0.911, data_time: 0.295, memory: 8337, top1_acc: 0.6404, top5_acc: 0.8516, loss_cls: 1.4114, loss: 1.4114, grad_norm: 3.1345, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.8980, loss_cls/aux0: 1.1025, loss/aux0: 1.1025, top1_acc/aux1: 0.6823, top5_acc/aux1: 0.8836, loss_cls/aux1: 1.2583, loss/aux1: 1.2583, top1_acc/aux2: 0.6005, top5_acc/aux2: 0.8294, loss_cls/aux2: 1.5757, loss/aux2: 1.5757 2020-10-23 03:16:09,642 - mmaction - INFO - Epoch [12][60/396] lr: 1.500e-02, eta: 8:25:04, time: 0.913, data_time: 0.000, memory: 8337, top1_acc: 0.6513, top5_acc: 0.8581, loss_cls: 1.3956, loss: 1.3956, grad_norm: 3.1257, top1_acc/aux0: 0.7214, top5_acc/aux0: 0.8993, loss_cls/aux0: 1.0828, loss/aux0: 1.0828, top1_acc/aux1: 0.6794, top5_acc/aux1: 0.8875, loss_cls/aux1: 1.2530, loss/aux1: 1.2530, top1_acc/aux2: 0.6029, top5_acc/aux2: 0.8232, loss_cls/aux2: 1.5837, loss/aux2: 1.5837 2020-10-23 03:16:52,418 - mmaction - INFO - Epoch [12][80/396] lr: 1.500e-02, eta: 8:24:43, time: 0.839, data_time: 0.000, memory: 8337, top1_acc: 0.6398, top5_acc: 0.8510, loss_cls: 1.4253, loss: 1.4253, grad_norm: 3.0798, top1_acc/aux0: 0.7235, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0752, loss/aux0: 1.0752, top1_acc/aux1: 0.6844, top5_acc/aux1: 0.8937, loss_cls/aux1: 1.2094, loss/aux1: 1.2094, top1_acc/aux2: 0.5987, top5_acc/aux2: 0.8305, loss_cls/aux2: 1.5751, loss/aux2: 1.5751 2020-10-23 03:17:37,964 - mmaction - INFO - Epoch [12][100/396] lr: 1.500e-02, eta: 8:24:29, time: 0.880, data_time: 0.000, memory: 8337, top1_acc: 0.6432, top5_acc: 0.8547, loss_cls: 1.4046, loss: 1.4046, grad_norm: 3.1807, top1_acc/aux0: 0.7196, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0905, loss/aux0: 1.0905, top1_acc/aux1: 0.6977, top5_acc/aux1: 0.8995, loss_cls/aux1: 1.1632, loss/aux1: 1.1632, top1_acc/aux2: 0.5990, top5_acc/aux2: 0.8318, loss_cls/aux2: 1.5654, loss/aux2: 1.5654 2020-10-23 03:18:25,092 - mmaction - INFO - Epoch [12][120/396] lr: 1.500e-02, eta: 8:24:17, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.6576, top5_acc: 0.8664, loss_cls: 1.3557, loss: 1.3557, grad_norm: 3.2398, top1_acc/aux0: 0.7156, top5_acc/aux0: 0.9007, loss_cls/aux0: 1.1002, loss/aux0: 1.1002, top1_acc/aux1: 0.6885, top5_acc/aux1: 0.8938, loss_cls/aux1: 1.1831, loss/aux1: 1.1831, top1_acc/aux2: 0.6039, top5_acc/aux2: 0.8299, loss_cls/aux2: 1.5715, loss/aux2: 1.5715 2020-10-23 03:19:10,895 - mmaction - INFO - Epoch [12][140/396] lr: 1.500e-02, eta: 8:24:25, time: 1.026, data_time: 0.000, memory: 8337, top1_acc: 0.6492, top5_acc: 0.8576, loss_cls: 1.3758, loss: 1.3758, grad_norm: 3.1661, top1_acc/aux0: 0.7159, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0980, loss/aux0: 1.0980, top1_acc/aux1: 0.6862, top5_acc/aux1: 0.8883, loss_cls/aux1: 1.2043, loss/aux1: 1.2043, top1_acc/aux2: 0.6036, top5_acc/aux2: 0.8326, loss_cls/aux2: 1.5739, loss/aux2: 1.5739 2020-10-23 03:19:56,017 - mmaction - INFO - Epoch [12][160/396] lr: 1.500e-02, eta: 8:24:24, time: 0.965, data_time: 0.000, memory: 8337, top1_acc: 0.6326, top5_acc: 0.8484, loss_cls: 1.4346, loss: 1.4346, grad_norm: 3.1198, top1_acc/aux0: 0.7171, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.1034, loss/aux0: 1.1034, top1_acc/aux1: 0.7036, top5_acc/aux1: 0.8990, loss_cls/aux1: 1.1556, loss/aux1: 1.1556, top1_acc/aux2: 0.6023, top5_acc/aux2: 0.8310, loss_cls/aux2: 1.5835, loss/aux2: 1.5835 2020-10-23 03:20:39,399 - mmaction - INFO - Epoch [12][180/396] lr: 1.500e-02, eta: 8:24:14, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.6289, top5_acc: 0.8591, loss_cls: 1.4365, loss: 1.4365, grad_norm: 3.2074, top1_acc/aux0: 0.7136, top5_acc/aux0: 0.8964, loss_cls/aux0: 1.1147, loss/aux0: 1.1147, top1_acc/aux1: 0.6977, top5_acc/aux1: 0.9021, loss_cls/aux1: 1.1526, loss/aux1: 1.1526, top1_acc/aux2: 0.6021, top5_acc/aux2: 0.8247, loss_cls/aux2: 1.5879, loss/aux2: 1.5879 2020-10-23 03:21:26,319 - mmaction - INFO - Epoch [12][200/396] lr: 1.500e-02, eta: 8:24:16, time: 0.989, data_time: 0.000, memory: 8337, top1_acc: 0.6341, top5_acc: 0.8544, loss_cls: 1.4299, loss: 1.4299, grad_norm: 3.2780, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8951, loss_cls/aux0: 1.1068, loss/aux0: 1.1068, top1_acc/aux1: 0.6974, top5_acc/aux1: 0.9010, loss_cls/aux1: 1.1575, loss/aux1: 1.1575, top1_acc/aux2: 0.5997, top5_acc/aux2: 0.8214, loss_cls/aux2: 1.5877, loss/aux2: 1.5877 2020-10-23 03:22:10,619 - mmaction - INFO - Epoch [12][220/396] lr: 1.500e-02, eta: 8:23:55, time: 0.838, data_time: 0.000, memory: 8337, top1_acc: 0.6464, top5_acc: 0.8625, loss_cls: 1.3816, loss: 1.3816, grad_norm: 3.1171, top1_acc/aux0: 0.7201, top5_acc/aux0: 0.8977, loss_cls/aux0: 1.0884, loss/aux0: 1.0884, top1_acc/aux1: 0.7096, top5_acc/aux1: 0.8992, loss_cls/aux1: 1.1299, loss/aux1: 1.1299, top1_acc/aux2: 0.6008, top5_acc/aux2: 0.8263, loss_cls/aux2: 1.6052, loss/aux2: 1.6052 2020-10-23 03:22:55,399 - mmaction - INFO - Epoch [12][240/396] lr: 1.500e-02, eta: 8:23:43, time: 0.901, data_time: 0.000, memory: 8337, top1_acc: 0.6263, top5_acc: 0.8456, loss_cls: 1.4535, loss: 1.4535, grad_norm: 3.2932, top1_acc/aux0: 0.7154, top5_acc/aux0: 0.8956, loss_cls/aux0: 1.1092, loss/aux0: 1.1092, top1_acc/aux1: 0.6977, top5_acc/aux1: 0.8924, loss_cls/aux1: 1.1838, loss/aux1: 1.1838, top1_acc/aux2: 0.5990, top5_acc/aux2: 0.8297, loss_cls/aux2: 1.6030, loss/aux2: 1.6030 2020-10-23 03:23:40,092 - mmaction - INFO - Epoch [12][260/396] lr: 1.500e-02, eta: 8:23:25, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.6398, top5_acc: 0.8474, loss_cls: 1.4354, loss: 1.4354, grad_norm: 3.1245, top1_acc/aux0: 0.7165, top5_acc/aux0: 0.8960, loss_cls/aux0: 1.1123, loss/aux0: 1.1123, top1_acc/aux1: 0.6885, top5_acc/aux1: 0.8937, loss_cls/aux1: 1.2088, loss/aux1: 1.2088, top1_acc/aux2: 0.5997, top5_acc/aux2: 0.8307, loss_cls/aux2: 1.5647, loss/aux2: 1.5647 2020-10-23 03:24:25,848 - mmaction - INFO - Epoch [12][280/396] lr: 1.500e-02, eta: 8:23:17, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.6495, top5_acc: 0.8513, loss_cls: 1.4102, loss: 1.4102, grad_norm: 3.0764, top1_acc/aux0: 0.7186, top5_acc/aux0: 0.8962, loss_cls/aux0: 1.1058, loss/aux0: 1.1058, top1_acc/aux1: 0.6836, top5_acc/aux1: 0.8917, loss_cls/aux1: 1.2106, loss/aux1: 1.2106, top1_acc/aux2: 0.5966, top5_acc/aux2: 0.8221, loss_cls/aux2: 1.6121, loss/aux2: 1.6121 2020-10-23 03:25:07,764 - mmaction - INFO - Epoch [12][300/396] lr: 1.500e-02, eta: 8:23:08, time: 0.920, data_time: 0.000, memory: 8337, top1_acc: 0.6409, top5_acc: 0.8565, loss_cls: 1.3992, loss: 1.3992, grad_norm: 3.0201, top1_acc/aux0: 0.7165, top5_acc/aux0: 0.8978, loss_cls/aux0: 1.1043, loss/aux0: 1.1043, top1_acc/aux1: 0.6951, top5_acc/aux1: 0.8940, loss_cls/aux1: 1.1740, loss/aux1: 1.1740, top1_acc/aux2: 0.6107, top5_acc/aux2: 0.8260, loss_cls/aux2: 1.5630, loss/aux2: 1.5630 2020-10-23 03:25:53,323 - mmaction - INFO - Epoch [12][320/396] lr: 1.500e-02, eta: 8:22:55, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.6333, top5_acc: 0.8531, loss_cls: 1.4317, loss: 1.4317, grad_norm: 3.0867, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0846, loss/aux0: 1.0846, top1_acc/aux1: 0.6971, top5_acc/aux1: 0.8956, loss_cls/aux1: 1.1715, loss/aux1: 1.1715, top1_acc/aux2: 0.6206, top5_acc/aux2: 0.8388, loss_cls/aux2: 1.4884, loss/aux2: 1.4884 2020-10-23 03:26:35,322 - mmaction - INFO - Epoch [12][340/396] lr: 1.500e-02, eta: 8:22:43, time: 0.903, data_time: 0.019, memory: 8337, top1_acc: 0.6445, top5_acc: 0.8547, loss_cls: 1.4275, loss: 1.4275, grad_norm: 3.1128, top1_acc/aux0: 0.7199, top5_acc/aux0: 0.9000, loss_cls/aux0: 1.0761, loss/aux0: 1.0761, top1_acc/aux1: 0.6896, top5_acc/aux1: 0.8898, loss_cls/aux1: 1.2132, loss/aux1: 1.2132, top1_acc/aux2: 0.6120, top5_acc/aux2: 0.8372, loss_cls/aux2: 1.5258, loss/aux2: 1.5258 2020-10-23 03:27:19,717 - mmaction - INFO - Epoch [12][360/396] lr: 1.500e-02, eta: 8:22:28, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.6341, top5_acc: 0.8487, loss_cls: 1.4557, loss: 1.4557, grad_norm: 3.0897, top1_acc/aux0: 0.7213, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.0818, loss/aux0: 1.0818, top1_acc/aux1: 0.6990, top5_acc/aux1: 0.8870, loss_cls/aux1: 1.1876, loss/aux1: 1.1876, top1_acc/aux2: 0.6094, top5_acc/aux2: 0.8344, loss_cls/aux2: 1.5530, loss/aux2: 1.5530 2020-10-23 03:28:04,065 - mmaction - INFO - Epoch [12][380/396] lr: 1.500e-02, eta: 8:22:11, time: 0.868, data_time: 0.000, memory: 8337, top1_acc: 0.6383, top5_acc: 0.8492, loss_cls: 1.4253, loss: 1.4253, grad_norm: 3.1834, top1_acc/aux0: 0.7226, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0798, loss/aux0: 1.0798, top1_acc/aux1: 0.6982, top5_acc/aux1: 0.8891, loss_cls/aux1: 1.1738, loss/aux1: 1.1738, top1_acc/aux2: 0.6130, top5_acc/aux2: 0.8385, loss_cls/aux2: 1.5476, loss/aux2: 1.5476 2020-10-23 03:28:41,961 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-10-23 03:31:55,400 - mmaction - INFO - Epoch [13][20/396] lr: 1.500e-02, eta: 8:20:02, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.6523, top5_acc: 0.8586, loss_cls: 1.3531, loss: 1.3531, grad_norm: 3.0667, top1_acc/aux0: 0.7144, top5_acc/aux0: 0.8968, loss_cls/aux0: 1.1019, loss/aux0: 1.1019, top1_acc/aux1: 0.6964, top5_acc/aux1: 0.8917, loss_cls/aux1: 1.1508, loss/aux1: 1.1508, top1_acc/aux2: 0.5958, top5_acc/aux2: 0.8354, loss_cls/aux2: 1.5725, loss/aux2: 1.5725 2020-10-23 03:32:44,584 - mmaction - INFO - Epoch [13][40/396] lr: 1.500e-02, eta: 8:20:22, time: 1.121, data_time: 0.000, memory: 8337, top1_acc: 0.6615, top5_acc: 0.8568, loss_cls: 1.3751, loss: 1.3751, grad_norm: 3.1667, top1_acc/aux0: 0.7162, top5_acc/aux0: 0.8989, loss_cls/aux0: 1.0983, loss/aux0: 1.0983, top1_acc/aux1: 0.6927, top5_acc/aux1: 0.8951, loss_cls/aux1: 1.1702, loss/aux1: 1.1702, top1_acc/aux2: 0.6013, top5_acc/aux2: 0.8307, loss_cls/aux2: 1.5840, loss/aux2: 1.5840 2020-10-23 03:33:26,369 - mmaction - INFO - Epoch [13][60/396] lr: 1.500e-02, eta: 8:20:05, time: 0.860, data_time: 0.000, memory: 8337, top1_acc: 0.6435, top5_acc: 0.8497, loss_cls: 1.4148, loss: 1.4148, grad_norm: 3.5475, top1_acc/aux0: 0.7180, top5_acc/aux0: 0.8996, loss_cls/aux0: 1.0950, loss/aux0: 1.0950, top1_acc/aux1: 0.6849, top5_acc/aux1: 0.8958, loss_cls/aux1: 1.2132, loss/aux1: 1.2132, top1_acc/aux2: 0.6062, top5_acc/aux2: 0.8299, loss_cls/aux2: 1.5748, loss/aux2: 1.5748 2020-10-23 03:34:12,493 - mmaction - INFO - Epoch [13][80/396] lr: 1.500e-02, eta: 8:19:50, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.6497, top5_acc: 0.8539, loss_cls: 1.3932, loss: 1.3932, grad_norm: 3.1798, top1_acc/aux0: 0.7145, top5_acc/aux0: 0.8950, loss_cls/aux0: 1.1172, loss/aux0: 1.1172, top1_acc/aux1: 0.6917, top5_acc/aux1: 0.8940, loss_cls/aux1: 1.2036, loss/aux1: 1.2036, top1_acc/aux2: 0.6174, top5_acc/aux2: 0.8385, loss_cls/aux2: 1.5319, loss/aux2: 1.5319 2020-10-23 03:34:56,896 - mmaction - INFO - Epoch [13][100/396] lr: 1.500e-02, eta: 8:19:42, time: 0.924, data_time: 0.000, memory: 8337, top1_acc: 0.6570, top5_acc: 0.8635, loss_cls: 1.3535, loss: 1.3535, grad_norm: 3.8807, top1_acc/aux0: 0.7130, top5_acc/aux0: 0.8952, loss_cls/aux0: 1.1292, loss/aux0: 1.1292, top1_acc/aux1: 0.6987, top5_acc/aux1: 0.8961, loss_cls/aux1: 1.1576, loss/aux1: 1.1576, top1_acc/aux2: 0.6143, top5_acc/aux2: 0.8349, loss_cls/aux2: 1.5359, loss/aux2: 1.5359 2020-10-23 03:35:42,142 - mmaction - INFO - Epoch [13][120/396] lr: 1.500e-02, eta: 8:19:40, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.6458, top5_acc: 0.8471, loss_cls: 1.4074, loss: 1.4074, grad_norm: 3.0863, top1_acc/aux0: 0.7155, top5_acc/aux0: 0.8983, loss_cls/aux0: 1.1131, loss/aux0: 1.1131, top1_acc/aux1: 0.7070, top5_acc/aux1: 0.9031, loss_cls/aux1: 1.1363, loss/aux1: 1.1363, top1_acc/aux2: 0.6034, top5_acc/aux2: 0.8312, loss_cls/aux2: 1.5552, loss/aux2: 1.5552 2020-10-23 03:36:28,175 - mmaction - INFO - Epoch [13][140/396] lr: 1.500e-02, eta: 8:19:43, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.6443, top5_acc: 0.8552, loss_cls: 1.3938, loss: 1.3938, grad_norm: 3.7253, top1_acc/aux0: 0.7149, top5_acc/aux0: 0.8985, loss_cls/aux0: 1.1140, loss/aux0: 1.1140, top1_acc/aux1: 0.7008, top5_acc/aux1: 0.9044, loss_cls/aux1: 1.1642, loss/aux1: 1.1642, top1_acc/aux2: 0.6130, top5_acc/aux2: 0.8346, loss_cls/aux2: 1.5470, loss/aux2: 1.5470 2020-10-23 03:37:13,671 - mmaction - INFO - Epoch [13][160/396] lr: 1.500e-02, eta: 8:19:23, time: 0.843, data_time: 0.000, memory: 8337, top1_acc: 0.6536, top5_acc: 0.8628, loss_cls: 1.3765, loss: 1.3765, grad_norm: 3.4791, top1_acc/aux0: 0.7181, top5_acc/aux0: 0.8985, loss_cls/aux0: 1.1106, loss/aux0: 1.1106, top1_acc/aux1: 0.6893, top5_acc/aux1: 0.8956, loss_cls/aux1: 1.1890, loss/aux1: 1.1890, top1_acc/aux2: 0.6185, top5_acc/aux2: 0.8409, loss_cls/aux2: 1.5181, loss/aux2: 1.5181 2020-10-23 03:37:57,520 - mmaction - INFO - Epoch [13][180/396] lr: 1.500e-02, eta: 8:19:13, time: 0.920, data_time: 0.000, memory: 8337, top1_acc: 0.6409, top5_acc: 0.8591, loss_cls: 1.3871, loss: 1.3871, grad_norm: 3.1538, top1_acc/aux0: 0.7187, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0965, loss/aux0: 1.0965, top1_acc/aux1: 0.7060, top5_acc/aux1: 0.8932, loss_cls/aux1: 1.1576, loss/aux1: 1.1576, top1_acc/aux2: 0.6057, top5_acc/aux2: 0.8404, loss_cls/aux2: 1.5449, loss/aux2: 1.5449 2020-10-23 03:38:40,942 - mmaction - INFO - Epoch [13][200/396] lr: 1.500e-02, eta: 8:19:01, time: 0.903, data_time: 0.000, memory: 8337, top1_acc: 0.6427, top5_acc: 0.8583, loss_cls: 1.3830, loss: 1.3830, grad_norm: 3.0912, top1_acc/aux0: 0.7206, top5_acc/aux0: 0.8993, loss_cls/aux0: 1.0841, loss/aux0: 1.0841, top1_acc/aux1: 0.7138, top5_acc/aux1: 0.8982, loss_cls/aux1: 1.1284, loss/aux1: 1.1284, top1_acc/aux2: 0.6047, top5_acc/aux2: 0.8388, loss_cls/aux2: 1.5588, loss/aux2: 1.5588 2020-10-23 03:39:27,038 - mmaction - INFO - Epoch [13][220/396] lr: 1.500e-02, eta: 8:18:50, time: 0.907, data_time: 0.000, memory: 8337, top1_acc: 0.6628, top5_acc: 0.8578, loss_cls: 1.3612, loss: 1.3612, grad_norm: 3.1223, top1_acc/aux0: 0.7224, top5_acc/aux0: 0.8988, loss_cls/aux0: 1.0879, loss/aux0: 1.0879, top1_acc/aux1: 0.7102, top5_acc/aux1: 0.9031, loss_cls/aux1: 1.1306, loss/aux1: 1.1306, top1_acc/aux2: 0.6219, top5_acc/aux2: 0.8391, loss_cls/aux2: 1.5200, loss/aux2: 1.5200 2020-10-23 03:40:13,700 - mmaction - INFO - Epoch [13][240/396] lr: 1.500e-02, eta: 8:18:46, time: 0.960, data_time: 0.105, memory: 8337, top1_acc: 0.6539, top5_acc: 0.8568, loss_cls: 1.3766, loss: 1.3766, grad_norm: 3.1780, top1_acc/aux0: 0.7129, top5_acc/aux0: 0.8991, loss_cls/aux0: 1.1008, loss/aux0: 1.1008, top1_acc/aux1: 0.7026, top5_acc/aux1: 0.9073, loss_cls/aux1: 1.1303, loss/aux1: 1.1303, top1_acc/aux2: 0.6169, top5_acc/aux2: 0.8354, loss_cls/aux2: 1.5300, loss/aux2: 1.5300 2020-10-23 03:40:57,517 - mmaction - INFO - Epoch [13][260/396] lr: 1.500e-02, eta: 8:18:40, time: 0.945, data_time: 0.157, memory: 8337, top1_acc: 0.6482, top5_acc: 0.8570, loss_cls: 1.4010, loss: 1.4010, grad_norm: 3.0671, top1_acc/aux0: 0.7143, top5_acc/aux0: 0.8993, loss_cls/aux0: 1.0881, loss/aux0: 1.0881, top1_acc/aux1: 0.7018, top5_acc/aux1: 0.9023, loss_cls/aux1: 1.1355, loss/aux1: 1.1355, top1_acc/aux2: 0.6005, top5_acc/aux2: 0.8305, loss_cls/aux2: 1.5832, loss/aux2: 1.5832 2020-10-23 03:41:40,087 - mmaction - INFO - Epoch [13][280/396] lr: 1.500e-02, eta: 8:18:25, time: 0.882, data_time: 0.001, memory: 8337, top1_acc: 0.6510, top5_acc: 0.8617, loss_cls: 1.3779, loss: 1.3779, grad_norm: 3.3831, top1_acc/aux0: 0.7177, top5_acc/aux0: 0.8983, loss_cls/aux0: 1.0808, loss/aux0: 1.0808, top1_acc/aux1: 0.7021, top5_acc/aux1: 0.8927, loss_cls/aux1: 1.1766, loss/aux1: 1.1766, top1_acc/aux2: 0.5951, top5_acc/aux2: 0.8247, loss_cls/aux2: 1.5986, loss/aux2: 1.5986 2020-10-23 03:42:25,604 - mmaction - INFO - Epoch [13][300/396] lr: 1.500e-02, eta: 8:17:56, time: 0.782, data_time: 0.000, memory: 8337, top1_acc: 0.6406, top5_acc: 0.8607, loss_cls: 1.3942, loss: 1.3942, grad_norm: 3.1477, top1_acc/aux0: 0.7199, top5_acc/aux0: 0.9003, loss_cls/aux0: 1.0798, loss/aux0: 1.0798, top1_acc/aux1: 0.6901, top5_acc/aux1: 0.8896, loss_cls/aux1: 1.2094, loss/aux1: 1.2094, top1_acc/aux2: 0.6083, top5_acc/aux2: 0.8299, loss_cls/aux2: 1.5420, loss/aux2: 1.5420 2020-10-23 03:43:12,659 - mmaction - INFO - Epoch [13][320/396] lr: 1.500e-02, eta: 8:17:49, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.6482, top5_acc: 0.8596, loss_cls: 1.3912, loss: 1.3912, grad_norm: 3.0778, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.9019, loss_cls/aux0: 1.0813, loss/aux0: 1.0813, top1_acc/aux1: 0.6898, top5_acc/aux1: 0.8867, loss_cls/aux1: 1.2109, loss/aux1: 1.2109, top1_acc/aux2: 0.6185, top5_acc/aux2: 0.8383, loss_cls/aux2: 1.5124, loss/aux2: 1.5124 2020-10-23 03:43:57,462 - mmaction - INFO - Epoch [13][340/396] lr: 1.500e-02, eta: 8:17:29, time: 0.850, data_time: 0.000, memory: 8337, top1_acc: 0.6437, top5_acc: 0.8615, loss_cls: 1.3929, loss: 1.3929, grad_norm: 3.1187, top1_acc/aux0: 0.7225, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0790, loss/aux0: 1.0790, top1_acc/aux1: 0.7039, top5_acc/aux1: 0.8893, loss_cls/aux1: 1.1671, loss/aux1: 1.1671, top1_acc/aux2: 0.6146, top5_acc/aux2: 0.8422, loss_cls/aux2: 1.5253, loss/aux2: 1.5253 2020-10-23 03:44:39,688 - mmaction - INFO - Epoch [13][360/396] lr: 1.500e-02, eta: 8:17:09, time: 0.840, data_time: 0.000, memory: 8337, top1_acc: 0.6505, top5_acc: 0.8526, loss_cls: 1.4160, loss: 1.4160, grad_norm: 3.0890, top1_acc/aux0: 0.7207, top5_acc/aux0: 0.9014, loss_cls/aux0: 1.0694, loss/aux0: 1.0694, top1_acc/aux1: 0.7003, top5_acc/aux1: 0.8927, loss_cls/aux1: 1.1606, loss/aux1: 1.1606, top1_acc/aux2: 0.6078, top5_acc/aux2: 0.8307, loss_cls/aux2: 1.5553, loss/aux2: 1.5553 2020-10-23 03:45:26,130 - mmaction - INFO - Epoch [13][380/396] lr: 1.500e-02, eta: 8:17:00, time: 0.928, data_time: 0.000, memory: 8337, top1_acc: 0.6503, top5_acc: 0.8568, loss_cls: 1.3978, loss: 1.3978, grad_norm: 3.5540, top1_acc/aux0: 0.7198, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0807, loss/aux0: 1.0807, top1_acc/aux1: 0.6990, top5_acc/aux1: 0.8937, loss_cls/aux1: 1.1804, loss/aux1: 1.1804, top1_acc/aux2: 0.6057, top5_acc/aux2: 0.8273, loss_cls/aux2: 1.5635, loss/aux2: 1.5635 2020-10-23 03:46:03,093 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-10-23 03:49:32,705 - mmaction - INFO - Epoch [14][20/396] lr: 1.500e-02, eta: 8:14:56, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.6367, top5_acc: 0.8523, loss_cls: 1.4114, loss: 1.4114, grad_norm: 3.1187, top1_acc/aux0: 0.7227, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0743, loss/aux0: 1.0743, top1_acc/aux1: 0.7109, top5_acc/aux1: 0.9036, loss_cls/aux1: 1.1682, loss/aux1: 1.1682, top1_acc/aux2: 0.6208, top5_acc/aux2: 0.8396, loss_cls/aux2: 1.5239, loss/aux2: 1.5239 2020-10-23 03:50:19,052 - mmaction - INFO - Epoch [14][40/396] lr: 1.500e-02, eta: 8:14:59, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.6583, top5_acc: 0.8690, loss_cls: 1.3311, loss: 1.3311, grad_norm: 3.1108, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0783, loss/aux0: 1.0783, top1_acc/aux1: 0.6995, top5_acc/aux1: 0.8958, loss_cls/aux1: 1.1762, loss/aux1: 1.1762, top1_acc/aux2: 0.6219, top5_acc/aux2: 0.8393, loss_cls/aux2: 1.5137, loss/aux2: 1.5137 2020-10-23 03:51:00,757 - mmaction - INFO - Epoch [14][60/396] lr: 1.500e-02, eta: 8:14:37, time: 0.832, data_time: 0.216, memory: 8337, top1_acc: 0.6492, top5_acc: 0.8661, loss_cls: 1.3520, loss: 1.3520, grad_norm: 3.2121, top1_acc/aux0: 0.7194, top5_acc/aux0: 0.9007, loss_cls/aux0: 1.0883, loss/aux0: 1.0883, top1_acc/aux1: 0.6909, top5_acc/aux1: 0.8904, loss_cls/aux1: 1.1997, loss/aux1: 1.1997, top1_acc/aux2: 0.6216, top5_acc/aux2: 0.8430, loss_cls/aux2: 1.5012, loss/aux2: 1.5012 2020-10-23 03:51:45,631 - mmaction - INFO - Epoch [14][80/396] lr: 1.500e-02, eta: 8:14:22, time: 0.879, data_time: 0.127, memory: 8337, top1_acc: 0.6443, top5_acc: 0.8526, loss_cls: 1.4161, loss: 1.4161, grad_norm: 3.1416, top1_acc/aux0: 0.7217, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0770, loss/aux0: 1.0770, top1_acc/aux1: 0.6885, top5_acc/aux1: 0.8909, loss_cls/aux1: 1.2136, loss/aux1: 1.2136, top1_acc/aux2: 0.6154, top5_acc/aux2: 0.8435, loss_cls/aux2: 1.5066, loss/aux2: 1.5066 2020-10-23 03:52:29,625 - mmaction - INFO - Epoch [14][100/396] lr: 1.500e-02, eta: 8:14:12, time: 0.920, data_time: 0.155, memory: 8337, top1_acc: 0.6628, top5_acc: 0.8654, loss_cls: 1.3133, loss: 1.3133, grad_norm: 3.0849, top1_acc/aux0: 0.7215, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0768, loss/aux0: 1.0768, top1_acc/aux1: 0.6979, top5_acc/aux1: 0.8898, loss_cls/aux1: 1.1673, loss/aux1: 1.1673, top1_acc/aux2: 0.6167, top5_acc/aux2: 0.8440, loss_cls/aux2: 1.5143, loss/aux2: 1.5143 2020-10-23 03:53:14,099 - mmaction - INFO - Epoch [14][120/396] lr: 1.500e-02, eta: 8:13:44, time: 0.774, data_time: 0.156, memory: 8337, top1_acc: 0.6591, top5_acc: 0.8602, loss_cls: 1.3555, loss: 1.3555, grad_norm: 3.0330, top1_acc/aux0: 0.7216, top5_acc/aux0: 0.9019, loss_cls/aux0: 1.0818, loss/aux0: 1.0818, top1_acc/aux1: 0.7117, top5_acc/aux1: 0.8943, loss_cls/aux1: 1.1322, loss/aux1: 1.1322, top1_acc/aux2: 0.6130, top5_acc/aux2: 0.8396, loss_cls/aux2: 1.5328, loss/aux2: 1.5328 2020-10-23 03:53:59,171 - mmaction - INFO - Epoch [14][140/396] lr: 1.500e-02, eta: 8:13:32, time: 0.903, data_time: 0.000, memory: 8337, top1_acc: 0.6583, top5_acc: 0.8630, loss_cls: 1.3361, loss: 1.3361, grad_norm: 3.1129, top1_acc/aux0: 0.7245, top5_acc/aux0: 0.9009, loss_cls/aux0: 1.0794, loss/aux0: 1.0794, top1_acc/aux1: 0.7063, top5_acc/aux1: 0.8964, loss_cls/aux1: 1.1411, loss/aux1: 1.1411, top1_acc/aux2: 0.6138, top5_acc/aux2: 0.8409, loss_cls/aux2: 1.5103, loss/aux2: 1.5103 2020-10-23 03:54:44,756 - mmaction - INFO - Epoch [14][160/396] lr: 1.500e-02, eta: 8:13:31, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.6620, top5_acc: 0.8552, loss_cls: 1.3508, loss: 1.3508, grad_norm: 3.1541, top1_acc/aux0: 0.7191, top5_acc/aux0: 0.8969, loss_cls/aux0: 1.0987, loss/aux0: 1.0987, top1_acc/aux1: 0.6982, top5_acc/aux1: 0.8891, loss_cls/aux1: 1.1697, loss/aux1: 1.1697, top1_acc/aux2: 0.6250, top5_acc/aux2: 0.8471, loss_cls/aux2: 1.4565, loss/aux2: 1.4565 2020-10-23 03:55:29,606 - mmaction - INFO - Epoch [14][180/396] lr: 1.500e-02, eta: 8:13:13, time: 0.858, data_time: 0.000, memory: 8337, top1_acc: 0.6398, top5_acc: 0.8490, loss_cls: 1.4282, loss: 1.4282, grad_norm: 3.6950, top1_acc/aux0: 0.7178, top5_acc/aux0: 0.8975, loss_cls/aux0: 1.1005, loss/aux0: 1.1005, top1_acc/aux1: 0.6901, top5_acc/aux1: 0.8898, loss_cls/aux1: 1.1936, loss/aux1: 1.1936, top1_acc/aux2: 0.6255, top5_acc/aux2: 0.8359, loss_cls/aux2: 1.4898, loss/aux2: 1.4898 2020-10-23 03:56:12,887 - mmaction - INFO - Epoch [14][200/396] lr: 1.500e-02, eta: 8:13:01, time: 0.907, data_time: 0.000, memory: 8337, top1_acc: 0.6510, top5_acc: 0.8648, loss_cls: 1.3422, loss: 1.3422, grad_norm: 3.0579, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.9025, loss_cls/aux0: 1.0791, loss/aux0: 1.0791, top1_acc/aux1: 0.6935, top5_acc/aux1: 0.9005, loss_cls/aux1: 1.1727, loss/aux1: 1.1727, top1_acc/aux2: 0.6247, top5_acc/aux2: 0.8380, loss_cls/aux2: 1.5097, loss/aux2: 1.5097 2020-10-23 03:56:55,556 - mmaction - INFO - Epoch [14][220/396] lr: 1.500e-02, eta: 8:12:39, time: 0.826, data_time: 0.000, memory: 8337, top1_acc: 0.6596, top5_acc: 0.8690, loss_cls: 1.3307, loss: 1.3307, grad_norm: 3.1377, top1_acc/aux0: 0.7272, top5_acc/aux0: 0.9064, loss_cls/aux0: 1.0593, loss/aux0: 1.0593, top1_acc/aux1: 0.7122, top5_acc/aux1: 0.9034, loss_cls/aux1: 1.1305, loss/aux1: 1.1305, top1_acc/aux2: 0.6253, top5_acc/aux2: 0.8487, loss_cls/aux2: 1.4789, loss/aux2: 1.4789 2020-10-23 03:57:43,659 - mmaction - INFO - Epoch [14][240/396] lr: 1.500e-02, eta: 8:12:39, time: 0.999, data_time: 0.000, memory: 8337, top1_acc: 0.6521, top5_acc: 0.8602, loss_cls: 1.3847, loss: 1.3847, grad_norm: 3.1375, top1_acc/aux0: 0.7226, top5_acc/aux0: 0.9032, loss_cls/aux0: 1.0707, loss/aux0: 1.0707, top1_acc/aux1: 0.7055, top5_acc/aux1: 0.8969, loss_cls/aux1: 1.1515, loss/aux1: 1.1515, top1_acc/aux2: 0.6208, top5_acc/aux2: 0.8432, loss_cls/aux2: 1.5039, loss/aux2: 1.5039 2020-10-23 03:58:32,056 - mmaction - INFO - Epoch [14][260/396] lr: 1.500e-02, eta: 8:12:50, time: 1.088, data_time: 0.047, memory: 8337, top1_acc: 0.6594, top5_acc: 0.8560, loss_cls: 1.3612, loss: 1.3612, grad_norm: 3.5089, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.9033, loss_cls/aux0: 1.0669, loss/aux0: 1.0669, top1_acc/aux1: 0.7034, top5_acc/aux1: 0.8927, loss_cls/aux1: 1.1641, loss/aux1: 1.1641, top1_acc/aux2: 0.6083, top5_acc/aux2: 0.8367, loss_cls/aux2: 1.5498, loss/aux2: 1.5498 2020-10-23 03:59:14,519 - mmaction - INFO - Epoch [14][280/396] lr: 1.500e-02, eta: 8:12:33, time: 0.867, data_time: 0.000, memory: 8337, top1_acc: 0.6398, top5_acc: 0.8451, loss_cls: 1.4307, loss: 1.4307, grad_norm: 3.0119, top1_acc/aux0: 0.7256, top5_acc/aux0: 0.9041, loss_cls/aux0: 1.0675, loss/aux0: 1.0675, top1_acc/aux1: 0.7234, top5_acc/aux1: 0.9005, loss_cls/aux1: 1.1184, loss/aux1: 1.1184, top1_acc/aux2: 0.6083, top5_acc/aux2: 0.8333, loss_cls/aux2: 1.5692, loss/aux2: 1.5692 2020-10-23 03:59:59,854 - mmaction - INFO - Epoch [14][300/396] lr: 1.500e-02, eta: 8:12:33, time: 1.007, data_time: 0.000, memory: 8337, top1_acc: 0.6503, top5_acc: 0.8589, loss_cls: 1.3772, loss: 1.3772, grad_norm: 3.0577, top1_acc/aux0: 0.7225, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0728, loss/aux0: 1.0728, top1_acc/aux1: 0.7148, top5_acc/aux1: 0.9026, loss_cls/aux1: 1.1349, loss/aux1: 1.1349, top1_acc/aux2: 0.6208, top5_acc/aux2: 0.8378, loss_cls/aux2: 1.5305, loss/aux2: 1.5305 2020-10-23 04:00:43,249 - mmaction - INFO - Epoch [14][320/396] lr: 1.500e-02, eta: 8:12:16, time: 0.865, data_time: 0.000, memory: 8337, top1_acc: 0.6638, top5_acc: 0.8630, loss_cls: 1.3441, loss: 1.3441, grad_norm: 3.1170, top1_acc/aux0: 0.7267, top5_acc/aux0: 0.9045, loss_cls/aux0: 1.0519, loss/aux0: 1.0519, top1_acc/aux1: 0.7078, top5_acc/aux1: 0.9057, loss_cls/aux1: 1.1313, loss/aux1: 1.1313, top1_acc/aux2: 0.6164, top5_acc/aux2: 0.8367, loss_cls/aux2: 1.5368, loss/aux2: 1.5368 2020-10-23 04:01:29,469 - mmaction - INFO - Epoch [14][340/396] lr: 1.500e-02, eta: 8:12:18, time: 1.016, data_time: 0.000, memory: 8337, top1_acc: 0.6438, top5_acc: 0.8544, loss_cls: 1.3956, loss: 1.3956, grad_norm: 3.0458, top1_acc/aux0: 0.7253, top5_acc/aux0: 0.9050, loss_cls/aux0: 1.0584, loss/aux0: 1.0584, top1_acc/aux1: 0.7078, top5_acc/aux1: 0.9036, loss_cls/aux1: 1.1372, loss/aux1: 1.1372, top1_acc/aux2: 0.6120, top5_acc/aux2: 0.8357, loss_cls/aux2: 1.5310, loss/aux2: 1.5310 2020-10-23 04:02:16,655 - mmaction - INFO - Epoch [14][360/396] lr: 1.500e-02, eta: 8:12:11, time: 0.956, data_time: 0.000, memory: 8337, top1_acc: 0.6596, top5_acc: 0.8552, loss_cls: 1.3921, loss: 1.3921, grad_norm: 3.0887, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.9016, loss_cls/aux0: 1.0705, loss/aux0: 1.0705, top1_acc/aux1: 0.7091, top5_acc/aux1: 0.8930, loss_cls/aux1: 1.1478, loss/aux1: 1.1478, top1_acc/aux2: 0.6133, top5_acc/aux2: 0.8323, loss_cls/aux2: 1.5276, loss/aux2: 1.5276 2020-10-23 04:02:58,998 - mmaction - INFO - Epoch [14][380/396] lr: 1.500e-02, eta: 8:11:52, time: 0.851, data_time: 0.000, memory: 8337, top1_acc: 0.6508, top5_acc: 0.8539, loss_cls: 1.3799, loss: 1.3799, grad_norm: 3.1051, top1_acc/aux0: 0.7251, top5_acc/aux0: 0.9024, loss_cls/aux0: 1.0671, loss/aux0: 1.0671, top1_acc/aux1: 0.7062, top5_acc/aux1: 0.8966, loss_cls/aux1: 1.1410, loss/aux1: 1.1410, top1_acc/aux2: 0.6081, top5_acc/aux2: 0.8299, loss_cls/aux2: 1.5403, loss/aux2: 1.5403 2020-10-23 04:03:36,624 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-10-23 04:06:49,159 - mmaction - INFO - Epoch [15][20/396] lr: 1.500e-02, eta: 8:09:56, time: 0.868, data_time: 0.000, memory: 8337, top1_acc: 0.6583, top5_acc: 0.8701, loss_cls: 1.3134, loss: 1.3134, grad_norm: 3.7288, top1_acc/aux0: 0.7209, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0879, loss/aux0: 1.0879, top1_acc/aux1: 0.6958, top5_acc/aux1: 0.9010, loss_cls/aux1: 1.1594, loss/aux1: 1.1594, top1_acc/aux2: 0.6156, top5_acc/aux2: 0.8240, loss_cls/aux2: 1.5877, loss/aux2: 1.5877 2020-10-23 04:07:32,680 - mmaction - INFO - Epoch [15][40/396] lr: 1.500e-02, eta: 8:09:43, time: 0.896, data_time: 0.000, memory: 8337, top1_acc: 0.6604, top5_acc: 0.8604, loss_cls: 1.3335, loss: 1.3335, grad_norm: 3.0116, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0682, loss/aux0: 1.0682, top1_acc/aux1: 0.7128, top5_acc/aux1: 0.9052, loss_cls/aux1: 1.1200, loss/aux1: 1.1200, top1_acc/aux2: 0.6148, top5_acc/aux2: 0.8286, loss_cls/aux2: 1.5672, loss/aux2: 1.5672 2020-10-23 04:08:18,026 - mmaction - INFO - Epoch [15][60/396] lr: 1.500e-02, eta: 8:09:30, time: 0.897, data_time: 0.000, memory: 8337, top1_acc: 0.6536, top5_acc: 0.8568, loss_cls: 1.3850, loss: 1.3850, grad_norm: 3.1287, top1_acc/aux0: 0.7283, top5_acc/aux0: 0.9040, loss_cls/aux0: 1.0622, loss/aux0: 1.0622, top1_acc/aux1: 0.7018, top5_acc/aux1: 0.8995, loss_cls/aux1: 1.1605, loss/aux1: 1.1605, top1_acc/aux2: 0.6135, top5_acc/aux2: 0.8307, loss_cls/aux2: 1.5425, loss/aux2: 1.5425 2020-10-23 04:09:01,997 - mmaction - INFO - Epoch [15][80/396] lr: 1.500e-02, eta: 8:09:09, time: 0.835, data_time: 0.000, memory: 8337, top1_acc: 0.6568, top5_acc: 0.8607, loss_cls: 1.3660, loss: 1.3660, grad_norm: 3.0898, top1_acc/aux0: 0.7230, top5_acc/aux0: 0.9022, loss_cls/aux0: 1.0776, loss/aux0: 1.0776, top1_acc/aux1: 0.6880, top5_acc/aux1: 0.8924, loss_cls/aux1: 1.1868, loss/aux1: 1.1868, top1_acc/aux2: 0.6169, top5_acc/aux2: 0.8286, loss_cls/aux2: 1.5277, loss/aux2: 1.5277 2020-10-23 04:09:44,722 - mmaction - INFO - Epoch [15][100/396] lr: 1.500e-02, eta: 8:08:53, time: 0.877, data_time: 0.000, memory: 8337, top1_acc: 0.6732, top5_acc: 0.8646, loss_cls: 1.2956, loss: 1.2956, grad_norm: 2.9976, top1_acc/aux0: 0.7225, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0703, loss/aux0: 1.0703, top1_acc/aux1: 0.7008, top5_acc/aux1: 0.8964, loss_cls/aux1: 1.1293, loss/aux1: 1.1293, top1_acc/aux2: 0.6234, top5_acc/aux2: 0.8370, loss_cls/aux2: 1.4929, loss/aux2: 1.4929 2020-10-23 04:10:28,543 - mmaction - INFO - Epoch [15][120/396] lr: 1.500e-02, eta: 8:08:39, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.6523, top5_acc: 0.8682, loss_cls: 1.3463, loss: 1.3463, grad_norm: 3.2341, top1_acc/aux0: 0.7262, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0486, loss/aux0: 1.0486, top1_acc/aux1: 0.7089, top5_acc/aux1: 0.9016, loss_cls/aux1: 1.1210, loss/aux1: 1.1210, top1_acc/aux2: 0.6177, top5_acc/aux2: 0.8388, loss_cls/aux2: 1.5034, loss/aux2: 1.5034 2020-10-23 04:11:12,260 - mmaction - INFO - Epoch [15][140/396] lr: 1.500e-02, eta: 8:08:33, time: 0.955, data_time: 0.000, memory: 8337, top1_acc: 0.6547, top5_acc: 0.8604, loss_cls: 1.3711, loss: 1.3711, grad_norm: 3.1034, top1_acc/aux0: 0.7241, top5_acc/aux0: 0.9017, loss_cls/aux0: 1.0675, loss/aux0: 1.0675, top1_acc/aux1: 0.7068, top5_acc/aux1: 0.8987, loss_cls/aux1: 1.1526, loss/aux1: 1.1526, top1_acc/aux2: 0.6219, top5_acc/aux2: 0.8440, loss_cls/aux2: 1.4957, loss/aux2: 1.4957 2020-10-23 04:11:55,499 - mmaction - INFO - Epoch [15][160/396] lr: 1.500e-02, eta: 8:08:23, time: 0.928, data_time: 0.000, memory: 8337, top1_acc: 0.6516, top5_acc: 0.8547, loss_cls: 1.3757, loss: 1.3757, grad_norm: 3.0072, top1_acc/aux0: 0.7207, top5_acc/aux0: 0.8950, loss_cls/aux0: 1.0958, loss/aux0: 1.0958, top1_acc/aux1: 0.7008, top5_acc/aux1: 0.8935, loss_cls/aux1: 1.1588, loss/aux1: 1.1588, top1_acc/aux2: 0.6427, top5_acc/aux2: 0.8521, loss_cls/aux2: 1.4268, loss/aux2: 1.4268 2020-10-23 04:12:39,025 - mmaction - INFO - Epoch [15][180/396] lr: 1.500e-02, eta: 8:08:00, time: 0.816, data_time: 0.000, memory: 8337, top1_acc: 0.6477, top5_acc: 0.8622, loss_cls: 1.3686, loss: 1.3686, grad_norm: 3.1314, top1_acc/aux0: 0.7222, top5_acc/aux0: 0.8979, loss_cls/aux0: 1.0802, loss/aux0: 1.0802, top1_acc/aux1: 0.7073, top5_acc/aux1: 0.8974, loss_cls/aux1: 1.1254, loss/aux1: 1.1254, top1_acc/aux2: 0.6357, top5_acc/aux2: 0.8422, loss_cls/aux2: 1.4447, loss/aux2: 1.4447 2020-10-23 04:13:24,159 - mmaction - INFO - Epoch [15][200/396] lr: 1.500e-02, eta: 8:07:30, time: 0.759, data_time: 0.000, memory: 8337, top1_acc: 0.6516, top5_acc: 0.8602, loss_cls: 1.4033, loss: 1.4033, grad_norm: 3.0636, top1_acc/aux0: 0.7232, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0663, loss/aux0: 1.0663, top1_acc/aux1: 0.6992, top5_acc/aux1: 0.8943, loss_cls/aux1: 1.1628, loss/aux1: 1.1628, top1_acc/aux2: 0.6312, top5_acc/aux2: 0.8479, loss_cls/aux2: 1.4533, loss/aux2: 1.4533 2020-10-23 04:14:06,988 - mmaction - INFO - Epoch [15][220/396] lr: 1.500e-02, eta: 8:07:11, time: 0.848, data_time: 0.019, memory: 8337, top1_acc: 0.6620, top5_acc: 0.8586, loss_cls: 1.3410, loss: 1.3410, grad_norm: 3.0299, top1_acc/aux0: 0.7289, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0397, loss/aux0: 1.0397, top1_acc/aux1: 0.6961, top5_acc/aux1: 0.8904, loss_cls/aux1: 1.1979, loss/aux1: 1.1979, top1_acc/aux2: 0.6312, top5_acc/aux2: 0.8513, loss_cls/aux2: 1.4460, loss/aux2: 1.4460 2020-10-23 04:14:53,212 - mmaction - INFO - Epoch [15][240/396] lr: 1.500e-02, eta: 8:07:01, time: 0.921, data_time: 0.000, memory: 8337, top1_acc: 0.6469, top5_acc: 0.8615, loss_cls: 1.3796, loss: 1.3796, grad_norm: 3.0173, top1_acc/aux0: 0.7316, top5_acc/aux0: 0.9048, loss_cls/aux0: 1.0362, loss/aux0: 1.0362, top1_acc/aux1: 0.7081, top5_acc/aux1: 0.8935, loss_cls/aux1: 1.1539, loss/aux1: 1.1539, top1_acc/aux2: 0.6211, top5_acc/aux2: 0.8417, loss_cls/aux2: 1.4751, loss/aux2: 1.4751 2020-10-23 04:15:35,019 - mmaction - INFO - Epoch [15][260/396] lr: 1.500e-02, eta: 8:06:37, time: 0.811, data_time: 0.000, memory: 8337, top1_acc: 0.6703, top5_acc: 0.8680, loss_cls: 1.3320, loss: 1.3320, grad_norm: 2.9724, top1_acc/aux0: 0.7282, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0481, loss/aux0: 1.0481, top1_acc/aux1: 0.7094, top5_acc/aux1: 0.8971, loss_cls/aux1: 1.1327, loss/aux1: 1.1327, top1_acc/aux2: 0.6219, top5_acc/aux2: 0.8456, loss_cls/aux2: 1.4715, loss/aux2: 1.4715 2020-10-23 04:16:19,809 - mmaction - INFO - Epoch [15][280/396] lr: 1.500e-02, eta: 8:06:27, time: 0.921, data_time: 0.000, memory: 8337, top1_acc: 0.6628, top5_acc: 0.8576, loss_cls: 1.3768, loss: 1.3768, grad_norm: 3.0565, top1_acc/aux0: 0.7260, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0589, loss/aux0: 1.0589, top1_acc/aux1: 0.7042, top5_acc/aux1: 0.8982, loss_cls/aux1: 1.1449, loss/aux1: 1.1449, top1_acc/aux2: 0.6208, top5_acc/aux2: 0.8435, loss_cls/aux2: 1.4933, loss/aux2: 1.4933 2020-10-23 04:17:08,464 - mmaction - INFO - Epoch [15][300/396] lr: 1.500e-02, eta: 8:06:18, time: 0.941, data_time: 0.000, memory: 8337, top1_acc: 0.6518, top5_acc: 0.8612, loss_cls: 1.3720, loss: 1.3720, grad_norm: 3.5827, top1_acc/aux0: 0.7234, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0797, loss/aux0: 1.0797, top1_acc/aux1: 0.6969, top5_acc/aux1: 0.8917, loss_cls/aux1: 1.1597, loss/aux1: 1.1597, top1_acc/aux2: 0.6177, top5_acc/aux2: 0.8388, loss_cls/aux2: 1.5139, loss/aux2: 1.5139 2020-10-23 04:17:49,754 - mmaction - INFO - Epoch [15][320/396] lr: 1.500e-02, eta: 8:06:02, time: 0.875, data_time: 0.000, memory: 8337, top1_acc: 0.6581, top5_acc: 0.8643, loss_cls: 1.3710, loss: 1.3710, grad_norm: 3.0822, top1_acc/aux0: 0.7264, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0640, loss/aux0: 1.0640, top1_acc/aux1: 0.7005, top5_acc/aux1: 0.8909, loss_cls/aux1: 1.1647, loss/aux1: 1.1647, top1_acc/aux2: 0.6232, top5_acc/aux2: 0.8406, loss_cls/aux2: 1.5004, loss/aux2: 1.5004 2020-10-23 04:18:33,129 - mmaction - INFO - Epoch [15][340/396] lr: 1.500e-02, eta: 8:05:45, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.6565, top5_acc: 0.8607, loss_cls: 1.3415, loss: 1.3415, grad_norm: 3.2727, top1_acc/aux0: 0.7238, top5_acc/aux0: 0.9019, loss_cls/aux0: 1.0645, loss/aux0: 1.0645, top1_acc/aux1: 0.7076, top5_acc/aux1: 0.8979, loss_cls/aux1: 1.1364, loss/aux1: 1.1364, top1_acc/aux2: 0.6284, top5_acc/aux2: 0.8456, loss_cls/aux2: 1.4997, loss/aux2: 1.4997 2020-10-23 04:19:16,778 - mmaction - INFO - Epoch [15][360/396] lr: 1.500e-02, eta: 8:05:20, time: 0.796, data_time: 0.000, memory: 8337, top1_acc: 0.6568, top5_acc: 0.8625, loss_cls: 1.3506, loss: 1.3506, grad_norm: 3.0293, top1_acc/aux0: 0.7242, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0674, loss/aux0: 1.0674, top1_acc/aux1: 0.7047, top5_acc/aux1: 0.8992, loss_cls/aux1: 1.1357, loss/aux1: 1.1357, top1_acc/aux2: 0.6286, top5_acc/aux2: 0.8438, loss_cls/aux2: 1.4971, loss/aux2: 1.4971 2020-10-23 04:20:03,386 - mmaction - INFO - Epoch [15][380/396] lr: 1.500e-02, eta: 8:05:13, time: 0.960, data_time: 0.000, memory: 8337, top1_acc: 0.6651, top5_acc: 0.8578, loss_cls: 1.3140, loss: 1.3140, grad_norm: 3.0811, top1_acc/aux0: 0.7280, top5_acc/aux0: 0.9033, loss_cls/aux0: 1.0605, loss/aux0: 1.0605, top1_acc/aux1: 0.7000, top5_acc/aux1: 0.8932, loss_cls/aux1: 1.1823, loss/aux1: 1.1823, top1_acc/aux2: 0.6245, top5_acc/aux2: 0.8430, loss_cls/aux2: 1.4850, loss/aux2: 1.4850 2020-10-23 04:20:40,086 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-10-23 04:21:24,822 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 04:21:24,958 - mmaction - INFO - top1_acc 0.7274 top5_acc 0.9184 2020-10-23 04:21:24,958 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 04:21:25,004 - mmaction - INFO - mean_acc 0.7275 2020-10-23 04:21:25,004 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-10-23 04:21:25,029 - mmaction - INFO - Epoch(val) [15][396] top1_acc: 0.7274, top5_acc: 0.9184, mean_class_accuracy: 0.7275 2020-10-23 04:24:38,692 - mmaction - INFO - Epoch [16][20/396] lr: 1.500e-02, eta: 8:03:20, time: 0.833, data_time: 0.017, memory: 8337, top1_acc: 0.6659, top5_acc: 0.8680, loss_cls: 1.3235, loss: 1.3235, grad_norm: 3.0584, top1_acc/aux0: 0.7218, top5_acc/aux0: 0.9017, loss_cls/aux0: 1.0649, loss/aux0: 1.0649, top1_acc/aux1: 0.7026, top5_acc/aux1: 0.9026, loss_cls/aux1: 1.1265, loss/aux1: 1.1265, top1_acc/aux2: 0.6286, top5_acc/aux2: 0.8443, loss_cls/aux2: 1.4791, loss/aux2: 1.4791 2020-10-23 04:25:23,903 - mmaction - INFO - Epoch [16][40/396] lr: 1.500e-02, eta: 8:03:11, time: 0.928, data_time: 0.001, memory: 8337, top1_acc: 0.6617, top5_acc: 0.8695, loss_cls: 1.3168, loss: 1.3168, grad_norm: 3.0798, top1_acc/aux0: 0.7219, top5_acc/aux0: 0.9020, loss_cls/aux0: 1.0662, loss/aux0: 1.0662, top1_acc/aux1: 0.6971, top5_acc/aux1: 0.8995, loss_cls/aux1: 1.1379, loss/aux1: 1.1379, top1_acc/aux2: 0.6201, top5_acc/aux2: 0.8388, loss_cls/aux2: 1.5249, loss/aux2: 1.5249 2020-10-23 04:26:07,551 - mmaction - INFO - Epoch [16][60/396] lr: 1.500e-02, eta: 8:02:49, time: 0.823, data_time: 0.000, memory: 8337, top1_acc: 0.6695, top5_acc: 0.8695, loss_cls: 1.2872, loss: 1.2872, grad_norm: 3.0508, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9045, loss_cls/aux0: 1.0466, loss/aux0: 1.0466, top1_acc/aux1: 0.6966, top5_acc/aux1: 0.8979, loss_cls/aux1: 1.1461, loss/aux1: 1.1461, top1_acc/aux2: 0.6120, top5_acc/aux2: 0.8341, loss_cls/aux2: 1.5585, loss/aux2: 1.5585 2020-10-23 04:26:54,217 - mmaction - INFO - Epoch [16][80/396] lr: 1.500e-02, eta: 8:02:33, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.6539, top5_acc: 0.8667, loss_cls: 1.3148, loss: 1.3148, grad_norm: 3.0945, top1_acc/aux0: 0.7300, top5_acc/aux0: 0.9058, loss_cls/aux0: 1.0303, loss/aux0: 1.0303, top1_acc/aux1: 0.7047, top5_acc/aux1: 0.9039, loss_cls/aux1: 1.1247, loss/aux1: 1.1247, top1_acc/aux2: 0.6151, top5_acc/aux2: 0.8357, loss_cls/aux2: 1.5243, loss/aux2: 1.5243 2020-10-23 04:27:36,484 - mmaction - INFO - Epoch [16][100/396] lr: 1.500e-02, eta: 8:02:14, time: 0.841, data_time: 0.010, memory: 8337, top1_acc: 0.6536, top5_acc: 0.8544, loss_cls: 1.3479, loss: 1.3479, grad_norm: 3.0705, top1_acc/aux0: 0.7269, top5_acc/aux0: 0.9017, loss_cls/aux0: 1.0544, loss/aux0: 1.0544, top1_acc/aux1: 0.7065, top5_acc/aux1: 0.9018, loss_cls/aux1: 1.1248, loss/aux1: 1.1248, top1_acc/aux2: 0.6203, top5_acc/aux2: 0.8417, loss_cls/aux2: 1.4827, loss/aux2: 1.4827 2020-10-23 04:28:21,359 - mmaction - INFO - Epoch [16][120/396] lr: 1.500e-02, eta: 8:02:04, time: 0.927, data_time: 0.000, memory: 8337, top1_acc: 0.6656, top5_acc: 0.8638, loss_cls: 1.3270, loss: 1.3270, grad_norm: 3.4398, top1_acc/aux0: 0.7233, top5_acc/aux0: 0.9011, loss_cls/aux0: 1.0769, loss/aux0: 1.0769, top1_acc/aux1: 0.7081, top5_acc/aux1: 0.9003, loss_cls/aux1: 1.1204, loss/aux1: 1.1204, top1_acc/aux2: 0.6151, top5_acc/aux2: 0.8443, loss_cls/aux2: 1.4896, loss/aux2: 1.4896 2020-10-23 04:29:06,221 - mmaction - INFO - Epoch [16][140/396] lr: 1.500e-02, eta: 8:01:53, time: 0.918, data_time: 0.000, memory: 8337, top1_acc: 0.6664, top5_acc: 0.8680, loss_cls: 1.3147, loss: 1.3147, grad_norm: 2.9751, top1_acc/aux0: 0.7255, top5_acc/aux0: 0.9012, loss_cls/aux0: 1.0709, loss/aux0: 1.0709, top1_acc/aux1: 0.7117, top5_acc/aux1: 0.9008, loss_cls/aux1: 1.1310, loss/aux1: 1.1310, top1_acc/aux2: 0.6242, top5_acc/aux2: 0.8469, loss_cls/aux2: 1.4668, loss/aux2: 1.4668 2020-10-23 04:29:54,366 - mmaction - INFO - Epoch [16][160/396] lr: 1.500e-02, eta: 8:01:56, time: 1.047, data_time: 0.000, memory: 8337, top1_acc: 0.6622, top5_acc: 0.8714, loss_cls: 1.3190, loss: 1.3190, grad_norm: 2.9789, top1_acc/aux0: 0.7271, top5_acc/aux0: 0.8997, loss_cls/aux0: 1.0589, loss/aux0: 1.0589, top1_acc/aux1: 0.7115, top5_acc/aux1: 0.8940, loss_cls/aux1: 1.1393, loss/aux1: 1.1393, top1_acc/aux2: 0.6430, top5_acc/aux2: 0.8513, loss_cls/aux2: 1.4207, loss/aux2: 1.4207 2020-10-23 04:30:37,145 - mmaction - INFO - Epoch [16][180/396] lr: 1.500e-02, eta: 8:01:41, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.6734, top5_acc: 0.8659, loss_cls: 1.2917, loss: 1.2917, grad_norm: 3.1765, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0403, loss/aux0: 1.0403, top1_acc/aux1: 0.7057, top5_acc/aux1: 0.8919, loss_cls/aux1: 1.1293, loss/aux1: 1.1293, top1_acc/aux2: 0.6211, top5_acc/aux2: 0.8396, loss_cls/aux2: 1.4976, loss/aux2: 1.4976 2020-10-23 04:31:25,531 - mmaction - INFO - Epoch [16][200/396] lr: 1.500e-02, eta: 8:01:32, time: 0.941, data_time: 0.000, memory: 8337, top1_acc: 0.6617, top5_acc: 0.8578, loss_cls: 1.3444, loss: 1.3444, grad_norm: 3.1317, top1_acc/aux0: 0.7223, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0613, loss/aux0: 1.0613, top1_acc/aux1: 0.7065, top5_acc/aux1: 0.8945, loss_cls/aux1: 1.1399, loss/aux1: 1.1399, top1_acc/aux2: 0.6138, top5_acc/aux2: 0.8292, loss_cls/aux2: 1.5350, loss/aux2: 1.5350 2020-10-23 04:32:09,737 - mmaction - INFO - Epoch [16][220/396] lr: 1.500e-02, eta: 8:01:19, time: 0.899, data_time: 0.000, memory: 8337, top1_acc: 0.6570, top5_acc: 0.8630, loss_cls: 1.3575, loss: 1.3575, grad_norm: 3.4448, top1_acc/aux0: 0.7215, top5_acc/aux0: 0.9011, loss_cls/aux0: 1.0724, loss/aux0: 1.0724, top1_acc/aux1: 0.7141, top5_acc/aux1: 0.9023, loss_cls/aux1: 1.1207, loss/aux1: 1.1207, top1_acc/aux2: 0.6367, top5_acc/aux2: 0.8359, loss_cls/aux2: 1.4945, loss/aux2: 1.4945 2020-10-23 04:32:53,325 - mmaction - INFO - Epoch [16][240/396] lr: 1.500e-02, eta: 8:00:57, time: 0.820, data_time: 0.000, memory: 8337, top1_acc: 0.6576, top5_acc: 0.8620, loss_cls: 1.3231, loss: 1.3231, grad_norm: 3.0016, top1_acc/aux0: 0.7290, top5_acc/aux0: 0.9031, loss_cls/aux0: 1.0540, loss/aux0: 1.0540, top1_acc/aux1: 0.7096, top5_acc/aux1: 0.9049, loss_cls/aux1: 1.1294, loss/aux1: 1.1294, top1_acc/aux2: 0.6245, top5_acc/aux2: 0.8440, loss_cls/aux2: 1.4966, loss/aux2: 1.4966 2020-10-23 04:33:39,759 - mmaction - INFO - Epoch [16][260/396] lr: 1.500e-02, eta: 8:00:42, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.6568, top5_acc: 0.8622, loss_cls: 1.3521, loss: 1.3521, grad_norm: 3.0905, top1_acc/aux0: 0.7249, top5_acc/aux0: 0.9020, loss_cls/aux0: 1.0749, loss/aux0: 1.0749, top1_acc/aux1: 0.7044, top5_acc/aux1: 0.8982, loss_cls/aux1: 1.1612, loss/aux1: 1.1612, top1_acc/aux2: 0.6185, top5_acc/aux2: 0.8430, loss_cls/aux2: 1.5004, loss/aux2: 1.5004 2020-10-23 04:34:22,071 - mmaction - INFO - Epoch [16][280/396] lr: 1.500e-02, eta: 8:00:32, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.6615, top5_acc: 0.8698, loss_cls: 1.3362, loss: 1.3362, grad_norm: 3.0700, top1_acc/aux0: 0.7258, top5_acc/aux0: 0.9013, loss_cls/aux0: 1.0716, loss/aux0: 1.0716, top1_acc/aux1: 0.7036, top5_acc/aux1: 0.8943, loss_cls/aux1: 1.1576, loss/aux1: 1.1576, top1_acc/aux2: 0.6169, top5_acc/aux2: 0.8323, loss_cls/aux2: 1.5350, loss/aux2: 1.5350 2020-10-23 04:35:06,035 - mmaction - INFO - Epoch [16][300/396] lr: 1.500e-02, eta: 8:00:17, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.6742, top5_acc: 0.8745, loss_cls: 1.2889, loss: 1.2889, grad_norm: 3.0676, top1_acc/aux0: 0.7272, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0559, loss/aux0: 1.0559, top1_acc/aux1: 0.7044, top5_acc/aux1: 0.8951, loss_cls/aux1: 1.1417, loss/aux1: 1.1417, top1_acc/aux2: 0.6091, top5_acc/aux2: 0.8299, loss_cls/aux2: 1.5499, loss/aux2: 1.5499 2020-10-23 04:35:50,922 - mmaction - INFO - Epoch [16][320/396] lr: 1.500e-02, eta: 7:59:59, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.6555, top5_acc: 0.8604, loss_cls: 1.3649, loss: 1.3649, grad_norm: 3.0218, top1_acc/aux0: 0.7272, top5_acc/aux0: 0.9051, loss_cls/aux0: 1.0440, loss/aux0: 1.0440, top1_acc/aux1: 0.7156, top5_acc/aux1: 0.8995, loss_cls/aux1: 1.1266, loss/aux1: 1.1266, top1_acc/aux2: 0.6237, top5_acc/aux2: 0.8464, loss_cls/aux2: 1.4848, loss/aux2: 1.4848 2020-10-23 04:36:35,819 - mmaction - INFO - Epoch [16][340/396] lr: 1.500e-02, eta: 7:59:51, time: 0.947, data_time: 0.094, memory: 8337, top1_acc: 0.6604, top5_acc: 0.8594, loss_cls: 1.3457, loss: 1.3457, grad_norm: 3.0540, top1_acc/aux0: 0.7332, top5_acc/aux0: 0.9080, loss_cls/aux0: 1.0228, loss/aux0: 1.0228, top1_acc/aux1: 0.7151, top5_acc/aux1: 0.9021, loss_cls/aux1: 1.1292, loss/aux1: 1.1292, top1_acc/aux2: 0.6326, top5_acc/aux2: 0.8549, loss_cls/aux2: 1.4484, loss/aux2: 1.4484 2020-10-23 04:37:21,098 - mmaction - INFO - Epoch [16][360/396] lr: 1.500e-02, eta: 7:59:38, time: 0.902, data_time: 0.000, memory: 8337, top1_acc: 0.6604, top5_acc: 0.8643, loss_cls: 1.3363, loss: 1.3363, grad_norm: 3.0890, top1_acc/aux0: 0.7324, top5_acc/aux0: 0.9054, loss_cls/aux0: 1.0351, loss/aux0: 1.0351, top1_acc/aux1: 0.7034, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.1381, loss/aux1: 1.1381, top1_acc/aux2: 0.6367, top5_acc/aux2: 0.8505, loss_cls/aux2: 1.4417, loss/aux2: 1.4417 2020-10-23 04:38:08,971 - mmaction - INFO - Epoch [16][380/396] lr: 1.500e-02, eta: 7:59:32, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.6714, top5_acc: 0.8680, loss_cls: 1.3323, loss: 1.3323, grad_norm: 3.0237, top1_acc/aux0: 0.7257, top5_acc/aux0: 0.9028, loss_cls/aux0: 1.0590, loss/aux0: 1.0590, top1_acc/aux1: 0.7141, top5_acc/aux1: 0.9029, loss_cls/aux1: 1.1076, loss/aux1: 1.1076, top1_acc/aux2: 0.6326, top5_acc/aux2: 0.8464, loss_cls/aux2: 1.4547, loss/aux2: 1.4547 2020-10-23 04:38:46,925 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-10-23 04:42:29,884 - mmaction - INFO - Epoch [17][20/396] lr: 1.500e-02, eta: 7:57:57, time: 0.950, data_time: 0.000, memory: 8337, top1_acc: 0.6680, top5_acc: 0.8706, loss_cls: 1.2929, loss: 1.2929, grad_norm: 3.0975, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.8989, loss_cls/aux0: 1.0792, loss/aux0: 1.0792, top1_acc/aux1: 0.6823, top5_acc/aux1: 0.8927, loss_cls/aux1: 1.2002, loss/aux1: 1.2002, top1_acc/aux2: 0.6167, top5_acc/aux2: 0.8510, loss_cls/aux2: 1.4810, loss/aux2: 1.4810 2020-10-23 04:43:14,062 - mmaction - INFO - Epoch [17][40/396] lr: 1.500e-02, eta: 7:57:36, time: 0.821, data_time: 0.000, memory: 8337, top1_acc: 0.6641, top5_acc: 0.8724, loss_cls: 1.2899, loss: 1.2899, grad_norm: 3.1595, top1_acc/aux0: 0.7244, top5_acc/aux0: 0.8995, loss_cls/aux0: 1.0796, loss/aux0: 1.0796, top1_acc/aux1: 0.6922, top5_acc/aux1: 0.8927, loss_cls/aux1: 1.1929, loss/aux1: 1.1929, top1_acc/aux2: 0.6206, top5_acc/aux2: 0.8513, loss_cls/aux2: 1.4609, loss/aux2: 1.4609 2020-10-23 04:43:57,658 - mmaction - INFO - Epoch [17][60/396] lr: 1.500e-02, eta: 7:57:10, time: 0.780, data_time: 0.000, memory: 8337, top1_acc: 0.6628, top5_acc: 0.8615, loss_cls: 1.3094, loss: 1.3094, grad_norm: 3.5683, top1_acc/aux0: 0.7286, top5_acc/aux0: 0.9032, loss_cls/aux0: 1.0555, loss/aux0: 1.0555, top1_acc/aux1: 0.7021, top5_acc/aux1: 0.8964, loss_cls/aux1: 1.1618, loss/aux1: 1.1618, top1_acc/aux2: 0.6245, top5_acc/aux2: 0.8495, loss_cls/aux2: 1.4686, loss/aux2: 1.4686 2020-10-23 04:44:41,332 - mmaction - INFO - Epoch [17][80/396] lr: 1.500e-02, eta: 7:56:50, time: 0.837, data_time: 0.000, memory: 8337, top1_acc: 0.6703, top5_acc: 0.8721, loss_cls: 1.3008, loss: 1.3008, grad_norm: 4.1580, top1_acc/aux0: 0.7259, top5_acc/aux0: 0.9024, loss_cls/aux0: 1.0693, loss/aux0: 1.0693, top1_acc/aux1: 0.7018, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.1428, loss/aux1: 1.1428, top1_acc/aux2: 0.6234, top5_acc/aux2: 0.8445, loss_cls/aux2: 1.4876, loss/aux2: 1.4876 2020-10-23 04:45:26,733 - mmaction - INFO - Epoch [17][100/396] lr: 1.500e-02, eta: 7:56:33, time: 0.864, data_time: 0.000, memory: 8337, top1_acc: 0.6789, top5_acc: 0.8719, loss_cls: 1.2882, loss: 1.2882, grad_norm: 3.1175, top1_acc/aux0: 0.7239, top5_acc/aux0: 0.9012, loss_cls/aux0: 1.0827, loss/aux0: 1.0827, top1_acc/aux1: 0.7005, top5_acc/aux1: 0.8945, loss_cls/aux1: 1.1550, loss/aux1: 1.1550, top1_acc/aux2: 0.6234, top5_acc/aux2: 0.8469, loss_cls/aux2: 1.4648, loss/aux2: 1.4648 2020-10-23 04:46:13,174 - mmaction - INFO - Epoch [17][120/396] lr: 1.500e-02, eta: 7:56:24, time: 0.938, data_time: 0.000, memory: 8337, top1_acc: 0.6701, top5_acc: 0.8706, loss_cls: 1.2905, loss: 1.2905, grad_norm: 3.1219, top1_acc/aux0: 0.7248, top5_acc/aux0: 0.9023, loss_cls/aux0: 1.0712, loss/aux0: 1.0712, top1_acc/aux1: 0.7026, top5_acc/aux1: 0.8904, loss_cls/aux1: 1.1612, loss/aux1: 1.1612, top1_acc/aux2: 0.6258, top5_acc/aux2: 0.8471, loss_cls/aux2: 1.4724, loss/aux2: 1.4724 2020-10-23 04:46:57,416 - mmaction - INFO - Epoch [17][140/396] lr: 1.500e-02, eta: 7:56:02, time: 0.817, data_time: 0.000, memory: 8337, top1_acc: 0.6562, top5_acc: 0.8648, loss_cls: 1.3554, loss: 1.3554, grad_norm: 3.1835, top1_acc/aux0: 0.7249, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0623, loss/aux0: 1.0623, top1_acc/aux1: 0.7044, top5_acc/aux1: 0.8956, loss_cls/aux1: 1.1620, loss/aux1: 1.1620, top1_acc/aux2: 0.6250, top5_acc/aux2: 0.8453, loss_cls/aux2: 1.4767, loss/aux2: 1.4767 2020-10-23 04:47:40,337 - mmaction - INFO - Epoch [17][160/396] lr: 1.500e-02, eta: 7:55:51, time: 0.925, data_time: 0.180, memory: 8337, top1_acc: 0.6654, top5_acc: 0.8719, loss_cls: 1.3183, loss: 1.3183, grad_norm: 3.0585, top1_acc/aux0: 0.7280, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0465, loss/aux0: 1.0465, top1_acc/aux1: 0.7115, top5_acc/aux1: 0.9008, loss_cls/aux1: 1.1394, loss/aux1: 1.1394, top1_acc/aux2: 0.6214, top5_acc/aux2: 0.8516, loss_cls/aux2: 1.4739, loss/aux2: 1.4739 2020-10-23 04:48:24,371 - mmaction - INFO - Epoch [17][180/396] lr: 1.500e-02, eta: 7:55:41, time: 0.940, data_time: 0.001, memory: 8337, top1_acc: 0.6698, top5_acc: 0.8789, loss_cls: 1.2798, loss: 1.2798, grad_norm: 2.9819, top1_acc/aux0: 0.7263, top5_acc/aux0: 0.8990, loss_cls/aux0: 1.0553, loss/aux0: 1.0553, top1_acc/aux1: 0.7232, top5_acc/aux1: 0.9047, loss_cls/aux1: 1.1033, loss/aux1: 1.1033, top1_acc/aux2: 0.6320, top5_acc/aux2: 0.8516, loss_cls/aux2: 1.4542, loss/aux2: 1.4542 2020-10-23 04:49:09,090 - mmaction - INFO - Epoch [17][200/396] lr: 1.500e-02, eta: 7:55:26, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.6786, top5_acc: 0.8753, loss_cls: 1.2692, loss: 1.2692, grad_norm: 3.0368, top1_acc/aux0: 0.7267, top5_acc/aux0: 0.9015, loss_cls/aux0: 1.0555, loss/aux0: 1.0555, top1_acc/aux1: 0.7255, top5_acc/aux1: 0.9049, loss_cls/aux1: 1.0888, loss/aux1: 1.0888, top1_acc/aux2: 0.6344, top5_acc/aux2: 0.8443, loss_cls/aux2: 1.4685, loss/aux2: 1.4685 2020-10-23 04:49:52,703 - mmaction - INFO - Epoch [17][220/396] lr: 1.500e-02, eta: 7:55:07, time: 0.843, data_time: 0.000, memory: 8337, top1_acc: 0.6682, top5_acc: 0.8609, loss_cls: 1.3775, loss: 1.3775, grad_norm: 3.0584, top1_acc/aux0: 0.7298, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0482, loss/aux0: 1.0482, top1_acc/aux1: 0.7315, top5_acc/aux1: 0.9076, loss_cls/aux1: 1.0642, loss/aux1: 1.0642, top1_acc/aux2: 0.6216, top5_acc/aux2: 0.8417, loss_cls/aux2: 1.5127, loss/aux2: 1.5127 2020-10-23 04:50:36,949 - mmaction - INFO - Epoch [17][240/396] lr: 1.500e-02, eta: 7:54:57, time: 0.934, data_time: 0.000, memory: 8337, top1_acc: 0.6773, top5_acc: 0.8813, loss_cls: 1.2577, loss: 1.2577, grad_norm: 3.1162, top1_acc/aux0: 0.7332, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0370, loss/aux0: 1.0370, top1_acc/aux1: 0.7268, top5_acc/aux1: 0.9151, loss_cls/aux1: 1.0539, loss/aux1: 1.0539, top1_acc/aux2: 0.6260, top5_acc/aux2: 0.8409, loss_cls/aux2: 1.4928, loss/aux2: 1.4928 2020-10-23 04:51:19,335 - mmaction - INFO - Epoch [17][260/396] lr: 1.500e-02, eta: 7:54:38, time: 0.844, data_time: 0.073, memory: 8337, top1_acc: 0.6685, top5_acc: 0.8734, loss_cls: 1.2909, loss: 1.2909, grad_norm: 3.5413, top1_acc/aux0: 0.7300, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0473, loss/aux0: 1.0473, top1_acc/aux1: 0.7174, top5_acc/aux1: 0.9078, loss_cls/aux1: 1.0932, loss/aux1: 1.0932, top1_acc/aux2: 0.6203, top5_acc/aux2: 0.8380, loss_cls/aux2: 1.5157, loss/aux2: 1.5157 2020-10-23 04:52:04,311 - mmaction - INFO - Epoch [17][280/396] lr: 1.500e-02, eta: 7:54:37, time: 1.028, data_time: 0.008, memory: 8337, top1_acc: 0.6581, top5_acc: 0.8604, loss_cls: 1.3402, loss: 1.3402, grad_norm: 3.0160, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0527, loss/aux0: 1.0527, top1_acc/aux1: 0.7115, top5_acc/aux1: 0.8990, loss_cls/aux1: 1.1221, loss/aux1: 1.1221, top1_acc/aux2: 0.6203, top5_acc/aux2: 0.8427, loss_cls/aux2: 1.5051, loss/aux2: 1.5051 2020-10-23 04:52:48,157 - mmaction - INFO - Epoch [17][300/396] lr: 1.500e-02, eta: 7:54:24, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.6612, top5_acc: 0.8630, loss_cls: 1.3272, loss: 1.3272, grad_norm: 2.9892, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9056, loss_cls/aux0: 1.0431, loss/aux0: 1.0431, top1_acc/aux1: 0.7125, top5_acc/aux1: 0.9042, loss_cls/aux1: 1.1058, loss/aux1: 1.1058, top1_acc/aux2: 0.6365, top5_acc/aux2: 0.8466, loss_cls/aux2: 1.4475, loss/aux2: 1.4475 2020-10-23 04:53:31,248 - mmaction - INFO - Epoch [17][320/396] lr: 1.500e-02, eta: 7:54:06, time: 0.857, data_time: 0.000, memory: 8337, top1_acc: 0.6531, top5_acc: 0.8622, loss_cls: 1.3298, loss: 1.3298, grad_norm: 3.0150, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9047, loss_cls/aux0: 1.0485, loss/aux0: 1.0485, top1_acc/aux1: 0.7128, top5_acc/aux1: 0.9099, loss_cls/aux1: 1.0876, loss/aux1: 1.0876, top1_acc/aux2: 0.6388, top5_acc/aux2: 0.8510, loss_cls/aux2: 1.4190, loss/aux2: 1.4190 2020-10-23 04:54:16,972 - mmaction - INFO - Epoch [17][340/396] lr: 1.500e-02, eta: 7:53:46, time: 0.833, data_time: 0.000, memory: 8337, top1_acc: 0.6781, top5_acc: 0.8685, loss_cls: 1.2955, loss: 1.2955, grad_norm: 3.0545, top1_acc/aux0: 0.7282, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0502, loss/aux0: 1.0502, top1_acc/aux1: 0.7130, top5_acc/aux1: 0.9042, loss_cls/aux1: 1.1115, loss/aux1: 1.1115, top1_acc/aux2: 0.6328, top5_acc/aux2: 0.8513, loss_cls/aux2: 1.4290, loss/aux2: 1.4290 2020-10-23 04:55:02,348 - mmaction - INFO - Epoch [17][360/396] lr: 1.500e-02, eta: 7:53:33, time: 0.912, data_time: 0.000, memory: 8337, top1_acc: 0.6615, top5_acc: 0.8635, loss_cls: 1.3119, loss: 1.3119, grad_norm: 3.4673, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9046, loss_cls/aux0: 1.0446, loss/aux0: 1.0446, top1_acc/aux1: 0.7219, top5_acc/aux1: 0.9034, loss_cls/aux1: 1.1071, loss/aux1: 1.1071, top1_acc/aux2: 0.6333, top5_acc/aux2: 0.8448, loss_cls/aux2: 1.4567, loss/aux2: 1.4567 2020-10-23 04:55:44,840 - mmaction - INFO - Epoch [17][380/396] lr: 1.500e-02, eta: 7:53:10, time: 0.801, data_time: 0.000, memory: 8337, top1_acc: 0.6570, top5_acc: 0.8641, loss_cls: 1.3415, loss: 1.3415, grad_norm: 3.1557, top1_acc/aux0: 0.7314, top5_acc/aux0: 0.9043, loss_cls/aux0: 1.0460, loss/aux0: 1.0460, top1_acc/aux1: 0.7151, top5_acc/aux1: 0.9029, loss_cls/aux1: 1.1023, loss/aux1: 1.1023, top1_acc/aux2: 0.6349, top5_acc/aux2: 0.8419, loss_cls/aux2: 1.4517, loss/aux2: 1.4517 2020-10-23 04:56:22,072 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-10-23 04:59:34,249 - mmaction - INFO - Epoch [18][20/396] lr: 1.500e-02, eta: 7:51:31, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.6844, top5_acc: 0.8773, loss_cls: 1.2474, loss: 1.2474, grad_norm: 3.0335, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.9022, loss_cls/aux0: 1.0809, loss/aux0: 1.0809, top1_acc/aux1: 0.7135, top5_acc/aux1: 0.8964, loss_cls/aux1: 1.1057, loss/aux1: 1.1057, top1_acc/aux2: 0.6188, top5_acc/aux2: 0.8380, loss_cls/aux2: 1.5334, loss/aux2: 1.5334 2020-10-23 05:00:18,258 - mmaction - INFO - Epoch [18][40/396] lr: 1.500e-02, eta: 7:51:22, time: 0.950, data_time: 0.000, memory: 8337, top1_acc: 0.6766, top5_acc: 0.8763, loss_cls: 1.2640, loss: 1.2640, grad_norm: 3.0074, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9038, loss_cls/aux0: 1.0632, loss/aux0: 1.0632, top1_acc/aux1: 0.7099, top5_acc/aux1: 0.8924, loss_cls/aux1: 1.1430, loss/aux1: 1.1430, top1_acc/aux2: 0.6219, top5_acc/aux2: 0.8406, loss_cls/aux2: 1.5166, loss/aux2: 1.5166 2020-10-23 05:01:00,293 - mmaction - INFO - Epoch [18][60/396] lr: 1.500e-02, eta: 7:51:05, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.6818, top5_acc: 0.8776, loss_cls: 1.2488, loss: 1.2488, grad_norm: 3.1300, top1_acc/aux0: 0.7311, top5_acc/aux0: 0.9072, loss_cls/aux0: 1.0350, loss/aux0: 1.0350, top1_acc/aux1: 0.7094, top5_acc/aux1: 0.8992, loss_cls/aux1: 1.1422, loss/aux1: 1.1422, top1_acc/aux2: 0.6336, top5_acc/aux2: 0.8461, loss_cls/aux2: 1.4684, loss/aux2: 1.4684 2020-10-23 05:01:46,879 - mmaction - INFO - Epoch [18][80/396] lr: 1.500e-02, eta: 7:50:54, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.6784, top5_acc: 0.8630, loss_cls: 1.3112, loss: 1.3112, grad_norm: 3.0768, top1_acc/aux0: 0.7291, top5_acc/aux0: 0.9064, loss_cls/aux0: 1.0375, loss/aux0: 1.0375, top1_acc/aux1: 0.7005, top5_acc/aux1: 0.9016, loss_cls/aux1: 1.1263, loss/aux1: 1.1263, top1_acc/aux2: 0.6378, top5_acc/aux2: 0.8503, loss_cls/aux2: 1.4316, loss/aux2: 1.4316 2020-10-23 05:02:30,772 - mmaction - INFO - Epoch [18][100/396] lr: 1.500e-02, eta: 7:50:33, time: 0.815, data_time: 0.000, memory: 8337, top1_acc: 0.6693, top5_acc: 0.8745, loss_cls: 1.2630, loss: 1.2630, grad_norm: 3.0261, top1_acc/aux0: 0.7305, top5_acc/aux0: 0.9059, loss_cls/aux0: 1.0376, loss/aux0: 1.0376, top1_acc/aux1: 0.6906, top5_acc/aux1: 0.8987, loss_cls/aux1: 1.1414, loss/aux1: 1.1414, top1_acc/aux2: 0.6310, top5_acc/aux2: 0.8474, loss_cls/aux2: 1.4681, loss/aux2: 1.4681 2020-10-23 05:03:18,249 - mmaction - INFO - Epoch [18][120/396] lr: 1.500e-02, eta: 7:50:24, time: 0.948, data_time: 0.000, memory: 8337, top1_acc: 0.6638, top5_acc: 0.8690, loss_cls: 1.3100, loss: 1.3100, grad_norm: 3.0166, top1_acc/aux0: 0.7310, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0349, loss/aux0: 1.0349, top1_acc/aux1: 0.7125, top5_acc/aux1: 0.9073, loss_cls/aux1: 1.1025, loss/aux1: 1.1025, top1_acc/aux2: 0.6323, top5_acc/aux2: 0.8440, loss_cls/aux2: 1.4910, loss/aux2: 1.4910 2020-10-23 05:04:01,338 - mmaction - INFO - Epoch [18][140/396] lr: 1.500e-02, eta: 7:50:02, time: 0.819, data_time: 0.000, memory: 8337, top1_acc: 0.6734, top5_acc: 0.8789, loss_cls: 1.2594, loss: 1.2594, grad_norm: 2.9985, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.9028, loss_cls/aux0: 1.0532, loss/aux0: 1.0532, top1_acc/aux1: 0.7289, top5_acc/aux1: 0.9112, loss_cls/aux1: 1.0572, loss/aux1: 1.0572, top1_acc/aux2: 0.6219, top5_acc/aux2: 0.8380, loss_cls/aux2: 1.5020, loss/aux2: 1.5020 2020-10-23 05:04:46,556 - mmaction - INFO - Epoch [18][160/396] lr: 1.500e-02, eta: 7:49:49, time: 0.905, data_time: 0.000, memory: 8337, top1_acc: 0.6758, top5_acc: 0.8737, loss_cls: 1.2943, loss: 1.2943, grad_norm: 3.0084, top1_acc/aux0: 0.7309, top5_acc/aux0: 0.9040, loss_cls/aux0: 1.0350, loss/aux0: 1.0350, top1_acc/aux1: 0.7245, top5_acc/aux1: 0.9060, loss_cls/aux1: 1.0673, loss/aux1: 1.0673, top1_acc/aux2: 0.6198, top5_acc/aux2: 0.8367, loss_cls/aux2: 1.5015, loss/aux2: 1.5015 2020-10-23 05:05:32,906 - mmaction - INFO - Epoch [18][180/396] lr: 1.500e-02, eta: 7:49:36, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.6661, top5_acc: 0.8677, loss_cls: 1.3064, loss: 1.3064, grad_norm: 2.9735, top1_acc/aux0: 0.7301, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0353, loss/aux0: 1.0353, top1_acc/aux1: 0.7245, top5_acc/aux1: 0.9016, loss_cls/aux1: 1.0965, loss/aux1: 1.0965, top1_acc/aux2: 0.6359, top5_acc/aux2: 0.8500, loss_cls/aux2: 1.4417, loss/aux2: 1.4417 2020-10-23 05:06:15,479 - mmaction - INFO - Epoch [18][200/396] lr: 1.500e-02, eta: 7:49:18, time: 0.848, data_time: 0.000, memory: 8337, top1_acc: 0.6776, top5_acc: 0.8625, loss_cls: 1.2930, loss: 1.2930, grad_norm: 2.9614, top1_acc/aux0: 0.7282, top5_acc/aux0: 0.9046, loss_cls/aux0: 1.0424, loss/aux0: 1.0424, top1_acc/aux1: 0.7234, top5_acc/aux1: 0.9094, loss_cls/aux1: 1.0711, loss/aux1: 1.0711, top1_acc/aux2: 0.6331, top5_acc/aux2: 0.8505, loss_cls/aux2: 1.4390, loss/aux2: 1.4390 2020-10-23 05:07:00,577 - mmaction - INFO - Epoch [18][220/396] lr: 1.500e-02, eta: 7:49:07, time: 0.934, data_time: 0.000, memory: 8337, top1_acc: 0.6680, top5_acc: 0.8781, loss_cls: 1.2710, loss: 1.2710, grad_norm: 3.0988, top1_acc/aux0: 0.7291, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0448, loss/aux0: 1.0448, top1_acc/aux1: 0.7193, top5_acc/aux1: 0.9135, loss_cls/aux1: 1.0673, loss/aux1: 1.0673, top1_acc/aux2: 0.6232, top5_acc/aux2: 0.8362, loss_cls/aux2: 1.4924, loss/aux2: 1.4924 2020-10-23 05:07:43,951 - mmaction - INFO - Epoch [18][240/396] lr: 1.500e-02, eta: 7:48:44, time: 0.800, data_time: 0.000, memory: 8337, top1_acc: 0.6703, top5_acc: 0.8734, loss_cls: 1.2805, loss: 1.2805, grad_norm: 3.1342, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9022, loss_cls/aux0: 1.0546, loss/aux0: 1.0546, top1_acc/aux1: 0.7130, top5_acc/aux1: 0.9070, loss_cls/aux1: 1.1035, loss/aux1: 1.1035, top1_acc/aux2: 0.6302, top5_acc/aux2: 0.8372, loss_cls/aux2: 1.4691, loss/aux2: 1.4691 2020-10-23 05:08:28,010 - mmaction - INFO - Epoch [18][260/396] lr: 1.500e-02, eta: 7:48:30, time: 0.891, data_time: 0.003, memory: 8337, top1_acc: 0.6510, top5_acc: 0.8562, loss_cls: 1.3707, loss: 1.3707, grad_norm: 2.9905, top1_acc/aux0: 0.7297, top5_acc/aux0: 0.9035, loss_cls/aux0: 1.0423, loss/aux0: 1.0423, top1_acc/aux1: 0.7138, top5_acc/aux1: 0.9081, loss_cls/aux1: 1.0871, loss/aux1: 1.0871, top1_acc/aux2: 0.6372, top5_acc/aux2: 0.8432, loss_cls/aux2: 1.4342, loss/aux2: 1.4342 2020-10-23 05:09:12,761 - mmaction - INFO - Epoch [18][280/396] lr: 1.500e-02, eta: 7:48:21, time: 0.960, data_time: 0.005, memory: 8337, top1_acc: 0.6672, top5_acc: 0.8628, loss_cls: 1.3414, loss: 1.3414, grad_norm: 2.9945, top1_acc/aux0: 0.7369, top5_acc/aux0: 0.9054, loss_cls/aux0: 1.0212, loss/aux0: 1.0212, top1_acc/aux1: 0.7219, top5_acc/aux1: 0.9086, loss_cls/aux1: 1.0665, loss/aux1: 1.0665, top1_acc/aux2: 0.6297, top5_acc/aux2: 0.8516, loss_cls/aux2: 1.4621, loss/aux2: 1.4621 2020-10-23 05:09:57,626 - mmaction - INFO - Epoch [18][300/396] lr: 1.500e-02, eta: 7:48:09, time: 0.917, data_time: 0.000, memory: 8337, top1_acc: 0.6625, top5_acc: 0.8698, loss_cls: 1.3348, loss: 1.3348, grad_norm: 3.0391, top1_acc/aux0: 0.7376, top5_acc/aux0: 0.9053, loss_cls/aux0: 1.0165, loss/aux0: 1.0165, top1_acc/aux1: 0.7203, top5_acc/aux1: 0.9094, loss_cls/aux1: 1.0928, loss/aux1: 1.0928, top1_acc/aux2: 0.6242, top5_acc/aux2: 0.8586, loss_cls/aux2: 1.4740, loss/aux2: 1.4740 2020-10-23 05:10:44,362 - mmaction - INFO - Epoch [18][320/396] lr: 1.500e-02, eta: 7:47:56, time: 0.902, data_time: 0.000, memory: 8337, top1_acc: 0.6682, top5_acc: 0.8669, loss_cls: 1.3240, loss: 1.3240, grad_norm: 2.9847, top1_acc/aux0: 0.7309, top5_acc/aux0: 0.9017, loss_cls/aux0: 1.0447, loss/aux0: 1.0447, top1_acc/aux1: 0.7172, top5_acc/aux1: 0.9034, loss_cls/aux1: 1.1190, loss/aux1: 1.1190, top1_acc/aux2: 0.6299, top5_acc/aux2: 0.8518, loss_cls/aux2: 1.4622, loss/aux2: 1.4622 2020-10-23 05:11:29,551 - mmaction - INFO - Epoch [18][340/396] lr: 1.500e-02, eta: 7:47:35, time: 0.822, data_time: 0.000, memory: 8337, top1_acc: 0.6734, top5_acc: 0.8753, loss_cls: 1.2846, loss: 1.2846, grad_norm: 3.0417, top1_acc/aux0: 0.7276, top5_acc/aux0: 0.9005, loss_cls/aux0: 1.0651, loss/aux0: 1.0651, top1_acc/aux1: 0.7099, top5_acc/aux1: 0.8937, loss_cls/aux1: 1.1360, loss/aux1: 1.1360, top1_acc/aux2: 0.6341, top5_acc/aux2: 0.8539, loss_cls/aux2: 1.4459, loss/aux2: 1.4459 2020-10-23 05:12:11,254 - mmaction - INFO - Epoch [18][360/396] lr: 1.500e-02, eta: 7:47:14, time: 0.823, data_time: 0.000, memory: 8337, top1_acc: 0.6750, top5_acc: 0.8719, loss_cls: 1.2783, loss: 1.2783, grad_norm: 2.9529, top1_acc/aux0: 0.7273, top5_acc/aux0: 0.9018, loss_cls/aux0: 1.0583, loss/aux0: 1.0583, top1_acc/aux1: 0.7172, top5_acc/aux1: 0.9003, loss_cls/aux1: 1.0993, loss/aux1: 1.0993, top1_acc/aux2: 0.6326, top5_acc/aux2: 0.8581, loss_cls/aux2: 1.4310, loss/aux2: 1.4310 2020-10-23 05:12:55,960 - mmaction - INFO - Epoch [18][380/396] lr: 1.500e-02, eta: 7:46:50, time: 0.787, data_time: 0.000, memory: 8337, top1_acc: 0.6823, top5_acc: 0.8706, loss_cls: 1.2643, loss: 1.2643, grad_norm: 3.6996, top1_acc/aux0: 0.7262, top5_acc/aux0: 0.9025, loss_cls/aux0: 1.0645, loss/aux0: 1.0645, top1_acc/aux1: 0.7250, top5_acc/aux1: 0.8990, loss_cls/aux1: 1.0920, loss/aux1: 1.0920, top1_acc/aux2: 0.6167, top5_acc/aux2: 0.8440, loss_cls/aux2: 1.4688, loss/aux2: 1.4688 2020-10-23 05:13:32,527 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-10-23 05:17:03,172 - mmaction - INFO - Epoch [19][20/396] lr: 1.500e-02, eta: 7:45:13, time: 0.826, data_time: 0.000, memory: 8337, top1_acc: 0.6826, top5_acc: 0.8852, loss_cls: 1.2310, loss: 1.2310, grad_norm: 3.0505, top1_acc/aux0: 0.7307, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0279, loss/aux0: 1.0279, top1_acc/aux1: 0.7229, top5_acc/aux1: 0.8974, loss_cls/aux1: 1.0840, loss/aux1: 1.0840, top1_acc/aux2: 0.6385, top5_acc/aux2: 0.8594, loss_cls/aux2: 1.4150, loss/aux2: 1.4150 2020-10-23 05:17:46,271 - mmaction - INFO - Epoch [19][40/396] lr: 1.500e-02, eta: 7:44:53, time: 0.832, data_time: 0.000, memory: 8337, top1_acc: 0.6674, top5_acc: 0.8641, loss_cls: 1.2929, loss: 1.2929, grad_norm: 3.0694, top1_acc/aux0: 0.7292, top5_acc/aux0: 0.9058, loss_cls/aux0: 1.0370, loss/aux0: 1.0370, top1_acc/aux1: 0.7159, top5_acc/aux1: 0.9005, loss_cls/aux1: 1.0912, loss/aux1: 1.0912, top1_acc/aux2: 0.6297, top5_acc/aux2: 0.8503, loss_cls/aux2: 1.4655, loss/aux2: 1.4655 2020-10-23 05:18:32,151 - mmaction - INFO - Epoch [19][60/396] lr: 1.500e-02, eta: 7:44:46, time: 0.979, data_time: 0.000, memory: 8337, top1_acc: 0.6703, top5_acc: 0.8716, loss_cls: 1.2637, loss: 1.2637, grad_norm: 3.0046, top1_acc/aux0: 0.7312, top5_acc/aux0: 0.9069, loss_cls/aux0: 1.0277, loss/aux0: 1.0277, top1_acc/aux1: 0.7148, top5_acc/aux1: 0.9016, loss_cls/aux1: 1.0881, loss/aux1: 1.0881, top1_acc/aux2: 0.6362, top5_acc/aux2: 0.8443, loss_cls/aux2: 1.4677, loss/aux2: 1.4677 2020-10-23 05:19:20,351 - mmaction - INFO - Epoch [19][80/396] lr: 1.500e-02, eta: 7:44:37, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.6839, top5_acc: 0.8797, loss_cls: 1.2308, loss: 1.2308, grad_norm: 3.0044, top1_acc/aux0: 0.7296, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0380, loss/aux0: 1.0380, top1_acc/aux1: 0.7174, top5_acc/aux1: 0.8966, loss_cls/aux1: 1.1098, loss/aux1: 1.1098, top1_acc/aux2: 0.6453, top5_acc/aux2: 0.8479, loss_cls/aux2: 1.4229, loss/aux2: 1.4229 2020-10-23 05:20:02,738 - mmaction - INFO - Epoch [19][100/396] lr: 1.500e-02, eta: 7:44:23, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.6745, top5_acc: 0.8716, loss_cls: 1.2827, loss: 1.2827, grad_norm: 3.0080, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.9053, loss_cls/aux0: 1.0487, loss/aux0: 1.0487, top1_acc/aux1: 0.7169, top5_acc/aux1: 0.9016, loss_cls/aux1: 1.1121, loss/aux1: 1.1121, top1_acc/aux2: 0.6391, top5_acc/aux2: 0.8448, loss_cls/aux2: 1.4512, loss/aux2: 1.4512 2020-10-23 05:20:49,026 - mmaction - INFO - Epoch [19][120/396] lr: 1.500e-02, eta: 7:44:15, time: 0.966, data_time: 0.000, memory: 8337, top1_acc: 0.6758, top5_acc: 0.8701, loss_cls: 1.2994, loss: 1.2994, grad_norm: 2.9865, top1_acc/aux0: 0.7341, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0272, loss/aux0: 1.0272, top1_acc/aux1: 0.7193, top5_acc/aux1: 0.9060, loss_cls/aux1: 1.0882, loss/aux1: 1.0882, top1_acc/aux2: 0.6383, top5_acc/aux2: 0.8466, loss_cls/aux2: 1.4595, loss/aux2: 1.4595 2020-10-23 05:21:32,101 - mmaction - INFO - Epoch [19][140/396] lr: 1.500e-02, eta: 7:44:00, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.6786, top5_acc: 0.8755, loss_cls: 1.2554, loss: 1.2554, grad_norm: 3.0027, top1_acc/aux0: 0.7309, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0454, loss/aux0: 1.0454, top1_acc/aux1: 0.7177, top5_acc/aux1: 0.9091, loss_cls/aux1: 1.0896, loss/aux1: 1.0896, top1_acc/aux2: 0.6320, top5_acc/aux2: 0.8495, loss_cls/aux2: 1.4643, loss/aux2: 1.4643 2020-10-23 05:22:17,853 - mmaction - INFO - Epoch [19][160/396] lr: 1.500e-02, eta: 7:43:45, time: 0.887, data_time: 0.000, memory: 8337, top1_acc: 0.6799, top5_acc: 0.8763, loss_cls: 1.2646, loss: 1.2646, grad_norm: 3.0740, top1_acc/aux0: 0.7284, top5_acc/aux0: 0.9058, loss_cls/aux0: 1.0488, loss/aux0: 1.0488, top1_acc/aux1: 0.7237, top5_acc/aux1: 0.9154, loss_cls/aux1: 1.0802, loss/aux1: 1.0802, top1_acc/aux2: 0.6375, top5_acc/aux2: 0.8471, loss_cls/aux2: 1.4525, loss/aux2: 1.4525 2020-10-23 05:23:02,015 - mmaction - INFO - Epoch [19][180/396] lr: 1.500e-02, eta: 7:43:26, time: 0.841, data_time: 0.000, memory: 8337, top1_acc: 0.6719, top5_acc: 0.8687, loss_cls: 1.2848, loss: 1.2848, grad_norm: 3.5116, top1_acc/aux0: 0.7337, top5_acc/aux0: 0.9074, loss_cls/aux0: 1.0341, loss/aux0: 1.0341, top1_acc/aux1: 0.7180, top5_acc/aux1: 0.9109, loss_cls/aux1: 1.0907, loss/aux1: 1.0907, top1_acc/aux2: 0.6503, top5_acc/aux2: 0.8529, loss_cls/aux2: 1.3997, loss/aux2: 1.3997 2020-10-23 05:23:44,849 - mmaction - INFO - Epoch [19][200/396] lr: 1.500e-02, eta: 7:43:09, time: 0.860, data_time: 0.086, memory: 8337, top1_acc: 0.6888, top5_acc: 0.8773, loss_cls: 1.2473, loss: 1.2473, grad_norm: 2.9503, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0413, loss/aux0: 1.0413, top1_acc/aux1: 0.7143, top5_acc/aux1: 0.9042, loss_cls/aux1: 1.0942, loss/aux1: 1.0942, top1_acc/aux2: 0.6500, top5_acc/aux2: 0.8568, loss_cls/aux2: 1.3924, loss/aux2: 1.3924 2020-10-23 05:24:31,882 - mmaction - INFO - Epoch [19][220/396] lr: 1.500e-02, eta: 7:43:02, time: 0.983, data_time: 0.000, memory: 8337, top1_acc: 0.6648, top5_acc: 0.8703, loss_cls: 1.2880, loss: 1.2880, grad_norm: 3.0488, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0243, loss/aux0: 1.0243, top1_acc/aux1: 0.7133, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.0976, loss/aux1: 1.0976, top1_acc/aux2: 0.6409, top5_acc/aux2: 0.8518, loss_cls/aux2: 1.4282, loss/aux2: 1.4282 2020-10-23 05:25:14,895 - mmaction - INFO - Epoch [19][240/396] lr: 1.500e-02, eta: 7:42:38, time: 0.782, data_time: 0.000, memory: 8337, top1_acc: 0.6794, top5_acc: 0.8729, loss_cls: 1.2708, loss: 1.2708, grad_norm: 3.1165, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.9100, loss_cls/aux0: 1.0101, loss/aux0: 1.0101, top1_acc/aux1: 0.7122, top5_acc/aux1: 0.9021, loss_cls/aux1: 1.0998, loss/aux1: 1.0998, top1_acc/aux2: 0.6284, top5_acc/aux2: 0.8492, loss_cls/aux2: 1.4518, loss/aux2: 1.4518 2020-10-23 05:26:00,673 - mmaction - INFO - Epoch [19][260/396] lr: 1.500e-02, eta: 7:42:25, time: 0.910, data_time: 0.000, memory: 8337, top1_acc: 0.6753, top5_acc: 0.8724, loss_cls: 1.2583, loss: 1.2583, grad_norm: 3.0583, top1_acc/aux0: 0.7332, top5_acc/aux0: 0.9087, loss_cls/aux0: 1.0258, loss/aux0: 1.0258, top1_acc/aux1: 0.7148, top5_acc/aux1: 0.9003, loss_cls/aux1: 1.1012, loss/aux1: 1.1012, top1_acc/aux2: 0.6258, top5_acc/aux2: 0.8409, loss_cls/aux2: 1.4795, loss/aux2: 1.4795 2020-10-23 05:26:46,064 - mmaction - INFO - Epoch [19][280/396] lr: 1.500e-02, eta: 7:42:14, time: 0.928, data_time: 0.000, memory: 8337, top1_acc: 0.6766, top5_acc: 0.8693, loss_cls: 1.2888, loss: 1.2888, grad_norm: 2.9710, top1_acc/aux0: 0.7322, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0278, loss/aux0: 1.0278, top1_acc/aux1: 0.7135, top5_acc/aux1: 0.9010, loss_cls/aux1: 1.0931, loss/aux1: 1.0931, top1_acc/aux2: 0.6294, top5_acc/aux2: 0.8432, loss_cls/aux2: 1.4710, loss/aux2: 1.4710 2020-10-23 05:27:29,616 - mmaction - INFO - Epoch [19][300/396] lr: 1.500e-02, eta: 7:41:52, time: 0.807, data_time: 0.000, memory: 8337, top1_acc: 0.6724, top5_acc: 0.8732, loss_cls: 1.2570, loss: 1.2570, grad_norm: 2.9920, top1_acc/aux0: 0.7309, top5_acc/aux0: 0.9086, loss_cls/aux0: 1.0274, loss/aux0: 1.0274, top1_acc/aux1: 0.7279, top5_acc/aux1: 0.9063, loss_cls/aux1: 1.0725, loss/aux1: 1.0725, top1_acc/aux2: 0.6370, top5_acc/aux2: 0.8516, loss_cls/aux2: 1.4303, loss/aux2: 1.4303 2020-10-23 05:28:18,225 - mmaction - INFO - Epoch [19][320/396] lr: 1.500e-02, eta: 7:41:59, time: 1.142, data_time: 0.000, memory: 8337, top1_acc: 0.6745, top5_acc: 0.8688, loss_cls: 1.2883, loss: 1.2883, grad_norm: 2.9013, top1_acc/aux0: 0.7345, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0360, loss/aux0: 1.0360, top1_acc/aux1: 0.7305, top5_acc/aux1: 0.9052, loss_cls/aux1: 1.0676, loss/aux1: 1.0676, top1_acc/aux2: 0.6380, top5_acc/aux2: 0.8516, loss_cls/aux2: 1.4178, loss/aux2: 1.4178 2020-10-23 05:29:02,445 - mmaction - INFO - Epoch [19][340/396] lr: 1.500e-02, eta: 7:41:42, time: 0.871, data_time: 0.000, memory: 8337, top1_acc: 0.6661, top5_acc: 0.8604, loss_cls: 1.3222, loss: 1.3222, grad_norm: 3.0390, top1_acc/aux0: 0.7319, top5_acc/aux0: 0.9010, loss_cls/aux0: 1.0474, loss/aux0: 1.0474, top1_acc/aux1: 0.7141, top5_acc/aux1: 0.9083, loss_cls/aux1: 1.1042, loss/aux1: 1.1042, top1_acc/aux2: 0.6271, top5_acc/aux2: 0.8513, loss_cls/aux2: 1.4408, loss/aux2: 1.4408 2020-10-23 05:29:44,758 - mmaction - INFO - Epoch [19][360/396] lr: 1.500e-02, eta: 7:41:16, time: 0.758, data_time: 0.000, memory: 8337, top1_acc: 0.6826, top5_acc: 0.8703, loss_cls: 1.2703, loss: 1.2703, grad_norm: 3.0079, top1_acc/aux0: 0.7265, top5_acc/aux0: 0.9008, loss_cls/aux0: 1.0599, loss/aux0: 1.0599, top1_acc/aux1: 0.7060, top5_acc/aux1: 0.9034, loss_cls/aux1: 1.1374, loss/aux1: 1.1374, top1_acc/aux2: 0.6346, top5_acc/aux2: 0.8505, loss_cls/aux2: 1.4482, loss/aux2: 1.4482 2020-10-23 05:30:30,843 - mmaction - INFO - Epoch [19][380/396] lr: 1.500e-02, eta: 7:40:56, time: 0.830, data_time: 0.000, memory: 8337, top1_acc: 0.6661, top5_acc: 0.8643, loss_cls: 1.3326, loss: 1.3326, grad_norm: 3.6149, top1_acc/aux0: 0.7301, top5_acc/aux0: 0.9033, loss_cls/aux0: 1.0625, loss/aux0: 1.0625, top1_acc/aux1: 0.7076, top5_acc/aux1: 0.8953, loss_cls/aux1: 1.1434, loss/aux1: 1.1434, top1_acc/aux2: 0.6352, top5_acc/aux2: 0.8456, loss_cls/aux2: 1.4668, loss/aux2: 1.4668 2020-10-23 05:31:07,097 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-10-23 05:34:23,813 - mmaction - INFO - Epoch [20][20/396] lr: 1.500e-02, eta: 7:39:29, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.6690, top5_acc: 0.8721, loss_cls: 1.2981, loss: 1.2981, grad_norm: 3.0089, top1_acc/aux0: 0.7240, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0510, loss/aux0: 1.0510, top1_acc/aux1: 0.7219, top5_acc/aux1: 0.8995, loss_cls/aux1: 1.0771, loss/aux1: 1.0771, top1_acc/aux2: 0.6375, top5_acc/aux2: 0.8469, loss_cls/aux2: 1.4160, loss/aux2: 1.4160 2020-10-23 05:35:09,356 - mmaction - INFO - Epoch [20][40/396] lr: 1.500e-02, eta: 7:39:16, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.6711, top5_acc: 0.8799, loss_cls: 1.2584, loss: 1.2584, grad_norm: 3.0217, top1_acc/aux0: 0.7257, top5_acc/aux0: 0.9034, loss_cls/aux0: 1.0498, loss/aux0: 1.0498, top1_acc/aux1: 0.7146, top5_acc/aux1: 0.8982, loss_cls/aux1: 1.1116, loss/aux1: 1.1116, top1_acc/aux2: 0.6370, top5_acc/aux2: 0.8466, loss_cls/aux2: 1.4513, loss/aux2: 1.4513 2020-10-23 05:35:56,010 - mmaction - INFO - Epoch [20][60/396] lr: 1.500e-02, eta: 7:39:10, time: 1.000, data_time: 0.000, memory: 8337, top1_acc: 0.6698, top5_acc: 0.8734, loss_cls: 1.2758, loss: 1.2758, grad_norm: 3.0116, top1_acc/aux0: 0.7335, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0318, loss/aux0: 1.0318, top1_acc/aux1: 0.7250, top5_acc/aux1: 0.9073, loss_cls/aux1: 1.0794, loss/aux1: 1.0794, top1_acc/aux2: 0.6406, top5_acc/aux2: 0.8474, loss_cls/aux2: 1.4564, loss/aux2: 1.4564 2020-10-23 05:36:42,189 - mmaction - INFO - Epoch [20][80/396] lr: 1.500e-02, eta: 7:38:50, time: 0.819, data_time: 0.000, memory: 8337, top1_acc: 0.6862, top5_acc: 0.8870, loss_cls: 1.2047, loss: 1.2047, grad_norm: 3.0098, top1_acc/aux0: 0.7381, top5_acc/aux0: 0.9084, loss_cls/aux0: 1.0181, loss/aux0: 1.0181, top1_acc/aux1: 0.7323, top5_acc/aux1: 0.9052, loss_cls/aux1: 1.0638, loss/aux1: 1.0638, top1_acc/aux2: 0.6313, top5_acc/aux2: 0.8510, loss_cls/aux2: 1.4428, loss/aux2: 1.4428 2020-10-23 05:37:27,323 - mmaction - INFO - Epoch [20][100/396] lr: 1.500e-02, eta: 7:38:38, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.6750, top5_acc: 0.8745, loss_cls: 1.2628, loss: 1.2628, grad_norm: 3.0065, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9067, loss_cls/aux0: 1.0363, loss/aux0: 1.0363, top1_acc/aux1: 0.7247, top5_acc/aux1: 0.9008, loss_cls/aux1: 1.0863, loss/aux1: 1.0863, top1_acc/aux2: 0.6297, top5_acc/aux2: 0.8469, loss_cls/aux2: 1.4539, loss/aux2: 1.4539 2020-10-23 05:38:10,029 - mmaction - INFO - Epoch [20][120/396] lr: 1.500e-02, eta: 7:38:24, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.6828, top5_acc: 0.8818, loss_cls: 1.2121, loss: 1.2121, grad_norm: 2.9430, top1_acc/aux0: 0.7332, top5_acc/aux0: 0.9067, loss_cls/aux0: 1.0357, loss/aux0: 1.0357, top1_acc/aux1: 0.7260, top5_acc/aux1: 0.9078, loss_cls/aux1: 1.0671, loss/aux1: 1.0671, top1_acc/aux2: 0.6495, top5_acc/aux2: 0.8526, loss_cls/aux2: 1.3891, loss/aux2: 1.3891 2020-10-23 05:38:57,430 - mmaction - INFO - Epoch [20][140/396] lr: 1.500e-02, eta: 7:38:08, time: 0.875, data_time: 0.000, memory: 8337, top1_acc: 0.6807, top5_acc: 0.8766, loss_cls: 1.2468, loss: 1.2468, grad_norm: 3.0951, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9077, loss_cls/aux0: 1.0271, loss/aux0: 1.0271, top1_acc/aux1: 0.7190, top5_acc/aux1: 0.9115, loss_cls/aux1: 1.0791, loss/aux1: 1.0791, top1_acc/aux2: 0.6427, top5_acc/aux2: 0.8570, loss_cls/aux2: 1.3928, loss/aux2: 1.3928 2020-10-23 05:39:41,850 - mmaction - INFO - Epoch [20][160/396] lr: 1.500e-02, eta: 7:37:56, time: 0.927, data_time: 0.000, memory: 8337, top1_acc: 0.6747, top5_acc: 0.8734, loss_cls: 1.2839, loss: 1.2839, grad_norm: 3.0142, top1_acc/aux0: 0.7256, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0540, loss/aux0: 1.0540, top1_acc/aux1: 0.7201, top5_acc/aux1: 0.9138, loss_cls/aux1: 1.0710, loss/aux1: 1.0710, top1_acc/aux2: 0.6333, top5_acc/aux2: 0.8497, loss_cls/aux2: 1.4273, loss/aux2: 1.4273 2020-10-23 05:40:24,618 - mmaction - INFO - Epoch [20][180/396] lr: 1.500e-02, eta: 7:37:38, time: 0.845, data_time: 0.000, memory: 8337, top1_acc: 0.6784, top5_acc: 0.8706, loss_cls: 1.2952, loss: 1.2952, grad_norm: 3.0105, top1_acc/aux0: 0.7259, top5_acc/aux0: 0.9029, loss_cls/aux0: 1.0564, loss/aux0: 1.0564, top1_acc/aux1: 0.7234, top5_acc/aux1: 0.9128, loss_cls/aux1: 1.0619, loss/aux1: 1.0619, top1_acc/aux2: 0.6333, top5_acc/aux2: 0.8557, loss_cls/aux2: 1.4219, loss/aux2: 1.4219 2020-10-23 05:41:10,490 - mmaction - INFO - Epoch [20][200/396] lr: 1.500e-02, eta: 7:37:30, time: 0.983, data_time: 0.000, memory: 8337, top1_acc: 0.6849, top5_acc: 0.8674, loss_cls: 1.2710, loss: 1.2710, grad_norm: 3.1145, top1_acc/aux0: 0.7278, top5_acc/aux0: 0.9053, loss_cls/aux0: 1.0441, loss/aux0: 1.0441, top1_acc/aux1: 0.7159, top5_acc/aux1: 0.9076, loss_cls/aux1: 1.0945, loss/aux1: 1.0945, top1_acc/aux2: 0.6341, top5_acc/aux2: 0.8555, loss_cls/aux2: 1.4017, loss/aux2: 1.4017 2020-10-23 05:41:53,685 - mmaction - INFO - Epoch [20][220/396] lr: 1.500e-02, eta: 7:37:10, time: 0.824, data_time: 0.000, memory: 8337, top1_acc: 0.6701, top5_acc: 0.8714, loss_cls: 1.2851, loss: 1.2851, grad_norm: 3.0010, top1_acc/aux0: 0.7302, top5_acc/aux0: 0.9040, loss_cls/aux0: 1.0405, loss/aux0: 1.0405, top1_acc/aux1: 0.7049, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.1327, loss/aux1: 1.1327, top1_acc/aux2: 0.6312, top5_acc/aux2: 0.8458, loss_cls/aux2: 1.4081, loss/aux2: 1.4081 2020-10-23 05:42:38,862 - mmaction - INFO - Epoch [20][240/396] lr: 1.500e-02, eta: 7:36:59, time: 0.939, data_time: 0.055, memory: 8337, top1_acc: 0.6794, top5_acc: 0.8667, loss_cls: 1.2933, loss: 1.2933, grad_norm: 3.0989, top1_acc/aux0: 0.7301, top5_acc/aux0: 0.9036, loss_cls/aux0: 1.0346, loss/aux0: 1.0346, top1_acc/aux1: 0.7070, top5_acc/aux1: 0.9026, loss_cls/aux1: 1.1019, loss/aux1: 1.1019, top1_acc/aux2: 0.6310, top5_acc/aux2: 0.8490, loss_cls/aux2: 1.4480, loss/aux2: 1.4480 2020-10-23 05:43:22,897 - mmaction - INFO - Epoch [20][260/396] lr: 1.500e-02, eta: 7:36:43, time: 0.872, data_time: 0.000, memory: 8337, top1_acc: 0.6885, top5_acc: 0.8763, loss_cls: 1.2197, loss: 1.2197, grad_norm: 2.9821, top1_acc/aux0: 0.7318, top5_acc/aux0: 0.9026, loss_cls/aux0: 1.0349, loss/aux0: 1.0349, top1_acc/aux1: 0.7182, top5_acc/aux1: 0.9036, loss_cls/aux1: 1.0787, loss/aux1: 1.0787, top1_acc/aux2: 0.6398, top5_acc/aux2: 0.8549, loss_cls/aux2: 1.4531, loss/aux2: 1.4531 2020-10-23 05:44:07,615 - mmaction - INFO - Epoch [20][280/396] lr: 1.500e-02, eta: 7:36:31, time: 0.921, data_time: 0.312, memory: 8337, top1_acc: 0.6810, top5_acc: 0.8755, loss_cls: 1.2435, loss: 1.2435, grad_norm: 2.9453, top1_acc/aux0: 0.7380, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0153, loss/aux0: 1.0153, top1_acc/aux1: 0.7190, top5_acc/aux1: 0.9042, loss_cls/aux1: 1.0767, loss/aux1: 1.0767, top1_acc/aux2: 0.6396, top5_acc/aux2: 0.8607, loss_cls/aux2: 1.4306, loss/aux2: 1.4306 2020-10-23 05:44:53,261 - mmaction - INFO - Epoch [20][300/396] lr: 1.500e-02, eta: 7:36:20, time: 0.940, data_time: 0.348, memory: 8337, top1_acc: 0.6615, top5_acc: 0.8529, loss_cls: 1.3547, loss: 1.3547, grad_norm: 4.4036, top1_acc/aux0: 0.7344, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0285, loss/aux0: 1.0285, top1_acc/aux1: 0.7143, top5_acc/aux1: 0.9023, loss_cls/aux1: 1.0956, loss/aux1: 1.0956, top1_acc/aux2: 0.6385, top5_acc/aux2: 0.8607, loss_cls/aux2: 1.4004, loss/aux2: 1.4004 2020-10-23 05:45:39,055 - mmaction - INFO - Epoch [20][320/396] lr: 1.500e-02, eta: 7:36:08, time: 0.934, data_time: 0.262, memory: 8337, top1_acc: 0.6828, top5_acc: 0.8737, loss_cls: 1.2467, loss: 1.2467, grad_norm: 2.9869, top1_acc/aux0: 0.7304, top5_acc/aux0: 0.9021, loss_cls/aux0: 1.0495, loss/aux0: 1.0495, top1_acc/aux1: 0.7120, top5_acc/aux1: 0.9010, loss_cls/aux1: 1.1122, loss/aux1: 1.1122, top1_acc/aux2: 0.6326, top5_acc/aux2: 0.8487, loss_cls/aux2: 1.4288, loss/aux2: 1.4288 2020-10-23 05:46:22,085 - mmaction - INFO - Epoch [20][340/396] lr: 1.500e-02, eta: 7:35:49, time: 0.832, data_time: 0.162, memory: 8337, top1_acc: 0.6867, top5_acc: 0.8805, loss_cls: 1.2176, loss: 1.2176, grad_norm: 3.0340, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0209, loss/aux0: 1.0209, top1_acc/aux1: 0.7094, top5_acc/aux1: 0.9021, loss_cls/aux1: 1.0949, loss/aux1: 1.0949, top1_acc/aux2: 0.6313, top5_acc/aux2: 0.8526, loss_cls/aux2: 1.4325, loss/aux2: 1.4325 2020-10-23 05:47:05,238 - mmaction - INFO - Epoch [20][360/396] lr: 1.500e-02, eta: 7:35:31, time: 0.853, data_time: 0.000, memory: 8337, top1_acc: 0.6784, top5_acc: 0.8745, loss_cls: 1.2592, loss: 1.2592, grad_norm: 2.9839, top1_acc/aux0: 0.7381, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0199, loss/aux0: 1.0199, top1_acc/aux1: 0.7206, top5_acc/aux1: 0.9023, loss_cls/aux1: 1.0713, loss/aux1: 1.0713, top1_acc/aux2: 0.6341, top5_acc/aux2: 0.8539, loss_cls/aux2: 1.4400, loss/aux2: 1.4400 2020-10-23 05:47:49,151 - mmaction - INFO - Epoch [20][380/396] lr: 1.500e-02, eta: 7:35:12, time: 0.847, data_time: 0.000, memory: 8337, top1_acc: 0.6747, top5_acc: 0.8661, loss_cls: 1.3035, loss: 1.3035, grad_norm: 2.9791, top1_acc/aux0: 0.7308, top5_acc/aux0: 0.9069, loss_cls/aux0: 1.0324, loss/aux0: 1.0324, top1_acc/aux1: 0.7227, top5_acc/aux1: 0.9044, loss_cls/aux1: 1.0797, loss/aux1: 1.0797, top1_acc/aux2: 0.6315, top5_acc/aux2: 0.8427, loss_cls/aux2: 1.4861, loss/aux2: 1.4861 2020-10-23 05:48:26,487 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-10-23 05:49:15,136 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 05:49:15,278 - mmaction - INFO - top1_acc 0.7375 top5_acc 0.9177 2020-10-23 05:49:15,278 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 05:49:15,324 - mmaction - INFO - mean_acc 0.7377 2020-10-23 05:49:15,324 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2020-10-23 05:49:15,332 - mmaction - INFO - Epoch(val) [20][396] top1_acc: 0.7375, top5_acc: 0.9177, mean_class_accuracy: 0.7377 2020-10-23 05:52:24,790 - mmaction - INFO - Epoch [21][20/396] lr: 1.500e-02, eta: 7:33:44, time: 0.835, data_time: 0.000, memory: 8337, top1_acc: 0.6909, top5_acc: 0.8862, loss_cls: 1.2148, loss: 1.2148, grad_norm: 3.0345, top1_acc/aux0: 0.7265, top5_acc/aux0: 0.9056, loss_cls/aux0: 1.0433, loss/aux0: 1.0433, top1_acc/aux1: 0.7318, top5_acc/aux1: 0.9089, loss_cls/aux1: 1.0672, loss/aux1: 1.0672, top1_acc/aux2: 0.6333, top5_acc/aux2: 0.8604, loss_cls/aux2: 1.4242, loss/aux2: 1.4242 2020-10-23 05:53:09,475 - mmaction - INFO - Epoch [21][40/396] lr: 1.500e-02, eta: 7:33:33, time: 0.940, data_time: 0.201, memory: 8337, top1_acc: 0.6870, top5_acc: 0.8797, loss_cls: 1.2157, loss: 1.2157, grad_norm: 2.9382, top1_acc/aux0: 0.7363, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0239, loss/aux0: 1.0239, top1_acc/aux1: 0.7286, top5_acc/aux1: 0.9070, loss_cls/aux1: 1.0679, loss/aux1: 1.0679, top1_acc/aux2: 0.6328, top5_acc/aux2: 0.8557, loss_cls/aux2: 1.4179, loss/aux2: 1.4179 2020-10-23 05:53:54,273 - mmaction - INFO - Epoch [21][60/396] lr: 1.500e-02, eta: 7:33:19, time: 0.896, data_time: 0.170, memory: 8337, top1_acc: 0.6909, top5_acc: 0.8766, loss_cls: 1.2173, loss: 1.2173, grad_norm: 3.0294, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9082, loss_cls/aux0: 1.0063, loss/aux0: 1.0063, top1_acc/aux1: 0.7357, top5_acc/aux1: 0.9076, loss_cls/aux1: 1.0697, loss/aux1: 1.0697, top1_acc/aux2: 0.6359, top5_acc/aux2: 0.8552, loss_cls/aux2: 1.4155, loss/aux2: 1.4155 2020-10-23 05:54:40,738 - mmaction - INFO - Epoch [21][80/396] lr: 1.500e-02, eta: 7:33:02, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.6956, top5_acc: 0.8807, loss_cls: 1.2170, loss: 1.2170, grad_norm: 2.9656, top1_acc/aux0: 0.7397, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0112, loss/aux0: 1.0112, top1_acc/aux1: 0.7352, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.0856, loss/aux1: 1.0856, top1_acc/aux2: 0.6497, top5_acc/aux2: 0.8625, loss_cls/aux2: 1.3842, loss/aux2: 1.3842 2020-10-23 05:55:24,352 - mmaction - INFO - Epoch [21][100/396] lr: 1.500e-02, eta: 7:32:50, time: 0.922, data_time: 0.228, memory: 8337, top1_acc: 0.6839, top5_acc: 0.8786, loss_cls: 1.2432, loss: 1.2432, grad_norm: 2.9390, top1_acc/aux0: 0.7389, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0161, loss/aux0: 1.0161, top1_acc/aux1: 0.7286, top5_acc/aux1: 0.8974, loss_cls/aux1: 1.0713, loss/aux1: 1.0713, top1_acc/aux2: 0.6534, top5_acc/aux2: 0.8607, loss_cls/aux2: 1.3718, loss/aux2: 1.3718 2020-10-23 05:56:10,121 - mmaction - INFO - Epoch [21][120/396] lr: 1.500e-02, eta: 7:32:37, time: 0.912, data_time: 0.000, memory: 8337, top1_acc: 0.6773, top5_acc: 0.8721, loss_cls: 1.2787, loss: 1.2787, grad_norm: 3.1124, top1_acc/aux0: 0.7352, top5_acc/aux0: 0.9038, loss_cls/aux0: 1.0348, loss/aux0: 1.0348, top1_acc/aux1: 0.7281, top5_acc/aux1: 0.9042, loss_cls/aux1: 1.0722, loss/aux1: 1.0722, top1_acc/aux2: 0.6437, top5_acc/aux2: 0.8544, loss_cls/aux2: 1.4250, loss/aux2: 1.4250 2020-10-23 05:56:51,931 - mmaction - INFO - Epoch [21][140/396] lr: 1.500e-02, eta: 7:32:21, time: 0.880, data_time: 0.000, memory: 8337, top1_acc: 0.6802, top5_acc: 0.8677, loss_cls: 1.2799, loss: 1.2799, grad_norm: 3.2773, top1_acc/aux0: 0.7275, top5_acc/aux0: 0.8993, loss_cls/aux0: 1.0827, loss/aux0: 1.0827, top1_acc/aux1: 0.7271, top5_acc/aux1: 0.9112, loss_cls/aux1: 1.0535, loss/aux1: 1.0535, top1_acc/aux2: 0.6312, top5_acc/aux2: 0.8451, loss_cls/aux2: 1.4779, loss/aux2: 1.4779 2020-10-23 05:57:35,739 - mmaction - INFO - Epoch [21][160/396] lr: 1.500e-02, eta: 7:32:08, time: 0.910, data_time: 0.000, memory: 8337, top1_acc: 0.6826, top5_acc: 0.8773, loss_cls: 1.2420, loss: 1.2420, grad_norm: 3.7293, top1_acc/aux0: 0.7279, top5_acc/aux0: 0.9020, loss_cls/aux0: 1.0694, loss/aux0: 1.0694, top1_acc/aux1: 0.7331, top5_acc/aux1: 0.9115, loss_cls/aux1: 1.0339, loss/aux1: 1.0339, top1_acc/aux2: 0.6346, top5_acc/aux2: 0.8432, loss_cls/aux2: 1.4667, loss/aux2: 1.4667 2020-10-23 05:58:21,874 - mmaction - INFO - Epoch [21][180/396] lr: 1.500e-02, eta: 7:31:51, time: 0.868, data_time: 0.000, memory: 8337, top1_acc: 0.6805, top5_acc: 0.8708, loss_cls: 1.2554, loss: 1.2554, grad_norm: 3.0196, top1_acc/aux0: 0.7340, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0325, loss/aux0: 1.0325, top1_acc/aux1: 0.7305, top5_acc/aux1: 0.9083, loss_cls/aux1: 1.0536, loss/aux1: 1.0536, top1_acc/aux2: 0.6471, top5_acc/aux2: 0.8510, loss_cls/aux2: 1.4287, loss/aux2: 1.4287 2020-10-23 05:59:06,399 - mmaction - INFO - Epoch [21][200/396] lr: 1.500e-02, eta: 7:31:38, time: 0.911, data_time: 0.000, memory: 8337, top1_acc: 0.6768, top5_acc: 0.8716, loss_cls: 1.2548, loss: 1.2548, grad_norm: 3.0592, top1_acc/aux0: 0.7299, top5_acc/aux0: 0.9035, loss_cls/aux0: 1.0481, loss/aux0: 1.0481, top1_acc/aux1: 0.7198, top5_acc/aux1: 0.9057, loss_cls/aux1: 1.0662, loss/aux1: 1.0662, top1_acc/aux2: 0.6430, top5_acc/aux2: 0.8508, loss_cls/aux2: 1.4151, loss/aux2: 1.4151 2020-10-23 05:59:49,106 - mmaction - INFO - Epoch [21][220/396] lr: 1.500e-02, eta: 7:31:18, time: 0.832, data_time: 0.000, memory: 8337, top1_acc: 0.6677, top5_acc: 0.8698, loss_cls: 1.3049, loss: 1.3049, grad_norm: 3.0492, top1_acc/aux0: 0.7274, top5_acc/aux0: 0.9039, loss_cls/aux0: 1.0565, loss/aux0: 1.0565, top1_acc/aux1: 0.7185, top5_acc/aux1: 0.9013, loss_cls/aux1: 1.0769, loss/aux1: 1.0769, top1_acc/aux2: 0.6401, top5_acc/aux2: 0.8443, loss_cls/aux2: 1.4186, loss/aux2: 1.4186 2020-10-23 06:00:37,987 - mmaction - INFO - Epoch [21][240/396] lr: 1.500e-02, eta: 7:31:06, time: 0.930, data_time: 0.000, memory: 8337, top1_acc: 0.6750, top5_acc: 0.8682, loss_cls: 1.2779, loss: 1.2779, grad_norm: 3.1153, top1_acc/aux0: 0.7301, top5_acc/aux0: 0.9032, loss_cls/aux0: 1.0437, loss/aux0: 1.0437, top1_acc/aux1: 0.7242, top5_acc/aux1: 0.9094, loss_cls/aux1: 1.0499, loss/aux1: 1.0499, top1_acc/aux2: 0.6414, top5_acc/aux2: 0.8474, loss_cls/aux2: 1.4212, loss/aux2: 1.4212 2020-10-23 06:01:21,151 - mmaction - INFO - Epoch [21][260/396] lr: 1.500e-02, eta: 7:30:48, time: 0.850, data_time: 0.000, memory: 8337, top1_acc: 0.6753, top5_acc: 0.8750, loss_cls: 1.2602, loss: 1.2602, grad_norm: 2.9715, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9082, loss_cls/aux0: 1.0182, loss/aux0: 1.0182, top1_acc/aux1: 0.7258, top5_acc/aux1: 0.9081, loss_cls/aux1: 1.0444, loss/aux1: 1.0444, top1_acc/aux2: 0.6328, top5_acc/aux2: 0.8513, loss_cls/aux2: 1.4409, loss/aux2: 1.4409 2020-10-23 06:02:04,708 - mmaction - INFO - Epoch [21][280/396] lr: 1.500e-02, eta: 7:30:29, time: 0.840, data_time: 0.006, memory: 8337, top1_acc: 0.6776, top5_acc: 0.8750, loss_cls: 1.2549, loss: 1.2549, grad_norm: 3.0612, top1_acc/aux0: 0.7387, top5_acc/aux0: 0.9098, loss_cls/aux0: 1.0058, loss/aux0: 1.0058, top1_acc/aux1: 0.7195, top5_acc/aux1: 0.8992, loss_cls/aux1: 1.0751, loss/aux1: 1.0751, top1_acc/aux2: 0.6427, top5_acc/aux2: 0.8589, loss_cls/aux2: 1.4018, loss/aux2: 1.4018 2020-10-23 06:02:50,272 - mmaction - INFO - Epoch [21][300/396] lr: 1.500e-02, eta: 7:30:18, time: 0.934, data_time: 0.000, memory: 8337, top1_acc: 0.6779, top5_acc: 0.8813, loss_cls: 1.2407, loss: 1.2407, grad_norm: 2.9886, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0098, loss/aux0: 1.0098, top1_acc/aux1: 0.7195, top5_acc/aux1: 0.9018, loss_cls/aux1: 1.0842, loss/aux1: 1.0842, top1_acc/aux2: 0.6620, top5_acc/aux2: 0.8641, loss_cls/aux2: 1.3430, loss/aux2: 1.3430 2020-10-23 06:03:37,559 - mmaction - INFO - Epoch [21][320/396] lr: 1.500e-02, eta: 7:30:07, time: 0.942, data_time: 0.000, memory: 8337, top1_acc: 0.6904, top5_acc: 0.8755, loss_cls: 1.2336, loss: 1.2336, grad_norm: 3.0726, top1_acc/aux0: 0.7355, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0226, loss/aux0: 1.0226, top1_acc/aux1: 0.7276, top5_acc/aux1: 0.9068, loss_cls/aux1: 1.0557, loss/aux1: 1.0557, top1_acc/aux2: 0.6453, top5_acc/aux2: 0.8529, loss_cls/aux2: 1.3929, loss/aux2: 1.3929 2020-10-23 06:04:20,030 - mmaction - INFO - Epoch [21][340/396] lr: 1.500e-02, eta: 7:29:50, time: 0.868, data_time: 0.000, memory: 8337, top1_acc: 0.6867, top5_acc: 0.8823, loss_cls: 1.2295, loss: 1.2295, grad_norm: 3.6132, top1_acc/aux0: 0.7333, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0373, loss/aux0: 1.0373, top1_acc/aux1: 0.7167, top5_acc/aux1: 0.8971, loss_cls/aux1: 1.1032, loss/aux1: 1.1032, top1_acc/aux2: 0.6385, top5_acc/aux2: 0.8516, loss_cls/aux2: 1.4386, loss/aux2: 1.4386 2020-10-23 06:05:03,750 - mmaction - INFO - Epoch [21][360/396] lr: 1.500e-02, eta: 7:29:30, time: 0.826, data_time: 0.217, memory: 8337, top1_acc: 0.6930, top5_acc: 0.8779, loss_cls: 1.2180, loss: 1.2180, grad_norm: 2.9687, top1_acc/aux0: 0.7342, top5_acc/aux0: 0.9058, loss_cls/aux0: 1.0331, loss/aux0: 1.0331, top1_acc/aux1: 0.7096, top5_acc/aux1: 0.8914, loss_cls/aux1: 1.1536, loss/aux1: 1.1536, top1_acc/aux2: 0.6596, top5_acc/aux2: 0.8615, loss_cls/aux2: 1.3966, loss/aux2: 1.3966 2020-10-23 06:05:48,620 - mmaction - INFO - Epoch [21][380/396] lr: 1.500e-02, eta: 7:29:10, time: 0.828, data_time: 0.000, memory: 8337, top1_acc: 0.6656, top5_acc: 0.8622, loss_cls: 1.3055, loss: 1.3055, grad_norm: 2.9590, top1_acc/aux0: 0.7351, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0170, loss/aux0: 1.0170, top1_acc/aux1: 0.7237, top5_acc/aux1: 0.9070, loss_cls/aux1: 1.0761, loss/aux1: 1.0761, top1_acc/aux2: 0.6661, top5_acc/aux2: 0.8625, loss_cls/aux2: 1.3536, loss/aux2: 1.3536 2020-10-23 06:06:30,137 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-10-23 06:09:57,820 - mmaction - INFO - Epoch [22][20/396] lr: 1.500e-02, eta: 7:27:46, time: 0.843, data_time: 0.000, memory: 8337, top1_acc: 0.6958, top5_acc: 0.8758, loss_cls: 1.2298, loss: 1.2298, grad_norm: 3.2727, top1_acc/aux0: 0.7345, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0288, loss/aux0: 1.0288, top1_acc/aux1: 0.7203, top5_acc/aux1: 0.9078, loss_cls/aux1: 1.0806, loss/aux1: 1.0806, top1_acc/aux2: 0.6375, top5_acc/aux2: 0.8547, loss_cls/aux2: 1.3976, loss/aux2: 1.3976 2020-10-23 06:10:42,750 - mmaction - INFO - Epoch [22][40/396] lr: 1.500e-02, eta: 7:27:31, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.6880, top5_acc: 0.8768, loss_cls: 1.2162, loss: 1.2162, grad_norm: 2.9957, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9095, loss_cls/aux0: 1.0085, loss/aux0: 1.0085, top1_acc/aux1: 0.7289, top5_acc/aux1: 0.9081, loss_cls/aux1: 1.0601, loss/aux1: 1.0601, top1_acc/aux2: 0.6500, top5_acc/aux2: 0.8602, loss_cls/aux2: 1.3731, loss/aux2: 1.3731 2020-10-23 06:11:26,233 - mmaction - INFO - Epoch [22][60/396] lr: 1.500e-02, eta: 7:27:19, time: 0.930, data_time: 0.094, memory: 8337, top1_acc: 0.6760, top5_acc: 0.8721, loss_cls: 1.2657, loss: 1.2657, grad_norm: 3.0262, top1_acc/aux0: 0.7408, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9988, loss/aux0: 0.9988, top1_acc/aux1: 0.7211, top5_acc/aux1: 0.9042, loss_cls/aux1: 1.0773, loss/aux1: 1.0773, top1_acc/aux2: 0.6625, top5_acc/aux2: 0.8659, loss_cls/aux2: 1.3385, loss/aux2: 1.3385 2020-10-23 06:12:10,421 - mmaction - INFO - Epoch [22][80/396] lr: 1.500e-02, eta: 7:27:07, time: 0.931, data_time: 0.169, memory: 8337, top1_acc: 0.6958, top5_acc: 0.8898, loss_cls: 1.1900, loss: 1.1900, grad_norm: 2.9493, top1_acc/aux0: 0.7321, top5_acc/aux0: 0.9037, loss_cls/aux0: 1.0334, loss/aux0: 1.0334, top1_acc/aux1: 0.7049, top5_acc/aux1: 0.9026, loss_cls/aux1: 1.1139, loss/aux1: 1.1139, top1_acc/aux2: 0.6484, top5_acc/aux2: 0.8615, loss_cls/aux2: 1.3778, loss/aux2: 1.3778 2020-10-23 06:12:55,224 - mmaction - INFO - Epoch [22][100/396] lr: 1.500e-02, eta: 7:26:55, time: 0.921, data_time: 0.000, memory: 8337, top1_acc: 0.6888, top5_acc: 0.8815, loss_cls: 1.2168, loss: 1.2168, grad_norm: 2.9562, top1_acc/aux0: 0.7298, top5_acc/aux0: 0.9045, loss_cls/aux0: 1.0442, loss/aux0: 1.0442, top1_acc/aux1: 0.7182, top5_acc/aux1: 0.9117, loss_cls/aux1: 1.0767, loss/aux1: 1.0767, top1_acc/aux2: 0.6445, top5_acc/aux2: 0.8576, loss_cls/aux2: 1.3847, loss/aux2: 1.3847 2020-10-23 06:13:40,205 - mmaction - INFO - Epoch [22][120/396] lr: 1.500e-02, eta: 7:26:37, time: 0.852, data_time: 0.251, memory: 8337, top1_acc: 0.6896, top5_acc: 0.8784, loss_cls: 1.2303, loss: 1.2303, grad_norm: 2.9436, top1_acc/aux0: 0.7375, top5_acc/aux0: 0.9088, loss_cls/aux0: 1.0230, loss/aux0: 1.0230, top1_acc/aux1: 0.7273, top5_acc/aux1: 0.9135, loss_cls/aux1: 1.0548, loss/aux1: 1.0548, top1_acc/aux2: 0.6599, top5_acc/aux2: 0.8620, loss_cls/aux2: 1.3324, loss/aux2: 1.3324 2020-10-23 06:14:24,823 - mmaction - INFO - Epoch [22][140/396] lr: 1.500e-02, eta: 7:26:21, time: 0.876, data_time: 0.284, memory: 8337, top1_acc: 0.6797, top5_acc: 0.8766, loss_cls: 1.2384, loss: 1.2384, grad_norm: 2.9797, top1_acc/aux0: 0.7359, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0258, loss/aux0: 1.0258, top1_acc/aux1: 0.7271, top5_acc/aux1: 0.9018, loss_cls/aux1: 1.0779, loss/aux1: 1.0779, top1_acc/aux2: 0.6583, top5_acc/aux2: 0.8612, loss_cls/aux2: 1.3637, loss/aux2: 1.3637 2020-10-23 06:15:08,547 - mmaction - INFO - Epoch [22][160/396] lr: 1.500e-02, eta: 7:26:07, time: 0.908, data_time: 0.275, memory: 8337, top1_acc: 0.6987, top5_acc: 0.8883, loss_cls: 1.1862, loss: 1.1862, grad_norm: 2.9149, top1_acc/aux0: 0.7362, top5_acc/aux0: 0.9066, loss_cls/aux0: 1.0180, loss/aux0: 1.0180, top1_acc/aux1: 0.7190, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.0976, loss/aux1: 1.0976, top1_acc/aux2: 0.6539, top5_acc/aux2: 0.8573, loss_cls/aux2: 1.3934, loss/aux2: 1.3934 2020-10-23 06:15:54,198 - mmaction - INFO - Epoch [22][180/396] lr: 1.500e-02, eta: 7:25:55, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.6750, top5_acc: 0.8771, loss_cls: 1.2535, loss: 1.2535, grad_norm: 3.3020, top1_acc/aux0: 0.7363, top5_acc/aux0: 0.9087, loss_cls/aux0: 1.0215, loss/aux0: 1.0215, top1_acc/aux1: 0.7161, top5_acc/aux1: 0.9010, loss_cls/aux1: 1.1129, loss/aux1: 1.1129, top1_acc/aux2: 0.6497, top5_acc/aux2: 0.8531, loss_cls/aux2: 1.4017, loss/aux2: 1.4017 2020-10-23 06:16:38,582 - mmaction - INFO - Epoch [22][200/396] lr: 1.500e-02, eta: 7:25:34, time: 0.803, data_time: 0.000, memory: 8337, top1_acc: 0.6891, top5_acc: 0.8734, loss_cls: 1.2244, loss: 1.2244, grad_norm: 3.0020, top1_acc/aux0: 0.7323, top5_acc/aux0: 0.9066, loss_cls/aux0: 1.0354, loss/aux0: 1.0354, top1_acc/aux1: 0.7208, top5_acc/aux1: 0.8997, loss_cls/aux1: 1.1080, loss/aux1: 1.1080, top1_acc/aux2: 0.6344, top5_acc/aux2: 0.8497, loss_cls/aux2: 1.4283, loss/aux2: 1.4283 2020-10-23 06:17:23,051 - mmaction - INFO - Epoch [22][220/396] lr: 1.500e-02, eta: 7:25:22, time: 0.925, data_time: 0.006, memory: 8337, top1_acc: 0.6797, top5_acc: 0.8711, loss_cls: 1.2476, loss: 1.2476, grad_norm: 2.9608, top1_acc/aux0: 0.7281, top5_acc/aux0: 0.9035, loss_cls/aux0: 1.0332, loss/aux0: 1.0332, top1_acc/aux1: 0.7174, top5_acc/aux1: 0.9018, loss_cls/aux1: 1.0891, loss/aux1: 1.0891, top1_acc/aux2: 0.6414, top5_acc/aux2: 0.8552, loss_cls/aux2: 1.4067, loss/aux2: 1.4067 2020-10-23 06:18:06,113 - mmaction - INFO - Epoch [22][240/396] lr: 1.500e-02, eta: 7:25:07, time: 0.900, data_time: 0.000, memory: 8337, top1_acc: 0.6906, top5_acc: 0.8852, loss_cls: 1.2161, loss: 1.2161, grad_norm: 2.9583, top1_acc/aux0: 0.7338, top5_acc/aux0: 0.9065, loss_cls/aux0: 1.0128, loss/aux0: 1.0128, top1_acc/aux1: 0.7271, top5_acc/aux1: 0.9081, loss_cls/aux1: 1.0430, loss/aux1: 1.0430, top1_acc/aux2: 0.6401, top5_acc/aux2: 0.8607, loss_cls/aux2: 1.4080, loss/aux2: 1.4080 2020-10-23 06:18:49,498 - mmaction - INFO - Epoch [22][260/396] lr: 1.500e-02, eta: 7:24:52, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.6781, top5_acc: 0.8716, loss_cls: 1.2573, loss: 1.2573, grad_norm: 2.9674, top1_acc/aux0: 0.7423, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9992, loss/aux0: 0.9992, top1_acc/aux1: 0.7250, top5_acc/aux1: 0.9049, loss_cls/aux1: 1.0622, loss/aux1: 1.0622, top1_acc/aux2: 0.6378, top5_acc/aux2: 0.8661, loss_cls/aux2: 1.3992, loss/aux2: 1.3992 2020-10-23 06:19:35,011 - mmaction - INFO - Epoch [22][280/396] lr: 1.500e-02, eta: 7:24:34, time: 0.851, data_time: 0.000, memory: 8337, top1_acc: 0.6828, top5_acc: 0.8776, loss_cls: 1.2181, loss: 1.2181, grad_norm: 3.0311, top1_acc/aux0: 0.7404, top5_acc/aux0: 0.9077, loss_cls/aux0: 1.0069, loss/aux0: 1.0069, top1_acc/aux1: 0.7188, top5_acc/aux1: 0.8937, loss_cls/aux1: 1.1077, loss/aux1: 1.1077, top1_acc/aux2: 0.6443, top5_acc/aux2: 0.8578, loss_cls/aux2: 1.4174, loss/aux2: 1.4174 2020-10-23 06:20:20,957 - mmaction - INFO - Epoch [22][300/396] lr: 1.500e-02, eta: 7:24:16, time: 0.852, data_time: 0.000, memory: 8337, top1_acc: 0.6747, top5_acc: 0.8747, loss_cls: 1.2521, loss: 1.2521, grad_norm: 3.0705, top1_acc/aux0: 0.7389, top5_acc/aux0: 0.9092, loss_cls/aux0: 1.0006, loss/aux0: 1.0006, top1_acc/aux1: 0.7216, top5_acc/aux1: 0.8935, loss_cls/aux1: 1.0923, loss/aux1: 1.0923, top1_acc/aux2: 0.6385, top5_acc/aux2: 0.8440, loss_cls/aux2: 1.4696, loss/aux2: 1.4696 2020-10-23 06:21:03,668 - mmaction - INFO - Epoch [22][320/396] lr: 1.500e-02, eta: 7:24:01, time: 0.892, data_time: 0.000, memory: 8337, top1_acc: 0.6747, top5_acc: 0.8677, loss_cls: 1.2651, loss: 1.2651, grad_norm: 3.4443, top1_acc/aux0: 0.7350, top5_acc/aux0: 0.9042, loss_cls/aux0: 1.0198, loss/aux0: 1.0198, top1_acc/aux1: 0.7221, top5_acc/aux1: 0.9023, loss_cls/aux1: 1.0823, loss/aux1: 1.0823, top1_acc/aux2: 0.6417, top5_acc/aux2: 0.8435, loss_cls/aux2: 1.4398, loss/aux2: 1.4398 2020-10-23 06:21:48,266 - mmaction - INFO - Epoch [22][340/396] lr: 1.500e-02, eta: 7:23:46, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.6935, top5_acc: 0.8779, loss_cls: 1.2180, loss: 1.2180, grad_norm: 2.9780, top1_acc/aux0: 0.7367, top5_acc/aux0: 0.9044, loss_cls/aux0: 1.0263, loss/aux0: 1.0263, top1_acc/aux1: 0.7281, top5_acc/aux1: 0.9125, loss_cls/aux1: 1.0565, loss/aux1: 1.0565, top1_acc/aux2: 0.6534, top5_acc/aux2: 0.8513, loss_cls/aux2: 1.3748, loss/aux2: 1.3748 2020-10-23 06:22:33,108 - mmaction - INFO - Epoch [22][360/396] lr: 1.500e-02, eta: 7:23:27, time: 0.837, data_time: 0.000, memory: 8337, top1_acc: 0.6719, top5_acc: 0.8724, loss_cls: 1.2509, loss: 1.2509, grad_norm: 3.1408, top1_acc/aux0: 0.7372, top5_acc/aux0: 0.9072, loss_cls/aux0: 1.0347, loss/aux0: 1.0347, top1_acc/aux1: 0.7273, top5_acc/aux1: 0.9117, loss_cls/aux1: 1.0634, loss/aux1: 1.0634, top1_acc/aux2: 0.6549, top5_acc/aux2: 0.8602, loss_cls/aux2: 1.3656, loss/aux2: 1.3656 2020-10-23 06:23:17,176 - mmaction - INFO - Epoch [22][380/396] lr: 1.500e-02, eta: 7:23:14, time: 0.922, data_time: 0.000, memory: 8337, top1_acc: 0.6755, top5_acc: 0.8773, loss_cls: 1.2520, loss: 1.2520, grad_norm: 3.1169, top1_acc/aux0: 0.7346, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0371, loss/aux0: 1.0371, top1_acc/aux1: 0.7091, top5_acc/aux1: 0.9008, loss_cls/aux1: 1.1182, loss/aux1: 1.1182, top1_acc/aux2: 0.6477, top5_acc/aux2: 0.8628, loss_cls/aux2: 1.3850, loss/aux2: 1.3850 2020-10-23 06:23:53,754 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-10-23 06:27:10,374 - mmaction - INFO - Epoch [23][20/396] lr: 1.500e-02, eta: 7:21:52, time: 0.827, data_time: 0.000, memory: 8337, top1_acc: 0.7141, top5_acc: 0.8927, loss_cls: 1.1423, loss: 1.1423, grad_norm: 2.9585, top1_acc/aux0: 0.7393, top5_acc/aux0: 0.9085, loss_cls/aux0: 1.0042, loss/aux0: 1.0042, top1_acc/aux1: 0.7339, top5_acc/aux1: 0.9083, loss_cls/aux1: 1.0611, loss/aux1: 1.0611, top1_acc/aux2: 0.6354, top5_acc/aux2: 0.8464, loss_cls/aux2: 1.4618, loss/aux2: 1.4618 2020-10-23 06:27:54,554 - mmaction - INFO - Epoch [23][40/396] lr: 1.500e-02, eta: 7:21:31, time: 0.796, data_time: 0.000, memory: 8337, top1_acc: 0.6831, top5_acc: 0.8789, loss_cls: 1.2063, loss: 1.2063, grad_norm: 3.0075, top1_acc/aux0: 0.7394, top5_acc/aux0: 0.9098, loss_cls/aux0: 1.0052, loss/aux0: 1.0052, top1_acc/aux1: 0.7258, top5_acc/aux1: 0.9065, loss_cls/aux1: 1.0755, loss/aux1: 1.0755, top1_acc/aux2: 0.6352, top5_acc/aux2: 0.8516, loss_cls/aux2: 1.4508, loss/aux2: 1.4508 2020-10-23 06:28:39,925 - mmaction - INFO - Epoch [23][60/396] lr: 1.500e-02, eta: 7:21:17, time: 0.902, data_time: 0.000, memory: 8337, top1_acc: 0.6747, top5_acc: 0.8789, loss_cls: 1.2359, loss: 1.2359, grad_norm: 2.8612, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9110, loss_cls/aux0: 1.0010, loss/aux0: 1.0010, top1_acc/aux1: 0.7240, top5_acc/aux1: 0.9029, loss_cls/aux1: 1.0784, loss/aux1: 1.0784, top1_acc/aux2: 0.6432, top5_acc/aux2: 0.8596, loss_cls/aux2: 1.3972, loss/aux2: 1.3972 2020-10-23 06:29:25,840 - mmaction - INFO - Epoch [23][80/396] lr: 1.500e-02, eta: 7:21:01, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.6935, top5_acc: 0.8797, loss_cls: 1.2085, loss: 1.2085, grad_norm: 2.9248, top1_acc/aux0: 0.7399, top5_acc/aux0: 0.9079, loss_cls/aux0: 1.0079, loss/aux0: 1.0079, top1_acc/aux1: 0.7312, top5_acc/aux1: 0.9049, loss_cls/aux1: 1.0495, loss/aux1: 1.0495, top1_acc/aux2: 0.6542, top5_acc/aux2: 0.8602, loss_cls/aux2: 1.3412, loss/aux2: 1.3412 2020-10-23 06:30:10,107 - mmaction - INFO - Epoch [23][100/396] lr: 1.500e-02, eta: 7:20:45, time: 0.873, data_time: 0.274, memory: 8337, top1_acc: 0.6953, top5_acc: 0.8805, loss_cls: 1.1972, loss: 1.1972, grad_norm: 2.9605, top1_acc/aux0: 0.7382, top5_acc/aux0: 0.9052, loss_cls/aux0: 1.0133, loss/aux0: 1.0133, top1_acc/aux1: 0.7245, top5_acc/aux1: 0.9057, loss_cls/aux1: 1.0711, loss/aux1: 1.0711, top1_acc/aux2: 0.6474, top5_acc/aux2: 0.8565, loss_cls/aux2: 1.3752, loss/aux2: 1.3752 2020-10-23 06:30:54,436 - mmaction - INFO - Epoch [23][120/396] lr: 1.500e-02, eta: 7:20:27, time: 0.853, data_time: 0.000, memory: 8337, top1_acc: 0.6786, top5_acc: 0.8758, loss_cls: 1.2376, loss: 1.2376, grad_norm: 3.0268, top1_acc/aux0: 0.7368, top5_acc/aux0: 0.9066, loss_cls/aux0: 1.0175, loss/aux0: 1.0175, top1_acc/aux1: 0.7141, top5_acc/aux1: 0.9003, loss_cls/aux1: 1.1125, loss/aux1: 1.1125, top1_acc/aux2: 0.6440, top5_acc/aux2: 0.8594, loss_cls/aux2: 1.3811, loss/aux2: 1.3811 2020-10-23 06:31:40,813 - mmaction - INFO - Epoch [23][140/396] lr: 1.500e-02, eta: 7:20:15, time: 0.923, data_time: 0.000, memory: 8337, top1_acc: 0.6943, top5_acc: 0.8849, loss_cls: 1.1821, loss: 1.1821, grad_norm: 2.9353, top1_acc/aux0: 0.7360, top5_acc/aux0: 0.9098, loss_cls/aux0: 1.0190, loss/aux0: 1.0190, top1_acc/aux1: 0.7284, top5_acc/aux1: 0.9023, loss_cls/aux1: 1.0552, loss/aux1: 1.0552, top1_acc/aux2: 0.6453, top5_acc/aux2: 0.8609, loss_cls/aux2: 1.3666, loss/aux2: 1.3666 2020-10-23 06:32:25,004 - mmaction - INFO - Epoch [23][160/396] lr: 1.500e-02, eta: 7:20:00, time: 0.894, data_time: 0.000, memory: 8337, top1_acc: 0.6909, top5_acc: 0.8865, loss_cls: 1.2083, loss: 1.2083, grad_norm: 3.0363, top1_acc/aux0: 0.7336, top5_acc/aux0: 0.9088, loss_cls/aux0: 1.0258, loss/aux0: 1.0258, top1_acc/aux1: 0.7352, top5_acc/aux1: 0.9042, loss_cls/aux1: 1.0353, loss/aux1: 1.0353, top1_acc/aux2: 0.6443, top5_acc/aux2: 0.8534, loss_cls/aux2: 1.3972, loss/aux2: 1.3972 2020-10-23 06:33:06,736 - mmaction - INFO - Epoch [23][180/396] lr: 1.500e-02, eta: 7:19:46, time: 0.910, data_time: 0.000, memory: 8337, top1_acc: 0.7023, top5_acc: 0.8831, loss_cls: 1.1656, loss: 1.1656, grad_norm: 2.9779, top1_acc/aux0: 0.7360, top5_acc/aux0: 0.9061, loss_cls/aux0: 1.0203, loss/aux0: 1.0203, top1_acc/aux1: 0.7216, top5_acc/aux1: 0.9055, loss_cls/aux1: 1.0653, loss/aux1: 1.0653, top1_acc/aux2: 0.6513, top5_acc/aux2: 0.8544, loss_cls/aux2: 1.3955, loss/aux2: 1.3955 2020-10-23 06:33:52,874 - mmaction - INFO - Epoch [23][200/396] lr: 1.500e-02, eta: 7:19:37, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.6846, top5_acc: 0.8737, loss_cls: 1.2641, loss: 1.2641, grad_norm: 3.0298, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9103, loss_cls/aux0: 0.9977, loss/aux0: 0.9977, top1_acc/aux1: 0.7229, top5_acc/aux1: 0.9089, loss_cls/aux1: 1.0668, loss/aux1: 1.0668, top1_acc/aux2: 0.6328, top5_acc/aux2: 0.8453, loss_cls/aux2: 1.4588, loss/aux2: 1.4588 2020-10-23 06:34:40,965 - mmaction - INFO - Epoch [23][220/396] lr: 1.500e-02, eta: 7:19:32, time: 1.049, data_time: 0.000, memory: 8337, top1_acc: 0.6768, top5_acc: 0.8706, loss_cls: 1.2641, loss: 1.2641, grad_norm: 3.0234, top1_acc/aux0: 0.7358, top5_acc/aux0: 0.9111, loss_cls/aux0: 1.0057, loss/aux0: 1.0057, top1_acc/aux1: 0.7286, top5_acc/aux1: 0.9117, loss_cls/aux1: 1.0631, loss/aux1: 1.0631, top1_acc/aux2: 0.6302, top5_acc/aux2: 0.8435, loss_cls/aux2: 1.4555, loss/aux2: 1.4555 2020-10-23 06:35:25,179 - mmaction - INFO - Epoch [23][240/396] lr: 1.500e-02, eta: 7:19:09, time: 0.774, data_time: 0.000, memory: 8337, top1_acc: 0.6792, top5_acc: 0.8669, loss_cls: 1.2652, loss: 1.2652, grad_norm: 2.9489, top1_acc/aux0: 0.7335, top5_acc/aux0: 0.9095, loss_cls/aux0: 1.0026, loss/aux0: 1.0026, top1_acc/aux1: 0.7219, top5_acc/aux1: 0.9102, loss_cls/aux1: 1.0639, loss/aux1: 1.0639, top1_acc/aux2: 0.6484, top5_acc/aux2: 0.8615, loss_cls/aux2: 1.3930, loss/aux2: 1.3930 2020-10-23 06:36:08,838 - mmaction - INFO - Epoch [23][260/396] lr: 1.500e-02, eta: 7:18:53, time: 0.876, data_time: 0.001, memory: 8337, top1_acc: 0.6831, top5_acc: 0.8779, loss_cls: 1.2309, loss: 1.2309, grad_norm: 2.9405, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9817, loss/aux0: 0.9817, top1_acc/aux1: 0.7177, top5_acc/aux1: 0.9055, loss_cls/aux1: 1.0709, loss/aux1: 1.0709, top1_acc/aux2: 0.6396, top5_acc/aux2: 0.8622, loss_cls/aux2: 1.3963, loss/aux2: 1.3963 2020-10-23 06:36:54,109 - mmaction - INFO - Epoch [23][280/396] lr: 1.500e-02, eta: 7:18:35, time: 0.844, data_time: 0.000, memory: 8337, top1_acc: 0.6768, top5_acc: 0.8797, loss_cls: 1.2408, loss: 1.2408, grad_norm: 2.9806, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9921, loss/aux0: 0.9921, top1_acc/aux1: 0.7284, top5_acc/aux1: 0.9034, loss_cls/aux1: 1.0602, loss/aux1: 1.0602, top1_acc/aux2: 0.6419, top5_acc/aux2: 0.8596, loss_cls/aux2: 1.3972, loss/aux2: 1.3972 2020-10-23 06:37:41,300 - mmaction - INFO - Epoch [23][300/396] lr: 1.500e-02, eta: 7:18:30, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.6982, top5_acc: 0.8818, loss_cls: 1.1894, loss: 1.1894, grad_norm: 2.9915, top1_acc/aux0: 0.7425, top5_acc/aux0: 0.9095, loss_cls/aux0: 1.0028, loss/aux0: 1.0028, top1_acc/aux1: 0.7315, top5_acc/aux1: 0.9063, loss_cls/aux1: 1.0626, loss/aux1: 1.0626, top1_acc/aux2: 0.6523, top5_acc/aux2: 0.8576, loss_cls/aux2: 1.3969, loss/aux2: 1.3969 2020-10-23 06:38:24,943 - mmaction - INFO - Epoch [23][320/396] lr: 1.500e-02, eta: 7:18:04, time: 0.720, data_time: 0.000, memory: 8337, top1_acc: 0.6745, top5_acc: 0.8755, loss_cls: 1.2587, loss: 1.2587, grad_norm: 3.0170, top1_acc/aux0: 0.7400, top5_acc/aux0: 0.9074, loss_cls/aux0: 1.0080, loss/aux0: 1.0080, top1_acc/aux1: 0.7365, top5_acc/aux1: 0.9122, loss_cls/aux1: 1.0453, loss/aux1: 1.0453, top1_acc/aux2: 0.6424, top5_acc/aux2: 0.8521, loss_cls/aux2: 1.4165, loss/aux2: 1.4165 2020-10-23 06:39:10,657 - mmaction - INFO - Epoch [23][340/396] lr: 1.500e-02, eta: 7:17:50, time: 0.911, data_time: 0.000, memory: 8337, top1_acc: 0.6768, top5_acc: 0.8786, loss_cls: 1.2232, loss: 1.2232, grad_norm: 3.0818, top1_acc/aux0: 0.7364, top5_acc/aux0: 0.9058, loss_cls/aux0: 1.0219, loss/aux0: 1.0219, top1_acc/aux1: 0.7326, top5_acc/aux1: 0.9133, loss_cls/aux1: 1.0390, loss/aux1: 1.0390, top1_acc/aux2: 0.6523, top5_acc/aux2: 0.8557, loss_cls/aux2: 1.3852, loss/aux2: 1.3852 2020-10-23 06:39:53,808 - mmaction - INFO - Epoch [23][360/396] lr: 1.500e-02, eta: 7:17:36, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.6836, top5_acc: 0.8745, loss_cls: 1.2431, loss: 1.2431, grad_norm: 2.9408, top1_acc/aux0: 0.7395, top5_acc/aux0: 0.9067, loss_cls/aux0: 1.0165, loss/aux0: 1.0165, top1_acc/aux1: 0.7232, top5_acc/aux1: 0.9104, loss_cls/aux1: 1.0597, loss/aux1: 1.0597, top1_acc/aux2: 0.6602, top5_acc/aux2: 0.8529, loss_cls/aux2: 1.3773, loss/aux2: 1.3773 2020-10-23 06:40:39,256 - mmaction - INFO - Epoch [23][380/396] lr: 1.500e-02, eta: 7:17:20, time: 0.877, data_time: 0.000, memory: 8337, top1_acc: 0.6823, top5_acc: 0.8823, loss_cls: 1.2248, loss: 1.2248, grad_norm: 2.9713, top1_acc/aux0: 0.7363, top5_acc/aux0: 0.9049, loss_cls/aux0: 1.0232, loss/aux0: 1.0232, top1_acc/aux1: 0.7331, top5_acc/aux1: 0.9068, loss_cls/aux1: 1.0426, loss/aux1: 1.0426, top1_acc/aux2: 0.6513, top5_acc/aux2: 0.8557, loss_cls/aux2: 1.4053, loss/aux2: 1.4053 2020-10-23 06:41:14,285 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-10-23 06:44:28,190 - mmaction - INFO - Epoch [24][20/396] lr: 1.500e-02, eta: 7:16:08, time: 0.937, data_time: 0.000, memory: 8337, top1_acc: 0.6828, top5_acc: 0.8807, loss_cls: 1.2464, loss: 1.2464, grad_norm: 3.5927, top1_acc/aux0: 0.7416, top5_acc/aux0: 0.9063, loss_cls/aux0: 1.0146, loss/aux0: 1.0146, top1_acc/aux1: 0.7302, top5_acc/aux1: 0.9068, loss_cls/aux1: 1.0549, loss/aux1: 1.0549, top1_acc/aux2: 0.6563, top5_acc/aux2: 0.8682, loss_cls/aux2: 1.3220, loss/aux2: 1.3220 2020-10-23 06:45:11,650 - mmaction - INFO - Epoch [24][40/396] lr: 1.500e-02, eta: 7:15:55, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.7055, top5_acc: 0.8888, loss_cls: 1.1627, loss: 1.1627, grad_norm: 3.0122, top1_acc/aux0: 0.7358, top5_acc/aux0: 0.9066, loss_cls/aux0: 1.0232, loss/aux0: 1.0232, top1_acc/aux1: 0.7289, top5_acc/aux1: 0.9076, loss_cls/aux1: 1.0626, loss/aux1: 1.0626, top1_acc/aux2: 0.6565, top5_acc/aux2: 0.8677, loss_cls/aux2: 1.3298, loss/aux2: 1.3298 2020-10-23 06:45:55,740 - mmaction - INFO - Epoch [24][60/396] lr: 1.500e-02, eta: 7:15:36, time: 0.829, data_time: 0.000, memory: 8337, top1_acc: 0.6971, top5_acc: 0.8820, loss_cls: 1.2085, loss: 1.2085, grad_norm: 2.9309, top1_acc/aux0: 0.7358, top5_acc/aux0: 0.9087, loss_cls/aux0: 1.0199, loss/aux0: 1.0199, top1_acc/aux1: 0.7315, top5_acc/aux1: 0.9104, loss_cls/aux1: 1.0583, loss/aux1: 1.0583, top1_acc/aux2: 0.6638, top5_acc/aux2: 0.8690, loss_cls/aux2: 1.3248, loss/aux2: 1.3248 2020-10-23 06:46:40,127 - mmaction - INFO - Epoch [24][80/396] lr: 1.500e-02, eta: 7:15:16, time: 0.812, data_time: 0.000, memory: 8337, top1_acc: 0.7026, top5_acc: 0.8875, loss_cls: 1.1819, loss: 1.1819, grad_norm: 3.0175, top1_acc/aux0: 0.7394, top5_acc/aux0: 0.9072, loss_cls/aux0: 1.0159, loss/aux0: 1.0159, top1_acc/aux1: 0.7372, top5_acc/aux1: 0.9091, loss_cls/aux1: 1.0533, loss/aux1: 1.0533, top1_acc/aux2: 0.6656, top5_acc/aux2: 0.8672, loss_cls/aux2: 1.3204, loss/aux2: 1.3204 2020-10-23 06:47:26,477 - mmaction - INFO - Epoch [24][100/396] lr: 1.500e-02, eta: 7:15:03, time: 0.930, data_time: 0.000, memory: 8337, top1_acc: 0.6849, top5_acc: 0.8763, loss_cls: 1.2025, loss: 1.2025, grad_norm: 2.9848, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9035, loss_cls/aux0: 1.0181, loss/aux0: 1.0181, top1_acc/aux1: 0.7294, top5_acc/aux1: 0.9029, loss_cls/aux1: 1.0754, loss/aux1: 1.0754, top1_acc/aux2: 0.6424, top5_acc/aux2: 0.8497, loss_cls/aux2: 1.4281, loss/aux2: 1.4281 2020-10-23 06:48:08,287 - mmaction - INFO - Epoch [24][120/396] lr: 1.500e-02, eta: 7:14:45, time: 0.841, data_time: 0.000, memory: 8337, top1_acc: 0.6966, top5_acc: 0.8859, loss_cls: 1.1917, loss: 1.1917, grad_norm: 2.9317, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9037, loss_cls/aux0: 1.0142, loss/aux0: 1.0142, top1_acc/aux1: 0.7229, top5_acc/aux1: 0.9096, loss_cls/aux1: 1.0673, loss/aux1: 1.0673, top1_acc/aux2: 0.6372, top5_acc/aux2: 0.8495, loss_cls/aux2: 1.4383, loss/aux2: 1.4383 2020-10-23 06:48:53,589 - mmaction - INFO - Epoch [24][140/396] lr: 1.500e-02, eta: 7:14:24, time: 0.800, data_time: 0.000, memory: 8337, top1_acc: 0.6857, top5_acc: 0.8784, loss_cls: 1.2162, loss: 1.2162, grad_norm: 2.9771, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0112, loss/aux0: 1.0112, top1_acc/aux1: 0.7326, top5_acc/aux1: 0.9174, loss_cls/aux1: 1.0348, loss/aux1: 1.0348, top1_acc/aux2: 0.6503, top5_acc/aux2: 0.8581, loss_cls/aux2: 1.3737, loss/aux2: 1.3737 2020-10-23 06:49:37,672 - mmaction - INFO - Epoch [24][160/396] lr: 1.500e-02, eta: 7:14:02, time: 0.790, data_time: 0.000, memory: 8337, top1_acc: 0.6878, top5_acc: 0.8779, loss_cls: 1.2318, loss: 1.2318, grad_norm: 2.9241, top1_acc/aux0: 0.7429, top5_acc/aux0: 0.9085, loss_cls/aux0: 1.0108, loss/aux0: 1.0108, top1_acc/aux1: 0.7323, top5_acc/aux1: 0.9057, loss_cls/aux1: 1.0550, loss/aux1: 1.0550, top1_acc/aux2: 0.6602, top5_acc/aux2: 0.8612, loss_cls/aux2: 1.3415, loss/aux2: 1.3415 2020-10-23 06:50:22,092 - mmaction - INFO - Epoch [24][180/396] lr: 1.500e-02, eta: 7:13:41, time: 0.805, data_time: 0.000, memory: 8337, top1_acc: 0.6943, top5_acc: 0.8891, loss_cls: 1.1908, loss: 1.1908, grad_norm: 3.0701, top1_acc/aux0: 0.7376, top5_acc/aux0: 0.9082, loss_cls/aux0: 1.0110, loss/aux0: 1.0110, top1_acc/aux1: 0.7297, top5_acc/aux1: 0.9039, loss_cls/aux1: 1.0551, loss/aux1: 1.0551, top1_acc/aux2: 0.6602, top5_acc/aux2: 0.8646, loss_cls/aux2: 1.3200, loss/aux2: 1.3200 2020-10-23 06:51:08,579 - mmaction - INFO - Epoch [24][200/396] lr: 1.500e-02, eta: 7:13:22, time: 0.825, data_time: 0.000, memory: 8337, top1_acc: 0.6911, top5_acc: 0.8799, loss_cls: 1.1996, loss: 1.1996, grad_norm: 3.0768, top1_acc/aux0: 0.7358, top5_acc/aux0: 0.9079, loss_cls/aux0: 1.0071, loss/aux0: 1.0071, top1_acc/aux1: 0.7250, top5_acc/aux1: 0.9052, loss_cls/aux1: 1.0755, loss/aux1: 1.0755, top1_acc/aux2: 0.6497, top5_acc/aux2: 0.8586, loss_cls/aux2: 1.3787, loss/aux2: 1.3787 2020-10-23 06:51:54,157 - mmaction - INFO - Epoch [24][220/396] lr: 1.500e-02, eta: 7:13:05, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.7122, top5_acc: 0.8898, loss_cls: 1.1501, loss: 1.1501, grad_norm: 2.9608, top1_acc/aux0: 0.7350, top5_acc/aux0: 0.9072, loss_cls/aux0: 1.0134, loss/aux0: 1.0134, top1_acc/aux1: 0.7224, top5_acc/aux1: 0.9039, loss_cls/aux1: 1.0874, loss/aux1: 1.0874, top1_acc/aux2: 0.6628, top5_acc/aux2: 0.8589, loss_cls/aux2: 1.3728, loss/aux2: 1.3728 2020-10-23 06:52:39,168 - mmaction - INFO - Epoch [24][240/396] lr: 1.500e-02, eta: 7:12:45, time: 0.811, data_time: 0.000, memory: 8337, top1_acc: 0.6740, top5_acc: 0.8737, loss_cls: 1.2736, loss: 1.2736, grad_norm: 2.9408, top1_acc/aux0: 0.7409, top5_acc/aux0: 0.9080, loss_cls/aux0: 1.0033, loss/aux0: 1.0033, top1_acc/aux1: 0.7294, top5_acc/aux1: 0.9148, loss_cls/aux1: 1.0383, loss/aux1: 1.0383, top1_acc/aux2: 0.6724, top5_acc/aux2: 0.8635, loss_cls/aux2: 1.3197, loss/aux2: 1.3197 2020-10-23 06:53:26,074 - mmaction - INFO - Epoch [24][260/396] lr: 1.500e-02, eta: 7:12:28, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.6810, top5_acc: 0.8706, loss_cls: 1.2611, loss: 1.2611, grad_norm: 2.9722, top1_acc/aux0: 0.7425, top5_acc/aux0: 0.9098, loss_cls/aux0: 0.9990, loss/aux0: 0.9990, top1_acc/aux1: 0.7253, top5_acc/aux1: 0.9083, loss_cls/aux1: 1.0601, loss/aux1: 1.0601, top1_acc/aux2: 0.6531, top5_acc/aux2: 0.8638, loss_cls/aux2: 1.3533, loss/aux2: 1.3533 2020-10-23 06:54:08,807 - mmaction - INFO - Epoch [24][280/396] lr: 1.500e-02, eta: 7:12:13, time: 0.888, data_time: 0.000, memory: 8337, top1_acc: 0.6797, top5_acc: 0.8786, loss_cls: 1.2726, loss: 1.2726, grad_norm: 3.0186, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9095, loss_cls/aux0: 1.0005, loss/aux0: 1.0005, top1_acc/aux1: 0.7315, top5_acc/aux1: 0.9062, loss_cls/aux1: 1.0411, loss/aux1: 1.0411, top1_acc/aux2: 0.6398, top5_acc/aux2: 0.8628, loss_cls/aux2: 1.4097, loss/aux2: 1.4097 2020-10-23 06:54:53,701 - mmaction - INFO - Epoch [24][300/396] lr: 1.500e-02, eta: 7:11:56, time: 0.853, data_time: 0.000, memory: 8337, top1_acc: 0.6813, top5_acc: 0.8763, loss_cls: 1.2473, loss: 1.2473, grad_norm: 3.0184, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9092, loss_cls/aux0: 1.0010, loss/aux0: 1.0010, top1_acc/aux1: 0.7401, top5_acc/aux1: 0.9187, loss_cls/aux1: 0.9959, loss/aux1: 0.9959, top1_acc/aux2: 0.6383, top5_acc/aux2: 0.8594, loss_cls/aux2: 1.4186, loss/aux2: 1.4186 2020-10-23 06:55:37,986 - mmaction - INFO - Epoch [24][320/396] lr: 1.500e-02, eta: 7:11:42, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.6896, top5_acc: 0.8758, loss_cls: 1.2466, loss: 1.2466, grad_norm: 3.0002, top1_acc/aux0: 0.7401, top5_acc/aux0: 0.9092, loss_cls/aux0: 1.0073, loss/aux0: 1.0073, top1_acc/aux1: 0.7242, top5_acc/aux1: 0.9128, loss_cls/aux1: 1.0464, loss/aux1: 1.0464, top1_acc/aux2: 0.6393, top5_acc/aux2: 0.8594, loss_cls/aux2: 1.4100, loss/aux2: 1.4100 2020-10-23 06:56:22,234 - mmaction - INFO - Epoch [24][340/396] lr: 1.500e-02, eta: 7:11:21, time: 0.806, data_time: 0.000, memory: 8337, top1_acc: 0.6854, top5_acc: 0.8802, loss_cls: 1.2180, loss: 1.2180, grad_norm: 2.9312, top1_acc/aux0: 0.7389, top5_acc/aux0: 0.9093, loss_cls/aux0: 1.0036, loss/aux0: 1.0036, top1_acc/aux1: 0.7253, top5_acc/aux1: 0.9102, loss_cls/aux1: 1.0464, loss/aux1: 1.0464, top1_acc/aux2: 0.6497, top5_acc/aux2: 0.8643, loss_cls/aux2: 1.3767, loss/aux2: 1.3767 2020-10-23 06:57:08,411 - mmaction - INFO - Epoch [24][360/396] lr: 1.500e-02, eta: 7:11:11, time: 0.970, data_time: 0.000, memory: 8337, top1_acc: 0.6911, top5_acc: 0.8846, loss_cls: 1.1800, loss: 1.1800, grad_norm: 2.9208, top1_acc/aux0: 0.7412, top5_acc/aux0: 0.9100, loss_cls/aux0: 0.9879, loss/aux0: 0.9879, top1_acc/aux1: 0.7383, top5_acc/aux1: 0.9117, loss_cls/aux1: 1.0186, loss/aux1: 1.0186, top1_acc/aux2: 0.6563, top5_acc/aux2: 0.8630, loss_cls/aux2: 1.3554, loss/aux2: 1.3554 2020-10-23 06:57:49,802 - mmaction - INFO - Epoch [24][380/396] lr: 1.500e-02, eta: 7:10:53, time: 0.843, data_time: 0.231, memory: 8337, top1_acc: 0.6906, top5_acc: 0.8810, loss_cls: 1.2090, loss: 1.2090, grad_norm: 2.9787, top1_acc/aux0: 0.7436, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.9862, loss/aux0: 0.9862, top1_acc/aux1: 0.7302, top5_acc/aux1: 0.9039, loss_cls/aux1: 1.0533, loss/aux1: 1.0533, top1_acc/aux2: 0.6492, top5_acc/aux2: 0.8617, loss_cls/aux2: 1.3700, loss/aux2: 1.3700 2020-10-23 06:58:26,243 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-10-23 07:01:35,537 - mmaction - INFO - Epoch [25][20/396] lr: 1.500e-02, eta: 7:09:33, time: 0.774, data_time: 0.016, memory: 8337, top1_acc: 0.7047, top5_acc: 0.8880, loss_cls: 1.1821, loss: 1.1821, grad_norm: 2.9656, top1_acc/aux0: 0.7381, top5_acc/aux0: 0.9035, loss_cls/aux0: 1.0199, loss/aux0: 1.0199, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9156, loss_cls/aux1: 1.0058, loss/aux1: 1.0058, top1_acc/aux2: 0.6370, top5_acc/aux2: 0.8432, loss_cls/aux2: 1.4199, loss/aux2: 1.4199 2020-10-23 07:02:22,377 - mmaction - INFO - Epoch [25][40/396] lr: 1.500e-02, eta: 7:09:19, time: 0.905, data_time: 0.000, memory: 8337, top1_acc: 0.6852, top5_acc: 0.8810, loss_cls: 1.2038, loss: 1.2038, grad_norm: 3.0392, top1_acc/aux0: 0.7379, top5_acc/aux0: 0.9055, loss_cls/aux0: 1.0257, loss/aux0: 1.0257, top1_acc/aux1: 0.7302, top5_acc/aux1: 0.9104, loss_cls/aux1: 1.0495, loss/aux1: 1.0495, top1_acc/aux2: 0.6375, top5_acc/aux2: 0.8453, loss_cls/aux2: 1.4391, loss/aux2: 1.4391 2020-10-23 07:03:05,595 - mmaction - INFO - Epoch [25][60/396] lr: 1.500e-02, eta: 7:08:59, time: 0.809, data_time: 0.000, memory: 8337, top1_acc: 0.7023, top5_acc: 0.8943, loss_cls: 1.1486, loss: 1.1486, grad_norm: 2.9903, top1_acc/aux0: 0.7369, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0243, loss/aux0: 1.0243, top1_acc/aux1: 0.7289, top5_acc/aux1: 0.9078, loss_cls/aux1: 1.0608, loss/aux1: 1.0608, top1_acc/aux2: 0.6536, top5_acc/aux2: 0.8583, loss_cls/aux2: 1.3934, loss/aux2: 1.3934 2020-10-23 07:03:49,988 - mmaction - INFO - Epoch [25][80/396] lr: 1.500e-02, eta: 7:08:46, time: 0.931, data_time: 0.173, memory: 8337, top1_acc: 0.7039, top5_acc: 0.8951, loss_cls: 1.1535, loss: 1.1535, grad_norm: 2.9944, top1_acc/aux0: 0.7418, top5_acc/aux0: 0.9091, loss_cls/aux0: 1.0012, loss/aux0: 1.0012, top1_acc/aux1: 0.7357, top5_acc/aux1: 0.9104, loss_cls/aux1: 1.0299, loss/aux1: 1.0299, top1_acc/aux2: 0.6562, top5_acc/aux2: 0.8648, loss_cls/aux2: 1.3598, loss/aux2: 1.3598 2020-10-23 07:04:36,529 - mmaction - INFO - Epoch [25][100/396] lr: 1.500e-02, eta: 7:08:34, time: 0.927, data_time: 0.000, memory: 8337, top1_acc: 0.6917, top5_acc: 0.8805, loss_cls: 1.1984, loss: 1.1984, grad_norm: 3.0055, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9809, loss/aux0: 0.9809, top1_acc/aux1: 0.7349, top5_acc/aux1: 0.9128, loss_cls/aux1: 1.0252, loss/aux1: 1.0252, top1_acc/aux2: 0.6422, top5_acc/aux2: 0.8568, loss_cls/aux2: 1.3928, loss/aux2: 1.3928 2020-10-23 07:05:20,089 - mmaction - INFO - Epoch [25][120/396] lr: 1.500e-02, eta: 7:08:21, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.6987, top5_acc: 0.8844, loss_cls: 1.1833, loss: 1.1833, grad_norm: 2.9188, top1_acc/aux0: 0.7415, top5_acc/aux0: 0.9110, loss_cls/aux0: 0.9945, loss/aux0: 0.9945, top1_acc/aux1: 0.7349, top5_acc/aux1: 0.9128, loss_cls/aux1: 1.0399, loss/aux1: 1.0399, top1_acc/aux2: 0.6458, top5_acc/aux2: 0.8586, loss_cls/aux2: 1.3739, loss/aux2: 1.3739 2020-10-23 07:06:03,417 - mmaction - INFO - Epoch [25][140/396] lr: 1.500e-02, eta: 7:08:05, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.6922, top5_acc: 0.8885, loss_cls: 1.1953, loss: 1.1953, grad_norm: 2.9875, top1_acc/aux0: 0.7368, top5_acc/aux0: 0.9094, loss_cls/aux0: 1.0072, loss/aux0: 1.0072, top1_acc/aux1: 0.7349, top5_acc/aux1: 0.9122, loss_cls/aux1: 1.0472, loss/aux1: 1.0472, top1_acc/aux2: 0.6573, top5_acc/aux2: 0.8680, loss_cls/aux2: 1.3277, loss/aux2: 1.3277 2020-10-23 07:06:48,566 - mmaction - INFO - Epoch [25][160/396] lr: 1.500e-02, eta: 7:07:49, time: 0.870, data_time: 0.000, memory: 8337, top1_acc: 0.6982, top5_acc: 0.8865, loss_cls: 1.1718, loss: 1.1718, grad_norm: 4.0969, top1_acc/aux0: 0.7366, top5_acc/aux0: 0.9074, loss_cls/aux0: 1.0123, loss/aux0: 1.0123, top1_acc/aux1: 0.7404, top5_acc/aux1: 0.9115, loss_cls/aux1: 1.0401, loss/aux1: 1.0401, top1_acc/aux2: 0.6620, top5_acc/aux2: 0.8656, loss_cls/aux2: 1.3100, loss/aux2: 1.3100 2020-10-23 07:07:31,835 - mmaction - INFO - Epoch [25][180/396] lr: 1.500e-02, eta: 7:07:36, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.6820, top5_acc: 0.8776, loss_cls: 1.2473, loss: 1.2473, grad_norm: 3.2274, top1_acc/aux0: 0.7358, top5_acc/aux0: 0.9061, loss_cls/aux0: 1.0345, loss/aux0: 1.0345, top1_acc/aux1: 0.7294, top5_acc/aux1: 0.9034, loss_cls/aux1: 1.0989, loss/aux1: 1.0989, top1_acc/aux2: 0.6500, top5_acc/aux2: 0.8599, loss_cls/aux2: 1.3747, loss/aux2: 1.3747 2020-10-23 07:08:17,239 - mmaction - INFO - Epoch [25][200/396] lr: 1.500e-02, eta: 7:07:19, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.6919, top5_acc: 0.8854, loss_cls: 1.1914, loss: 1.1914, grad_norm: 3.0258, top1_acc/aux0: 0.7373, top5_acc/aux0: 0.9067, loss_cls/aux0: 1.0326, loss/aux0: 1.0326, top1_acc/aux1: 0.7227, top5_acc/aux1: 0.9034, loss_cls/aux1: 1.1037, loss/aux1: 1.1037, top1_acc/aux2: 0.6401, top5_acc/aux2: 0.8508, loss_cls/aux2: 1.4329, loss/aux2: 1.4329 2020-10-23 07:08:59,908 - mmaction - INFO - Epoch [25][220/396] lr: 1.500e-02, eta: 7:07:04, time: 0.905, data_time: 0.068, memory: 8337, top1_acc: 0.6802, top5_acc: 0.8781, loss_cls: 1.2352, loss: 1.2352, grad_norm: 3.0474, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9091, loss_cls/aux0: 1.0013, loss/aux0: 1.0013, top1_acc/aux1: 0.7401, top5_acc/aux1: 0.9125, loss_cls/aux1: 1.0289, loss/aux1: 1.0289, top1_acc/aux2: 0.6443, top5_acc/aux2: 0.8503, loss_cls/aux2: 1.4044, loss/aux2: 1.4044 2020-10-23 07:09:44,048 - mmaction - INFO - Epoch [25][240/396] lr: 1.500e-02, eta: 7:06:52, time: 0.930, data_time: 0.000, memory: 8337, top1_acc: 0.6979, top5_acc: 0.8885, loss_cls: 1.1815, loss: 1.1815, grad_norm: 2.9662, top1_acc/aux0: 0.7439, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9855, loss/aux0: 0.9855, top1_acc/aux1: 0.7516, top5_acc/aux1: 0.9159, loss_cls/aux1: 0.9802, loss/aux1: 0.9802, top1_acc/aux2: 0.6521, top5_acc/aux2: 0.8612, loss_cls/aux2: 1.3731, loss/aux2: 1.3731 2020-10-23 07:10:28,379 - mmaction - INFO - Epoch [25][260/396] lr: 1.500e-02, eta: 7:06:33, time: 0.833, data_time: 0.000, memory: 8337, top1_acc: 0.6945, top5_acc: 0.8870, loss_cls: 1.1808, loss: 1.1808, grad_norm: 2.9444, top1_acc/aux0: 0.7468, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9754, loss/aux0: 0.9754, top1_acc/aux1: 0.7419, top5_acc/aux1: 0.9102, loss_cls/aux1: 0.9959, loss/aux1: 0.9959, top1_acc/aux2: 0.6503, top5_acc/aux2: 0.8544, loss_cls/aux2: 1.3873, loss/aux2: 1.3873 2020-10-23 07:11:13,029 - mmaction - INFO - Epoch [25][280/396] lr: 1.500e-02, eta: 7:06:19, time: 0.918, data_time: 0.063, memory: 8337, top1_acc: 0.6792, top5_acc: 0.8823, loss_cls: 1.2264, loss: 1.2264, grad_norm: 3.0071, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9975, loss/aux0: 0.9975, top1_acc/aux1: 0.7266, top5_acc/aux1: 0.9029, loss_cls/aux1: 1.0424, loss/aux1: 1.0424, top1_acc/aux2: 0.6456, top5_acc/aux2: 0.8469, loss_cls/aux2: 1.4255, loss/aux2: 1.4255 2020-10-23 07:11:58,712 - mmaction - INFO - Epoch [25][300/396] lr: 1.500e-02, eta: 7:06:08, time: 0.948, data_time: 0.000, memory: 8337, top1_acc: 0.6815, top5_acc: 0.8740, loss_cls: 1.2324, loss: 1.2324, grad_norm: 2.9353, top1_acc/aux0: 0.7371, top5_acc/aux0: 0.9089, loss_cls/aux0: 1.0210, loss/aux0: 1.0210, top1_acc/aux1: 0.7250, top5_acc/aux1: 0.9016, loss_cls/aux1: 1.0533, loss/aux1: 1.0533, top1_acc/aux2: 0.6406, top5_acc/aux2: 0.8547, loss_cls/aux2: 1.4335, loss/aux2: 1.4335 2020-10-23 07:12:46,397 - mmaction - INFO - Epoch [25][320/396] lr: 1.500e-02, eta: 7:05:59, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.6844, top5_acc: 0.8781, loss_cls: 1.2214, loss: 1.2214, grad_norm: 2.9693, top1_acc/aux0: 0.7389, top5_acc/aux0: 0.9087, loss_cls/aux0: 1.0106, loss/aux0: 1.0106, top1_acc/aux1: 0.7352, top5_acc/aux1: 0.9065, loss_cls/aux1: 1.0424, loss/aux1: 1.0424, top1_acc/aux2: 0.6500, top5_acc/aux2: 0.8625, loss_cls/aux2: 1.3745, loss/aux2: 1.3745 2020-10-23 07:13:31,459 - mmaction - INFO - Epoch [25][340/396] lr: 1.500e-02, eta: 7:05:48, time: 0.968, data_time: 0.000, memory: 8337, top1_acc: 0.6857, top5_acc: 0.8857, loss_cls: 1.1959, loss: 1.1959, grad_norm: 3.0125, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9079, loss_cls/aux0: 0.9957, loss/aux0: 0.9957, top1_acc/aux1: 0.7370, top5_acc/aux1: 0.9099, loss_cls/aux1: 1.0212, loss/aux1: 1.0212, top1_acc/aux2: 0.6578, top5_acc/aux2: 0.8638, loss_cls/aux2: 1.3437, loss/aux2: 1.3437 2020-10-23 07:14:17,483 - mmaction - INFO - Epoch [25][360/396] lr: 1.500e-02, eta: 7:05:40, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.6953, top5_acc: 0.8839, loss_cls: 1.2093, loss: 1.2093, grad_norm: 2.9846, top1_acc/aux0: 0.7436, top5_acc/aux0: 0.9100, loss_cls/aux0: 0.9834, loss/aux0: 0.9834, top1_acc/aux1: 0.7313, top5_acc/aux1: 0.9081, loss_cls/aux1: 1.0434, loss/aux1: 1.0434, top1_acc/aux2: 0.6581, top5_acc/aux2: 0.8612, loss_cls/aux2: 1.3610, loss/aux2: 1.3610 2020-10-23 07:14:59,362 - mmaction - INFO - Epoch [25][380/396] lr: 1.500e-02, eta: 7:05:27, time: 0.933, data_time: 0.000, memory: 8337, top1_acc: 0.6935, top5_acc: 0.8833, loss_cls: 1.2021, loss: 1.2021, grad_norm: 3.0552, top1_acc/aux0: 0.7395, top5_acc/aux0: 0.9111, loss_cls/aux0: 0.9972, loss/aux0: 0.9972, top1_acc/aux1: 0.7320, top5_acc/aux1: 0.9102, loss_cls/aux1: 1.0474, loss/aux1: 1.0474, top1_acc/aux2: 0.6523, top5_acc/aux2: 0.8617, loss_cls/aux2: 1.3629, loss/aux2: 1.3629 2020-10-23 07:15:36,726 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-10-23 07:16:20,960 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 07:16:21,097 - mmaction - INFO - top1_acc 0.7325 top5_acc 0.9188 2020-10-23 07:16:21,098 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 07:16:21,181 - mmaction - INFO - mean_acc 0.7327 2020-10-23 07:16:21,182 - mmaction - INFO - Epoch(val) [25][396] top1_acc: 0.7325, top5_acc: 0.9188, mean_class_accuracy: 0.7327 2020-10-23 07:19:30,511 - mmaction - INFO - Epoch [26][20/396] lr: 1.500e-02, eta: 7:04:16, time: 0.875, data_time: 0.000, memory: 8337, top1_acc: 0.7031, top5_acc: 0.8862, loss_cls: 1.1603, loss: 1.1603, grad_norm: 2.9087, top1_acc/aux0: 0.7436, top5_acc/aux0: 0.9121, loss_cls/aux0: 0.9818, loss/aux0: 0.9818, top1_acc/aux1: 0.7167, top5_acc/aux1: 0.9068, loss_cls/aux1: 1.0429, loss/aux1: 1.0429, top1_acc/aux2: 0.6495, top5_acc/aux2: 0.8708, loss_cls/aux2: 1.3422, loss/aux2: 1.3422 2020-10-23 07:20:14,964 - mmaction - INFO - Epoch [26][40/396] lr: 1.500e-02, eta: 7:04:07, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.6953, top5_acc: 0.8828, loss_cls: 1.1726, loss: 1.1726, grad_norm: 2.9933, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9951, loss/aux0: 0.9951, top1_acc/aux1: 0.7323, top5_acc/aux1: 0.9112, loss_cls/aux1: 1.0173, loss/aux1: 1.0173, top1_acc/aux2: 0.6526, top5_acc/aux2: 0.8641, loss_cls/aux2: 1.3554, loss/aux2: 1.3554 2020-10-23 07:20:58,932 - mmaction - INFO - Epoch [26][60/396] lr: 1.500e-02, eta: 7:03:47, time: 0.825, data_time: 0.000, memory: 8337, top1_acc: 0.7016, top5_acc: 0.8865, loss_cls: 1.1777, loss: 1.1777, grad_norm: 2.9705, top1_acc/aux0: 0.7424, top5_acc/aux0: 0.9062, loss_cls/aux0: 1.0077, loss/aux0: 1.0077, top1_acc/aux1: 0.7378, top5_acc/aux1: 0.9117, loss_cls/aux1: 1.0221, loss/aux1: 1.0221, top1_acc/aux2: 0.6456, top5_acc/aux2: 0.8630, loss_cls/aux2: 1.3625, loss/aux2: 1.3625 2020-10-23 07:21:43,862 - mmaction - INFO - Epoch [26][80/396] lr: 1.500e-02, eta: 7:03:30, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.6987, top5_acc: 0.8865, loss_cls: 1.1886, loss: 1.1886, grad_norm: 3.0028, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9090, loss_cls/aux0: 1.0086, loss/aux0: 1.0086, top1_acc/aux1: 0.7333, top5_acc/aux1: 0.9091, loss_cls/aux1: 1.0228, loss/aux1: 1.0228, top1_acc/aux2: 0.6414, top5_acc/aux2: 0.8607, loss_cls/aux2: 1.3635, loss/aux2: 1.3635 2020-10-23 07:22:26,853 - mmaction - INFO - Epoch [26][100/396] lr: 1.500e-02, eta: 7:03:15, time: 0.893, data_time: 0.043, memory: 8337, top1_acc: 0.6997, top5_acc: 0.8898, loss_cls: 1.1544, loss: 1.1544, grad_norm: 3.0851, top1_acc/aux0: 0.7408, top5_acc/aux0: 0.9117, loss_cls/aux0: 1.0019, loss/aux0: 1.0019, top1_acc/aux1: 0.7344, top5_acc/aux1: 0.9146, loss_cls/aux1: 1.0129, loss/aux1: 1.0129, top1_acc/aux2: 0.6526, top5_acc/aux2: 0.8581, loss_cls/aux2: 1.3717, loss/aux2: 1.3717 2020-10-23 07:23:09,066 - mmaction - INFO - Epoch [26][120/396] lr: 1.500e-02, eta: 7:02:57, time: 0.844, data_time: 0.054, memory: 8337, top1_acc: 0.6992, top5_acc: 0.8805, loss_cls: 1.2082, loss: 1.2082, grad_norm: 2.9595, top1_acc/aux0: 0.7444, top5_acc/aux0: 0.9110, loss_cls/aux0: 0.9913, loss/aux0: 0.9913, top1_acc/aux1: 0.7237, top5_acc/aux1: 0.9122, loss_cls/aux1: 1.0377, loss/aux1: 1.0377, top1_acc/aux2: 0.6518, top5_acc/aux2: 0.8609, loss_cls/aux2: 1.3717, loss/aux2: 1.3717 2020-10-23 07:23:55,096 - mmaction - INFO - Epoch [26][140/396] lr: 1.500e-02, eta: 7:02:47, time: 0.971, data_time: 0.151, memory: 8337, top1_acc: 0.6979, top5_acc: 0.8859, loss_cls: 1.1819, loss: 1.1819, grad_norm: 2.9025, top1_acc/aux0: 0.7463, top5_acc/aux0: 0.9119, loss_cls/aux0: 0.9802, loss/aux0: 0.9802, top1_acc/aux1: 0.7229, top5_acc/aux1: 0.9109, loss_cls/aux1: 1.0342, loss/aux1: 1.0342, top1_acc/aux2: 0.6521, top5_acc/aux2: 0.8576, loss_cls/aux2: 1.3512, loss/aux2: 1.3512 2020-10-23 07:24:38,443 - mmaction - INFO - Epoch [26][160/396] lr: 1.500e-02, eta: 7:02:28, time: 0.830, data_time: 0.000, memory: 8337, top1_acc: 0.7086, top5_acc: 0.8880, loss_cls: 1.1557, loss: 1.1557, grad_norm: 3.0052, top1_acc/aux0: 0.7428, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9924, loss/aux0: 0.9924, top1_acc/aux1: 0.7359, top5_acc/aux1: 0.9177, loss_cls/aux1: 1.0075, loss/aux1: 1.0075, top1_acc/aux2: 0.6557, top5_acc/aux2: 0.8612, loss_cls/aux2: 1.3365, loss/aux2: 1.3365 2020-10-23 07:25:23,072 - mmaction - INFO - Epoch [26][180/396] lr: 1.500e-02, eta: 7:02:11, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.6909, top5_acc: 0.8888, loss_cls: 1.1820, loss: 1.1820, grad_norm: 3.0448, top1_acc/aux0: 0.7406, top5_acc/aux0: 0.9091, loss_cls/aux0: 1.0048, loss/aux0: 1.0048, top1_acc/aux1: 0.7471, top5_acc/aux1: 0.9187, loss_cls/aux1: 0.9773, loss/aux1: 0.9773, top1_acc/aux2: 0.6568, top5_acc/aux2: 0.8747, loss_cls/aux2: 1.3075, loss/aux2: 1.3075 2020-10-23 07:26:08,589 - mmaction - INFO - Epoch [26][200/396] lr: 1.500e-02, eta: 7:01:54, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.7081, top5_acc: 0.8854, loss_cls: 1.1798, loss: 1.1798, grad_norm: 2.9814, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9090, loss_cls/aux0: 1.0019, loss/aux0: 1.0019, top1_acc/aux1: 0.7357, top5_acc/aux1: 0.9125, loss_cls/aux1: 1.0113, loss/aux1: 1.0113, top1_acc/aux2: 0.6643, top5_acc/aux2: 0.8805, loss_cls/aux2: 1.2877, loss/aux2: 1.2877 2020-10-23 07:26:52,674 - mmaction - INFO - Epoch [26][220/396] lr: 1.500e-02, eta: 7:01:35, time: 0.838, data_time: 0.000, memory: 8337, top1_acc: 0.6867, top5_acc: 0.8823, loss_cls: 1.2261, loss: 1.2261, grad_norm: 3.0289, top1_acc/aux0: 0.7374, top5_acc/aux0: 0.9087, loss_cls/aux0: 1.0121, loss/aux0: 1.0121, top1_acc/aux1: 0.7310, top5_acc/aux1: 0.9086, loss_cls/aux1: 1.0247, loss/aux1: 1.0247, top1_acc/aux2: 0.6555, top5_acc/aux2: 0.8667, loss_cls/aux2: 1.3489, loss/aux2: 1.3489 2020-10-23 07:27:38,289 - mmaction - INFO - Epoch [26][240/396] lr: 1.500e-02, eta: 7:01:24, time: 0.958, data_time: 0.119, memory: 8337, top1_acc: 0.6836, top5_acc: 0.8857, loss_cls: 1.2058, loss: 1.2058, grad_norm: 3.0085, top1_acc/aux0: 0.7378, top5_acc/aux0: 0.9098, loss_cls/aux0: 1.0110, loss/aux0: 1.0110, top1_acc/aux1: 0.7271, top5_acc/aux1: 0.9104, loss_cls/aux1: 1.0327, loss/aux1: 1.0327, top1_acc/aux2: 0.6508, top5_acc/aux2: 0.8542, loss_cls/aux2: 1.3723, loss/aux2: 1.3723 2020-10-23 07:28:23,484 - mmaction - INFO - Epoch [26][260/396] lr: 1.500e-02, eta: 7:01:13, time: 0.962, data_time: 0.000, memory: 8337, top1_acc: 0.6966, top5_acc: 0.8758, loss_cls: 1.1989, loss: 1.1989, grad_norm: 2.9621, top1_acc/aux0: 0.7399, top5_acc/aux0: 0.9079, loss_cls/aux0: 1.0112, loss/aux0: 1.0112, top1_acc/aux1: 0.7182, top5_acc/aux1: 0.9081, loss_cls/aux1: 1.0710, loss/aux1: 1.0710, top1_acc/aux2: 0.6529, top5_acc/aux2: 0.8581, loss_cls/aux2: 1.3585, loss/aux2: 1.3585 2020-10-23 07:29:10,144 - mmaction - INFO - Epoch [26][280/396] lr: 1.500e-02, eta: 7:01:00, time: 0.933, data_time: 0.000, memory: 8337, top1_acc: 0.6859, top5_acc: 0.8826, loss_cls: 1.2206, loss: 1.2206, grad_norm: 2.8999, top1_acc/aux0: 0.7396, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0164, loss/aux0: 1.0164, top1_acc/aux1: 0.7393, top5_acc/aux1: 0.9133, loss_cls/aux1: 1.0294, loss/aux1: 1.0294, top1_acc/aux2: 0.6503, top5_acc/aux2: 0.8633, loss_cls/aux2: 1.3550, loss/aux2: 1.3550 2020-10-23 07:29:53,884 - mmaction - INFO - Epoch [26][300/396] lr: 1.500e-02, eta: 7:00:39, time: 0.792, data_time: 0.000, memory: 8337, top1_acc: 0.6971, top5_acc: 0.8865, loss_cls: 1.1666, loss: 1.1666, grad_norm: 2.9591, top1_acc/aux0: 0.7428, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9918, loss/aux0: 0.9918, top1_acc/aux1: 0.7495, top5_acc/aux1: 0.9161, loss_cls/aux1: 0.9933, loss/aux1: 0.9933, top1_acc/aux2: 0.6596, top5_acc/aux2: 0.8656, loss_cls/aux2: 1.3228, loss/aux2: 1.3228 2020-10-23 07:30:39,260 - mmaction - INFO - Epoch [26][320/396] lr: 1.500e-02, eta: 7:00:19, time: 0.818, data_time: 0.000, memory: 8337, top1_acc: 0.6995, top5_acc: 0.8794, loss_cls: 1.2130, loss: 1.2130, grad_norm: 3.0469, top1_acc/aux0: 0.7431, top5_acc/aux0: 0.9096, loss_cls/aux0: 0.9975, loss/aux0: 0.9975, top1_acc/aux1: 0.7370, top5_acc/aux1: 0.9062, loss_cls/aux1: 1.0391, loss/aux1: 1.0391, top1_acc/aux2: 0.6542, top5_acc/aux2: 0.8648, loss_cls/aux2: 1.3562, loss/aux2: 1.3562 2020-10-23 07:31:23,094 - mmaction - INFO - Epoch [26][340/396] lr: 1.500e-02, eta: 7:00:03, time: 0.868, data_time: 0.000, memory: 8337, top1_acc: 0.6799, top5_acc: 0.8841, loss_cls: 1.2160, loss: 1.2160, grad_norm: 3.0406, top1_acc/aux0: 0.7405, top5_acc/aux0: 0.9059, loss_cls/aux0: 1.0160, loss/aux0: 1.0160, top1_acc/aux1: 0.7352, top5_acc/aux1: 0.9083, loss_cls/aux1: 1.0490, loss/aux1: 1.0490, top1_acc/aux2: 0.6497, top5_acc/aux2: 0.8648, loss_cls/aux2: 1.3650, loss/aux2: 1.3650 2020-10-23 07:32:07,878 - mmaction - INFO - Epoch [26][360/396] lr: 1.500e-02, eta: 6:59:49, time: 0.924, data_time: 0.000, memory: 8337, top1_acc: 0.6984, top5_acc: 0.8841, loss_cls: 1.1897, loss: 1.1897, grad_norm: 2.9180, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9108, loss_cls/aux0: 0.9831, loss/aux0: 0.9831, top1_acc/aux1: 0.7331, top5_acc/aux1: 0.9151, loss_cls/aux1: 1.0316, loss/aux1: 1.0316, top1_acc/aux2: 0.6505, top5_acc/aux2: 0.8609, loss_cls/aux2: 1.3551, loss/aux2: 1.3551 2020-10-23 07:32:50,716 - mmaction - INFO - Epoch [26][380/396] lr: 1.500e-02, eta: 6:59:33, time: 0.868, data_time: 0.097, memory: 8337, top1_acc: 0.6919, top5_acc: 0.8812, loss_cls: 1.2185, loss: 1.2185, grad_norm: 4.1703, top1_acc/aux0: 0.7413, top5_acc/aux0: 0.9107, loss_cls/aux0: 1.0093, loss/aux0: 1.0093, top1_acc/aux1: 0.7255, top5_acc/aux1: 0.9104, loss_cls/aux1: 1.0583, loss/aux1: 1.0583, top1_acc/aux2: 0.6456, top5_acc/aux2: 0.8547, loss_cls/aux2: 1.3916, loss/aux2: 1.3916 2020-10-23 07:33:29,555 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-10-23 07:37:01,263 - mmaction - INFO - Epoch [27][20/396] lr: 1.500e-02, eta: 6:58:22, time: 0.847, data_time: 0.000, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8891, loss_cls: 1.1685, loss: 1.1685, grad_norm: 2.9939, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9071, loss_cls/aux0: 1.0006, loss/aux0: 1.0006, top1_acc/aux1: 0.7333, top5_acc/aux1: 0.9089, loss_cls/aux1: 1.0237, loss/aux1: 1.0237, top1_acc/aux2: 0.6682, top5_acc/aux2: 0.8641, loss_cls/aux2: 1.3582, loss/aux2: 1.3582 2020-10-23 07:37:45,090 - mmaction - INFO - Epoch [27][40/396] lr: 1.500e-02, eta: 6:58:05, time: 0.849, data_time: 0.000, memory: 8337, top1_acc: 0.6943, top5_acc: 0.8820, loss_cls: 1.1826, loss: 1.1826, grad_norm: 2.9093, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9854, loss/aux0: 0.9854, top1_acc/aux1: 0.7229, top5_acc/aux1: 0.9068, loss_cls/aux1: 1.0517, loss/aux1: 1.0517, top1_acc/aux2: 0.6646, top5_acc/aux2: 0.8646, loss_cls/aux2: 1.3541, loss/aux2: 1.3541 2020-10-23 07:38:29,630 - mmaction - INFO - Epoch [27][60/396] lr: 1.500e-02, eta: 6:57:51, time: 0.930, data_time: 0.129, memory: 8337, top1_acc: 0.6984, top5_acc: 0.8833, loss_cls: 1.1653, loss: 1.1653, grad_norm: 2.9666, top1_acc/aux0: 0.7494, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9730, loss/aux0: 0.9730, top1_acc/aux1: 0.7201, top5_acc/aux1: 0.9070, loss_cls/aux1: 1.0694, loss/aux1: 1.0694, top1_acc/aux2: 0.6555, top5_acc/aux2: 0.8604, loss_cls/aux2: 1.3718, loss/aux2: 1.3718 2020-10-23 07:39:13,230 - mmaction - INFO - Epoch [27][80/396] lr: 1.500e-02, eta: 6:57:36, time: 0.886, data_time: 0.286, memory: 8337, top1_acc: 0.7039, top5_acc: 0.8961, loss_cls: 1.1371, loss: 1.1371, grad_norm: 2.9412, top1_acc/aux0: 0.7471, top5_acc/aux0: 0.9105, loss_cls/aux0: 0.9831, loss/aux0: 0.9831, top1_acc/aux1: 0.7354, top5_acc/aux1: 0.9065, loss_cls/aux1: 1.0414, loss/aux1: 1.0414, top1_acc/aux2: 0.6599, top5_acc/aux2: 0.8583, loss_cls/aux2: 1.3659, loss/aux2: 1.3659 2020-10-23 07:39:57,032 - mmaction - INFO - Epoch [27][100/396] lr: 1.500e-02, eta: 6:57:17, time: 0.832, data_time: 0.229, memory: 8337, top1_acc: 0.7073, top5_acc: 0.8883, loss_cls: 1.1539, loss: 1.1539, grad_norm: 2.9521, top1_acc/aux0: 0.7421, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9966, loss/aux0: 0.9966, top1_acc/aux1: 0.7409, top5_acc/aux1: 0.9115, loss_cls/aux1: 1.0260, loss/aux1: 1.0260, top1_acc/aux2: 0.6654, top5_acc/aux2: 0.8622, loss_cls/aux2: 1.3239, loss/aux2: 1.3239 2020-10-23 07:40:42,083 - mmaction - INFO - Epoch [27][120/396] lr: 1.500e-02, eta: 6:57:00, time: 0.861, data_time: 0.117, memory: 8337, top1_acc: 0.6927, top5_acc: 0.8846, loss_cls: 1.1883, loss: 1.1883, grad_norm: 2.9497, top1_acc/aux0: 0.7410, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9891, loss/aux0: 0.9891, top1_acc/aux1: 0.7367, top5_acc/aux1: 0.9125, loss_cls/aux1: 1.0217, loss/aux1: 1.0217, top1_acc/aux2: 0.6586, top5_acc/aux2: 0.8625, loss_cls/aux2: 1.3212, loss/aux2: 1.3212 2020-10-23 07:41:24,985 - mmaction - INFO - Epoch [27][140/396] lr: 1.500e-02, eta: 6:56:43, time: 0.846, data_time: 0.183, memory: 8337, top1_acc: 0.7057, top5_acc: 0.8901, loss_cls: 1.1289, loss: 1.1289, grad_norm: 2.9457, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9124, loss_cls/aux0: 0.9776, loss/aux0: 0.9776, top1_acc/aux1: 0.7320, top5_acc/aux1: 0.9039, loss_cls/aux1: 1.0298, loss/aux1: 1.0298, top1_acc/aux2: 0.6503, top5_acc/aux2: 0.8578, loss_cls/aux2: 1.3701, loss/aux2: 1.3701 2020-10-23 07:42:12,902 - mmaction - INFO - Epoch [27][160/396] lr: 1.500e-02, eta: 6:56:34, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.6971, top5_acc: 0.8826, loss_cls: 1.1847, loss: 1.1847, grad_norm: 2.9835, top1_acc/aux0: 0.7475, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9874, loss/aux0: 0.9874, top1_acc/aux1: 0.7318, top5_acc/aux1: 0.9083, loss_cls/aux1: 1.0421, loss/aux1: 1.0421, top1_acc/aux2: 0.6448, top5_acc/aux2: 0.8594, loss_cls/aux2: 1.3814, loss/aux2: 1.3814 2020-10-23 07:42:57,971 - mmaction - INFO - Epoch [27][180/396] lr: 1.500e-02, eta: 6:56:24, time: 0.975, data_time: 0.001, memory: 8337, top1_acc: 0.6930, top5_acc: 0.8841, loss_cls: 1.1939, loss: 1.1939, grad_norm: 3.0165, top1_acc/aux0: 0.7431, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.9942, loss/aux0: 0.9942, top1_acc/aux1: 0.7307, top5_acc/aux1: 0.9086, loss_cls/aux1: 1.0548, loss/aux1: 1.0548, top1_acc/aux2: 0.6503, top5_acc/aux2: 0.8594, loss_cls/aux2: 1.3595, loss/aux2: 1.3595 2020-10-23 07:43:44,738 - mmaction - INFO - Epoch [27][200/396] lr: 1.500e-02, eta: 6:56:15, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.6878, top5_acc: 0.8857, loss_cls: 1.2016, loss: 1.2016, grad_norm: 2.9512, top1_acc/aux0: 0.7444, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9845, loss/aux0: 0.9845, top1_acc/aux1: 0.7284, top5_acc/aux1: 0.9062, loss_cls/aux1: 1.0621, loss/aux1: 1.0621, top1_acc/aux2: 0.6534, top5_acc/aux2: 0.8547, loss_cls/aux2: 1.3722, loss/aux2: 1.3722 2020-10-23 07:44:29,944 - mmaction - INFO - Epoch [27][220/396] lr: 1.500e-02, eta: 6:56:01, time: 0.912, data_time: 0.000, memory: 8337, top1_acc: 0.7081, top5_acc: 0.8930, loss_cls: 1.1420, loss: 1.1420, grad_norm: 2.9460, top1_acc/aux0: 0.7476, top5_acc/aux0: 0.9123, loss_cls/aux0: 0.9772, loss/aux0: 0.9772, top1_acc/aux1: 0.7312, top5_acc/aux1: 0.9099, loss_cls/aux1: 1.0349, loss/aux1: 1.0349, top1_acc/aux2: 0.6492, top5_acc/aux2: 0.8609, loss_cls/aux2: 1.3663, loss/aux2: 1.3663 2020-10-23 07:45:13,851 - mmaction - INFO - Epoch [27][240/396] lr: 1.500e-02, eta: 6:55:48, time: 0.938, data_time: 0.000, memory: 8337, top1_acc: 0.7018, top5_acc: 0.8844, loss_cls: 1.1596, loss: 1.1596, grad_norm: 2.9859, top1_acc/aux0: 0.7452, top5_acc/aux0: 0.9101, loss_cls/aux0: 0.9880, loss/aux0: 0.9880, top1_acc/aux1: 0.7206, top5_acc/aux1: 0.9065, loss_cls/aux1: 1.0453, loss/aux1: 1.0453, top1_acc/aux2: 0.6513, top5_acc/aux2: 0.8602, loss_cls/aux2: 1.3552, loss/aux2: 1.3552 2020-10-23 07:45:58,673 - mmaction - INFO - Epoch [27][260/396] lr: 1.500e-02, eta: 6:55:34, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.6966, top5_acc: 0.8784, loss_cls: 1.1854, loss: 1.1854, grad_norm: 2.8232, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9095, loss_cls/aux0: 0.9878, loss/aux0: 0.9878, top1_acc/aux1: 0.7201, top5_acc/aux1: 0.9010, loss_cls/aux1: 1.0566, loss/aux1: 1.0566, top1_acc/aux2: 0.6607, top5_acc/aux2: 0.8625, loss_cls/aux2: 1.3292, loss/aux2: 1.3292 2020-10-23 07:46:41,609 - mmaction - INFO - Epoch [27][280/396] lr: 1.500e-02, eta: 6:55:18, time: 0.881, data_time: 0.086, memory: 8337, top1_acc: 0.7029, top5_acc: 0.8917, loss_cls: 1.1605, loss: 1.1605, grad_norm: 2.9030, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9110, loss_cls/aux0: 0.9783, loss/aux0: 0.9783, top1_acc/aux1: 0.7443, top5_acc/aux1: 0.9125, loss_cls/aux1: 0.9938, loss/aux1: 0.9938, top1_acc/aux2: 0.6669, top5_acc/aux2: 0.8641, loss_cls/aux2: 1.3155, loss/aux2: 1.3155 2020-10-23 07:47:25,538 - mmaction - INFO - Epoch [27][300/396] lr: 1.500e-02, eta: 6:55:04, time: 0.912, data_time: 0.312, memory: 8337, top1_acc: 0.7013, top5_acc: 0.8883, loss_cls: 1.1582, loss: 1.1582, grad_norm: 2.9633, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9938, loss/aux0: 0.9938, top1_acc/aux1: 0.7443, top5_acc/aux1: 0.9156, loss_cls/aux1: 0.9884, loss/aux1: 0.9884, top1_acc/aux2: 0.6633, top5_acc/aux2: 0.8549, loss_cls/aux2: 1.3719, loss/aux2: 1.3719 2020-10-23 07:48:09,306 - mmaction - INFO - Epoch [27][320/396] lr: 1.500e-02, eta: 6:54:49, time: 0.909, data_time: 0.005, memory: 8337, top1_acc: 0.6969, top5_acc: 0.8833, loss_cls: 1.1542, loss: 1.1542, grad_norm: 2.9702, top1_acc/aux0: 0.7388, top5_acc/aux0: 0.9075, loss_cls/aux0: 1.0092, loss/aux0: 1.0092, top1_acc/aux1: 0.7292, top5_acc/aux1: 0.9065, loss_cls/aux1: 1.0562, loss/aux1: 1.0562, top1_acc/aux2: 0.6568, top5_acc/aux2: 0.8503, loss_cls/aux2: 1.4067, loss/aux2: 1.4067 2020-10-23 07:48:53,368 - mmaction - INFO - Epoch [27][340/396] lr: 1.500e-02, eta: 6:54:34, time: 0.894, data_time: 0.026, memory: 8337, top1_acc: 0.6799, top5_acc: 0.8833, loss_cls: 1.2155, loss: 1.2155, grad_norm: 2.9121, top1_acc/aux0: 0.7402, top5_acc/aux0: 0.9070, loss_cls/aux0: 1.0053, loss/aux0: 1.0053, top1_acc/aux1: 0.7315, top5_acc/aux1: 0.9070, loss_cls/aux1: 1.0612, loss/aux1: 1.0612, top1_acc/aux2: 0.6607, top5_acc/aux2: 0.8604, loss_cls/aux2: 1.3405, loss/aux2: 1.3405 2020-10-23 07:49:40,621 - mmaction - INFO - Epoch [27][360/396] lr: 1.500e-02, eta: 6:54:21, time: 0.928, data_time: 0.000, memory: 8337, top1_acc: 0.7057, top5_acc: 0.8870, loss_cls: 1.1736, loss: 1.1736, grad_norm: 3.0113, top1_acc/aux0: 0.7410, top5_acc/aux0: 0.9066, loss_cls/aux0: 1.0003, loss/aux0: 1.0003, top1_acc/aux1: 0.7302, top5_acc/aux1: 0.9078, loss_cls/aux1: 1.0437, loss/aux1: 1.0437, top1_acc/aux2: 0.6505, top5_acc/aux2: 0.8672, loss_cls/aux2: 1.3579, loss/aux2: 1.3579 2020-10-23 07:50:26,058 - mmaction - INFO - Epoch [27][380/396] lr: 1.500e-02, eta: 6:54:04, time: 0.865, data_time: 0.000, memory: 8337, top1_acc: 0.6922, top5_acc: 0.8885, loss_cls: 1.1767, loss: 1.1767, grad_norm: 2.8845, top1_acc/aux0: 0.7408, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9973, loss/aux0: 0.9973, top1_acc/aux1: 0.7305, top5_acc/aux1: 0.9146, loss_cls/aux1: 1.0330, loss/aux1: 1.0330, top1_acc/aux2: 0.6516, top5_acc/aux2: 0.8661, loss_cls/aux2: 1.3691, loss/aux2: 1.3691 2020-10-23 07:51:03,929 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-10-23 07:54:23,440 - mmaction - INFO - Epoch [28][20/396] lr: 1.500e-02, eta: 6:52:54, time: 0.828, data_time: 0.000, memory: 8337, top1_acc: 0.7094, top5_acc: 0.8880, loss_cls: 1.1550, loss: 1.1550, grad_norm: 2.9951, top1_acc/aux0: 0.7576, top5_acc/aux0: 0.9114, loss_cls/aux0: 0.9640, loss/aux0: 0.9640, top1_acc/aux1: 0.7333, top5_acc/aux1: 0.9021, loss_cls/aux1: 1.0692, loss/aux1: 1.0692, top1_acc/aux2: 0.6516, top5_acc/aux2: 0.8719, loss_cls/aux2: 1.3580, loss/aux2: 1.3580 2020-10-23 07:55:08,769 - mmaction - INFO - Epoch [28][40/396] lr: 1.500e-02, eta: 6:52:43, time: 0.978, data_time: 0.000, memory: 8337, top1_acc: 0.6982, top5_acc: 0.8786, loss_cls: 1.1949, loss: 1.1949, grad_norm: 2.9214, top1_acc/aux0: 0.7515, top5_acc/aux0: 0.9108, loss_cls/aux0: 0.9695, loss/aux0: 0.9695, top1_acc/aux1: 0.7396, top5_acc/aux1: 0.9109, loss_cls/aux1: 1.0335, loss/aux1: 1.0335, top1_acc/aux2: 0.6505, top5_acc/aux2: 0.8690, loss_cls/aux2: 1.3544, loss/aux2: 1.3544 2020-10-23 07:55:53,361 - mmaction - INFO - Epoch [28][60/396] lr: 1.500e-02, eta: 6:52:25, time: 0.833, data_time: 0.000, memory: 8337, top1_acc: 0.6953, top5_acc: 0.8818, loss_cls: 1.1925, loss: 1.1925, grad_norm: 2.9639, top1_acc/aux0: 0.7442, top5_acc/aux0: 0.9099, loss_cls/aux0: 0.9793, loss/aux0: 0.9793, top1_acc/aux1: 0.7461, top5_acc/aux1: 0.9219, loss_cls/aux1: 0.9773, loss/aux1: 0.9773, top1_acc/aux2: 0.6555, top5_acc/aux2: 0.8609, loss_cls/aux2: 1.3589, loss/aux2: 1.3589 2020-10-23 07:56:36,576 - mmaction - INFO - Epoch [28][80/396] lr: 1.500e-02, eta: 6:52:05, time: 0.799, data_time: 0.000, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8943, loss_cls: 1.1358, loss: 1.1358, grad_norm: 3.1862, top1_acc/aux0: 0.7417, top5_acc/aux0: 0.9081, loss_cls/aux0: 0.9935, loss/aux0: 0.9935, top1_acc/aux1: 0.7380, top5_acc/aux1: 0.9146, loss_cls/aux1: 1.0116, loss/aux1: 1.0116, top1_acc/aux2: 0.6620, top5_acc/aux2: 0.8633, loss_cls/aux2: 1.3387, loss/aux2: 1.3387 2020-10-23 07:57:24,869 - mmaction - INFO - Epoch [28][100/396] lr: 1.500e-02, eta: 6:51:49, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.7070, top5_acc: 0.8885, loss_cls: 1.1376, loss: 1.1376, grad_norm: 2.9462, top1_acc/aux0: 0.7403, top5_acc/aux0: 0.9086, loss_cls/aux0: 0.9989, loss/aux0: 0.9989, top1_acc/aux1: 0.7276, top5_acc/aux1: 0.9065, loss_cls/aux1: 1.0566, loss/aux1: 1.0566, top1_acc/aux2: 0.6599, top5_acc/aux2: 0.8695, loss_cls/aux2: 1.3236, loss/aux2: 1.3236 2020-10-23 07:58:07,816 - mmaction - INFO - Epoch [28][120/396] lr: 1.500e-02, eta: 6:51:35, time: 0.920, data_time: 0.000, memory: 8337, top1_acc: 0.6956, top5_acc: 0.8776, loss_cls: 1.2160, loss: 1.2160, grad_norm: 3.9057, top1_acc/aux0: 0.7415, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9973, loss/aux0: 0.9973, top1_acc/aux1: 0.7297, top5_acc/aux1: 0.9078, loss_cls/aux1: 1.0453, loss/aux1: 1.0453, top1_acc/aux2: 0.6641, top5_acc/aux2: 0.8693, loss_cls/aux2: 1.3227, loss/aux2: 1.3227 2020-10-23 07:58:52,369 - mmaction - INFO - Epoch [28][140/396] lr: 1.500e-02, eta: 6:51:16, time: 0.818, data_time: 0.077, memory: 8337, top1_acc: 0.7060, top5_acc: 0.8911, loss_cls: 1.1174, loss: 1.1174, grad_norm: 2.9246, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9101, loss_cls/aux0: 1.0032, loss/aux0: 1.0032, top1_acc/aux1: 0.7409, top5_acc/aux1: 0.9172, loss_cls/aux1: 1.0036, loss/aux1: 1.0036, top1_acc/aux2: 0.6612, top5_acc/aux2: 0.8633, loss_cls/aux2: 1.3526, loss/aux2: 1.3526 2020-10-23 07:59:35,792 - mmaction - INFO - Epoch [28][160/396] lr: 1.500e-02, eta: 6:50:55, time: 0.779, data_time: 0.000, memory: 8337, top1_acc: 0.6969, top5_acc: 0.8763, loss_cls: 1.1978, loss: 1.1978, grad_norm: 3.6978, top1_acc/aux0: 0.7373, top5_acc/aux0: 0.9090, loss_cls/aux0: 1.0134, loss/aux0: 1.0134, top1_acc/aux1: 0.7383, top5_acc/aux1: 0.9169, loss_cls/aux1: 0.9986, loss/aux1: 0.9986, top1_acc/aux2: 0.6542, top5_acc/aux2: 0.8596, loss_cls/aux2: 1.3628, loss/aux2: 1.3628 2020-10-23 08:00:20,029 - mmaction - INFO - Epoch [28][180/396] lr: 1.500e-02, eta: 6:50:37, time: 0.840, data_time: 0.000, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8859, loss_cls: 1.1508, loss: 1.1508, grad_norm: 2.9145, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9090, loss_cls/aux0: 0.9999, loss/aux0: 0.9999, top1_acc/aux1: 0.7302, top5_acc/aux1: 0.9076, loss_cls/aux1: 1.0216, loss/aux1: 1.0216, top1_acc/aux2: 0.6557, top5_acc/aux2: 0.8622, loss_cls/aux2: 1.3391, loss/aux2: 1.3391 2020-10-23 08:01:06,155 - mmaction - INFO - Epoch [28][200/396] lr: 1.500e-02, eta: 6:50:22, time: 0.902, data_time: 0.000, memory: 8337, top1_acc: 0.6971, top5_acc: 0.8818, loss_cls: 1.2021, loss: 1.2021, grad_norm: 2.9295, top1_acc/aux0: 0.7449, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9762, loss/aux0: 0.9762, top1_acc/aux1: 0.7375, top5_acc/aux1: 0.9096, loss_cls/aux1: 1.0146, loss/aux1: 1.0146, top1_acc/aux2: 0.6549, top5_acc/aux2: 0.8599, loss_cls/aux2: 1.3412, loss/aux2: 1.3412 2020-10-23 08:01:52,656 - mmaction - INFO - Epoch [28][220/396] lr: 1.500e-02, eta: 6:50:08, time: 0.910, data_time: 0.000, memory: 8337, top1_acc: 0.6984, top5_acc: 0.8891, loss_cls: 1.1737, loss: 1.1737, grad_norm: 2.9474, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9854, loss/aux0: 0.9854, top1_acc/aux1: 0.7466, top5_acc/aux1: 0.9107, loss_cls/aux1: 1.0207, loss/aux1: 1.0207, top1_acc/aux2: 0.6539, top5_acc/aux2: 0.8549, loss_cls/aux2: 1.3636, loss/aux2: 1.3636 2020-10-23 08:02:37,189 - mmaction - INFO - Epoch [28][240/396] lr: 1.500e-02, eta: 6:49:55, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.6961, top5_acc: 0.8823, loss_cls: 1.1927, loss: 1.1927, grad_norm: 2.9952, top1_acc/aux0: 0.7410, top5_acc/aux0: 0.9124, loss_cls/aux0: 0.9962, loss/aux0: 0.9962, top1_acc/aux1: 0.7385, top5_acc/aux1: 0.9104, loss_cls/aux1: 1.0270, loss/aux1: 1.0270, top1_acc/aux2: 0.6630, top5_acc/aux2: 0.8594, loss_cls/aux2: 1.3478, loss/aux2: 1.3478 2020-10-23 08:03:22,135 - mmaction - INFO - Epoch [28][260/396] lr: 1.500e-02, eta: 6:49:42, time: 0.932, data_time: 0.000, memory: 8337, top1_acc: 0.7070, top5_acc: 0.8922, loss_cls: 1.1304, loss: 1.1304, grad_norm: 2.9184, top1_acc/aux0: 0.7395, top5_acc/aux0: 0.9082, loss_cls/aux0: 0.9995, loss/aux0: 0.9995, top1_acc/aux1: 0.7354, top5_acc/aux1: 0.9096, loss_cls/aux1: 1.0403, loss/aux1: 1.0403, top1_acc/aux2: 0.6617, top5_acc/aux2: 0.8602, loss_cls/aux2: 1.3530, loss/aux2: 1.3530 2020-10-23 08:04:08,975 - mmaction - INFO - Epoch [28][280/396] lr: 1.500e-02, eta: 6:49:35, time: 1.070, data_time: 0.000, memory: 8337, top1_acc: 0.7039, top5_acc: 0.8846, loss_cls: 1.1546, loss: 1.1546, grad_norm: 2.9839, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9072, loss_cls/aux0: 0.9931, loss/aux0: 0.9931, top1_acc/aux1: 0.7375, top5_acc/aux1: 0.9141, loss_cls/aux1: 1.0295, loss/aux1: 1.0295, top1_acc/aux2: 0.6565, top5_acc/aux2: 0.8638, loss_cls/aux2: 1.3416, loss/aux2: 1.3416 2020-10-23 08:04:52,499 - mmaction - INFO - Epoch [28][300/396] lr: 1.500e-02, eta: 6:49:22, time: 0.930, data_time: 0.000, memory: 8337, top1_acc: 0.6891, top5_acc: 0.8846, loss_cls: 1.1870, loss: 1.1870, grad_norm: 2.9690, top1_acc/aux0: 0.7436, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9838, loss/aux0: 0.9838, top1_acc/aux1: 0.7346, top5_acc/aux1: 0.9104, loss_cls/aux1: 1.0295, loss/aux1: 1.0295, top1_acc/aux2: 0.6643, top5_acc/aux2: 0.8729, loss_cls/aux2: 1.3091, loss/aux2: 1.3091 2020-10-23 08:05:38,254 - mmaction - INFO - Epoch [28][320/396] lr: 1.500e-02, eta: 6:49:12, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.6914, top5_acc: 0.8859, loss_cls: 1.1584, loss: 1.1584, grad_norm: 2.9612, top1_acc/aux0: 0.7446, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9823, loss/aux0: 0.9823, top1_acc/aux1: 0.7487, top5_acc/aux1: 0.9115, loss_cls/aux1: 0.9908, loss/aux1: 0.9908, top1_acc/aux2: 0.6638, top5_acc/aux2: 0.8651, loss_cls/aux2: 1.3565, loss/aux2: 1.3565 2020-10-23 08:06:22,745 - mmaction - INFO - Epoch [28][340/396] lr: 1.500e-02, eta: 6:48:56, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.6992, top5_acc: 0.8852, loss_cls: 1.1849, loss: 1.1849, grad_norm: 3.0154, top1_acc/aux0: 0.7440, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9889, loss/aux0: 0.9889, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9135, loss_cls/aux1: 0.9987, loss/aux1: 0.9987, top1_acc/aux2: 0.6654, top5_acc/aux2: 0.8648, loss_cls/aux2: 1.3271, loss/aux2: 1.3271 2020-10-23 08:07:05,579 - mmaction - INFO - Epoch [28][360/396] lr: 1.500e-02, eta: 6:48:39, time: 0.860, data_time: 0.000, memory: 8337, top1_acc: 0.6964, top5_acc: 0.8826, loss_cls: 1.1734, loss: 1.1734, grad_norm: 2.9904, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9085, loss_cls/aux0: 0.9995, loss/aux0: 0.9995, top1_acc/aux1: 0.7388, top5_acc/aux1: 0.9096, loss_cls/aux1: 1.0235, loss/aux1: 1.0235, top1_acc/aux2: 0.6607, top5_acc/aux2: 0.8711, loss_cls/aux2: 1.3049, loss/aux2: 1.3049 2020-10-23 08:07:48,504 - mmaction - INFO - Epoch [28][380/396] lr: 1.500e-02, eta: 6:48:24, time: 0.899, data_time: 0.000, memory: 8337, top1_acc: 0.7023, top5_acc: 0.8888, loss_cls: 1.1724, loss: 1.1724, grad_norm: 3.0215, top1_acc/aux0: 0.7428, top5_acc/aux0: 0.9105, loss_cls/aux0: 0.9971, loss/aux0: 0.9971, top1_acc/aux1: 0.7417, top5_acc/aux1: 0.9130, loss_cls/aux1: 1.0117, loss/aux1: 1.0117, top1_acc/aux2: 0.6622, top5_acc/aux2: 0.8729, loss_cls/aux2: 1.3024, loss/aux2: 1.3024 2020-10-23 08:08:25,714 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-10-23 08:11:36,093 - mmaction - INFO - Epoch [29][20/396] lr: 1.500e-02, eta: 6:47:18, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.7104, top5_acc: 0.8969, loss_cls: 1.1112, loss: 1.1112, grad_norm: 2.8902, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9127, loss_cls/aux0: 0.9716, loss/aux0: 0.9716, top1_acc/aux1: 0.7406, top5_acc/aux1: 0.9130, loss_cls/aux1: 1.0248, loss/aux1: 1.0248, top1_acc/aux2: 0.6651, top5_acc/aux2: 0.8625, loss_cls/aux2: 1.3373, loss/aux2: 1.3373 2020-10-23 08:12:19,633 - mmaction - INFO - Epoch [29][40/396] lr: 1.500e-02, eta: 6:47:01, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.6974, top5_acc: 0.8865, loss_cls: 1.1969, loss: 1.1969, grad_norm: 2.9638, top1_acc/aux0: 0.7449, top5_acc/aux0: 0.9114, loss_cls/aux0: 0.9823, loss/aux0: 0.9823, top1_acc/aux1: 0.7380, top5_acc/aux1: 0.9120, loss_cls/aux1: 1.0250, loss/aux1: 1.0250, top1_acc/aux2: 0.6721, top5_acc/aux2: 0.8711, loss_cls/aux2: 1.2959, loss/aux2: 1.2959 2020-10-23 08:13:02,768 - mmaction - INFO - Epoch [29][60/396] lr: 1.500e-02, eta: 6:46:44, time: 0.851, data_time: 0.000, memory: 8337, top1_acc: 0.7018, top5_acc: 0.8878, loss_cls: 1.1380, loss: 1.1380, grad_norm: 2.9858, top1_acc/aux0: 0.7441, top5_acc/aux0: 0.9101, loss_cls/aux0: 0.9983, loss/aux0: 0.9983, top1_acc/aux1: 0.7328, top5_acc/aux1: 0.9115, loss_cls/aux1: 1.0193, loss/aux1: 1.0193, top1_acc/aux2: 0.6737, top5_acc/aux2: 0.8729, loss_cls/aux2: 1.2822, loss/aux2: 1.2822 2020-10-23 08:13:45,978 - mmaction - INFO - Epoch [29][80/396] lr: 1.500e-02, eta: 6:46:28, time: 0.888, data_time: 0.000, memory: 8337, top1_acc: 0.7026, top5_acc: 0.8833, loss_cls: 1.1678, loss: 1.1678, grad_norm: 2.9072, top1_acc/aux0: 0.7425, top5_acc/aux0: 0.9108, loss_cls/aux0: 0.9966, loss/aux0: 0.9966, top1_acc/aux1: 0.7346, top5_acc/aux1: 0.9164, loss_cls/aux1: 0.9886, loss/aux1: 0.9886, top1_acc/aux2: 0.6687, top5_acc/aux2: 0.8682, loss_cls/aux2: 1.3075, loss/aux2: 1.3075 2020-10-23 08:14:31,838 - mmaction - INFO - Epoch [29][100/396] lr: 1.500e-02, eta: 6:46:17, time: 0.980, data_time: 0.000, memory: 8337, top1_acc: 0.7156, top5_acc: 0.8924, loss_cls: 1.1147, loss: 1.1147, grad_norm: 2.9224, top1_acc/aux0: 0.7425, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9817, loss/aux0: 0.9817, top1_acc/aux1: 0.7375, top5_acc/aux1: 0.9120, loss_cls/aux1: 1.0031, loss/aux1: 1.0031, top1_acc/aux2: 0.6635, top5_acc/aux2: 0.8706, loss_cls/aux2: 1.3174, loss/aux2: 1.3174 2020-10-23 08:15:17,634 - mmaction - INFO - Epoch [29][120/396] lr: 1.500e-02, eta: 6:46:02, time: 0.901, data_time: 0.000, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8930, loss_cls: 1.1432, loss: 1.1432, grad_norm: 2.9283, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9131, loss_cls/aux0: 0.9721, loss/aux0: 0.9721, top1_acc/aux1: 0.7352, top5_acc/aux1: 0.9039, loss_cls/aux1: 1.0564, loss/aux1: 1.0564, top1_acc/aux2: 0.6591, top5_acc/aux2: 0.8664, loss_cls/aux2: 1.3262, loss/aux2: 1.3262 2020-10-23 08:16:04,483 - mmaction - INFO - Epoch [29][140/396] lr: 1.500e-02, eta: 6:45:47, time: 0.902, data_time: 0.000, memory: 8337, top1_acc: 0.7073, top5_acc: 0.8792, loss_cls: 1.1664, loss: 1.1664, grad_norm: 3.0568, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9847, loss/aux0: 0.9847, top1_acc/aux1: 0.7411, top5_acc/aux1: 0.9107, loss_cls/aux1: 1.0212, loss/aux1: 1.0212, top1_acc/aux2: 0.6615, top5_acc/aux2: 0.8638, loss_cls/aux2: 1.3315, loss/aux2: 1.3315 2020-10-23 08:16:47,360 - mmaction - INFO - Epoch [29][160/396] lr: 1.500e-02, eta: 6:45:34, time: 0.928, data_time: 0.224, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8893, loss_cls: 1.1544, loss: 1.1544, grad_norm: 2.9880, top1_acc/aux0: 0.7421, top5_acc/aux0: 0.9093, loss_cls/aux0: 0.9962, loss/aux0: 0.9962, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9161, loss_cls/aux1: 0.9922, loss/aux1: 0.9922, top1_acc/aux2: 0.6628, top5_acc/aux2: 0.8643, loss_cls/aux2: 1.3363, loss/aux2: 1.3363 2020-10-23 08:17:33,316 - mmaction - INFO - Epoch [29][180/396] lr: 1.500e-02, eta: 6:45:17, time: 0.857, data_time: 0.000, memory: 8337, top1_acc: 0.7013, top5_acc: 0.8898, loss_cls: 1.1530, loss: 1.1530, grad_norm: 3.0044, top1_acc/aux0: 0.7430, top5_acc/aux0: 0.9093, loss_cls/aux0: 0.9992, loss/aux0: 0.9992, top1_acc/aux1: 0.7419, top5_acc/aux1: 0.9107, loss_cls/aux1: 1.0274, loss/aux1: 1.0274, top1_acc/aux2: 0.6648, top5_acc/aux2: 0.8612, loss_cls/aux2: 1.3273, loss/aux2: 1.3273 2020-10-23 08:18:17,495 - mmaction - INFO - Epoch [29][200/396] lr: 1.500e-02, eta: 6:45:00, time: 0.864, data_time: 0.000, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8917, loss_cls: 1.1501, loss: 1.1501, grad_norm: 3.0274, top1_acc/aux0: 0.7422, top5_acc/aux0: 0.9090, loss_cls/aux0: 1.0007, loss/aux0: 1.0007, top1_acc/aux1: 0.7372, top5_acc/aux1: 0.9099, loss_cls/aux1: 1.0321, loss/aux1: 1.0321, top1_acc/aux2: 0.6776, top5_acc/aux2: 0.8648, loss_cls/aux2: 1.3001, loss/aux2: 1.3001 2020-10-23 08:19:00,667 - mmaction - INFO - Epoch [29][220/396] lr: 1.500e-02, eta: 6:44:44, time: 0.891, data_time: 0.227, memory: 8337, top1_acc: 0.6914, top5_acc: 0.8802, loss_cls: 1.1992, loss: 1.1992, grad_norm: 2.9467, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9085, loss_cls/aux0: 0.9991, loss/aux0: 0.9991, top1_acc/aux1: 0.7331, top5_acc/aux1: 0.9187, loss_cls/aux1: 1.0167, loss/aux1: 1.0167, top1_acc/aux2: 0.6682, top5_acc/aux2: 0.8654, loss_cls/aux2: 1.3334, loss/aux2: 1.3334 2020-10-23 08:19:48,736 - mmaction - INFO - Epoch [29][240/396] lr: 1.500e-02, eta: 6:44:34, time: 1.002, data_time: 0.000, memory: 8337, top1_acc: 0.6966, top5_acc: 0.8794, loss_cls: 1.2044, loss: 1.2044, grad_norm: 2.9242, top1_acc/aux0: 0.7433, top5_acc/aux0: 0.9085, loss_cls/aux0: 0.9993, loss/aux0: 0.9993, top1_acc/aux1: 0.7336, top5_acc/aux1: 0.9128, loss_cls/aux1: 1.0245, loss/aux1: 1.0245, top1_acc/aux2: 0.6591, top5_acc/aux2: 0.8591, loss_cls/aux2: 1.3438, loss/aux2: 1.3438 2020-10-23 08:20:32,585 - mmaction - INFO - Epoch [29][260/396] lr: 1.500e-02, eta: 6:44:18, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.6930, top5_acc: 0.8852, loss_cls: 1.1981, loss: 1.1981, grad_norm: 2.9881, top1_acc/aux0: 0.7472, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9824, loss/aux0: 0.9824, top1_acc/aux1: 0.7346, top5_acc/aux1: 0.9081, loss_cls/aux1: 1.0287, loss/aux1: 1.0287, top1_acc/aux2: 0.6693, top5_acc/aux2: 0.8641, loss_cls/aux2: 1.2980, loss/aux2: 1.2980 2020-10-23 08:21:18,900 - mmaction - INFO - Epoch [29][280/396] lr: 1.500e-02, eta: 6:44:06, time: 0.965, data_time: 0.000, memory: 8337, top1_acc: 0.7109, top5_acc: 0.8924, loss_cls: 1.1252, loss: 1.1252, grad_norm: 2.9220, top1_acc/aux0: 0.7446, top5_acc/aux0: 0.9127, loss_cls/aux0: 0.9871, loss/aux0: 0.9871, top1_acc/aux1: 0.7445, top5_acc/aux1: 0.9182, loss_cls/aux1: 0.9808, loss/aux1: 0.9808, top1_acc/aux2: 0.6596, top5_acc/aux2: 0.8685, loss_cls/aux2: 1.3204, loss/aux2: 1.3204 2020-10-23 08:22:02,332 - mmaction - INFO - Epoch [29][300/396] lr: 1.500e-02, eta: 6:43:50, time: 0.867, data_time: 0.000, memory: 8337, top1_acc: 0.6966, top5_acc: 0.8849, loss_cls: 1.1532, loss: 1.1532, grad_norm: 3.0694, top1_acc/aux0: 0.7426, top5_acc/aux0: 0.9100, loss_cls/aux0: 0.9910, loss/aux0: 0.9910, top1_acc/aux1: 0.7445, top5_acc/aux1: 0.9174, loss_cls/aux1: 0.9753, loss/aux1: 0.9753, top1_acc/aux2: 0.6500, top5_acc/aux2: 0.8677, loss_cls/aux2: 1.3559, loss/aux2: 1.3559 2020-10-23 08:22:46,006 - mmaction - INFO - Epoch [29][320/396] lr: 1.500e-02, eta: 6:43:36, time: 0.920, data_time: 0.000, memory: 8337, top1_acc: 0.7026, top5_acc: 0.8893, loss_cls: 1.1383, loss: 1.1383, grad_norm: 3.3061, top1_acc/aux0: 0.7415, top5_acc/aux0: 0.9071, loss_cls/aux0: 0.9991, loss/aux0: 0.9991, top1_acc/aux1: 0.7310, top5_acc/aux1: 0.9107, loss_cls/aux1: 1.0304, loss/aux1: 1.0304, top1_acc/aux2: 0.6453, top5_acc/aux2: 0.8622, loss_cls/aux2: 1.3770, loss/aux2: 1.3770 2020-10-23 08:23:34,221 - mmaction - INFO - Epoch [29][340/396] lr: 1.500e-02, eta: 6:43:25, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.7099, top5_acc: 0.8922, loss_cls: 1.1558, loss: 1.1558, grad_norm: 2.9784, top1_acc/aux0: 0.7391, top5_acc/aux0: 0.9077, loss_cls/aux0: 1.0177, loss/aux0: 1.0177, top1_acc/aux1: 0.7307, top5_acc/aux1: 0.9091, loss_cls/aux1: 1.0316, loss/aux1: 1.0316, top1_acc/aux2: 0.6456, top5_acc/aux2: 0.8589, loss_cls/aux2: 1.3666, loss/aux2: 1.3666 2020-10-23 08:24:16,978 - mmaction - INFO - Epoch [29][360/396] lr: 1.500e-02, eta: 6:43:10, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.7000, top5_acc: 0.8854, loss_cls: 1.1719, loss: 1.1719, grad_norm: 2.9282, top1_acc/aux0: 0.7432, top5_acc/aux0: 0.9092, loss_cls/aux0: 0.9968, loss/aux0: 0.9968, top1_acc/aux1: 0.7281, top5_acc/aux1: 0.9120, loss_cls/aux1: 1.0220, loss/aux1: 1.0220, top1_acc/aux2: 0.6628, top5_acc/aux2: 0.8672, loss_cls/aux2: 1.3102, loss/aux2: 1.3102 2020-10-23 08:25:01,506 - mmaction - INFO - Epoch [29][380/396] lr: 1.500e-02, eta: 6:42:55, time: 0.905, data_time: 0.000, memory: 8337, top1_acc: 0.6951, top5_acc: 0.8779, loss_cls: 1.2118, loss: 1.2118, grad_norm: 2.9279, top1_acc/aux0: 0.7470, top5_acc/aux0: 0.9105, loss_cls/aux0: 0.9807, loss/aux0: 0.9807, top1_acc/aux1: 0.7294, top5_acc/aux1: 0.9141, loss_cls/aux1: 1.0244, loss/aux1: 1.0244, top1_acc/aux2: 0.6695, top5_acc/aux2: 0.8638, loss_cls/aux2: 1.3021, loss/aux2: 1.3021 2020-10-23 08:25:35,882 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-10-23 08:28:43,132 - mmaction - INFO - Epoch [30][20/396] lr: 1.500e-02, eta: 6:41:48, time: 0.813, data_time: 0.022, memory: 8337, top1_acc: 0.7036, top5_acc: 0.8878, loss_cls: 1.1561, loss: 1.1561, grad_norm: 2.8800, top1_acc/aux0: 0.7515, top5_acc/aux0: 0.9176, loss_cls/aux0: 0.9554, loss/aux0: 0.9554, top1_acc/aux1: 0.7219, top5_acc/aux1: 0.9016, loss_cls/aux1: 1.0611, loss/aux1: 1.0611, top1_acc/aux2: 0.6505, top5_acc/aux2: 0.8620, loss_cls/aux2: 1.3405, loss/aux2: 1.3405 2020-10-23 08:29:25,204 - mmaction - INFO - Epoch [30][40/396] lr: 1.500e-02, eta: 6:41:29, time: 0.808, data_time: 0.000, memory: 8337, top1_acc: 0.7047, top5_acc: 0.8927, loss_cls: 1.1471, loss: 1.1471, grad_norm: 2.9758, top1_acc/aux0: 0.7502, top5_acc/aux0: 0.9158, loss_cls/aux0: 0.9634, loss/aux0: 0.9634, top1_acc/aux1: 0.7323, top5_acc/aux1: 0.9060, loss_cls/aux1: 1.0457, loss/aux1: 1.0457, top1_acc/aux2: 0.6484, top5_acc/aux2: 0.8641, loss_cls/aux2: 1.3554, loss/aux2: 1.3554 2020-10-23 08:30:09,199 - mmaction - INFO - Epoch [30][60/396] lr: 1.500e-02, eta: 6:41:12, time: 0.865, data_time: 0.000, memory: 8337, top1_acc: 0.7117, top5_acc: 0.8951, loss_cls: 1.1238, loss: 1.1238, grad_norm: 2.9993, top1_acc/aux0: 0.7493, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9762, loss/aux0: 0.9762, top1_acc/aux1: 0.7422, top5_acc/aux1: 0.9099, loss_cls/aux1: 1.0150, loss/aux1: 1.0150, top1_acc/aux2: 0.6552, top5_acc/aux2: 0.8734, loss_cls/aux2: 1.3169, loss/aux2: 1.3169 2020-10-23 08:30:53,777 - mmaction - INFO - Epoch [30][80/396] lr: 1.500e-02, eta: 6:40:53, time: 0.816, data_time: 0.000, memory: 8337, top1_acc: 0.7057, top5_acc: 0.8883, loss_cls: 1.1263, loss: 1.1263, grad_norm: 2.9926, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9886, loss/aux0: 0.9886, top1_acc/aux1: 0.7331, top5_acc/aux1: 0.9049, loss_cls/aux1: 1.0232, loss/aux1: 1.0232, top1_acc/aux2: 0.6643, top5_acc/aux2: 0.8737, loss_cls/aux2: 1.2894, loss/aux2: 1.2894 2020-10-23 08:31:39,766 - mmaction - INFO - Epoch [30][100/396] lr: 1.500e-02, eta: 6:40:36, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.7185, top5_acc: 0.8935, loss_cls: 1.0968, loss: 1.0968, grad_norm: 2.9430, top1_acc/aux0: 0.7470, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9914, loss/aux0: 0.9914, top1_acc/aux1: 0.7331, top5_acc/aux1: 0.9047, loss_cls/aux1: 1.0369, loss/aux1: 1.0369, top1_acc/aux2: 0.6615, top5_acc/aux2: 0.8646, loss_cls/aux2: 1.3375, loss/aux2: 1.3375 2020-10-23 08:32:22,621 - mmaction - INFO - Epoch [30][120/396] lr: 1.500e-02, eta: 6:40:19, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.7128, top5_acc: 0.8961, loss_cls: 1.1211, loss: 1.1211, grad_norm: 2.9031, top1_acc/aux0: 0.7437, top5_acc/aux0: 0.9075, loss_cls/aux0: 1.0007, loss/aux0: 1.0007, top1_acc/aux1: 0.7409, top5_acc/aux1: 0.9125, loss_cls/aux1: 1.0119, loss/aux1: 1.0119, top1_acc/aux2: 0.6547, top5_acc/aux2: 0.8625, loss_cls/aux2: 1.3418, loss/aux2: 1.3418 2020-10-23 08:33:04,920 - mmaction - INFO - Epoch [30][140/396] lr: 1.500e-02, eta: 6:40:01, time: 0.844, data_time: 0.015, memory: 8337, top1_acc: 0.7187, top5_acc: 0.8977, loss_cls: 1.0982, loss: 1.0982, grad_norm: 2.8792, top1_acc/aux0: 0.7434, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9881, loss/aux0: 0.9881, top1_acc/aux1: 0.7359, top5_acc/aux1: 0.9195, loss_cls/aux1: 0.9936, loss/aux1: 0.9936, top1_acc/aux2: 0.6565, top5_acc/aux2: 0.8690, loss_cls/aux2: 1.3147, loss/aux2: 1.3147 2020-10-23 08:33:48,803 - mmaction - INFO - Epoch [30][160/396] lr: 1.500e-02, eta: 6:39:43, time: 0.832, data_time: 0.000, memory: 8337, top1_acc: 0.7081, top5_acc: 0.8878, loss_cls: 1.1721, loss: 1.1721, grad_norm: 2.9354, top1_acc/aux0: 0.7454, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9728, loss/aux0: 0.9728, top1_acc/aux1: 0.7370, top5_acc/aux1: 0.9161, loss_cls/aux1: 1.0025, loss/aux1: 1.0025, top1_acc/aux2: 0.6672, top5_acc/aux2: 0.8706, loss_cls/aux2: 1.3083, loss/aux2: 1.3083 2020-10-23 08:34:36,696 - mmaction - INFO - Epoch [30][180/396] lr: 1.500e-02, eta: 6:39:32, time: 0.995, data_time: 0.253, memory: 8337, top1_acc: 0.6969, top5_acc: 0.8875, loss_cls: 1.1679, loss: 1.1679, grad_norm: 2.9459, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9792, loss/aux0: 0.9792, top1_acc/aux1: 0.7406, top5_acc/aux1: 0.9086, loss_cls/aux1: 1.0192, loss/aux1: 1.0192, top1_acc/aux2: 0.6576, top5_acc/aux2: 0.8672, loss_cls/aux2: 1.3347, loss/aux2: 1.3347 2020-10-23 08:35:18,708 - mmaction - INFO - Epoch [30][200/396] lr: 1.500e-02, eta: 6:39:15, time: 0.863, data_time: 0.273, memory: 8337, top1_acc: 0.7021, top5_acc: 0.8872, loss_cls: 1.1880, loss: 1.1880, grad_norm: 3.3835, top1_acc/aux0: 0.7407, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0107, loss/aux0: 1.0107, top1_acc/aux1: 0.7419, top5_acc/aux1: 0.9076, loss_cls/aux1: 1.0090, loss/aux1: 1.0090, top1_acc/aux2: 0.6513, top5_acc/aux2: 0.8635, loss_cls/aux2: 1.3517, loss/aux2: 1.3517 2020-10-23 08:36:02,399 - mmaction - INFO - Epoch [30][220/396] lr: 1.500e-02, eta: 6:38:56, time: 0.805, data_time: 0.001, memory: 8337, top1_acc: 0.6969, top5_acc: 0.8789, loss_cls: 1.1945, loss: 1.1945, grad_norm: 3.0722, top1_acc/aux0: 0.7390, top5_acc/aux0: 0.9067, loss_cls/aux0: 1.0312, loss/aux0: 1.0312, top1_acc/aux1: 0.7432, top5_acc/aux1: 0.9130, loss_cls/aux1: 1.0053, loss/aux1: 1.0053, top1_acc/aux2: 0.6672, top5_acc/aux2: 0.8685, loss_cls/aux2: 1.3180, loss/aux2: 1.3180 2020-10-23 08:36:46,662 - mmaction - INFO - Epoch [30][240/396] lr: 1.500e-02, eta: 6:38:37, time: 0.822, data_time: 0.000, memory: 8337, top1_acc: 0.6974, top5_acc: 0.8805, loss_cls: 1.1997, loss: 1.1997, grad_norm: 3.0897, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9087, loss_cls/aux0: 0.9980, loss/aux0: 0.9980, top1_acc/aux1: 0.7307, top5_acc/aux1: 0.9120, loss_cls/aux1: 1.0506, loss/aux1: 1.0506, top1_acc/aux2: 0.6661, top5_acc/aux2: 0.8714, loss_cls/aux2: 1.3168, loss/aux2: 1.3168 2020-10-23 08:37:30,201 - mmaction - INFO - Epoch [30][260/396] lr: 1.500e-02, eta: 6:38:21, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.6940, top5_acc: 0.8818, loss_cls: 1.1796, loss: 1.1796, grad_norm: 3.6599, top1_acc/aux0: 0.7431, top5_acc/aux0: 0.9075, loss_cls/aux0: 1.0108, loss/aux0: 1.0108, top1_acc/aux1: 0.7320, top5_acc/aux1: 0.9102, loss_cls/aux1: 1.0381, loss/aux1: 1.0381, top1_acc/aux2: 0.6474, top5_acc/aux2: 0.8599, loss_cls/aux2: 1.3700, loss/aux2: 1.3700 2020-10-23 08:38:14,177 - mmaction - INFO - Epoch [30][280/396] lr: 1.500e-02, eta: 6:38:02, time: 0.825, data_time: 0.000, memory: 8337, top1_acc: 0.6958, top5_acc: 0.8786, loss_cls: 1.1903, loss: 1.1903, grad_norm: 2.9418, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9076, loss_cls/aux0: 1.0123, loss/aux0: 1.0123, top1_acc/aux1: 0.7435, top5_acc/aux1: 0.9135, loss_cls/aux1: 1.0052, loss/aux1: 1.0052, top1_acc/aux2: 0.6591, top5_acc/aux2: 0.8630, loss_cls/aux2: 1.3437, loss/aux2: 1.3437 2020-10-23 08:38:58,245 - mmaction - INFO - Epoch [30][300/396] lr: 1.500e-02, eta: 6:37:49, time: 0.954, data_time: 0.360, memory: 8337, top1_acc: 0.6984, top5_acc: 0.8966, loss_cls: 1.1326, loss: 1.1326, grad_norm: 3.0126, top1_acc/aux0: 0.7472, top5_acc/aux0: 0.9105, loss_cls/aux0: 0.9789, loss/aux0: 0.9789, top1_acc/aux1: 0.7451, top5_acc/aux1: 0.9169, loss_cls/aux1: 0.9901, loss/aux1: 0.9901, top1_acc/aux2: 0.6695, top5_acc/aux2: 0.8708, loss_cls/aux2: 1.2893, loss/aux2: 1.2893 2020-10-23 08:39:43,367 - mmaction - INFO - Epoch [30][320/396] lr: 1.500e-02, eta: 6:37:33, time: 0.866, data_time: 0.271, memory: 8337, top1_acc: 0.7102, top5_acc: 0.8969, loss_cls: 1.1098, loss: 1.1098, grad_norm: 3.0410, top1_acc/aux0: 0.7483, top5_acc/aux0: 0.9124, loss_cls/aux0: 0.9679, loss/aux0: 0.9679, top1_acc/aux1: 0.7471, top5_acc/aux1: 0.9148, loss_cls/aux1: 0.9773, loss/aux1: 0.9773, top1_acc/aux2: 0.6617, top5_acc/aux2: 0.8708, loss_cls/aux2: 1.2831, loss/aux2: 1.2831 2020-10-23 08:40:27,157 - mmaction - INFO - Epoch [30][340/396] lr: 1.500e-02, eta: 6:37:12, time: 0.789, data_time: 0.000, memory: 8337, top1_acc: 0.7000, top5_acc: 0.8828, loss_cls: 1.1813, loss: 1.1813, grad_norm: 3.0020, top1_acc/aux0: 0.7459, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9732, loss/aux0: 0.9732, top1_acc/aux1: 0.7500, top5_acc/aux1: 0.9141, loss_cls/aux1: 0.9763, loss/aux1: 0.9763, top1_acc/aux2: 0.6526, top5_acc/aux2: 0.8625, loss_cls/aux2: 1.3317, loss/aux2: 1.3317 2020-10-23 08:41:13,212 - mmaction - INFO - Epoch [30][360/396] lr: 1.500e-02, eta: 6:37:00, time: 0.965, data_time: 0.000, memory: 8337, top1_acc: 0.7135, top5_acc: 0.8992, loss_cls: 1.1213, loss: 1.1213, grad_norm: 2.9518, top1_acc/aux0: 0.7493, top5_acc/aux0: 0.9131, loss_cls/aux0: 0.9667, loss/aux0: 0.9667, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9185, loss_cls/aux1: 0.9834, loss/aux1: 0.9834, top1_acc/aux2: 0.6555, top5_acc/aux2: 0.8661, loss_cls/aux2: 1.3147, loss/aux2: 1.3147 2020-10-23 08:41:56,908 - mmaction - INFO - Epoch [30][380/396] lr: 1.500e-02, eta: 6:36:41, time: 0.815, data_time: 0.009, memory: 8337, top1_acc: 0.6930, top5_acc: 0.8893, loss_cls: 1.1709, loss: 1.1709, grad_norm: 2.9825, top1_acc/aux0: 0.7546, top5_acc/aux0: 0.9121, loss_cls/aux0: 0.9624, loss/aux0: 0.9624, top1_acc/aux1: 0.7362, top5_acc/aux1: 0.9148, loss_cls/aux1: 1.0246, loss/aux1: 1.0246, top1_acc/aux2: 0.6581, top5_acc/aux2: 0.8716, loss_cls/aux2: 1.2928, loss/aux2: 1.2928 2020-10-23 08:42:33,774 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-10-23 08:43:19,899 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 08:43:20,053 - mmaction - INFO - top1_acc 0.7319 top5_acc 0.9148 2020-10-23 08:43:20,053 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 08:43:20,099 - mmaction - INFO - mean_acc 0.7321 2020-10-23 08:43:20,100 - mmaction - INFO - Epoch(val) [30][396] top1_acc: 0.7319, top5_acc: 0.9148, mean_class_accuracy: 0.7321 2020-10-23 08:46:29,786 - mmaction - INFO - Epoch [31][20/396] lr: 1.500e-02, eta: 6:35:36, time: 0.815, data_time: 0.084, memory: 8337, top1_acc: 0.7070, top5_acc: 0.8914, loss_cls: 1.1208, loss: 1.1208, grad_norm: 3.0625, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9770, loss/aux0: 0.9770, top1_acc/aux1: 0.7313, top5_acc/aux1: 0.9109, loss_cls/aux1: 1.0442, loss/aux1: 1.0442, top1_acc/aux2: 0.6698, top5_acc/aux2: 0.8781, loss_cls/aux2: 1.2651, loss/aux2: 1.2651 2020-10-23 08:47:14,429 - mmaction - INFO - Epoch [31][40/396] lr: 1.500e-02, eta: 6:35:24, time: 0.963, data_time: 0.000, memory: 8337, top1_acc: 0.7018, top5_acc: 0.8885, loss_cls: 1.1347, loss: 1.1347, grad_norm: 2.9256, top1_acc/aux0: 0.7489, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9753, loss/aux0: 0.9753, top1_acc/aux1: 0.7401, top5_acc/aux1: 0.9107, loss_cls/aux1: 1.0224, loss/aux1: 1.0224, top1_acc/aux2: 0.6682, top5_acc/aux2: 0.8792, loss_cls/aux2: 1.2640, loss/aux2: 1.2640 2020-10-23 08:48:00,810 - mmaction - INFO - Epoch [31][60/396] lr: 1.500e-02, eta: 6:35:07, time: 0.874, data_time: 0.000, memory: 8337, top1_acc: 0.6979, top5_acc: 0.8911, loss_cls: 1.1379, loss: 1.1379, grad_norm: 2.9554, top1_acc/aux0: 0.7493, top5_acc/aux0: 0.9083, loss_cls/aux0: 0.9833, loss/aux0: 0.9833, top1_acc/aux1: 0.7445, top5_acc/aux1: 0.9125, loss_cls/aux1: 0.9912, loss/aux1: 0.9912, top1_acc/aux2: 0.6672, top5_acc/aux2: 0.8724, loss_cls/aux2: 1.2943, loss/aux2: 1.2943 2020-10-23 08:48:47,432 - mmaction - INFO - Epoch [31][80/396] lr: 1.500e-02, eta: 6:34:55, time: 0.959, data_time: 0.000, memory: 8337, top1_acc: 0.6909, top5_acc: 0.8883, loss_cls: 1.1800, loss: 1.1800, grad_norm: 3.0229, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9627, loss/aux0: 0.9627, top1_acc/aux1: 0.7419, top5_acc/aux1: 0.9177, loss_cls/aux1: 0.9851, loss/aux1: 0.9851, top1_acc/aux2: 0.6560, top5_acc/aux2: 0.8589, loss_cls/aux2: 1.3535, loss/aux2: 1.3535 2020-10-23 08:49:31,807 - mmaction - INFO - Epoch [31][100/396] lr: 1.500e-02, eta: 6:34:37, time: 0.843, data_time: 0.000, memory: 8337, top1_acc: 0.7102, top5_acc: 0.8995, loss_cls: 1.1116, loss: 1.1116, grad_norm: 2.9702, top1_acc/aux0: 0.7507, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9582, loss/aux0: 0.9582, top1_acc/aux1: 0.7427, top5_acc/aux1: 0.9185, loss_cls/aux1: 0.9849, loss/aux1: 0.9849, top1_acc/aux2: 0.6638, top5_acc/aux2: 0.8651, loss_cls/aux2: 1.3200, loss/aux2: 1.3200 2020-10-23 08:50:15,623 - mmaction - INFO - Epoch [31][120/396] lr: 1.500e-02, eta: 6:34:23, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.7125, top5_acc: 0.8958, loss_cls: 1.1118, loss: 1.1118, grad_norm: 3.0270, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.9624, loss/aux0: 0.9624, top1_acc/aux1: 0.7401, top5_acc/aux1: 0.9120, loss_cls/aux1: 1.0072, loss/aux1: 1.0072, top1_acc/aux2: 0.6654, top5_acc/aux2: 0.8674, loss_cls/aux2: 1.3156, loss/aux2: 1.3156 2020-10-23 08:51:00,311 - mmaction - INFO - Epoch [31][140/396] lr: 1.500e-02, eta: 6:34:07, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.7154, top5_acc: 0.8909, loss_cls: 1.1315, loss: 1.1315, grad_norm: 2.9347, top1_acc/aux0: 0.7518, top5_acc/aux0: 0.9161, loss_cls/aux0: 0.9528, loss/aux0: 0.9528, top1_acc/aux1: 0.7331, top5_acc/aux1: 0.9089, loss_cls/aux1: 1.0369, loss/aux1: 1.0369, top1_acc/aux2: 0.6555, top5_acc/aux2: 0.8646, loss_cls/aux2: 1.3400, loss/aux2: 1.3400 2020-10-23 08:51:44,195 - mmaction - INFO - Epoch [31][160/396] lr: 1.500e-02, eta: 6:33:49, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.7232, top5_acc: 0.8958, loss_cls: 1.1202, loss: 1.1202, grad_norm: 3.1215, top1_acc/aux0: 0.7509, top5_acc/aux0: 0.9136, loss_cls/aux0: 0.9693, loss/aux0: 0.9693, top1_acc/aux1: 0.7268, top5_acc/aux1: 0.9039, loss_cls/aux1: 1.0622, loss/aux1: 1.0622, top1_acc/aux2: 0.6607, top5_acc/aux2: 0.8701, loss_cls/aux2: 1.3306, loss/aux2: 1.3306 2020-10-23 08:52:29,608 - mmaction - INFO - Epoch [31][180/396] lr: 1.500e-02, eta: 6:33:36, time: 0.941, data_time: 0.000, memory: 8337, top1_acc: 0.7130, top5_acc: 0.8914, loss_cls: 1.1389, loss: 1.1389, grad_norm: 3.2600, top1_acc/aux0: 0.7452, top5_acc/aux0: 0.9111, loss_cls/aux0: 0.9895, loss/aux0: 0.9895, top1_acc/aux1: 0.7214, top5_acc/aux1: 0.9034, loss_cls/aux1: 1.0682, loss/aux1: 1.0682, top1_acc/aux2: 0.6602, top5_acc/aux2: 0.8703, loss_cls/aux2: 1.3237, loss/aux2: 1.3237 2020-10-23 08:53:13,215 - mmaction - INFO - Epoch [31][200/396] lr: 1.500e-02, eta: 6:33:21, time: 0.912, data_time: 0.058, memory: 8337, top1_acc: 0.7036, top5_acc: 0.8878, loss_cls: 1.1563, loss: 1.1563, grad_norm: 3.0236, top1_acc/aux0: 0.7425, top5_acc/aux0: 0.9101, loss_cls/aux0: 0.9961, loss/aux0: 0.9961, top1_acc/aux1: 0.7339, top5_acc/aux1: 0.9143, loss_cls/aux1: 1.0097, loss/aux1: 1.0097, top1_acc/aux2: 0.6677, top5_acc/aux2: 0.8766, loss_cls/aux2: 1.2713, loss/aux2: 1.2713 2020-10-23 08:53:59,077 - mmaction - INFO - Epoch [31][220/396] lr: 1.500e-02, eta: 6:33:10, time: 0.995, data_time: 0.098, memory: 8337, top1_acc: 0.7076, top5_acc: 0.8958, loss_cls: 1.0990, loss: 1.0990, grad_norm: 3.0403, top1_acc/aux0: 0.7476, top5_acc/aux0: 0.9131, loss_cls/aux0: 0.9726, loss/aux0: 0.9726, top1_acc/aux1: 0.7393, top5_acc/aux1: 0.9187, loss_cls/aux1: 0.9910, loss/aux1: 0.9910, top1_acc/aux2: 0.6672, top5_acc/aux2: 0.8802, loss_cls/aux2: 1.2864, loss/aux2: 1.2864 2020-10-23 08:54:41,518 - mmaction - INFO - Epoch [31][240/396] lr: 1.500e-02, eta: 6:32:53, time: 0.846, data_time: 0.145, memory: 8337, top1_acc: 0.7005, top5_acc: 0.8919, loss_cls: 1.1578, loss: 1.1578, grad_norm: 3.0211, top1_acc/aux0: 0.7441, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9818, loss/aux0: 0.9818, top1_acc/aux1: 0.7297, top5_acc/aux1: 0.9135, loss_cls/aux1: 1.0249, loss/aux1: 1.0249, top1_acc/aux2: 0.6685, top5_acc/aux2: 0.8674, loss_cls/aux2: 1.3216, loss/aux2: 1.3216 2020-10-23 08:55:25,097 - mmaction - INFO - Epoch [31][260/396] lr: 1.500e-02, eta: 6:32:36, time: 0.879, data_time: 0.001, memory: 8337, top1_acc: 0.7125, top5_acc: 0.8938, loss_cls: 1.1305, loss: 1.1305, grad_norm: 2.9171, top1_acc/aux0: 0.7425, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9869, loss/aux0: 0.9869, top1_acc/aux1: 0.7320, top5_acc/aux1: 0.9115, loss_cls/aux1: 1.0280, loss/aux1: 1.0280, top1_acc/aux2: 0.6753, top5_acc/aux2: 0.8688, loss_cls/aux2: 1.3019, loss/aux2: 1.3019 2020-10-23 08:56:11,864 - mmaction - INFO - Epoch [31][280/396] lr: 1.500e-02, eta: 6:32:21, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.7047, top5_acc: 0.8891, loss_cls: 1.1542, loss: 1.1542, grad_norm: 2.9534, top1_acc/aux0: 0.7467, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.9746, loss/aux0: 0.9746, top1_acc/aux1: 0.7378, top5_acc/aux1: 0.9117, loss_cls/aux1: 1.0207, loss/aux1: 1.0207, top1_acc/aux2: 0.6677, top5_acc/aux2: 0.8773, loss_cls/aux2: 1.2880, loss/aux2: 1.2880 2020-10-23 08:56:55,384 - mmaction - INFO - Epoch [31][300/396] lr: 1.500e-02, eta: 6:32:02, time: 0.816, data_time: 0.000, memory: 8337, top1_acc: 0.6984, top5_acc: 0.8859, loss_cls: 1.1950, loss: 1.1950, grad_norm: 3.0401, top1_acc/aux0: 0.7450, top5_acc/aux0: 0.9129, loss_cls/aux0: 0.9775, loss/aux0: 0.9775, top1_acc/aux1: 0.7464, top5_acc/aux1: 0.9138, loss_cls/aux1: 0.9954, loss/aux1: 0.9954, top1_acc/aux2: 0.6687, top5_acc/aux2: 0.8708, loss_cls/aux2: 1.2833, loss/aux2: 1.2833 2020-10-23 08:57:39,900 - mmaction - INFO - Epoch [31][320/396] lr: 1.500e-02, eta: 6:31:48, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.7029, top5_acc: 0.8833, loss_cls: 1.1820, loss: 1.1820, grad_norm: 2.9788, top1_acc/aux0: 0.7423, top5_acc/aux0: 0.9092, loss_cls/aux0: 1.0026, loss/aux0: 1.0026, top1_acc/aux1: 0.7464, top5_acc/aux1: 0.9185, loss_cls/aux1: 0.9896, loss/aux1: 0.9896, top1_acc/aux2: 0.6643, top5_acc/aux2: 0.8716, loss_cls/aux2: 1.3084, loss/aux2: 1.3084 2020-10-23 08:58:23,671 - mmaction - INFO - Epoch [31][340/396] lr: 1.500e-02, eta: 6:31:30, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.7049, top5_acc: 0.8865, loss_cls: 1.1525, loss: 1.1525, grad_norm: 2.9509, top1_acc/aux0: 0.7413, top5_acc/aux0: 0.9088, loss_cls/aux0: 1.0088, loss/aux0: 1.0088, top1_acc/aux1: 0.7440, top5_acc/aux1: 0.9156, loss_cls/aux1: 1.0002, loss/aux1: 1.0002, top1_acc/aux2: 0.6643, top5_acc/aux2: 0.8753, loss_cls/aux2: 1.3160, loss/aux2: 1.3160 2020-10-23 08:59:10,295 - mmaction - INFO - Epoch [31][360/396] lr: 1.500e-02, eta: 6:31:21, time: 1.038, data_time: 0.000, memory: 8337, top1_acc: 0.7102, top5_acc: 0.8841, loss_cls: 1.1430, loss: 1.1430, grad_norm: 2.9868, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9101, loss_cls/aux0: 0.9888, loss/aux0: 0.9888, top1_acc/aux1: 0.7391, top5_acc/aux1: 0.9146, loss_cls/aux1: 0.9935, loss/aux1: 0.9935, top1_acc/aux2: 0.6771, top5_acc/aux2: 0.8758, loss_cls/aux2: 1.2811, loss/aux2: 1.2811 2020-10-23 08:59:54,177 - mmaction - INFO - Epoch [31][380/396] lr: 1.500e-02, eta: 6:31:03, time: 0.840, data_time: 0.000, memory: 8337, top1_acc: 0.7135, top5_acc: 0.8859, loss_cls: 1.1467, loss: 1.1467, grad_norm: 2.9315, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9121, loss_cls/aux0: 0.9860, loss/aux0: 0.9860, top1_acc/aux1: 0.7349, top5_acc/aux1: 0.9164, loss_cls/aux1: 0.9968, loss/aux1: 0.9968, top1_acc/aux2: 0.6680, top5_acc/aux2: 0.8706, loss_cls/aux2: 1.2907, loss/aux2: 1.2907 2020-10-23 09:00:38,993 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-10-23 09:04:01,623 - mmaction - INFO - Epoch [32][20/396] lr: 1.500e-02, eta: 6:30:02, time: 0.860, data_time: 0.000, memory: 8337, top1_acc: 0.7167, top5_acc: 0.8977, loss_cls: 1.0885, loss: 1.0885, grad_norm: 2.8945, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9865, loss/aux0: 0.9865, top1_acc/aux1: 0.7547, top5_acc/aux1: 0.9177, loss_cls/aux1: 0.9733, loss/aux1: 0.9733, top1_acc/aux2: 0.6714, top5_acc/aux2: 0.8745, loss_cls/aux2: 1.2877, loss/aux2: 1.2877 2020-10-23 09:04:45,719 - mmaction - INFO - Epoch [32][40/396] lr: 1.500e-02, eta: 6:29:47, time: 0.899, data_time: 0.012, memory: 8337, top1_acc: 0.7055, top5_acc: 0.8898, loss_cls: 1.1403, loss: 1.1403, grad_norm: 4.1310, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0039, loss/aux0: 1.0039, top1_acc/aux1: 0.7492, top5_acc/aux1: 0.9141, loss_cls/aux1: 0.9745, loss/aux1: 0.9745, top1_acc/aux2: 0.6594, top5_acc/aux2: 0.8638, loss_cls/aux2: 1.3272, loss/aux2: 1.3272 2020-10-23 09:05:29,626 - mmaction - INFO - Epoch [32][60/396] lr: 1.500e-02, eta: 6:29:31, time: 0.894, data_time: 0.000, memory: 8337, top1_acc: 0.7201, top5_acc: 0.8951, loss_cls: 1.0965, loss: 1.0965, grad_norm: 2.9134, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9105, loss_cls/aux0: 0.9902, loss/aux0: 0.9902, top1_acc/aux1: 0.7440, top5_acc/aux1: 0.9146, loss_cls/aux1: 0.9766, loss/aux1: 0.9766, top1_acc/aux2: 0.6615, top5_acc/aux2: 0.8656, loss_cls/aux2: 1.3310, loss/aux2: 1.3310 2020-10-23 09:06:14,433 - mmaction - INFO - Epoch [32][80/396] lr: 1.500e-02, eta: 6:29:11, time: 0.788, data_time: 0.000, memory: 8337, top1_acc: 0.7029, top5_acc: 0.8870, loss_cls: 1.1366, loss: 1.1366, grad_norm: 3.0171, top1_acc/aux0: 0.7439, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9824, loss/aux0: 0.9824, top1_acc/aux1: 0.7411, top5_acc/aux1: 0.9154, loss_cls/aux1: 1.0039, loss/aux1: 1.0039, top1_acc/aux2: 0.6760, top5_acc/aux2: 0.8766, loss_cls/aux2: 1.2808, loss/aux2: 1.2808 2020-10-23 09:06:57,641 - mmaction - INFO - Epoch [32][100/396] lr: 1.500e-02, eta: 6:28:51, time: 0.787, data_time: 0.000, memory: 8337, top1_acc: 0.7081, top5_acc: 0.8961, loss_cls: 1.1400, loss: 1.1400, grad_norm: 3.0667, top1_acc/aux0: 0.7428, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9854, loss/aux0: 0.9854, top1_acc/aux1: 0.7266, top5_acc/aux1: 0.9120, loss_cls/aux1: 1.0459, loss/aux1: 1.0459, top1_acc/aux2: 0.6698, top5_acc/aux2: 0.8638, loss_cls/aux2: 1.3103, loss/aux2: 1.3103 2020-10-23 09:07:41,682 - mmaction - INFO - Epoch [32][120/396] lr: 1.500e-02, eta: 6:28:34, time: 0.861, data_time: 0.000, memory: 8337, top1_acc: 0.7091, top5_acc: 0.8773, loss_cls: 1.1501, loss: 1.1501, grad_norm: 2.9925, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9119, loss_cls/aux0: 0.9781, loss/aux0: 0.9781, top1_acc/aux1: 0.7279, top5_acc/aux1: 0.9104, loss_cls/aux1: 1.0402, loss/aux1: 1.0402, top1_acc/aux2: 0.6620, top5_acc/aux2: 0.8609, loss_cls/aux2: 1.3214, loss/aux2: 1.3214 2020-10-23 09:08:28,487 - mmaction - INFO - Epoch [32][140/396] lr: 1.500e-02, eta: 6:28:21, time: 0.958, data_time: 0.000, memory: 8337, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.1728, loss: 1.1728, grad_norm: 2.8931, top1_acc/aux0: 0.7483, top5_acc/aux0: 0.9131, loss_cls/aux0: 0.9675, loss/aux0: 0.9675, top1_acc/aux1: 0.7401, top5_acc/aux1: 0.9073, loss_cls/aux1: 1.0229, loss/aux1: 1.0229, top1_acc/aux2: 0.6682, top5_acc/aux2: 0.8711, loss_cls/aux2: 1.2771, loss/aux2: 1.2771 2020-10-23 09:09:11,705 - mmaction - INFO - Epoch [32][160/396] lr: 1.500e-02, eta: 6:28:03, time: 0.823, data_time: 0.000, memory: 8337, top1_acc: 0.7083, top5_acc: 0.8901, loss_cls: 1.1118, loss: 1.1118, grad_norm: 2.8923, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9869, loss/aux0: 0.9869, top1_acc/aux1: 0.7385, top5_acc/aux1: 0.9068, loss_cls/aux1: 1.0240, loss/aux1: 1.0240, top1_acc/aux2: 0.6677, top5_acc/aux2: 0.8664, loss_cls/aux2: 1.3009, loss/aux2: 1.3009 2020-10-23 09:09:56,285 - mmaction - INFO - Epoch [32][180/396] lr: 1.500e-02, eta: 6:27:48, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.7232, top5_acc: 0.8938, loss_cls: 1.1093, loss: 1.1093, grad_norm: 2.9594, top1_acc/aux0: 0.7434, top5_acc/aux0: 0.9096, loss_cls/aux0: 1.0069, loss/aux0: 1.0069, top1_acc/aux1: 0.7409, top5_acc/aux1: 0.9115, loss_cls/aux1: 0.9960, loss/aux1: 0.9960, top1_acc/aux2: 0.6651, top5_acc/aux2: 0.8690, loss_cls/aux2: 1.3082, loss/aux2: 1.3082 2020-10-23 09:10:42,220 - mmaction - INFO - Epoch [32][200/396] lr: 1.500e-02, eta: 6:27:38, time: 1.021, data_time: 0.000, memory: 8337, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1357, loss: 1.1357, grad_norm: 3.0294, top1_acc/aux0: 0.7426, top5_acc/aux0: 0.9084, loss_cls/aux0: 0.9969, loss/aux0: 0.9969, top1_acc/aux1: 0.7458, top5_acc/aux1: 0.9135, loss_cls/aux1: 0.9722, loss/aux1: 0.9722, top1_acc/aux2: 0.6635, top5_acc/aux2: 0.8690, loss_cls/aux2: 1.3007, loss/aux2: 1.3007 2020-10-23 09:11:24,240 - mmaction - INFO - Epoch [32][220/396] lr: 1.500e-02, eta: 6:27:21, time: 0.859, data_time: 0.000, memory: 8337, top1_acc: 0.7073, top5_acc: 0.8776, loss_cls: 1.1675, loss: 1.1675, grad_norm: 2.9446, top1_acc/aux0: 0.7441, top5_acc/aux0: 0.9089, loss_cls/aux0: 0.9903, loss/aux0: 0.9903, top1_acc/aux1: 0.7440, top5_acc/aux1: 0.9138, loss_cls/aux1: 0.9832, loss/aux1: 0.9832, top1_acc/aux2: 0.6625, top5_acc/aux2: 0.8641, loss_cls/aux2: 1.3195, loss/aux2: 1.3195 2020-10-23 09:12:09,170 - mmaction - INFO - Epoch [32][240/396] lr: 1.500e-02, eta: 6:27:07, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.7018, top5_acc: 0.8854, loss_cls: 1.1625, loss: 1.1625, grad_norm: 3.0354, top1_acc/aux0: 0.7452, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9755, loss/aux0: 0.9755, top1_acc/aux1: 0.7398, top5_acc/aux1: 0.9146, loss_cls/aux1: 0.9973, loss/aux1: 0.9973, top1_acc/aux2: 0.6635, top5_acc/aux2: 0.8698, loss_cls/aux2: 1.3153, loss/aux2: 1.3153 2020-10-23 09:12:55,822 - mmaction - INFO - Epoch [32][260/396] lr: 1.500e-02, eta: 6:26:53, time: 0.923, data_time: 0.000, memory: 8337, top1_acc: 0.7182, top5_acc: 0.8956, loss_cls: 1.0922, loss: 1.0922, grad_norm: 2.9734, top1_acc/aux0: 0.7470, top5_acc/aux0: 0.9100, loss_cls/aux0: 0.9764, loss/aux0: 0.9764, top1_acc/aux1: 0.7508, top5_acc/aux1: 0.9151, loss_cls/aux1: 0.9823, loss/aux1: 0.9823, top1_acc/aux2: 0.6643, top5_acc/aux2: 0.8633, loss_cls/aux2: 1.3238, loss/aux2: 1.3238 2020-10-23 09:13:40,134 - mmaction - INFO - Epoch [32][280/396] lr: 1.500e-02, eta: 6:26:40, time: 0.958, data_time: 0.000, memory: 8337, top1_acc: 0.7128, top5_acc: 0.8958, loss_cls: 1.1085, loss: 1.1085, grad_norm: 2.9237, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9803, loss/aux0: 0.9803, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9091, loss_cls/aux1: 1.0033, loss/aux1: 1.0033, top1_acc/aux2: 0.6612, top5_acc/aux2: 0.8620, loss_cls/aux2: 1.3474, loss/aux2: 1.3474 2020-10-23 09:14:24,642 - mmaction - INFO - Epoch [32][300/396] lr: 1.500e-02, eta: 6:26:23, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.6958, top5_acc: 0.8898, loss_cls: 1.1633, loss: 1.1633, grad_norm: 2.9415, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9854, loss/aux0: 0.9854, top1_acc/aux1: 0.7352, top5_acc/aux1: 0.9044, loss_cls/aux1: 1.0348, loss/aux1: 1.0348, top1_acc/aux2: 0.6643, top5_acc/aux2: 0.8672, loss_cls/aux2: 1.3334, loss/aux2: 1.3334 2020-10-23 09:15:08,749 - mmaction - INFO - Epoch [32][320/396] lr: 1.500e-02, eta: 6:26:10, time: 0.950, data_time: 0.000, memory: 8337, top1_acc: 0.7159, top5_acc: 0.8909, loss_cls: 1.1044, loss: 1.1044, grad_norm: 2.9522, top1_acc/aux0: 0.7468, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9720, loss/aux0: 0.9720, top1_acc/aux1: 0.7393, top5_acc/aux1: 0.9044, loss_cls/aux1: 1.0290, loss/aux1: 1.0290, top1_acc/aux2: 0.6646, top5_acc/aux2: 0.8594, loss_cls/aux2: 1.3495, loss/aux2: 1.3495 2020-10-23 09:15:55,638 - mmaction - INFO - Epoch [32][340/396] lr: 1.500e-02, eta: 6:25:52, time: 0.840, data_time: 0.000, memory: 8337, top1_acc: 0.7112, top5_acc: 0.8917, loss_cls: 1.1382, loss: 1.1382, grad_norm: 2.9842, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9105, loss_cls/aux0: 0.9751, loss/aux0: 0.9751, top1_acc/aux1: 0.7328, top5_acc/aux1: 0.9052, loss_cls/aux1: 1.0319, loss/aux1: 1.0319, top1_acc/aux2: 0.6521, top5_acc/aux2: 0.8542, loss_cls/aux2: 1.3851, loss/aux2: 1.3851 2020-10-23 09:16:38,521 - mmaction - INFO - Epoch [32][360/396] lr: 1.500e-02, eta: 6:25:31, time: 0.769, data_time: 0.000, memory: 8337, top1_acc: 0.7062, top5_acc: 0.8885, loss_cls: 1.1640, loss: 1.1640, grad_norm: 2.9725, top1_acc/aux0: 0.7479, top5_acc/aux0: 0.9108, loss_cls/aux0: 0.9702, loss/aux0: 0.9702, top1_acc/aux1: 0.7352, top5_acc/aux1: 0.9096, loss_cls/aux1: 1.0337, loss/aux1: 1.0337, top1_acc/aux2: 0.6596, top5_acc/aux2: 0.8630, loss_cls/aux2: 1.3478, loss/aux2: 1.3478 2020-10-23 09:17:22,865 - mmaction - INFO - Epoch [32][380/396] lr: 1.500e-02, eta: 6:25:16, time: 0.913, data_time: 0.000, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8867, loss_cls: 1.1674, loss: 1.1674, grad_norm: 2.9209, top1_acc/aux0: 0.7541, top5_acc/aux0: 0.9131, loss_cls/aux0: 0.9592, loss/aux0: 0.9592, top1_acc/aux1: 0.7313, top5_acc/aux1: 0.9055, loss_cls/aux1: 1.0400, loss/aux1: 1.0400, top1_acc/aux2: 0.6607, top5_acc/aux2: 0.8690, loss_cls/aux2: 1.3190, loss/aux2: 1.3190 2020-10-23 09:17:59,199 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-10-23 09:21:12,580 - mmaction - INFO - Epoch [33][20/396] lr: 1.500e-02, eta: 6:24:16, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.7167, top5_acc: 0.8971, loss_cls: 1.1055, loss: 1.1055, grad_norm: 2.9855, top1_acc/aux0: 0.7459, top5_acc/aux0: 0.9140, loss_cls/aux0: 0.9842, loss/aux0: 0.9842, top1_acc/aux1: 0.7479, top5_acc/aux1: 0.9240, loss_cls/aux1: 1.0144, loss/aux1: 1.0144, top1_acc/aux2: 0.6755, top5_acc/aux2: 0.8844, loss_cls/aux2: 1.2308, loss/aux2: 1.2308 2020-10-23 09:21:55,542 - mmaction - INFO - Epoch [33][40/396] lr: 1.500e-02, eta: 6:23:59, time: 0.875, data_time: 0.000, memory: 8337, top1_acc: 0.7104, top5_acc: 0.8961, loss_cls: 1.1106, loss: 1.1106, grad_norm: 3.0314, top1_acc/aux0: 0.7456, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9823, loss/aux0: 0.9823, top1_acc/aux1: 0.7435, top5_acc/aux1: 0.9198, loss_cls/aux1: 1.0113, loss/aux1: 1.0113, top1_acc/aux2: 0.6612, top5_acc/aux2: 0.8740, loss_cls/aux2: 1.2955, loss/aux2: 1.2955 2020-10-23 09:22:41,005 - mmaction - INFO - Epoch [33][60/396] lr: 1.500e-02, eta: 6:23:45, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.7117, top5_acc: 0.8917, loss_cls: 1.1305, loss: 1.1305, grad_norm: 2.8341, top1_acc/aux0: 0.7483, top5_acc/aux0: 0.9102, loss_cls/aux0: 0.9761, loss/aux0: 0.9761, top1_acc/aux1: 0.7396, top5_acc/aux1: 0.9109, loss_cls/aux1: 1.0004, loss/aux1: 1.0004, top1_acc/aux2: 0.6628, top5_acc/aux2: 0.8747, loss_cls/aux2: 1.2979, loss/aux2: 1.2979 2020-10-23 09:23:26,360 - mmaction - INFO - Epoch [33][80/396] lr: 1.500e-02, eta: 6:23:32, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.7120, top5_acc: 0.8932, loss_cls: 1.1228, loss: 1.1228, grad_norm: 3.6195, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9824, loss/aux0: 0.9824, top1_acc/aux1: 0.7419, top5_acc/aux1: 0.9102, loss_cls/aux1: 1.0114, loss/aux1: 1.0114, top1_acc/aux2: 0.6729, top5_acc/aux2: 0.8737, loss_cls/aux2: 1.2940, loss/aux2: 1.2940 2020-10-23 09:24:10,595 - mmaction - INFO - Epoch [33][100/396] lr: 1.500e-02, eta: 6:23:13, time: 0.813, data_time: 0.000, memory: 8337, top1_acc: 0.7151, top5_acc: 0.8940, loss_cls: 1.1006, loss: 1.1006, grad_norm: 2.9667, top1_acc/aux0: 0.7414, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9967, loss/aux0: 0.9967, top1_acc/aux1: 0.7414, top5_acc/aux1: 0.9154, loss_cls/aux1: 1.0124, loss/aux1: 1.0124, top1_acc/aux2: 0.6729, top5_acc/aux2: 0.8667, loss_cls/aux2: 1.3178, loss/aux2: 1.3178 2020-10-23 09:24:55,941 - mmaction - INFO - Epoch [33][120/396] lr: 1.500e-02, eta: 6:23:00, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.6977, top5_acc: 0.8844, loss_cls: 1.1675, loss: 1.1675, grad_norm: 2.9297, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9855, loss/aux0: 0.9855, top1_acc/aux1: 0.7445, top5_acc/aux1: 0.9154, loss_cls/aux1: 0.9795, loss/aux1: 0.9795, top1_acc/aux2: 0.6693, top5_acc/aux2: 0.8680, loss_cls/aux2: 1.2969, loss/aux2: 1.2969 2020-10-23 09:25:41,260 - mmaction - INFO - Epoch [33][140/396] lr: 1.500e-02, eta: 6:22:44, time: 0.887, data_time: 0.000, memory: 8337, top1_acc: 0.7036, top5_acc: 0.8922, loss_cls: 1.1446, loss: 1.1446, grad_norm: 2.9879, top1_acc/aux0: 0.7492, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9659, loss/aux0: 0.9659, top1_acc/aux1: 0.7464, top5_acc/aux1: 0.9143, loss_cls/aux1: 0.9764, loss/aux1: 0.9764, top1_acc/aux2: 0.6758, top5_acc/aux2: 0.8727, loss_cls/aux2: 1.2664, loss/aux2: 1.2664 2020-10-23 09:26:23,448 - mmaction - INFO - Epoch [33][160/396] lr: 1.500e-02, eta: 6:22:28, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.7315, top5_acc: 0.9094, loss_cls: 1.0377, loss: 1.0377, grad_norm: 2.9556, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9101, loss_cls/aux0: 0.9817, loss/aux0: 0.9817, top1_acc/aux1: 0.7479, top5_acc/aux1: 0.9164, loss_cls/aux1: 0.9900, loss/aux1: 0.9900, top1_acc/aux2: 0.6836, top5_acc/aux2: 0.8766, loss_cls/aux2: 1.2402, loss/aux2: 1.2402 2020-10-23 09:27:09,324 - mmaction - INFO - Epoch [33][180/396] lr: 1.500e-02, eta: 6:22:11, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.7143, top5_acc: 0.8904, loss_cls: 1.1320, loss: 1.1320, grad_norm: 2.8693, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9068, loss_cls/aux0: 1.0044, loss/aux0: 1.0044, top1_acc/aux1: 0.7440, top5_acc/aux1: 0.9154, loss_cls/aux1: 0.9984, loss/aux1: 0.9984, top1_acc/aux2: 0.6711, top5_acc/aux2: 0.8682, loss_cls/aux2: 1.2931, loss/aux2: 1.2931 2020-10-23 09:27:53,502 - mmaction - INFO - Epoch [33][200/396] lr: 1.500e-02, eta: 6:21:55, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.7029, top5_acc: 0.8859, loss_cls: 1.1581, loss: 1.1581, grad_norm: 3.6763, top1_acc/aux0: 0.7398, top5_acc/aux0: 0.9083, loss_cls/aux0: 1.0182, loss/aux0: 1.0182, top1_acc/aux1: 0.7435, top5_acc/aux1: 0.9185, loss_cls/aux1: 0.9740, loss/aux1: 0.9740, top1_acc/aux2: 0.6656, top5_acc/aux2: 0.8628, loss_cls/aux2: 1.3383, loss/aux2: 1.3383 2020-10-23 09:28:39,398 - mmaction - INFO - Epoch [33][220/396] lr: 1.500e-02, eta: 6:21:40, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.7164, top5_acc: 0.8990, loss_cls: 1.1186, loss: 1.1186, grad_norm: 3.0151, top1_acc/aux0: 0.7442, top5_acc/aux0: 0.9105, loss_cls/aux0: 1.0069, loss/aux0: 1.0069, top1_acc/aux1: 0.7482, top5_acc/aux1: 0.9182, loss_cls/aux1: 0.9608, loss/aux1: 0.9608, top1_acc/aux2: 0.6680, top5_acc/aux2: 0.8599, loss_cls/aux2: 1.3459, loss/aux2: 1.3459 2020-10-23 09:29:25,912 - mmaction - INFO - Epoch [33][240/396] lr: 1.500e-02, eta: 6:21:24, time: 0.901, data_time: 0.000, memory: 8337, top1_acc: 0.7172, top5_acc: 0.8969, loss_cls: 1.1002, loss: 1.1002, grad_norm: 2.9997, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9795, loss/aux0: 0.9795, top1_acc/aux1: 0.7419, top5_acc/aux1: 0.9143, loss_cls/aux1: 0.9946, loss/aux1: 0.9946, top1_acc/aux2: 0.6633, top5_acc/aux2: 0.8568, loss_cls/aux2: 1.3370, loss/aux2: 1.3370 2020-10-23 09:30:11,492 - mmaction - INFO - Epoch [33][260/396] lr: 1.500e-02, eta: 6:21:10, time: 0.913, data_time: 0.000, memory: 8337, top1_acc: 0.7008, top5_acc: 0.8883, loss_cls: 1.1787, loss: 1.1787, grad_norm: 3.0192, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.9126, loss_cls/aux0: 0.9702, loss/aux0: 0.9702, top1_acc/aux1: 0.7294, top5_acc/aux1: 0.9146, loss_cls/aux1: 1.0217, loss/aux1: 1.0217, top1_acc/aux2: 0.6737, top5_acc/aux2: 0.8646, loss_cls/aux2: 1.2732, loss/aux2: 1.2732 2020-10-23 09:30:54,304 - mmaction - INFO - Epoch [33][280/396] lr: 1.500e-02, eta: 6:20:50, time: 0.807, data_time: 0.000, memory: 8337, top1_acc: 0.7018, top5_acc: 0.8807, loss_cls: 1.1743, loss: 1.1743, grad_norm: 3.0392, top1_acc/aux0: 0.7447, top5_acc/aux0: 0.9094, loss_cls/aux0: 0.9839, loss/aux0: 0.9839, top1_acc/aux1: 0.7292, top5_acc/aux1: 0.9122, loss_cls/aux1: 1.0187, loss/aux1: 1.0187, top1_acc/aux2: 0.6810, top5_acc/aux2: 0.8729, loss_cls/aux2: 1.2534, loss/aux2: 1.2534 2020-10-23 09:31:38,211 - mmaction - INFO - Epoch [33][300/396] lr: 1.500e-02, eta: 6:20:33, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.7232, top5_acc: 0.9042, loss_cls: 1.1018, loss: 1.1018, grad_norm: 3.4640, top1_acc/aux0: 0.7439, top5_acc/aux0: 0.9073, loss_cls/aux0: 1.0101, loss/aux0: 1.0101, top1_acc/aux1: 0.7424, top5_acc/aux1: 0.9122, loss_cls/aux1: 0.9956, loss/aux1: 0.9956, top1_acc/aux2: 0.6615, top5_acc/aux2: 0.8703, loss_cls/aux2: 1.3121, loss/aux2: 1.3121 2020-10-23 09:32:26,328 - mmaction - INFO - Epoch [33][320/396] lr: 1.500e-02, eta: 6:20:22, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.7063, top5_acc: 0.8857, loss_cls: 1.1447, loss: 1.1447, grad_norm: 3.0004, top1_acc/aux0: 0.7461, top5_acc/aux0: 0.9103, loss_cls/aux0: 0.9940, loss/aux0: 0.9940, top1_acc/aux1: 0.7435, top5_acc/aux1: 0.9128, loss_cls/aux1: 0.9839, loss/aux1: 0.9839, top1_acc/aux2: 0.6568, top5_acc/aux2: 0.8703, loss_cls/aux2: 1.3514, loss/aux2: 1.3514 2020-10-23 09:33:10,590 - mmaction - INFO - Epoch [33][340/396] lr: 1.500e-02, eta: 6:20:07, time: 0.911, data_time: 0.000, memory: 8337, top1_acc: 0.7031, top5_acc: 0.8885, loss_cls: 1.1593, loss: 1.1593, grad_norm: 3.5444, top1_acc/aux0: 0.7459, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9817, loss/aux0: 0.9817, top1_acc/aux1: 0.7370, top5_acc/aux1: 0.9109, loss_cls/aux1: 1.0095, loss/aux1: 1.0095, top1_acc/aux2: 0.6625, top5_acc/aux2: 0.8682, loss_cls/aux2: 1.3507, loss/aux2: 1.3507 2020-10-23 09:33:54,851 - mmaction - INFO - Epoch [33][360/396] lr: 1.500e-02, eta: 6:19:51, time: 0.896, data_time: 0.000, memory: 8337, top1_acc: 0.7044, top5_acc: 0.8987, loss_cls: 1.1246, loss: 1.1246, grad_norm: 2.9074, top1_acc/aux0: 0.7419, top5_acc/aux0: 0.9092, loss_cls/aux0: 1.0093, loss/aux0: 1.0093, top1_acc/aux1: 0.7417, top5_acc/aux1: 0.9164, loss_cls/aux1: 1.0033, loss/aux1: 1.0033, top1_acc/aux2: 0.6766, top5_acc/aux2: 0.8693, loss_cls/aux2: 1.2914, loss/aux2: 1.2914 2020-10-23 09:34:37,851 - mmaction - INFO - Epoch [33][380/396] lr: 1.500e-02, eta: 6:19:37, time: 0.923, data_time: 0.000, memory: 8337, top1_acc: 0.7138, top5_acc: 0.8896, loss_cls: 1.1307, loss: 1.1307, grad_norm: 2.9481, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9104, loss_cls/aux0: 1.0015, loss/aux0: 1.0015, top1_acc/aux1: 0.7435, top5_acc/aux1: 0.9146, loss_cls/aux1: 1.0008, loss/aux1: 1.0008, top1_acc/aux2: 0.6781, top5_acc/aux2: 0.8753, loss_cls/aux2: 1.2601, loss/aux2: 1.2601 2020-10-23 09:35:14,987 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-10-23 09:38:22,471 - mmaction - INFO - Epoch [34][20/396] lr: 1.500e-02, eta: 6:18:36, time: 0.813, data_time: 0.000, memory: 8337, top1_acc: 0.7182, top5_acc: 0.8948, loss_cls: 1.1158, loss: 1.1158, grad_norm: 2.9784, top1_acc/aux0: 0.7438, top5_acc/aux0: 0.9060, loss_cls/aux0: 1.0013, loss/aux0: 1.0013, top1_acc/aux1: 0.7547, top5_acc/aux1: 0.9151, loss_cls/aux1: 0.9386, loss/aux1: 0.9386, top1_acc/aux2: 0.6724, top5_acc/aux2: 0.8677, loss_cls/aux2: 1.3211, loss/aux2: 1.3211 2020-10-23 09:39:07,070 - mmaction - INFO - Epoch [34][40/396] lr: 1.500e-02, eta: 6:18:19, time: 0.847, data_time: 0.000, memory: 8337, top1_acc: 0.7078, top5_acc: 0.8898, loss_cls: 1.1405, loss: 1.1405, grad_norm: 3.0459, top1_acc/aux0: 0.7472, top5_acc/aux0: 0.9093, loss_cls/aux0: 0.9791, loss/aux0: 0.9791, top1_acc/aux1: 0.7521, top5_acc/aux1: 0.9174, loss_cls/aux1: 0.9549, loss/aux1: 0.9549, top1_acc/aux2: 0.6828, top5_acc/aux2: 0.8698, loss_cls/aux2: 1.2624, loss/aux2: 1.2624 2020-10-23 09:39:49,703 - mmaction - INFO - Epoch [34][60/396] lr: 1.500e-02, eta: 6:18:03, time: 0.887, data_time: 0.000, memory: 8337, top1_acc: 0.7122, top5_acc: 0.8885, loss_cls: 1.1371, loss: 1.1371, grad_norm: 2.9555, top1_acc/aux0: 0.7489, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9638, loss/aux0: 0.9638, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9182, loss_cls/aux1: 0.9843, loss/aux1: 0.9843, top1_acc/aux2: 0.6852, top5_acc/aux2: 0.8734, loss_cls/aux2: 1.2395, loss/aux2: 1.2395 2020-10-23 09:40:34,510 - mmaction - INFO - Epoch [34][80/396] lr: 1.500e-02, eta: 6:17:48, time: 0.914, data_time: 0.000, memory: 8337, top1_acc: 0.7161, top5_acc: 0.8958, loss_cls: 1.1045, loss: 1.1045, grad_norm: 2.9617, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9592, loss/aux0: 0.9592, top1_acc/aux1: 0.7385, top5_acc/aux1: 0.9148, loss_cls/aux1: 1.0011, loss/aux1: 1.0011, top1_acc/aux2: 0.6661, top5_acc/aux2: 0.8685, loss_cls/aux2: 1.3111, loss/aux2: 1.3111 2020-10-23 09:41:18,344 - mmaction - INFO - Epoch [34][100/396] lr: 1.500e-02, eta: 6:17:34, time: 0.928, data_time: 0.000, memory: 8337, top1_acc: 0.7151, top5_acc: 0.8987, loss_cls: 1.0924, loss: 1.0924, grad_norm: 2.9476, top1_acc/aux0: 0.7519, top5_acc/aux0: 0.9142, loss_cls/aux0: 0.9595, loss/aux0: 0.9595, top1_acc/aux1: 0.7430, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.9811, loss/aux1: 0.9811, top1_acc/aux2: 0.6607, top5_acc/aux2: 0.8643, loss_cls/aux2: 1.3230, loss/aux2: 1.3230 2020-10-23 09:42:04,817 - mmaction - INFO - Epoch [34][120/396] lr: 1.500e-02, eta: 6:17:25, time: 1.062, data_time: 0.000, memory: 8337, top1_acc: 0.7206, top5_acc: 0.8953, loss_cls: 1.0875, loss: 1.0875, grad_norm: 3.0598, top1_acc/aux0: 0.7494, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9726, loss/aux0: 0.9726, top1_acc/aux1: 0.7445, top5_acc/aux1: 0.9174, loss_cls/aux1: 0.9811, loss/aux1: 0.9811, top1_acc/aux2: 0.6667, top5_acc/aux2: 0.8672, loss_cls/aux2: 1.2871, loss/aux2: 1.2871 2020-10-23 09:42:48,205 - mmaction - INFO - Epoch [34][140/396] lr: 1.500e-02, eta: 6:17:07, time: 0.837, data_time: 0.000, memory: 8337, top1_acc: 0.7130, top5_acc: 0.9010, loss_cls: 1.1121, loss: 1.1121, grad_norm: 2.8880, top1_acc/aux0: 0.7515, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9563, loss/aux0: 0.9563, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9219, loss_cls/aux1: 0.9568, loss/aux1: 0.9568, top1_acc/aux2: 0.6771, top5_acc/aux2: 0.8667, loss_cls/aux2: 1.2693, loss/aux2: 1.2693 2020-10-23 09:43:32,641 - mmaction - INFO - Epoch [34][160/396] lr: 1.500e-02, eta: 6:16:52, time: 0.913, data_time: 0.063, memory: 8337, top1_acc: 0.7065, top5_acc: 0.8859, loss_cls: 1.1654, loss: 1.1654, grad_norm: 2.9411, top1_acc/aux0: 0.7466, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9659, loss/aux0: 0.9659, top1_acc/aux1: 0.7500, top5_acc/aux1: 0.9229, loss_cls/aux1: 0.9316, loss/aux1: 0.9316, top1_acc/aux2: 0.6797, top5_acc/aux2: 0.8669, loss_cls/aux2: 1.2723, loss/aux2: 1.2723 2020-10-23 09:44:19,459 - mmaction - INFO - Epoch [34][180/396] lr: 1.500e-02, eta: 6:16:39, time: 0.975, data_time: 0.023, memory: 8337, top1_acc: 0.7208, top5_acc: 0.8893, loss_cls: 1.0896, loss: 1.0896, grad_norm: 2.9146, top1_acc/aux0: 0.7451, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9772, loss/aux0: 0.9772, top1_acc/aux1: 0.7529, top5_acc/aux1: 0.9177, loss_cls/aux1: 0.9588, loss/aux1: 0.9588, top1_acc/aux2: 0.6763, top5_acc/aux2: 0.8755, loss_cls/aux2: 1.2657, loss/aux2: 1.2657 2020-10-23 09:45:04,354 - mmaction - INFO - Epoch [34][200/396] lr: 1.500e-02, eta: 6:16:29, time: 1.028, data_time: 0.009, memory: 8337, top1_acc: 0.7229, top5_acc: 0.8995, loss_cls: 1.0876, loss: 1.0876, grad_norm: 2.9450, top1_acc/aux0: 0.7492, top5_acc/aux0: 0.9136, loss_cls/aux0: 0.9686, loss/aux0: 0.9686, top1_acc/aux1: 0.7578, top5_acc/aux1: 0.9154, loss_cls/aux1: 0.9665, loss/aux1: 0.9665, top1_acc/aux2: 0.6792, top5_acc/aux2: 0.8776, loss_cls/aux2: 1.2552, loss/aux2: 1.2552 2020-10-23 09:45:52,316 - mmaction - INFO - Epoch [34][220/396] lr: 1.500e-02, eta: 6:16:18, time: 1.028, data_time: 0.000, memory: 8337, top1_acc: 0.7174, top5_acc: 0.8927, loss_cls: 1.1056, loss: 1.1056, grad_norm: 2.9382, top1_acc/aux0: 0.7498, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9784, loss/aux0: 0.9784, top1_acc/aux1: 0.7576, top5_acc/aux1: 0.9185, loss_cls/aux1: 0.9608, loss/aux1: 0.9608, top1_acc/aux2: 0.6701, top5_acc/aux2: 0.8737, loss_cls/aux2: 1.2769, loss/aux2: 1.2769 2020-10-23 09:46:34,417 - mmaction - INFO - Epoch [34][240/396] lr: 1.500e-02, eta: 6:16:02, time: 0.866, data_time: 0.000, memory: 8337, top1_acc: 0.7250, top5_acc: 0.8958, loss_cls: 1.0973, loss: 1.0973, grad_norm: 2.9220, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9093, loss_cls/aux0: 0.9887, loss/aux0: 0.9887, top1_acc/aux1: 0.7591, top5_acc/aux1: 0.9232, loss_cls/aux1: 0.9432, loss/aux1: 0.9432, top1_acc/aux2: 0.6651, top5_acc/aux2: 0.8750, loss_cls/aux2: 1.2996, loss/aux2: 1.2996 2020-10-23 09:47:20,182 - mmaction - INFO - Epoch [34][260/396] lr: 1.500e-02, eta: 6:15:45, time: 0.871, data_time: 0.001, memory: 8337, top1_acc: 0.7068, top5_acc: 0.8938, loss_cls: 1.1123, loss: 1.1123, grad_norm: 2.9779, top1_acc/aux0: 0.7480, top5_acc/aux0: 0.9085, loss_cls/aux0: 0.9905, loss/aux0: 0.9905, top1_acc/aux1: 0.7484, top5_acc/aux1: 0.9151, loss_cls/aux1: 0.9731, loss/aux1: 0.9731, top1_acc/aux2: 0.6620, top5_acc/aux2: 0.8701, loss_cls/aux2: 1.3128, loss/aux2: 1.3128 2020-10-23 09:48:03,439 - mmaction - INFO - Epoch [34][280/396] lr: 1.500e-02, eta: 6:15:26, time: 0.812, data_time: 0.000, memory: 8337, top1_acc: 0.7242, top5_acc: 0.8906, loss_cls: 1.1054, loss: 1.1054, grad_norm: 3.0471, top1_acc/aux0: 0.7469, top5_acc/aux0: 0.9110, loss_cls/aux0: 0.9817, loss/aux0: 0.9817, top1_acc/aux1: 0.7333, top5_acc/aux1: 0.9138, loss_cls/aux1: 1.0073, loss/aux1: 1.0073, top1_acc/aux2: 0.6568, top5_acc/aux2: 0.8698, loss_cls/aux2: 1.3194, loss/aux2: 1.3194 2020-10-23 09:48:47,725 - mmaction - INFO - Epoch [34][300/396] lr: 1.500e-02, eta: 6:15:07, time: 0.822, data_time: 0.000, memory: 8337, top1_acc: 0.7195, top5_acc: 0.8974, loss_cls: 1.0839, loss: 1.0839, grad_norm: 2.9324, top1_acc/aux0: 0.7463, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9727, loss/aux0: 0.9727, top1_acc/aux1: 0.7365, top5_acc/aux1: 0.9182, loss_cls/aux1: 0.9934, loss/aux1: 0.9934, top1_acc/aux2: 0.6635, top5_acc/aux2: 0.8729, loss_cls/aux2: 1.3099, loss/aux2: 1.3099 2020-10-23 09:49:32,656 - mmaction - INFO - Epoch [34][320/396] lr: 1.500e-02, eta: 6:14:50, time: 0.851, data_time: 0.000, memory: 8337, top1_acc: 0.6982, top5_acc: 0.8862, loss_cls: 1.1766, loss: 1.1766, grad_norm: 2.9604, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9119, loss_cls/aux0: 0.9658, loss/aux0: 0.9658, top1_acc/aux1: 0.7422, top5_acc/aux1: 0.9146, loss_cls/aux1: 0.9956, loss/aux1: 0.9956, top1_acc/aux2: 0.6669, top5_acc/aux2: 0.8706, loss_cls/aux2: 1.2930, loss/aux2: 1.2930 2020-10-23 09:50:16,345 - mmaction - INFO - Epoch [34][340/396] lr: 1.500e-02, eta: 6:14:34, time: 0.893, data_time: 0.178, memory: 8337, top1_acc: 0.7089, top5_acc: 0.8995, loss_cls: 1.1069, loss: 1.1069, grad_norm: 3.0204, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9119, loss_cls/aux0: 0.9767, loss/aux0: 0.9767, top1_acc/aux1: 0.7492, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.9717, loss/aux1: 0.9717, top1_acc/aux2: 0.6651, top5_acc/aux2: 0.8682, loss_cls/aux2: 1.2939, loss/aux2: 1.2939 2020-10-23 09:50:59,678 - mmaction - INFO - Epoch [34][360/396] lr: 1.500e-02, eta: 6:14:17, time: 0.853, data_time: 0.089, memory: 8337, top1_acc: 0.7216, top5_acc: 0.8951, loss_cls: 1.1221, loss: 1.1221, grad_norm: 2.9622, top1_acc/aux0: 0.7463, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9840, loss/aux0: 0.9840, top1_acc/aux1: 0.7398, top5_acc/aux1: 0.9185, loss_cls/aux1: 0.9847, loss/aux1: 0.9847, top1_acc/aux2: 0.6711, top5_acc/aux2: 0.8641, loss_cls/aux2: 1.3112, loss/aux2: 1.3112 2020-10-23 09:51:42,472 - mmaction - INFO - Epoch [34][380/396] lr: 1.500e-02, eta: 6:13:59, time: 0.850, data_time: 0.219, memory: 8337, top1_acc: 0.7062, top5_acc: 0.8974, loss_cls: 1.1292, loss: 1.1292, grad_norm: 3.0033, top1_acc/aux0: 0.7502, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9728, loss/aux0: 0.9728, top1_acc/aux1: 0.7273, top5_acc/aux1: 0.9096, loss_cls/aux1: 1.0447, loss/aux1: 1.0447, top1_acc/aux2: 0.6729, top5_acc/aux2: 0.8656, loss_cls/aux2: 1.3226, loss/aux2: 1.3226 2020-10-23 09:52:22,947 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-10-23 09:56:03,950 - mmaction - INFO - Epoch [35][20/396] lr: 1.500e-02, eta: 6:13:00, time: 0.804, data_time: 0.093, memory: 8337, top1_acc: 0.7117, top5_acc: 0.8943, loss_cls: 1.1152, loss: 1.1152, grad_norm: 2.9098, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9142, loss_cls/aux0: 0.9739, loss/aux0: 0.9739, top1_acc/aux1: 0.7490, top5_acc/aux1: 0.9161, loss_cls/aux1: 0.9713, loss/aux1: 0.9713, top1_acc/aux2: 0.6578, top5_acc/aux2: 0.8656, loss_cls/aux2: 1.2985, loss/aux2: 1.2985 2020-10-23 09:56:47,956 - mmaction - INFO - Epoch [35][40/396] lr: 1.500e-02, eta: 6:12:45, time: 0.909, data_time: 0.011, memory: 8337, top1_acc: 0.7083, top5_acc: 0.8964, loss_cls: 1.1279, loss: 1.1279, grad_norm: 3.0132, top1_acc/aux0: 0.7485, top5_acc/aux0: 0.9140, loss_cls/aux0: 0.9732, loss/aux0: 0.9732, top1_acc/aux1: 0.7380, top5_acc/aux1: 0.9141, loss_cls/aux1: 1.0080, loss/aux1: 1.0080, top1_acc/aux2: 0.6729, top5_acc/aux2: 0.8659, loss_cls/aux2: 1.2804, loss/aux2: 1.2804 2020-10-23 09:57:30,896 - mmaction - INFO - Epoch [35][60/396] lr: 1.500e-02, eta: 6:12:26, time: 0.826, data_time: 0.035, memory: 8337, top1_acc: 0.7151, top5_acc: 0.9049, loss_cls: 1.0672, loss: 1.0672, grad_norm: 2.9623, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9804, loss/aux0: 0.9804, top1_acc/aux1: 0.7411, top5_acc/aux1: 0.9164, loss_cls/aux1: 0.9916, loss/aux1: 0.9916, top1_acc/aux2: 0.6836, top5_acc/aux2: 0.8701, loss_cls/aux2: 1.2718, loss/aux2: 1.2718 2020-10-23 09:58:17,007 - mmaction - INFO - Epoch [35][80/396] lr: 1.500e-02, eta: 6:12:09, time: 0.844, data_time: 0.000, memory: 8337, top1_acc: 0.7094, top5_acc: 0.8927, loss_cls: 1.1164, loss: 1.1164, grad_norm: 2.9697, top1_acc/aux0: 0.7429, top5_acc/aux0: 0.9093, loss_cls/aux0: 0.9879, loss/aux0: 0.9879, top1_acc/aux1: 0.7518, top5_acc/aux1: 0.9148, loss_cls/aux1: 0.9672, loss/aux1: 0.9672, top1_acc/aux2: 0.6833, top5_acc/aux2: 0.8708, loss_cls/aux2: 1.2584, loss/aux2: 1.2584 2020-10-23 09:59:02,241 - mmaction - INFO - Epoch [35][100/396] lr: 1.500e-02, eta: 6:11:56, time: 0.965, data_time: 0.000, memory: 8337, top1_acc: 0.7182, top5_acc: 0.8932, loss_cls: 1.0964, loss: 1.0964, grad_norm: 2.9285, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9116, loss_cls/aux0: 0.9686, loss/aux0: 0.9686, top1_acc/aux1: 0.7471, top5_acc/aux1: 0.9130, loss_cls/aux1: 0.9869, loss/aux1: 0.9869, top1_acc/aux2: 0.6810, top5_acc/aux2: 0.8685, loss_cls/aux2: 1.2597, loss/aux2: 1.2597 2020-10-23 09:59:45,155 - mmaction - INFO - Epoch [35][120/396] lr: 1.500e-02, eta: 6:11:37, time: 0.819, data_time: 0.000, memory: 8337, top1_acc: 0.7208, top5_acc: 0.8992, loss_cls: 1.0943, loss: 1.0943, grad_norm: 2.9967, top1_acc/aux0: 0.7532, top5_acc/aux0: 0.9167, loss_cls/aux0: 0.9485, loss/aux0: 0.9485, top1_acc/aux1: 0.7477, top5_acc/aux1: 0.9198, loss_cls/aux1: 0.9678, loss/aux1: 0.9678, top1_acc/aux2: 0.6773, top5_acc/aux2: 0.8714, loss_cls/aux2: 1.2760, loss/aux2: 1.2760 2020-10-23 10:00:34,257 - mmaction - INFO - Epoch [35][140/396] lr: 1.500e-02, eta: 6:11:25, time: 0.977, data_time: 0.000, memory: 8337, top1_acc: 0.7302, top5_acc: 0.8974, loss_cls: 1.0664, loss: 1.0664, grad_norm: 3.5486, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9152, loss_cls/aux0: 0.9684, loss/aux0: 0.9684, top1_acc/aux1: 0.7406, top5_acc/aux1: 0.9156, loss_cls/aux1: 0.9928, loss/aux1: 0.9928, top1_acc/aux2: 0.6826, top5_acc/aux2: 0.8750, loss_cls/aux2: 1.2486, loss/aux2: 1.2486 2020-10-23 10:01:19,374 - mmaction - INFO - Epoch [35][160/396] lr: 1.500e-02, eta: 6:11:09, time: 0.909, data_time: 0.000, memory: 8337, top1_acc: 0.7057, top5_acc: 0.8971, loss_cls: 1.1200, loss: 1.1200, grad_norm: 3.0702, top1_acc/aux0: 0.7488, top5_acc/aux0: 0.9131, loss_cls/aux0: 0.9834, loss/aux0: 0.9834, top1_acc/aux1: 0.7453, top5_acc/aux1: 0.9164, loss_cls/aux1: 0.9806, loss/aux1: 0.9806, top1_acc/aux2: 0.6797, top5_acc/aux2: 0.8742, loss_cls/aux2: 1.2468, loss/aux2: 1.2468 2020-10-23 10:02:02,082 - mmaction - INFO - Epoch [35][180/396] lr: 1.500e-02, eta: 6:10:54, time: 0.907, data_time: 0.000, memory: 8337, top1_acc: 0.7117, top5_acc: 0.8883, loss_cls: 1.1474, loss: 1.1474, grad_norm: 3.0032, top1_acc/aux0: 0.7496, top5_acc/aux0: 0.9137, loss_cls/aux0: 0.9657, loss/aux0: 0.9657, top1_acc/aux1: 0.7570, top5_acc/aux1: 0.9208, loss_cls/aux1: 0.9410, loss/aux1: 0.9410, top1_acc/aux2: 0.6654, top5_acc/aux2: 0.8719, loss_cls/aux2: 1.2827, loss/aux2: 1.2827 2020-10-23 10:02:48,603 - mmaction - INFO - Epoch [35][200/396] lr: 1.500e-02, eta: 6:10:39, time: 0.901, data_time: 0.000, memory: 8337, top1_acc: 0.7135, top5_acc: 0.8898, loss_cls: 1.1414, loss: 1.1414, grad_norm: 2.8874, top1_acc/aux0: 0.7522, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9544, loss/aux0: 0.9544, top1_acc/aux1: 0.7518, top5_acc/aux1: 0.9206, loss_cls/aux1: 0.9642, loss/aux1: 0.9642, top1_acc/aux2: 0.6724, top5_acc/aux2: 0.8813, loss_cls/aux2: 1.2453, loss/aux2: 1.2453 2020-10-23 10:03:35,046 - mmaction - INFO - Epoch [35][220/396] lr: 1.500e-02, eta: 6:10:23, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.7154, top5_acc: 0.8953, loss_cls: 1.1162, loss: 1.1162, grad_norm: 2.9592, top1_acc/aux0: 0.7510, top5_acc/aux0: 0.9145, loss_cls/aux0: 0.9625, loss/aux0: 0.9625, top1_acc/aux1: 0.7497, top5_acc/aux1: 0.9240, loss_cls/aux1: 0.9671, loss/aux1: 0.9671, top1_acc/aux2: 0.6841, top5_acc/aux2: 0.8854, loss_cls/aux2: 1.2065, loss/aux2: 1.2065 2020-10-23 10:04:18,469 - mmaction - INFO - Epoch [35][240/396] lr: 1.500e-02, eta: 6:10:06, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.7052, top5_acc: 0.8857, loss_cls: 1.1335, loss: 1.1335, grad_norm: 2.9736, top1_acc/aux0: 0.7458, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9795, loss/aux0: 0.9795, top1_acc/aux1: 0.7474, top5_acc/aux1: 0.9255, loss_cls/aux1: 0.9601, loss/aux1: 0.9601, top1_acc/aux2: 0.6711, top5_acc/aux2: 0.8701, loss_cls/aux2: 1.2731, loss/aux2: 1.2731 2020-10-23 10:05:03,968 - mmaction - INFO - Epoch [35][260/396] lr: 1.500e-02, eta: 6:09:50, time: 0.892, data_time: 0.000, memory: 8337, top1_acc: 0.7198, top5_acc: 0.8896, loss_cls: 1.1319, loss: 1.1319, grad_norm: 2.9795, top1_acc/aux0: 0.7450, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9820, loss/aux0: 0.9820, top1_acc/aux1: 0.7370, top5_acc/aux1: 0.9193, loss_cls/aux1: 0.9982, loss/aux1: 0.9982, top1_acc/aux2: 0.6612, top5_acc/aux2: 0.8667, loss_cls/aux2: 1.3024, loss/aux2: 1.3024 2020-10-23 10:05:47,048 - mmaction - INFO - Epoch [35][280/396] lr: 1.500e-02, eta: 6:09:31, time: 0.796, data_time: 0.016, memory: 8337, top1_acc: 0.7365, top5_acc: 0.8987, loss_cls: 1.0435, loss: 1.0435, grad_norm: 2.9400, top1_acc/aux0: 0.7484, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9738, loss/aux0: 0.9738, top1_acc/aux1: 0.7497, top5_acc/aux1: 0.9177, loss_cls/aux1: 0.9777, loss/aux1: 0.9777, top1_acc/aux2: 0.6701, top5_acc/aux2: 0.8721, loss_cls/aux2: 1.2912, loss/aux2: 1.2912 2020-10-23 10:06:33,122 - mmaction - INFO - Epoch [35][300/396] lr: 1.500e-02, eta: 6:09:16, time: 0.927, data_time: 0.000, memory: 8337, top1_acc: 0.7182, top5_acc: 0.8974, loss_cls: 1.1009, loss: 1.1009, grad_norm: 3.0693, top1_acc/aux0: 0.7485, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9653, loss/aux0: 0.9653, top1_acc/aux1: 0.7573, top5_acc/aux1: 0.9182, loss_cls/aux1: 0.9597, loss/aux1: 0.9597, top1_acc/aux2: 0.6815, top5_acc/aux2: 0.8716, loss_cls/aux2: 1.2750, loss/aux2: 1.2750 2020-10-23 10:07:17,202 - mmaction - INFO - Epoch [35][320/396] lr: 1.500e-02, eta: 6:08:58, time: 0.841, data_time: 0.000, memory: 8337, top1_acc: 0.7112, top5_acc: 0.8870, loss_cls: 1.1236, loss: 1.1236, grad_norm: 2.9852, top1_acc/aux0: 0.7498, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9606, loss/aux0: 0.9606, top1_acc/aux1: 0.7378, top5_acc/aux1: 0.9086, loss_cls/aux1: 1.0002, loss/aux1: 1.0002, top1_acc/aux2: 0.6812, top5_acc/aux2: 0.8750, loss_cls/aux2: 1.2571, loss/aux2: 1.2571 2020-10-23 10:08:03,751 - mmaction - INFO - Epoch [35][340/396] lr: 1.500e-02, eta: 6:08:41, time: 0.852, data_time: 0.000, memory: 8337, top1_acc: 0.7154, top5_acc: 0.8878, loss_cls: 1.1180, loss: 1.1180, grad_norm: 3.4767, top1_acc/aux0: 0.7460, top5_acc/aux0: 0.9092, loss_cls/aux0: 1.0003, loss/aux0: 1.0003, top1_acc/aux1: 0.7391, top5_acc/aux1: 0.9083, loss_cls/aux1: 1.0026, loss/aux1: 1.0026, top1_acc/aux2: 0.6701, top5_acc/aux2: 0.8706, loss_cls/aux2: 1.2890, loss/aux2: 1.2890 2020-10-23 10:08:45,296 - mmaction - INFO - Epoch [35][360/396] lr: 1.500e-02, eta: 6:08:22, time: 0.799, data_time: 0.000, memory: 8337, top1_acc: 0.7034, top5_acc: 0.8917, loss_cls: 1.1584, loss: 1.1584, grad_norm: 3.0344, top1_acc/aux0: 0.7429, top5_acc/aux0: 0.9100, loss_cls/aux0: 1.0063, loss/aux0: 1.0063, top1_acc/aux1: 0.7396, top5_acc/aux1: 0.9117, loss_cls/aux1: 1.0137, loss/aux1: 1.0137, top1_acc/aux2: 0.6664, top5_acc/aux2: 0.8714, loss_cls/aux2: 1.2917, loss/aux2: 1.2917 2020-10-23 10:09:30,135 - mmaction - INFO - Epoch [35][380/396] lr: 1.500e-02, eta: 6:08:04, time: 0.850, data_time: 0.125, memory: 8337, top1_acc: 0.7206, top5_acc: 0.8971, loss_cls: 1.1032, loss: 1.1032, grad_norm: 2.9078, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9665, loss/aux0: 0.9665, top1_acc/aux1: 0.7307, top5_acc/aux1: 0.9099, loss_cls/aux1: 1.0269, loss/aux1: 1.0269, top1_acc/aux2: 0.6648, top5_acc/aux2: 0.8693, loss_cls/aux2: 1.3039, loss/aux2: 1.3039 2020-10-23 10:10:08,546 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-10-23 10:10:59,124 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 10:10:59,266 - mmaction - INFO - top1_acc 0.7350 top5_acc 0.9163 2020-10-23 10:10:59,266 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 10:10:59,311 - mmaction - INFO - mean_acc 0.7354 2020-10-23 10:10:59,313 - mmaction - INFO - Epoch(val) [35][396] top1_acc: 0.7350, top5_acc: 0.9163, mean_class_accuracy: 0.7354 2020-10-23 10:14:09,874 - mmaction - INFO - Epoch [36][20/396] lr: 1.500e-02, eta: 6:07:09, time: 0.894, data_time: 0.146, memory: 8337, top1_acc: 0.7206, top5_acc: 0.8979, loss_cls: 1.0741, loss: 1.0741, grad_norm: 2.9230, top1_acc/aux0: 0.7399, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9933, loss/aux0: 0.9933, top1_acc/aux1: 0.7375, top5_acc/aux1: 0.9130, loss_cls/aux1: 1.0141, loss/aux1: 1.0141, top1_acc/aux2: 0.6724, top5_acc/aux2: 0.8672, loss_cls/aux2: 1.2803, loss/aux2: 1.2803 2020-10-23 10:14:55,294 - mmaction - INFO - Epoch [36][40/396] lr: 1.500e-02, eta: 6:06:53, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.7260, top5_acc: 0.9036, loss_cls: 1.0496, loss: 1.0496, grad_norm: 2.9626, top1_acc/aux0: 0.7442, top5_acc/aux0: 0.9119, loss_cls/aux0: 0.9841, loss/aux0: 0.9841, top1_acc/aux1: 0.7411, top5_acc/aux1: 0.9146, loss_cls/aux1: 1.0158, loss/aux1: 1.0158, top1_acc/aux2: 0.6711, top5_acc/aux2: 0.8664, loss_cls/aux2: 1.2791, loss/aux2: 1.2791 2020-10-23 10:15:40,569 - mmaction - INFO - Epoch [36][60/396] lr: 1.500e-02, eta: 6:06:38, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.7174, top5_acc: 0.8995, loss_cls: 1.0938, loss: 1.0938, grad_norm: 2.9515, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9700, loss/aux0: 0.9700, top1_acc/aux1: 0.7430, top5_acc/aux1: 0.9159, loss_cls/aux1: 1.0089, loss/aux1: 1.0089, top1_acc/aux2: 0.6698, top5_acc/aux2: 0.8672, loss_cls/aux2: 1.2736, loss/aux2: 1.2736 2020-10-23 10:16:24,826 - mmaction - INFO - Epoch [36][80/396] lr: 1.500e-02, eta: 6:06:22, time: 0.897, data_time: 0.000, memory: 8337, top1_acc: 0.7201, top5_acc: 0.8953, loss_cls: 1.0909, loss: 1.0909, grad_norm: 2.9977, top1_acc/aux0: 0.7450, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9767, loss/aux0: 0.9767, top1_acc/aux1: 0.7458, top5_acc/aux1: 0.9169, loss_cls/aux1: 0.9878, loss/aux1: 0.9878, top1_acc/aux2: 0.6672, top5_acc/aux2: 0.8693, loss_cls/aux2: 1.2904, loss/aux2: 1.2904 2020-10-23 10:17:08,901 - mmaction - INFO - Epoch [36][100/396] lr: 1.500e-02, eta: 6:06:05, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.7268, top5_acc: 0.8987, loss_cls: 1.0704, loss: 1.0704, grad_norm: 2.9163, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9748, loss/aux0: 0.9748, top1_acc/aux1: 0.7469, top5_acc/aux1: 0.9169, loss_cls/aux1: 0.9706, loss/aux1: 0.9706, top1_acc/aux2: 0.6773, top5_acc/aux2: 0.8771, loss_cls/aux2: 1.2604, loss/aux2: 1.2604 2020-10-23 10:17:52,315 - mmaction - INFO - Epoch [36][120/396] lr: 1.500e-02, eta: 6:05:48, time: 0.876, data_time: 0.121, memory: 8337, top1_acc: 0.7268, top5_acc: 0.9042, loss_cls: 1.0665, loss: 1.0665, grad_norm: 2.8931, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.9125, loss_cls/aux0: 0.9687, loss/aux0: 0.9687, top1_acc/aux1: 0.7453, top5_acc/aux1: 0.9146, loss_cls/aux1: 0.9888, loss/aux1: 0.9888, top1_acc/aux2: 0.6779, top5_acc/aux2: 0.8766, loss_cls/aux2: 1.2595, loss/aux2: 1.2595 2020-10-23 10:18:38,018 - mmaction - INFO - Epoch [36][140/396] lr: 1.500e-02, eta: 6:05:31, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.7216, top5_acc: 0.8948, loss_cls: 1.0941, loss: 1.0941, grad_norm: 2.9698, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9678, loss/aux0: 0.9678, top1_acc/aux1: 0.7391, top5_acc/aux1: 0.9133, loss_cls/aux1: 1.0278, loss/aux1: 1.0278, top1_acc/aux2: 0.6695, top5_acc/aux2: 0.8664, loss_cls/aux2: 1.2936, loss/aux2: 1.2936 2020-10-23 10:19:22,809 - mmaction - INFO - Epoch [36][160/396] lr: 1.500e-02, eta: 6:05:10, time: 0.738, data_time: 0.000, memory: 8337, top1_acc: 0.7099, top5_acc: 0.8854, loss_cls: 1.1479, loss: 1.1479, grad_norm: 3.0003, top1_acc/aux0: 0.7445, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9767, loss/aux0: 0.9767, top1_acc/aux1: 0.7315, top5_acc/aux1: 0.9089, loss_cls/aux1: 1.0409, loss/aux1: 1.0409, top1_acc/aux2: 0.6656, top5_acc/aux2: 0.8591, loss_cls/aux2: 1.3475, loss/aux2: 1.3475 2020-10-23 10:20:10,164 - mmaction - INFO - Epoch [36][180/396] lr: 1.500e-02, eta: 6:04:54, time: 0.887, data_time: 0.000, memory: 8337, top1_acc: 0.7174, top5_acc: 0.8927, loss_cls: 1.1167, loss: 1.1167, grad_norm: 2.9166, top1_acc/aux0: 0.7427, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9819, loss/aux0: 0.9819, top1_acc/aux1: 0.7341, top5_acc/aux1: 0.9076, loss_cls/aux1: 1.0298, loss/aux1: 1.0298, top1_acc/aux2: 0.6646, top5_acc/aux2: 0.8661, loss_cls/aux2: 1.3485, loss/aux2: 1.3485 2020-10-23 10:20:54,787 - mmaction - INFO - Epoch [36][200/396] lr: 1.500e-02, eta: 6:04:40, time: 0.939, data_time: 0.015, memory: 8337, top1_acc: 0.7141, top5_acc: 0.8956, loss_cls: 1.1243, loss: 1.1243, grad_norm: 2.8571, top1_acc/aux0: 0.7516, top5_acc/aux0: 0.9140, loss_cls/aux0: 0.9613, loss/aux0: 0.9613, top1_acc/aux1: 0.7388, top5_acc/aux1: 0.9091, loss_cls/aux1: 1.0028, loss/aux1: 1.0028, top1_acc/aux2: 0.6768, top5_acc/aux2: 0.8750, loss_cls/aux2: 1.2601, loss/aux2: 1.2601 2020-10-23 10:21:38,857 - mmaction - INFO - Epoch [36][220/396] lr: 1.500e-02, eta: 6:04:23, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.7010, top5_acc: 0.8919, loss_cls: 1.1281, loss: 1.1281, grad_norm: 2.9026, top1_acc/aux0: 0.7488, top5_acc/aux0: 0.9136, loss_cls/aux0: 0.9690, loss/aux0: 0.9690, top1_acc/aux1: 0.7466, top5_acc/aux1: 0.9143, loss_cls/aux1: 0.9737, loss/aux1: 0.9737, top1_acc/aux2: 0.6755, top5_acc/aux2: 0.8693, loss_cls/aux2: 1.2476, loss/aux2: 1.2476 2020-10-23 10:22:21,877 - mmaction - INFO - Epoch [36][240/396] lr: 1.500e-02, eta: 6:04:07, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.7263, top5_acc: 0.9057, loss_cls: 1.0656, loss: 1.0656, grad_norm: 2.9188, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9135, loss_cls/aux0: 0.9715, loss/aux0: 0.9715, top1_acc/aux1: 0.7365, top5_acc/aux1: 0.9161, loss_cls/aux1: 1.0116, loss/aux1: 1.0116, top1_acc/aux2: 0.6854, top5_acc/aux2: 0.8753, loss_cls/aux2: 1.2300, loss/aux2: 1.2300 2020-10-23 10:23:08,314 - mmaction - INFO - Epoch [36][260/396] lr: 1.500e-02, eta: 6:03:53, time: 0.935, data_time: 0.000, memory: 8337, top1_acc: 0.7128, top5_acc: 0.8956, loss_cls: 1.1146, loss: 1.1146, grad_norm: 2.9411, top1_acc/aux0: 0.7543, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9414, loss/aux0: 0.9414, top1_acc/aux1: 0.7305, top5_acc/aux1: 0.9141, loss_cls/aux1: 1.0332, loss/aux1: 1.0332, top1_acc/aux2: 0.6922, top5_acc/aux2: 0.8815, loss_cls/aux2: 1.2227, loss/aux2: 1.2227 2020-10-23 10:23:52,006 - mmaction - INFO - Epoch [36][280/396] lr: 1.500e-02, eta: 6:03:36, time: 0.871, data_time: 0.000, memory: 8337, top1_acc: 0.7167, top5_acc: 0.8938, loss_cls: 1.0930, loss: 1.0930, grad_norm: 2.9003, top1_acc/aux0: 0.7586, top5_acc/aux0: 0.9164, loss_cls/aux0: 0.9309, loss/aux0: 0.9309, top1_acc/aux1: 0.7453, top5_acc/aux1: 0.9198, loss_cls/aux1: 0.9818, loss/aux1: 0.9818, top1_acc/aux2: 0.6854, top5_acc/aux2: 0.8812, loss_cls/aux2: 1.2321, loss/aux2: 1.2321 2020-10-23 10:24:35,220 - mmaction - INFO - Epoch [36][300/396] lr: 1.500e-02, eta: 6:03:20, time: 0.868, data_time: 0.000, memory: 8337, top1_acc: 0.7193, top5_acc: 0.9005, loss_cls: 1.0991, loss: 1.0991, grad_norm: 3.0121, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9129, loss_cls/aux0: 0.9636, loss/aux0: 0.9636, top1_acc/aux1: 0.7445, top5_acc/aux1: 0.9253, loss_cls/aux1: 0.9797, loss/aux1: 0.9797, top1_acc/aux2: 0.6669, top5_acc/aux2: 0.8734, loss_cls/aux2: 1.2868, loss/aux2: 1.2868 2020-10-23 10:25:19,830 - mmaction - INFO - Epoch [36][320/396] lr: 1.500e-02, eta: 6:03:06, time: 0.942, data_time: 0.308, memory: 8337, top1_acc: 0.7159, top5_acc: 0.8961, loss_cls: 1.1221, loss: 1.1221, grad_norm: 2.8948, top1_acc/aux0: 0.7443, top5_acc/aux0: 0.9114, loss_cls/aux0: 0.9818, loss/aux0: 0.9818, top1_acc/aux1: 0.7326, top5_acc/aux1: 0.9211, loss_cls/aux1: 1.0016, loss/aux1: 1.0016, top1_acc/aux2: 0.6604, top5_acc/aux2: 0.8667, loss_cls/aux2: 1.3067, loss/aux2: 1.3067 2020-10-23 10:26:05,271 - mmaction - INFO - Epoch [36][340/396] lr: 1.500e-02, eta: 6:02:49, time: 0.876, data_time: 0.105, memory: 8337, top1_acc: 0.7182, top5_acc: 0.8940, loss_cls: 1.1065, loss: 1.1065, grad_norm: 2.9124, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9596, loss/aux0: 0.9596, top1_acc/aux1: 0.7380, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.9709, loss/aux1: 0.9709, top1_acc/aux2: 0.6766, top5_acc/aux2: 0.8687, loss_cls/aux2: 1.2724, loss/aux2: 1.2724 2020-10-23 10:26:50,206 - mmaction - INFO - Epoch [36][360/396] lr: 1.500e-02, eta: 6:02:32, time: 0.865, data_time: 0.268, memory: 8337, top1_acc: 0.7125, top5_acc: 0.8945, loss_cls: 1.1186, loss: 1.1186, grad_norm: 2.9409, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9121, loss_cls/aux0: 0.9601, loss/aux0: 0.9601, top1_acc/aux1: 0.7401, top5_acc/aux1: 0.9143, loss_cls/aux1: 0.9896, loss/aux1: 0.9896, top1_acc/aux2: 0.6758, top5_acc/aux2: 0.8667, loss_cls/aux2: 1.2566, loss/aux2: 1.2566 2020-10-23 10:27:34,999 - mmaction - INFO - Epoch [36][380/396] lr: 1.500e-02, eta: 6:02:19, time: 0.962, data_time: 0.051, memory: 8337, top1_acc: 0.7089, top5_acc: 0.8919, loss_cls: 1.1271, loss: 1.1271, grad_norm: 2.9692, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9723, loss/aux0: 0.9723, top1_acc/aux1: 0.7404, top5_acc/aux1: 0.9133, loss_cls/aux1: 1.0082, loss/aux1: 1.0082, top1_acc/aux2: 0.6583, top5_acc/aux2: 0.8651, loss_cls/aux2: 1.3144, loss/aux2: 1.3144 2020-10-23 10:28:10,219 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-10-23 10:31:21,190 - mmaction - INFO - Epoch [37][20/396] lr: 1.500e-02, eta: 6:01:25, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.7141, top5_acc: 0.8956, loss_cls: 1.1024, loss: 1.1024, grad_norm: 2.9523, top1_acc/aux0: 0.7535, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.9571, loss/aux0: 0.9571, top1_acc/aux1: 0.7307, top5_acc/aux1: 0.9099, loss_cls/aux1: 1.0468, loss/aux1: 1.0468, top1_acc/aux2: 0.6922, top5_acc/aux2: 0.8771, loss_cls/aux2: 1.2347, loss/aux2: 1.2347 2020-10-23 10:32:05,759 - mmaction - INFO - Epoch [37][40/396] lr: 1.500e-02, eta: 6:01:09, time: 0.897, data_time: 0.000, memory: 8337, top1_acc: 0.7331, top5_acc: 0.9047, loss_cls: 1.0289, loss: 1.0289, grad_norm: 2.8837, top1_acc/aux0: 0.7514, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9690, loss/aux0: 0.9690, top1_acc/aux1: 0.7370, top5_acc/aux1: 0.9102, loss_cls/aux1: 1.0134, loss/aux1: 1.0134, top1_acc/aux2: 0.6776, top5_acc/aux2: 0.8687, loss_cls/aux2: 1.2811, loss/aux2: 1.2811 2020-10-23 10:32:49,009 - mmaction - INFO - Epoch [37][60/396] lr: 1.500e-02, eta: 6:00:50, time: 0.795, data_time: 0.000, memory: 8337, top1_acc: 0.7339, top5_acc: 0.9044, loss_cls: 1.0214, loss: 1.0214, grad_norm: 2.9437, top1_acc/aux0: 0.7497, top5_acc/aux0: 0.9097, loss_cls/aux0: 0.9694, loss/aux0: 0.9694, top1_acc/aux1: 0.7445, top5_acc/aux1: 0.9102, loss_cls/aux1: 0.9867, loss/aux1: 0.9867, top1_acc/aux2: 0.6693, top5_acc/aux2: 0.8687, loss_cls/aux2: 1.2770, loss/aux2: 1.2770 2020-10-23 10:33:32,702 - mmaction - INFO - Epoch [37][80/396] lr: 1.500e-02, eta: 6:00:32, time: 0.850, data_time: 0.000, memory: 8337, top1_acc: 0.7177, top5_acc: 0.8880, loss_cls: 1.1055, loss: 1.1055, grad_norm: 2.9342, top1_acc/aux0: 0.7485, top5_acc/aux0: 0.9114, loss_cls/aux0: 0.9666, loss/aux0: 0.9666, top1_acc/aux1: 0.7456, top5_acc/aux1: 0.9122, loss_cls/aux1: 0.9921, loss/aux1: 0.9921, top1_acc/aux2: 0.6750, top5_acc/aux2: 0.8753, loss_cls/aux2: 1.2461, loss/aux2: 1.2461 2020-10-23 10:34:22,276 - mmaction - INFO - Epoch [37][100/396] lr: 1.500e-02, eta: 6:00:17, time: 0.897, data_time: 0.000, memory: 8337, top1_acc: 0.7203, top5_acc: 0.8922, loss_cls: 1.0986, loss: 1.0986, grad_norm: 3.0108, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9134, loss_cls/aux0: 0.9642, loss/aux0: 0.9642, top1_acc/aux1: 0.7435, top5_acc/aux1: 0.9211, loss_cls/aux1: 0.9902, loss/aux1: 0.9902, top1_acc/aux2: 0.6706, top5_acc/aux2: 0.8724, loss_cls/aux2: 1.2691, loss/aux2: 1.2691 2020-10-23 10:35:04,695 - mmaction - INFO - Epoch [37][120/396] lr: 1.500e-02, eta: 5:59:59, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.7115, top5_acc: 0.8935, loss_cls: 1.1045, loss: 1.1045, grad_norm: 2.9980, top1_acc/aux0: 0.7496, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9597, loss/aux0: 0.9597, top1_acc/aux1: 0.7430, top5_acc/aux1: 0.9245, loss_cls/aux1: 0.9750, loss/aux1: 0.9750, top1_acc/aux2: 0.6674, top5_acc/aux2: 0.8711, loss_cls/aux2: 1.2886, loss/aux2: 1.2886 2020-10-23 10:35:48,764 - mmaction - INFO - Epoch [37][140/396] lr: 1.500e-02, eta: 5:59:43, time: 0.874, data_time: 0.000, memory: 8337, top1_acc: 0.7172, top5_acc: 0.9016, loss_cls: 1.0811, loss: 1.0811, grad_norm: 2.9681, top1_acc/aux0: 0.7517, top5_acc/aux0: 0.9147, loss_cls/aux0: 0.9573, loss/aux0: 0.9573, top1_acc/aux1: 0.7432, top5_acc/aux1: 0.9214, loss_cls/aux1: 0.9719, loss/aux1: 0.9719, top1_acc/aux2: 0.6727, top5_acc/aux2: 0.8721, loss_cls/aux2: 1.2862, loss/aux2: 1.2862 2020-10-23 10:36:31,668 - mmaction - INFO - Epoch [37][160/396] lr: 1.500e-02, eta: 5:59:26, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.7318, top5_acc: 0.9062, loss_cls: 1.0501, loss: 1.0501, grad_norm: 3.0037, top1_acc/aux0: 0.7568, top5_acc/aux0: 0.9157, loss_cls/aux0: 0.9406, loss/aux0: 0.9406, top1_acc/aux1: 0.7339, top5_acc/aux1: 0.9130, loss_cls/aux1: 1.0152, loss/aux1: 1.0152, top1_acc/aux2: 0.6755, top5_acc/aux2: 0.8654, loss_cls/aux2: 1.3084, loss/aux2: 1.3084 2020-10-23 10:37:19,583 - mmaction - INFO - Epoch [37][180/396] lr: 1.500e-02, eta: 5:59:13, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.7102, top5_acc: 0.8872, loss_cls: 1.1492, loss: 1.1492, grad_norm: 2.8666, top1_acc/aux0: 0.7570, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9452, loss/aux0: 0.9452, top1_acc/aux1: 0.7411, top5_acc/aux1: 0.9104, loss_cls/aux1: 0.9999, loss/aux1: 0.9999, top1_acc/aux2: 0.6737, top5_acc/aux2: 0.8661, loss_cls/aux2: 1.3123, loss/aux2: 1.3123 2020-10-23 10:38:03,538 - mmaction - INFO - Epoch [37][200/396] lr: 1.500e-02, eta: 5:58:58, time: 0.907, data_time: 0.000, memory: 8337, top1_acc: 0.7117, top5_acc: 0.8943, loss_cls: 1.1010, loss: 1.1010, grad_norm: 2.9826, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9115, loss_cls/aux0: 0.9632, loss/aux0: 0.9632, top1_acc/aux1: 0.7534, top5_acc/aux1: 0.9193, loss_cls/aux1: 0.9578, loss/aux1: 0.9578, top1_acc/aux2: 0.6828, top5_acc/aux2: 0.8745, loss_cls/aux2: 1.2584, loss/aux2: 1.2584 2020-10-23 10:38:49,019 - mmaction - INFO - Epoch [37][220/396] lr: 1.500e-02, eta: 5:58:41, time: 0.855, data_time: 0.002, memory: 8337, top1_acc: 0.7237, top5_acc: 0.8909, loss_cls: 1.0726, loss: 1.0726, grad_norm: 2.9917, top1_acc/aux0: 0.7496, top5_acc/aux0: 0.9123, loss_cls/aux0: 0.9660, loss/aux0: 0.9660, top1_acc/aux1: 0.7474, top5_acc/aux1: 0.9216, loss_cls/aux1: 0.9645, loss/aux1: 0.9645, top1_acc/aux2: 0.6820, top5_acc/aux2: 0.8703, loss_cls/aux2: 1.2625, loss/aux2: 1.2625 2020-10-23 10:39:31,917 - mmaction - INFO - Epoch [37][240/396] lr: 1.500e-02, eta: 5:58:24, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.7216, top5_acc: 0.9049, loss_cls: 1.0570, loss: 1.0570, grad_norm: 2.9485, top1_acc/aux0: 0.7513, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9644, loss/aux0: 0.9644, top1_acc/aux1: 0.7487, top5_acc/aux1: 0.9203, loss_cls/aux1: 0.9576, loss/aux1: 0.9576, top1_acc/aux2: 0.6763, top5_acc/aux2: 0.8789, loss_cls/aux2: 1.2446, loss/aux2: 1.2446 2020-10-23 10:40:16,424 - mmaction - INFO - Epoch [37][260/396] lr: 1.500e-02, eta: 5:58:09, time: 0.927, data_time: 0.000, memory: 8337, top1_acc: 0.7177, top5_acc: 0.8919, loss_cls: 1.1201, loss: 1.1201, grad_norm: 3.4592, top1_acc/aux0: 0.7505, top5_acc/aux0: 0.9130, loss_cls/aux0: 0.9688, loss/aux0: 0.9688, top1_acc/aux1: 0.7508, top5_acc/aux1: 0.9161, loss_cls/aux1: 0.9716, loss/aux1: 0.9716, top1_acc/aux2: 0.6794, top5_acc/aux2: 0.8833, loss_cls/aux2: 1.2408, loss/aux2: 1.2408 2020-10-23 10:41:02,131 - mmaction - INFO - Epoch [37][280/396] lr: 1.500e-02, eta: 5:57:53, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.7253, top5_acc: 0.8992, loss_cls: 1.0770, loss: 1.0770, grad_norm: 2.9221, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9118, loss_cls/aux0: 0.9726, loss/aux0: 0.9726, top1_acc/aux1: 0.7453, top5_acc/aux1: 0.9094, loss_cls/aux1: 1.0015, loss/aux1: 1.0015, top1_acc/aux2: 0.6766, top5_acc/aux2: 0.8781, loss_cls/aux2: 1.2734, loss/aux2: 1.2734 2020-10-23 10:41:47,782 - mmaction - INFO - Epoch [37][300/396] lr: 1.500e-02, eta: 5:57:36, time: 0.867, data_time: 0.000, memory: 8337, top1_acc: 0.7039, top5_acc: 0.9000, loss_cls: 1.1197, loss: 1.1197, grad_norm: 2.9595, top1_acc/aux0: 0.7448, top5_acc/aux0: 0.9100, loss_cls/aux0: 0.9926, loss/aux0: 0.9926, top1_acc/aux1: 0.7461, top5_acc/aux1: 0.9138, loss_cls/aux1: 0.9654, loss/aux1: 0.9654, top1_acc/aux2: 0.6776, top5_acc/aux2: 0.8779, loss_cls/aux2: 1.2643, loss/aux2: 1.2643 2020-10-23 10:42:31,059 - mmaction - INFO - Epoch [37][320/396] lr: 1.500e-02, eta: 5:57:19, time: 0.849, data_time: 0.000, memory: 8337, top1_acc: 0.7237, top5_acc: 0.8878, loss_cls: 1.1191, loss: 1.1191, grad_norm: 2.9315, top1_acc/aux0: 0.7453, top5_acc/aux0: 0.9080, loss_cls/aux0: 0.9996, loss/aux0: 0.9996, top1_acc/aux1: 0.7581, top5_acc/aux1: 0.9206, loss_cls/aux1: 0.9089, loss/aux1: 0.9089, top1_acc/aux2: 0.6740, top5_acc/aux2: 0.8685, loss_cls/aux2: 1.2902, loss/aux2: 1.2902 2020-10-23 10:43:16,730 - mmaction - INFO - Epoch [37][340/396] lr: 1.500e-02, eta: 5:57:03, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.7083, top5_acc: 0.8951, loss_cls: 1.1089, loss: 1.1089, grad_norm: 2.8962, top1_acc/aux0: 0.7481, top5_acc/aux0: 0.9110, loss_cls/aux0: 0.9716, loss/aux0: 0.9716, top1_acc/aux1: 0.7552, top5_acc/aux1: 0.9211, loss_cls/aux1: 0.9328, loss/aux1: 0.9328, top1_acc/aux2: 0.6677, top5_acc/aux2: 0.8646, loss_cls/aux2: 1.3099, loss/aux2: 1.3099 2020-10-23 10:44:00,337 - mmaction - INFO - Epoch [37][360/396] lr: 1.500e-02, eta: 5:56:46, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.7193, top5_acc: 0.8909, loss_cls: 1.1113, loss: 1.1113, grad_norm: 2.9693, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.9107, loss_cls/aux0: 0.9727, loss/aux0: 0.9727, top1_acc/aux1: 0.7404, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.9942, loss/aux1: 0.9942, top1_acc/aux2: 0.6714, top5_acc/aux2: 0.8724, loss_cls/aux2: 1.2872, loss/aux2: 1.2872 2020-10-23 10:44:46,027 - mmaction - INFO - Epoch [37][380/396] lr: 1.500e-02, eta: 5:56:31, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.7216, top5_acc: 0.8987, loss_cls: 1.0852, loss: 1.0852, grad_norm: 2.9695, top1_acc/aux0: 0.7495, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.9633, loss/aux0: 0.9633, top1_acc/aux1: 0.7404, top5_acc/aux1: 0.9159, loss_cls/aux1: 1.0025, loss/aux1: 1.0025, top1_acc/aux2: 0.6706, top5_acc/aux2: 0.8745, loss_cls/aux2: 1.2852, loss/aux2: 1.2852 2020-10-23 10:45:22,376 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-10-23 10:48:34,894 - mmaction - INFO - Epoch [38][20/396] lr: 1.500e-02, eta: 5:55:41, time: 0.963, data_time: 0.000, memory: 8337, top1_acc: 0.7357, top5_acc: 0.9018, loss_cls: 1.0521, loss: 1.0521, grad_norm: 2.9878, top1_acc/aux0: 0.7504, top5_acc/aux0: 0.9127, loss_cls/aux0: 0.9636, loss/aux0: 0.9636, top1_acc/aux1: 0.7333, top5_acc/aux1: 0.9219, loss_cls/aux1: 1.0118, loss/aux1: 1.0118, top1_acc/aux2: 0.6719, top5_acc/aux2: 0.8724, loss_cls/aux2: 1.2673, loss/aux2: 1.2673 2020-10-23 10:49:17,383 - mmaction - INFO - Epoch [38][40/396] lr: 1.500e-02, eta: 5:55:23, time: 0.821, data_time: 0.000, memory: 8337, top1_acc: 0.7310, top5_acc: 0.9073, loss_cls: 1.0443, loss: 1.0443, grad_norm: 2.9029, top1_acc/aux0: 0.7530, top5_acc/aux0: 0.9141, loss_cls/aux0: 0.9571, loss/aux0: 0.9571, top1_acc/aux1: 0.7417, top5_acc/aux1: 0.9148, loss_cls/aux1: 1.0055, loss/aux1: 1.0055, top1_acc/aux2: 0.6820, top5_acc/aux2: 0.8812, loss_cls/aux2: 1.2323, loss/aux2: 1.2323 2020-10-23 10:50:01,057 - mmaction - INFO - Epoch [38][60/396] lr: 1.500e-02, eta: 5:55:08, time: 0.940, data_time: 0.005, memory: 8337, top1_acc: 0.7198, top5_acc: 0.8891, loss_cls: 1.1170, loss: 1.1170, grad_norm: 2.9312, top1_acc/aux0: 0.7532, top5_acc/aux0: 0.9139, loss_cls/aux0: 0.9596, loss/aux0: 0.9596, top1_acc/aux1: 0.7544, top5_acc/aux1: 0.9193, loss_cls/aux1: 0.9626, loss/aux1: 0.9626, top1_acc/aux2: 0.6896, top5_acc/aux2: 0.8833, loss_cls/aux2: 1.2001, loss/aux2: 1.2001 2020-10-23 10:50:47,006 - mmaction - INFO - Epoch [38][80/396] lr: 1.500e-02, eta: 5:54:51, time: 0.858, data_time: 0.000, memory: 8337, top1_acc: 0.7237, top5_acc: 0.8932, loss_cls: 1.0790, loss: 1.0790, grad_norm: 3.0010, top1_acc/aux0: 0.7483, top5_acc/aux0: 0.9128, loss_cls/aux0: 0.9639, loss/aux0: 0.9639, top1_acc/aux1: 0.7599, top5_acc/aux1: 0.9302, loss_cls/aux1: 0.9145, loss/aux1: 0.9145, top1_acc/aux2: 0.6859, top5_acc/aux2: 0.8732, loss_cls/aux2: 1.2493, loss/aux2: 1.2493 2020-10-23 10:51:32,447 - mmaction - INFO - Epoch [38][100/396] lr: 1.500e-02, eta: 5:54:39, time: 1.003, data_time: 0.008, memory: 8337, top1_acc: 0.7133, top5_acc: 0.8922, loss_cls: 1.1232, loss: 1.1232, grad_norm: 2.9985, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9616, loss/aux0: 0.9616, top1_acc/aux1: 0.7542, top5_acc/aux1: 0.9224, loss_cls/aux1: 0.9431, loss/aux1: 0.9431, top1_acc/aux2: 0.6737, top5_acc/aux2: 0.8745, loss_cls/aux2: 1.2783, loss/aux2: 1.2783 2020-10-23 10:52:17,128 - mmaction - INFO - Epoch [38][120/396] lr: 1.500e-02, eta: 5:54:23, time: 0.875, data_time: 0.000, memory: 8337, top1_acc: 0.7125, top5_acc: 0.8945, loss_cls: 1.1206, loss: 1.1206, grad_norm: 2.9572, top1_acc/aux0: 0.7533, top5_acc/aux0: 0.9170, loss_cls/aux0: 0.9487, loss/aux0: 0.9487, top1_acc/aux1: 0.7443, top5_acc/aux1: 0.9169, loss_cls/aux1: 0.9791, loss/aux1: 0.9791, top1_acc/aux2: 0.6727, top5_acc/aux2: 0.8750, loss_cls/aux2: 1.2661, loss/aux2: 1.2661 2020-10-23 10:53:02,117 - mmaction - INFO - Epoch [38][140/396] lr: 1.500e-02, eta: 5:54:05, time: 0.830, data_time: 0.000, memory: 8337, top1_acc: 0.7341, top5_acc: 0.8911, loss_cls: 1.0736, loss: 1.0736, grad_norm: 2.9973, top1_acc/aux0: 0.7532, top5_acc/aux0: 0.9174, loss_cls/aux0: 0.9364, loss/aux0: 0.9364, top1_acc/aux1: 0.7438, top5_acc/aux1: 0.9154, loss_cls/aux1: 0.9862, loss/aux1: 0.9862, top1_acc/aux2: 0.6766, top5_acc/aux2: 0.8747, loss_cls/aux2: 1.2494, loss/aux2: 1.2494 2020-10-23 10:53:45,555 - mmaction - INFO - Epoch [38][160/396] lr: 1.500e-02, eta: 5:53:46, time: 0.803, data_time: 0.000, memory: 8337, top1_acc: 0.7469, top5_acc: 0.9104, loss_cls: 0.9909, loss: 0.9909, grad_norm: 2.8989, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9136, loss_cls/aux0: 0.9645, loss/aux0: 0.9645, top1_acc/aux1: 0.7396, top5_acc/aux1: 0.9122, loss_cls/aux1: 1.0056, loss/aux1: 1.0056, top1_acc/aux2: 0.6727, top5_acc/aux2: 0.8729, loss_cls/aux2: 1.2578, loss/aux2: 1.2578 2020-10-23 10:54:29,937 - mmaction - INFO - Epoch [38][180/396] lr: 1.500e-02, eta: 5:53:30, time: 0.892, data_time: 0.051, memory: 8337, top1_acc: 0.7263, top5_acc: 0.8982, loss_cls: 1.0726, loss: 1.0726, grad_norm: 2.8805, top1_acc/aux0: 0.7514, top5_acc/aux0: 0.9109, loss_cls/aux0: 0.9708, loss/aux0: 0.9708, top1_acc/aux1: 0.7388, top5_acc/aux1: 0.9125, loss_cls/aux1: 1.0043, loss/aux1: 1.0043, top1_acc/aux2: 0.6758, top5_acc/aux2: 0.8747, loss_cls/aux2: 1.2746, loss/aux2: 1.2746 2020-10-23 10:55:14,625 - mmaction - INFO - Epoch [38][200/396] lr: 1.500e-02, eta: 5:53:14, time: 0.913, data_time: 0.147, memory: 8337, top1_acc: 0.7255, top5_acc: 0.9052, loss_cls: 1.0685, loss: 1.0685, grad_norm: 2.9823, top1_acc/aux0: 0.7538, top5_acc/aux0: 0.9144, loss_cls/aux0: 0.9484, loss/aux0: 0.9484, top1_acc/aux1: 0.7336, top5_acc/aux1: 0.9141, loss_cls/aux1: 1.0000, loss/aux1: 1.0000, top1_acc/aux2: 0.6695, top5_acc/aux2: 0.8786, loss_cls/aux2: 1.2767, loss/aux2: 1.2767 2020-10-23 10:55:59,631 - mmaction - INFO - Epoch [38][220/396] lr: 1.500e-02, eta: 5:52:58, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.7263, top5_acc: 0.9089, loss_cls: 1.0704, loss: 1.0704, grad_norm: 2.9979, top1_acc/aux0: 0.7515, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9588, loss/aux0: 0.9588, top1_acc/aux1: 0.7352, top5_acc/aux1: 0.9128, loss_cls/aux1: 0.9964, loss/aux1: 0.9964, top1_acc/aux2: 0.6604, top5_acc/aux2: 0.8724, loss_cls/aux2: 1.2974, loss/aux2: 1.2974 2020-10-23 10:56:43,274 - mmaction - INFO - Epoch [38][240/396] lr: 1.500e-02, eta: 5:52:45, time: 0.978, data_time: 0.085, memory: 8337, top1_acc: 0.7281, top5_acc: 0.8979, loss_cls: 1.0919, loss: 1.0919, grad_norm: 2.9813, top1_acc/aux0: 0.7528, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9598, loss/aux0: 0.9598, top1_acc/aux1: 0.7443, top5_acc/aux1: 0.9148, loss_cls/aux1: 0.9635, loss/aux1: 0.9635, top1_acc/aux2: 0.6747, top5_acc/aux2: 0.8750, loss_cls/aux2: 1.2453, loss/aux2: 1.2453 2020-10-23 10:57:26,568 - mmaction - INFO - Epoch [38][260/396] lr: 1.500e-02, eta: 5:52:30, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.7107, top5_acc: 0.8875, loss_cls: 1.1590, loss: 1.1590, grad_norm: 2.9636, top1_acc/aux0: 0.7506, top5_acc/aux0: 0.9112, loss_cls/aux0: 0.9661, loss/aux0: 0.9661, top1_acc/aux1: 0.7393, top5_acc/aux1: 0.9159, loss_cls/aux1: 0.9616, loss/aux1: 0.9616, top1_acc/aux2: 0.6841, top5_acc/aux2: 0.8859, loss_cls/aux2: 1.2118, loss/aux2: 1.2118 2020-10-23 10:58:11,311 - mmaction - INFO - Epoch [38][280/396] lr: 1.500e-02, eta: 5:52:14, time: 0.890, data_time: 0.000, memory: 8337, top1_acc: 0.7029, top5_acc: 0.8935, loss_cls: 1.1128, loss: 1.1128, grad_norm: 3.0978, top1_acc/aux0: 0.7475, top5_acc/aux0: 0.9090, loss_cls/aux0: 0.9804, loss/aux0: 0.9804, top1_acc/aux1: 0.7417, top5_acc/aux1: 0.9148, loss_cls/aux1: 0.9801, loss/aux1: 0.9801, top1_acc/aux2: 0.6742, top5_acc/aux2: 0.8857, loss_cls/aux2: 1.2453, loss/aux2: 1.2453 2020-10-23 10:58:59,161 - mmaction - INFO - Epoch [38][300/396] lr: 1.500e-02, eta: 5:51:58, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.7154, top5_acc: 0.8914, loss_cls: 1.1141, loss: 1.1141, grad_norm: 3.0282, top1_acc/aux0: 0.7490, top5_acc/aux0: 0.9106, loss_cls/aux0: 0.9752, loss/aux0: 0.9752, top1_acc/aux1: 0.7406, top5_acc/aux1: 0.9128, loss_cls/aux1: 1.0028, loss/aux1: 1.0028, top1_acc/aux2: 0.6589, top5_acc/aux2: 0.8745, loss_cls/aux2: 1.2947, loss/aux2: 1.2947 2020-10-23 10:59:46,038 - mmaction - INFO - Epoch [38][320/396] lr: 1.500e-02, eta: 5:51:42, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.7193, top5_acc: 0.9000, loss_cls: 1.1022, loss: 1.1022, grad_norm: 3.7599, top1_acc/aux0: 0.7472, top5_acc/aux0: 0.9097, loss_cls/aux0: 0.9907, loss/aux0: 0.9907, top1_acc/aux1: 0.7378, top5_acc/aux1: 0.9086, loss_cls/aux1: 1.0252, loss/aux1: 1.0252, top1_acc/aux2: 0.6544, top5_acc/aux2: 0.8690, loss_cls/aux2: 1.3185, loss/aux2: 1.3185 2020-10-23 11:00:31,625 - mmaction - INFO - Epoch [38][340/396] lr: 1.500e-02, eta: 5:51:25, time: 0.870, data_time: 0.000, memory: 8337, top1_acc: 0.7109, top5_acc: 0.8904, loss_cls: 1.1577, loss: 1.1577, grad_norm: 3.0242, top1_acc/aux0: 0.7464, top5_acc/aux0: 0.9103, loss_cls/aux0: 0.9897, loss/aux0: 0.9897, top1_acc/aux1: 0.7497, top5_acc/aux1: 0.9172, loss_cls/aux1: 0.9727, loss/aux1: 0.9727, top1_acc/aux2: 0.6685, top5_acc/aux2: 0.8729, loss_cls/aux2: 1.2916, loss/aux2: 1.2916 2020-10-23 11:01:17,660 - mmaction - INFO - Epoch [38][360/396] lr: 1.500e-02, eta: 5:51:09, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.7289, top5_acc: 0.8932, loss_cls: 1.0892, loss: 1.0892, grad_norm: 3.0509, top1_acc/aux0: 0.7468, top5_acc/aux0: 0.9129, loss_cls/aux0: 0.9780, loss/aux0: 0.9780, top1_acc/aux1: 0.7435, top5_acc/aux1: 0.9138, loss_cls/aux1: 0.9959, loss/aux1: 0.9959, top1_acc/aux2: 0.6677, top5_acc/aux2: 0.8706, loss_cls/aux2: 1.3015, loss/aux2: 1.3015 2020-10-23 11:02:03,496 - mmaction - INFO - Epoch [38][380/396] lr: 1.500e-02, eta: 5:50:52, time: 0.868, data_time: 0.000, memory: 8337, top1_acc: 0.7112, top5_acc: 0.8961, loss_cls: 1.1132, loss: 1.1132, grad_norm: 2.9696, top1_acc/aux0: 0.7504, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.9609, loss/aux0: 0.9609, top1_acc/aux1: 0.7419, top5_acc/aux1: 0.9128, loss_cls/aux1: 0.9964, loss/aux1: 0.9964, top1_acc/aux2: 0.6667, top5_acc/aux2: 0.8701, loss_cls/aux2: 1.2935, loss/aux2: 1.2935 2020-10-23 11:02:39,603 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-10-23 11:06:34,669 - mmaction - INFO - Epoch [39][20/396] lr: 1.500e-02, eta: 5:50:00, time: 0.896, data_time: 0.027, memory: 8337, top1_acc: 0.7232, top5_acc: 0.9023, loss_cls: 1.0750, loss: 1.0750, grad_norm: 2.9235, top1_acc/aux0: 0.7500, top5_acc/aux0: 0.9105, loss_cls/aux0: 0.9773, loss/aux0: 0.9773, top1_acc/aux1: 0.7505, top5_acc/aux1: 0.9214, loss_cls/aux1: 0.9333, loss/aux1: 0.9333, top1_acc/aux2: 0.6833, top5_acc/aux2: 0.8849, loss_cls/aux2: 1.2541, loss/aux2: 1.2541 2020-10-23 11:07:16,963 - mmaction - INFO - Epoch [39][40/396] lr: 1.500e-02, eta: 5:49:42, time: 0.812, data_time: 0.000, memory: 8337, top1_acc: 0.7201, top5_acc: 0.9000, loss_cls: 1.0718, loss: 1.0718, grad_norm: 2.8354, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9580, loss/aux0: 0.9580, top1_acc/aux1: 0.7424, top5_acc/aux1: 0.9133, loss_cls/aux1: 0.9811, loss/aux1: 0.9811, top1_acc/aux2: 0.6820, top5_acc/aux2: 0.8810, loss_cls/aux2: 1.2324, loss/aux2: 1.2324 2020-10-23 11:08:03,346 - mmaction - INFO - Epoch [39][60/396] lr: 1.500e-02, eta: 5:49:26, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.7214, top5_acc: 0.8982, loss_cls: 1.0681, loss: 1.0681, grad_norm: 2.9284, top1_acc/aux0: 0.7588, top5_acc/aux0: 0.9162, loss_cls/aux0: 0.9368, loss/aux0: 0.9368, top1_acc/aux1: 0.7422, top5_acc/aux1: 0.9128, loss_cls/aux1: 1.0008, loss/aux1: 1.0008, top1_acc/aux2: 0.6802, top5_acc/aux2: 0.8732, loss_cls/aux2: 1.2423, loss/aux2: 1.2423 2020-10-23 11:08:50,359 - mmaction - INFO - Epoch [39][80/396] lr: 1.500e-02, eta: 5:49:12, time: 0.956, data_time: 0.000, memory: 8337, top1_acc: 0.7167, top5_acc: 0.8979, loss_cls: 1.0758, loss: 1.0758, grad_norm: 2.9833, top1_acc/aux0: 0.7560, top5_acc/aux0: 0.9122, loss_cls/aux0: 0.9560, loss/aux0: 0.9560, top1_acc/aux1: 0.7482, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.9772, loss/aux1: 0.9772, top1_acc/aux2: 0.6753, top5_acc/aux2: 0.8656, loss_cls/aux2: 1.2800, loss/aux2: 1.2800 2020-10-23 11:09:32,953 - mmaction - INFO - Epoch [39][100/396] lr: 1.500e-02, eta: 5:48:55, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.7232, top5_acc: 0.8990, loss_cls: 1.0775, loss: 1.0775, grad_norm: 2.9587, top1_acc/aux0: 0.7522, top5_acc/aux0: 0.9129, loss_cls/aux0: 0.9655, loss/aux0: 0.9655, top1_acc/aux1: 0.7398, top5_acc/aux1: 0.9159, loss_cls/aux1: 0.9964, loss/aux1: 0.9964, top1_acc/aux2: 0.6792, top5_acc/aux2: 0.8729, loss_cls/aux2: 1.2573, loss/aux2: 1.2573 2020-10-23 11:10:17,825 - mmaction - INFO - Epoch [39][120/396] lr: 1.500e-02, eta: 5:48:38, time: 0.845, data_time: 0.000, memory: 8337, top1_acc: 0.7276, top5_acc: 0.8977, loss_cls: 1.0874, loss: 1.0874, grad_norm: 2.8852, top1_acc/aux0: 0.7475, top5_acc/aux0: 0.9123, loss_cls/aux0: 0.9724, loss/aux0: 0.9724, top1_acc/aux1: 0.7406, top5_acc/aux1: 0.9169, loss_cls/aux1: 0.9880, loss/aux1: 0.9880, top1_acc/aux2: 0.6797, top5_acc/aux2: 0.8784, loss_cls/aux2: 1.2360, loss/aux2: 1.2360 2020-10-23 11:11:02,436 - mmaction - INFO - Epoch [39][140/396] lr: 1.500e-02, eta: 5:48:23, time: 0.934, data_time: 0.000, memory: 8337, top1_acc: 0.7135, top5_acc: 0.8823, loss_cls: 1.1397, loss: 1.1397, grad_norm: 3.2498, top1_acc/aux0: 0.7428, top5_acc/aux0: 0.9104, loss_cls/aux0: 0.9860, loss/aux0: 0.9860, top1_acc/aux1: 0.7443, top5_acc/aux1: 0.9115, loss_cls/aux1: 0.9897, loss/aux1: 0.9897, top1_acc/aux2: 0.6740, top5_acc/aux2: 0.8745, loss_cls/aux2: 1.2541, loss/aux2: 1.2541 2020-10-23 11:11:46,755 - mmaction - INFO - Epoch [39][160/396] lr: 1.500e-02, eta: 5:48:08, time: 0.900, data_time: 0.000, memory: 8337, top1_acc: 0.7229, top5_acc: 0.9016, loss_cls: 1.0778, loss: 1.0778, grad_norm: 3.0871, top1_acc/aux0: 0.7477, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9818, loss/aux0: 0.9818, top1_acc/aux1: 0.7411, top5_acc/aux1: 0.9096, loss_cls/aux1: 1.0160, loss/aux1: 1.0160, top1_acc/aux2: 0.6813, top5_acc/aux2: 0.8742, loss_cls/aux2: 1.2429, loss/aux2: 1.2429 2020-10-23 11:12:34,909 - mmaction - INFO - Epoch [39][180/396] lr: 1.500e-02, eta: 5:47:52, time: 0.917, data_time: 0.000, memory: 8337, top1_acc: 0.7276, top5_acc: 0.9003, loss_cls: 1.0643, loss: 1.0643, grad_norm: 2.9579, top1_acc/aux0: 0.7462, top5_acc/aux0: 0.9136, loss_cls/aux0: 0.9806, loss/aux0: 0.9806, top1_acc/aux1: 0.7529, top5_acc/aux1: 0.9185, loss_cls/aux1: 0.9632, loss/aux1: 0.9632, top1_acc/aux2: 0.6836, top5_acc/aux2: 0.8737, loss_cls/aux2: 1.2395, loss/aux2: 1.2395 2020-10-23 11:13:21,442 - mmaction - INFO - Epoch [39][200/396] lr: 1.500e-02, eta: 5:47:37, time: 0.916, data_time: 0.001, memory: 8337, top1_acc: 0.7284, top5_acc: 0.8974, loss_cls: 1.0766, loss: 1.0766, grad_norm: 2.9568, top1_acc/aux0: 0.7459, top5_acc/aux0: 0.9129, loss_cls/aux0: 0.9781, loss/aux0: 0.9781, top1_acc/aux1: 0.7539, top5_acc/aux1: 0.9214, loss_cls/aux1: 0.9438, loss/aux1: 0.9438, top1_acc/aux2: 0.6797, top5_acc/aux2: 0.8763, loss_cls/aux2: 1.2543, loss/aux2: 1.2543 2020-10-23 11:14:05,714 - mmaction - INFO - Epoch [39][220/396] lr: 1.500e-02, eta: 5:47:22, time: 0.909, data_time: 0.000, memory: 8337, top1_acc: 0.7208, top5_acc: 0.9034, loss_cls: 1.0871, loss: 1.0871, grad_norm: 2.9249, top1_acc/aux0: 0.7482, top5_acc/aux0: 0.9110, loss_cls/aux0: 0.9906, loss/aux0: 0.9906, top1_acc/aux1: 0.7417, top5_acc/aux1: 0.9182, loss_cls/aux1: 0.9830, loss/aux1: 0.9830, top1_acc/aux2: 0.6773, top5_acc/aux2: 0.8779, loss_cls/aux2: 1.2545, loss/aux2: 1.2545 2020-10-23 11:14:51,785 - mmaction - INFO - Epoch [39][240/396] lr: 1.500e-02, eta: 5:47:08, time: 0.977, data_time: 0.000, memory: 8337, top1_acc: 0.7250, top5_acc: 0.8932, loss_cls: 1.0952, loss: 1.0952, grad_norm: 2.9791, top1_acc/aux0: 0.7501, top5_acc/aux0: 0.9114, loss_cls/aux0: 0.9809, loss/aux0: 0.9809, top1_acc/aux1: 0.7422, top5_acc/aux1: 0.9185, loss_cls/aux1: 0.9951, loss/aux1: 0.9951, top1_acc/aux2: 0.6888, top5_acc/aux2: 0.8828, loss_cls/aux2: 1.2231, loss/aux2: 1.2231 2020-10-23 11:15:36,351 - mmaction - INFO - Epoch [39][260/396] lr: 1.500e-02, eta: 5:46:53, time: 0.920, data_time: 0.000, memory: 8337, top1_acc: 0.7180, top5_acc: 0.8846, loss_cls: 1.1288, loss: 1.1288, grad_norm: 2.9518, top1_acc/aux0: 0.7509, top5_acc/aux0: 0.9133, loss_cls/aux0: 0.9681, loss/aux0: 0.9681, top1_acc/aux1: 0.7508, top5_acc/aux1: 0.9193, loss_cls/aux1: 0.9847, loss/aux1: 0.9847, top1_acc/aux2: 0.6841, top5_acc/aux2: 0.8823, loss_cls/aux2: 1.2383, loss/aux2: 1.2383 2020-10-23 11:16:20,190 - mmaction - INFO - Epoch [39][280/396] lr: 1.500e-02, eta: 5:46:37, time: 0.894, data_time: 0.294, memory: 8337, top1_acc: 0.7266, top5_acc: 0.9047, loss_cls: 1.0376, loss: 1.0376, grad_norm: 2.9474, top1_acc/aux0: 0.7485, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9690, loss/aux0: 0.9690, top1_acc/aux1: 0.7495, top5_acc/aux1: 0.9130, loss_cls/aux1: 0.9880, loss/aux1: 0.9880, top1_acc/aux2: 0.6758, top5_acc/aux2: 0.8807, loss_cls/aux2: 1.2495, loss/aux2: 1.2495 2020-10-23 11:17:08,309 - mmaction - INFO - Epoch [39][300/396] lr: 1.500e-02, eta: 5:46:22, time: 0.924, data_time: 0.340, memory: 8337, top1_acc: 0.7159, top5_acc: 0.8974, loss_cls: 1.0825, loss: 1.0825, grad_norm: 2.9963, top1_acc/aux0: 0.7511, top5_acc/aux0: 0.9142, loss_cls/aux0: 0.9574, loss/aux0: 0.9574, top1_acc/aux1: 0.7422, top5_acc/aux1: 0.9112, loss_cls/aux1: 0.9883, loss/aux1: 0.9883, top1_acc/aux2: 0.6771, top5_acc/aux2: 0.8753, loss_cls/aux2: 1.2559, loss/aux2: 1.2559 2020-10-23 11:17:53,280 - mmaction - INFO - Epoch [39][320/396] lr: 1.500e-02, eta: 5:46:04, time: 0.820, data_time: 0.228, memory: 8337, top1_acc: 0.7148, top5_acc: 0.8932, loss_cls: 1.1149, loss: 1.1149, grad_norm: 2.9958, top1_acc/aux0: 0.7478, top5_acc/aux0: 0.9129, loss_cls/aux0: 0.9681, loss/aux0: 0.9681, top1_acc/aux1: 0.7438, top5_acc/aux1: 0.9195, loss_cls/aux1: 0.9550, loss/aux1: 0.9550, top1_acc/aux2: 0.6635, top5_acc/aux2: 0.8654, loss_cls/aux2: 1.3083, loss/aux2: 1.3083 2020-10-23 11:18:37,796 - mmaction - INFO - Epoch [39][340/396] lr: 1.500e-02, eta: 5:45:47, time: 0.868, data_time: 0.064, memory: 8337, top1_acc: 0.7253, top5_acc: 0.8932, loss_cls: 1.1091, loss: 1.1091, grad_norm: 2.9466, top1_acc/aux0: 0.7421, top5_acc/aux0: 0.9117, loss_cls/aux0: 0.9838, loss/aux0: 0.9838, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9229, loss_cls/aux1: 0.9625, loss/aux1: 0.9625, top1_acc/aux2: 0.6714, top5_acc/aux2: 0.8773, loss_cls/aux2: 1.2556, loss/aux2: 1.2556 2020-10-23 11:19:21,949 - mmaction - INFO - Epoch [39][360/396] lr: 1.500e-02, eta: 5:45:32, time: 0.921, data_time: 0.326, memory: 8337, top1_acc: 0.7182, top5_acc: 0.8982, loss_cls: 1.0860, loss: 1.0860, grad_norm: 3.0092, top1_acc/aux0: 0.7487, top5_acc/aux0: 0.9136, loss_cls/aux0: 0.9641, loss/aux0: 0.9641, top1_acc/aux1: 0.7521, top5_acc/aux1: 0.9258, loss_cls/aux1: 0.9565, loss/aux1: 0.9565, top1_acc/aux2: 0.6771, top5_acc/aux2: 0.8781, loss_cls/aux2: 1.2364, loss/aux2: 1.2364 2020-10-23 11:20:06,580 - mmaction - INFO - Epoch [39][380/396] lr: 1.500e-02, eta: 5:45:16, time: 0.884, data_time: 0.176, memory: 8337, top1_acc: 0.7227, top5_acc: 0.8914, loss_cls: 1.0911, loss: 1.0911, grad_norm: 2.9678, top1_acc/aux0: 0.7545, top5_acc/aux0: 0.9145, loss_cls/aux0: 0.9524, loss/aux0: 0.9524, top1_acc/aux1: 0.7536, top5_acc/aux1: 0.9232, loss_cls/aux1: 0.9597, loss/aux1: 0.9597, top1_acc/aux2: 0.6716, top5_acc/aux2: 0.8698, loss_cls/aux2: 1.2715, loss/aux2: 1.2715 2020-10-23 11:20:46,746 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-10-23 11:23:57,387 - mmaction - INFO - Epoch [40][20/396] lr: 1.500e-02, eta: 5:44:23, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.7372, top5_acc: 0.9036, loss_cls: 1.0476, loss: 1.0476, grad_norm: 2.9063, top1_acc/aux0: 0.7476, top5_acc/aux0: 0.9120, loss_cls/aux0: 0.9767, loss/aux0: 0.9767, top1_acc/aux1: 0.7620, top5_acc/aux1: 0.9276, loss_cls/aux1: 0.8997, loss/aux1: 0.8997, top1_acc/aux2: 0.7026, top5_acc/aux2: 0.8740, loss_cls/aux2: 1.2496, loss/aux2: 1.2496 2020-10-23 11:24:43,294 - mmaction - INFO - Epoch [40][40/396] lr: 1.500e-02, eta: 5:44:06, time: 0.831, data_time: 0.000, memory: 8337, top1_acc: 0.7266, top5_acc: 0.8969, loss_cls: 1.0684, loss: 1.0684, grad_norm: 2.9173, top1_acc/aux0: 0.7485, top5_acc/aux0: 0.9126, loss_cls/aux0: 0.9633, loss/aux0: 0.9633, top1_acc/aux1: 0.7620, top5_acc/aux1: 0.9221, loss_cls/aux1: 0.9257, loss/aux1: 0.9257, top1_acc/aux2: 0.6932, top5_acc/aux2: 0.8732, loss_cls/aux2: 1.2392, loss/aux2: 1.2392 2020-10-23 11:25:28,142 - mmaction - INFO - Epoch [40][60/396] lr: 1.500e-02, eta: 5:43:49, time: 0.874, data_time: 0.101, memory: 8337, top1_acc: 0.7305, top5_acc: 0.8987, loss_cls: 1.0666, loss: 1.0666, grad_norm: 3.0170, top1_acc/aux0: 0.7494, top5_acc/aux0: 0.9143, loss_cls/aux0: 0.9531, loss/aux0: 0.9531, top1_acc/aux1: 0.7500, top5_acc/aux1: 0.9148, loss_cls/aux1: 0.9752, loss/aux1: 0.9752, top1_acc/aux2: 0.6839, top5_acc/aux2: 0.8724, loss_cls/aux2: 1.2446, loss/aux2: 1.2446 2020-10-23 11:26:14,349 - mmaction - INFO - Epoch [40][80/396] lr: 1.500e-02, eta: 5:43:33, time: 0.878, data_time: 0.000, memory: 8337, top1_acc: 0.7401, top5_acc: 0.9049, loss_cls: 1.0477, loss: 1.0477, grad_norm: 2.9643, top1_acc/aux0: 0.7503, top5_acc/aux0: 0.9171, loss_cls/aux0: 0.9494, loss/aux0: 0.9494, top1_acc/aux1: 0.7404, top5_acc/aux1: 0.9138, loss_cls/aux1: 0.9902, loss/aux1: 0.9902, top1_acc/aux2: 0.6807, top5_acc/aux2: 0.8773, loss_cls/aux2: 1.2596, loss/aux2: 1.2596 2020-10-23 11:26:59,765 - mmaction - INFO - Epoch [40][100/396] lr: 1.500e-02, eta: 5:43:17, time: 0.899, data_time: 0.000, memory: 8337, top1_acc: 0.7417, top5_acc: 0.9010, loss_cls: 1.0180, loss: 1.0180, grad_norm: 3.4135, top1_acc/aux0: 0.7494, top5_acc/aux0: 0.9159, loss_cls/aux0: 0.9551, loss/aux0: 0.9551, top1_acc/aux1: 0.7500, top5_acc/aux1: 0.9206, loss_cls/aux1: 0.9487, loss/aux1: 0.9487, top1_acc/aux2: 0.6786, top5_acc/aux2: 0.8776, loss_cls/aux2: 1.2396, loss/aux2: 1.2396 2020-10-23 11:27:43,650 - mmaction - INFO - Epoch [40][120/396] lr: 1.500e-02, eta: 5:43:00, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.7193, top5_acc: 0.8930, loss_cls: 1.0967, loss: 1.0967, grad_norm: 2.9826, top1_acc/aux0: 0.7450, top5_acc/aux0: 0.9134, loss_cls/aux0: 0.9718, loss/aux0: 0.9718, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9167, loss_cls/aux1: 0.9643, loss/aux1: 0.9643, top1_acc/aux2: 0.6823, top5_acc/aux2: 0.8815, loss_cls/aux2: 1.2137, loss/aux2: 1.2137 2020-10-23 11:28:28,855 - mmaction - INFO - Epoch [40][140/396] lr: 1.500e-02, eta: 5:42:43, time: 0.865, data_time: 0.000, memory: 8337, top1_acc: 0.7302, top5_acc: 0.8948, loss_cls: 1.0925, loss: 1.0925, grad_norm: 2.9234, top1_acc/aux0: 0.7465, top5_acc/aux0: 0.9140, loss_cls/aux0: 0.9632, loss/aux0: 0.9632, top1_acc/aux1: 0.7359, top5_acc/aux1: 0.9135, loss_cls/aux1: 0.9848, loss/aux1: 0.9848, top1_acc/aux2: 0.6854, top5_acc/aux2: 0.8896, loss_cls/aux2: 1.2119, loss/aux2: 1.2119 2020-10-23 11:29:14,421 - mmaction - INFO - Epoch [40][160/396] lr: 1.500e-02, eta: 5:42:27, time: 0.875, data_time: 0.000, memory: 8337, top1_acc: 0.7193, top5_acc: 0.8992, loss_cls: 1.0774, loss: 1.0774, grad_norm: 2.9704, top1_acc/aux0: 0.7518, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9556, loss/aux0: 0.9556, top1_acc/aux1: 0.7482, top5_acc/aux1: 0.9234, loss_cls/aux1: 0.9348, loss/aux1: 0.9348, top1_acc/aux2: 0.6776, top5_acc/aux2: 0.8810, loss_cls/aux2: 1.2528, loss/aux2: 1.2528 2020-10-23 11:29:57,884 - mmaction - INFO - Epoch [40][180/396] lr: 1.500e-02, eta: 5:42:09, time: 0.840, data_time: 0.000, memory: 8337, top1_acc: 0.7315, top5_acc: 0.9094, loss_cls: 1.0368, loss: 1.0368, grad_norm: 3.3331, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9151, loss_cls/aux0: 0.9630, loss/aux0: 0.9630, top1_acc/aux1: 0.7451, top5_acc/aux1: 0.9141, loss_cls/aux1: 0.9803, loss/aux1: 0.9803, top1_acc/aux2: 0.6771, top5_acc/aux2: 0.8768, loss_cls/aux2: 1.2609, loss/aux2: 1.2609 2020-10-23 11:30:44,117 - mmaction - INFO - Epoch [40][200/396] lr: 1.500e-02, eta: 5:41:54, time: 0.918, data_time: 0.000, memory: 8337, top1_acc: 0.7138, top5_acc: 0.8927, loss_cls: 1.1343, loss: 1.1343, grad_norm: 3.3586, top1_acc/aux0: 0.7436, top5_acc/aux0: 0.9140, loss_cls/aux0: 0.9879, loss/aux0: 0.9879, top1_acc/aux1: 0.7333, top5_acc/aux1: 0.9081, loss_cls/aux1: 1.0256, loss/aux1: 1.0256, top1_acc/aux2: 0.6773, top5_acc/aux2: 0.8740, loss_cls/aux2: 1.2561, loss/aux2: 1.2561 2020-10-23 11:31:32,391 - mmaction - INFO - Epoch [40][220/396] lr: 1.500e-02, eta: 5:41:38, time: 0.900, data_time: 0.000, memory: 8337, top1_acc: 0.7109, top5_acc: 0.8932, loss_cls: 1.1043, loss: 1.1043, grad_norm: 2.9186, top1_acc/aux0: 0.7470, top5_acc/aux0: 0.9138, loss_cls/aux0: 0.9785, loss/aux0: 0.9785, top1_acc/aux1: 0.7401, top5_acc/aux1: 0.9125, loss_cls/aux1: 0.9952, loss/aux1: 0.9952, top1_acc/aux2: 0.6633, top5_acc/aux2: 0.8648, loss_cls/aux2: 1.3139, loss/aux2: 1.3139 2020-10-23 11:32:15,438 - mmaction - INFO - Epoch [40][240/396] lr: 1.500e-02, eta: 5:41:22, time: 0.877, data_time: 0.006, memory: 8337, top1_acc: 0.7094, top5_acc: 0.8880, loss_cls: 1.1318, loss: 1.1318, grad_norm: 2.9883, top1_acc/aux0: 0.7514, top5_acc/aux0: 0.9162, loss_cls/aux0: 0.9548, loss/aux0: 0.9548, top1_acc/aux1: 0.7419, top5_acc/aux1: 0.9065, loss_cls/aux1: 0.9992, loss/aux1: 0.9992, top1_acc/aux2: 0.6560, top5_acc/aux2: 0.8615, loss_cls/aux2: 1.3575, loss/aux2: 1.3575 2020-10-23 11:33:02,556 - mmaction - INFO - Epoch [40][260/396] lr: 1.500e-02, eta: 5:41:06, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.7297, top5_acc: 0.9044, loss_cls: 1.0612, loss: 1.0612, grad_norm: 2.9109, top1_acc/aux0: 0.7485, top5_acc/aux0: 0.9157, loss_cls/aux0: 0.9622, loss/aux0: 0.9622, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9148, loss_cls/aux1: 0.9695, loss/aux1: 0.9695, top1_acc/aux2: 0.6695, top5_acc/aux2: 0.8654, loss_cls/aux2: 1.3164, loss/aux2: 1.3164 2020-10-23 11:33:46,818 - mmaction - INFO - Epoch [40][280/396] lr: 1.500e-02, eta: 5:40:50, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.7185, top5_acc: 0.8909, loss_cls: 1.0938, loss: 1.0938, grad_norm: 2.9172, top1_acc/aux0: 0.7525, top5_acc/aux0: 0.9146, loss_cls/aux0: 0.9482, loss/aux0: 0.9482, top1_acc/aux1: 0.7544, top5_acc/aux1: 0.9211, loss_cls/aux1: 0.9526, loss/aux1: 0.9526, top1_acc/aux2: 0.6755, top5_acc/aux2: 0.8714, loss_cls/aux2: 1.2686, loss/aux2: 1.2686 2020-10-23 11:34:29,585 - mmaction - INFO - Epoch [40][300/396] lr: 1.500e-02, eta: 5:40:33, time: 0.849, data_time: 0.000, memory: 8337, top1_acc: 0.7240, top5_acc: 0.8997, loss_cls: 1.0820, loss: 1.0820, grad_norm: 2.9416, top1_acc/aux0: 0.7508, top5_acc/aux0: 0.9163, loss_cls/aux0: 0.9469, loss/aux0: 0.9469, top1_acc/aux1: 0.7500, top5_acc/aux1: 0.9174, loss_cls/aux1: 0.9718, loss/aux1: 0.9718, top1_acc/aux2: 0.6711, top5_acc/aux2: 0.8766, loss_cls/aux2: 1.2459, loss/aux2: 1.2459 2020-10-23 11:35:14,316 - mmaction - INFO - Epoch [40][320/396] lr: 1.500e-02, eta: 5:40:16, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.7214, top5_acc: 0.9003, loss_cls: 1.1132, loss: 1.1132, grad_norm: 2.9654, top1_acc/aux0: 0.7436, top5_acc/aux0: 0.9148, loss_cls/aux0: 0.9708, loss/aux0: 0.9708, top1_acc/aux1: 0.7443, top5_acc/aux1: 0.9169, loss_cls/aux1: 0.9835, loss/aux1: 0.9835, top1_acc/aux2: 0.6734, top5_acc/aux2: 0.8729, loss_cls/aux2: 1.2654, loss/aux2: 1.2654 2020-10-23 11:36:01,869 - mmaction - INFO - Epoch [40][340/396] lr: 1.500e-02, eta: 5:40:03, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.7245, top5_acc: 0.9096, loss_cls: 1.0626, loss: 1.0626, grad_norm: 3.0497, top1_acc/aux0: 0.7450, top5_acc/aux0: 0.9132, loss_cls/aux0: 0.9784, loss/aux0: 0.9784, top1_acc/aux1: 0.7409, top5_acc/aux1: 0.9169, loss_cls/aux1: 0.9970, loss/aux1: 0.9970, top1_acc/aux2: 0.6771, top5_acc/aux2: 0.8727, loss_cls/aux2: 1.2730, loss/aux2: 1.2730 2020-10-23 11:36:46,397 - mmaction - INFO - Epoch [40][360/396] lr: 1.500e-02, eta: 5:39:49, time: 0.975, data_time: 0.000, memory: 8337, top1_acc: 0.7201, top5_acc: 0.8995, loss_cls: 1.0984, loss: 1.0984, grad_norm: 3.0110, top1_acc/aux0: 0.7529, top5_acc/aux0: 0.9175, loss_cls/aux0: 0.9557, loss/aux0: 0.9557, top1_acc/aux1: 0.7448, top5_acc/aux1: 0.9169, loss_cls/aux1: 0.9942, loss/aux1: 0.9942, top1_acc/aux2: 0.6745, top5_acc/aux2: 0.8807, loss_cls/aux2: 1.2572, loss/aux2: 1.2572 2020-10-23 11:37:30,374 - mmaction - INFO - Epoch [40][380/396] lr: 1.500e-02, eta: 5:39:34, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.7214, top5_acc: 0.9026, loss_cls: 1.0764, loss: 1.0764, grad_norm: 2.9452, top1_acc/aux0: 0.7575, top5_acc/aux0: 0.9193, loss_cls/aux0: 0.9388, loss/aux0: 0.9388, top1_acc/aux1: 0.7534, top5_acc/aux1: 0.9174, loss_cls/aux1: 0.9782, loss/aux1: 0.9782, top1_acc/aux2: 0.6651, top5_acc/aux2: 0.8750, loss_cls/aux2: 1.2747, loss/aux2: 1.2747 2020-10-23 11:38:05,501 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-10-23 11:38:51,472 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 11:38:51,659 - mmaction - INFO - top1_acc 0.7623 top5_acc 0.9260 2020-10-23 11:38:51,659 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 11:38:51,704 - mmaction - INFO - mean_acc 0.7627 2020-10-23 11:38:51,705 - mmaction - INFO - Now best checkpoint is epoch_40.pth 2020-10-23 11:38:51,759 - mmaction - INFO - Epoch(val) [40][396] top1_acc: 0.7623, top5_acc: 0.9260, mean_class_accuracy: 0.7627 2020-10-23 11:42:01,992 - mmaction - INFO - Epoch [41][20/396] lr: 1.500e-03, eta: 5:38:43, time: 0.851, data_time: 0.116, memory: 8337, top1_acc: 0.7427, top5_acc: 0.9073, loss_cls: 1.0119, loss: 1.0119, grad_norm: 2.7818, top1_acc/aux0: 0.7535, top5_acc/aux0: 0.9110, loss_cls/aux0: 0.9608, loss/aux0: 0.9608, top1_acc/aux1: 0.7354, top5_acc/aux1: 0.9120, loss_cls/aux1: 1.0027, loss/aux1: 1.0027, top1_acc/aux2: 0.6839, top5_acc/aux2: 0.8734, loss_cls/aux2: 1.2168, loss/aux2: 1.2168 2020-10-23 11:42:44,679 - mmaction - INFO - Epoch [41][40/396] lr: 1.500e-03, eta: 5:38:25, time: 0.847, data_time: 0.140, memory: 8337, top1_acc: 0.7578, top5_acc: 0.9096, loss_cls: 0.9484, loss: 0.9484, grad_norm: 2.7143, top1_acc/aux0: 0.7583, top5_acc/aux0: 0.9157, loss_cls/aux0: 0.9281, loss/aux0: 0.9281, top1_acc/aux1: 0.7516, top5_acc/aux1: 0.9128, loss_cls/aux1: 0.9737, loss/aux1: 0.9737, top1_acc/aux2: 0.6969, top5_acc/aux2: 0.8909, loss_cls/aux2: 1.1585, loss/aux2: 1.1585 2020-10-23 11:43:30,363 - mmaction - INFO - Epoch [41][60/396] lr: 1.500e-03, eta: 5:38:09, time: 0.876, data_time: 0.203, memory: 8337, top1_acc: 0.7628, top5_acc: 0.9188, loss_cls: 0.9264, loss: 0.9264, grad_norm: 2.6258, top1_acc/aux0: 0.7712, top5_acc/aux0: 0.9229, loss_cls/aux0: 0.8779, loss/aux0: 0.8779, top1_acc/aux1: 0.7648, top5_acc/aux1: 0.9203, loss_cls/aux1: 0.9195, loss/aux1: 0.9195, top1_acc/aux2: 0.7091, top5_acc/aux2: 0.8971, loss_cls/aux2: 1.1221, loss/aux2: 1.1221 2020-10-23 11:44:17,604 - mmaction - INFO - Epoch [41][80/396] lr: 1.500e-03, eta: 5:37:52, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.7568, top5_acc: 0.9117, loss_cls: 0.9455, loss: 0.9455, grad_norm: 2.6850, top1_acc/aux0: 0.7749, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8592, loss/aux0: 0.8592, top1_acc/aux1: 0.7758, top5_acc/aux1: 0.9313, loss_cls/aux1: 0.8576, loss/aux1: 0.8576, top1_acc/aux2: 0.7099, top5_acc/aux2: 0.8904, loss_cls/aux2: 1.1292, loss/aux2: 1.1292 2020-10-23 11:44:59,733 - mmaction - INFO - Epoch [41][100/396] lr: 1.500e-03, eta: 5:37:33, time: 0.823, data_time: 0.000, memory: 8337, top1_acc: 0.7583, top5_acc: 0.9167, loss_cls: 0.9261, loss: 0.9261, grad_norm: 2.6978, top1_acc/aux0: 0.7757, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8454, loss/aux0: 0.8454, top1_acc/aux1: 0.7799, top5_acc/aux1: 0.9315, loss_cls/aux1: 0.8573, loss/aux1: 0.8573, top1_acc/aux2: 0.7156, top5_acc/aux2: 0.8930, loss_cls/aux2: 1.1023, loss/aux2: 1.1023 2020-10-23 11:45:45,435 - mmaction - INFO - Epoch [41][120/396] lr: 1.500e-03, eta: 5:37:17, time: 0.888, data_time: 0.032, memory: 8337, top1_acc: 0.7638, top5_acc: 0.9195, loss_cls: 0.8964, loss: 0.8964, grad_norm: 2.7284, top1_acc/aux0: 0.7768, top5_acc/aux0: 0.9263, loss_cls/aux0: 0.8532, loss/aux0: 0.8532, top1_acc/aux1: 0.7799, top5_acc/aux1: 0.9328, loss_cls/aux1: 0.8557, loss/aux1: 0.8557, top1_acc/aux2: 0.7242, top5_acc/aux2: 0.8951, loss_cls/aux2: 1.0944, loss/aux2: 1.0944 2020-10-23 11:46:29,530 - mmaction - INFO - Epoch [41][140/396] lr: 1.500e-03, eta: 5:37:01, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.7576, top5_acc: 0.9094, loss_cls: 0.9455, loss: 0.9455, grad_norm: 2.7256, top1_acc/aux0: 0.7756, top5_acc/aux0: 0.9257, loss_cls/aux0: 0.8553, loss/aux0: 0.8553, top1_acc/aux1: 0.7862, top5_acc/aux1: 0.9385, loss_cls/aux1: 0.8119, loss/aux1: 0.8119, top1_acc/aux2: 0.7276, top5_acc/aux2: 0.9005, loss_cls/aux2: 1.0831, loss/aux2: 1.0831 2020-10-23 11:47:15,347 - mmaction - INFO - Epoch [41][160/396] lr: 1.500e-03, eta: 5:36:47, time: 0.973, data_time: 0.000, memory: 8337, top1_acc: 0.7784, top5_acc: 0.9292, loss_cls: 0.8512, loss: 0.8512, grad_norm: 2.6735, top1_acc/aux0: 0.7771, top5_acc/aux0: 0.9245, loss_cls/aux0: 0.8451, loss/aux0: 0.8451, top1_acc/aux1: 0.7841, top5_acc/aux1: 0.9328, loss_cls/aux1: 0.8325, loss/aux1: 0.8325, top1_acc/aux2: 0.7240, top5_acc/aux2: 0.8984, loss_cls/aux2: 1.0719, loss/aux2: 1.0719 2020-10-23 11:47:58,840 - mmaction - INFO - Epoch [41][180/396] lr: 1.500e-03, eta: 5:36:32, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.7760, top5_acc: 0.9232, loss_cls: 0.8635, loss: 0.8635, grad_norm: 2.7384, top1_acc/aux0: 0.7777, top5_acc/aux0: 0.9225, loss_cls/aux0: 0.8545, loss/aux0: 0.8545, top1_acc/aux1: 0.7906, top5_acc/aux1: 0.9326, loss_cls/aux1: 0.8221, loss/aux1: 0.8221, top1_acc/aux2: 0.7268, top5_acc/aux2: 0.8971, loss_cls/aux2: 1.0597, loss/aux2: 1.0597 2020-10-23 11:48:44,583 - mmaction - INFO - Epoch [41][200/396] lr: 1.500e-03, eta: 5:36:15, time: 0.872, data_time: 0.000, memory: 8337, top1_acc: 0.7695, top5_acc: 0.9174, loss_cls: 0.8989, loss: 0.8989, grad_norm: 2.7213, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9239, loss_cls/aux0: 0.8493, loss/aux0: 0.8493, top1_acc/aux1: 0.7930, top5_acc/aux1: 0.9328, loss_cls/aux1: 0.8109, loss/aux1: 0.8109, top1_acc/aux2: 0.7354, top5_acc/aux2: 0.8997, loss_cls/aux2: 1.0413, loss/aux2: 1.0413 2020-10-23 11:49:31,197 - mmaction - INFO - Epoch [41][220/396] lr: 1.500e-03, eta: 5:36:02, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.7773, top5_acc: 0.9185, loss_cls: 0.8761, loss: 0.8761, grad_norm: 2.7099, top1_acc/aux0: 0.7788, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8467, loss/aux0: 0.8467, top1_acc/aux1: 0.7807, top5_acc/aux1: 0.9253, loss_cls/aux1: 0.8658, loss/aux1: 0.8658, top1_acc/aux2: 0.7411, top5_acc/aux2: 0.9039, loss_cls/aux2: 1.0333, loss/aux2: 1.0333 2020-10-23 11:50:18,535 - mmaction - INFO - Epoch [41][240/396] lr: 1.500e-03, eta: 5:35:48, time: 0.969, data_time: 0.000, memory: 8337, top1_acc: 0.7737, top5_acc: 0.9216, loss_cls: 0.8724, loss: 0.8724, grad_norm: 2.6903, top1_acc/aux0: 0.7742, top5_acc/aux0: 0.9267, loss_cls/aux0: 0.8544, loss/aux0: 0.8544, top1_acc/aux1: 0.7740, top5_acc/aux1: 0.9302, loss_cls/aux1: 0.8666, loss/aux1: 0.8666, top1_acc/aux2: 0.7414, top5_acc/aux2: 0.9083, loss_cls/aux2: 1.0091, loss/aux2: 1.0091 2020-10-23 11:50:59,584 - mmaction - INFO - Epoch [41][260/396] lr: 1.500e-03, eta: 5:35:29, time: 0.789, data_time: 0.000, memory: 8337, top1_acc: 0.7823, top5_acc: 0.9154, loss_cls: 0.8669, loss: 0.8669, grad_norm: 2.7303, top1_acc/aux0: 0.7738, top5_acc/aux0: 0.9240, loss_cls/aux0: 0.8591, loss/aux0: 0.8591, top1_acc/aux1: 0.7859, top5_acc/aux1: 0.9362, loss_cls/aux1: 0.8150, loss/aux1: 0.8150, top1_acc/aux2: 0.7276, top5_acc/aux2: 0.9031, loss_cls/aux2: 1.0310, loss/aux2: 1.0310 2020-10-23 11:51:44,591 - mmaction - INFO - Epoch [41][280/396] lr: 1.500e-03, eta: 5:35:14, time: 0.925, data_time: 0.285, memory: 8337, top1_acc: 0.7727, top5_acc: 0.9250, loss_cls: 0.8646, loss: 0.8646, grad_norm: 2.7249, top1_acc/aux0: 0.7797, top5_acc/aux0: 0.9262, loss_cls/aux0: 0.8337, loss/aux0: 0.8337, top1_acc/aux1: 0.7891, top5_acc/aux1: 0.9339, loss_cls/aux1: 0.8072, loss/aux1: 0.8072, top1_acc/aux2: 0.7240, top5_acc/aux2: 0.8990, loss_cls/aux2: 1.0633, loss/aux2: 1.0633 2020-10-23 11:52:30,021 - mmaction - INFO - Epoch [41][300/396] lr: 1.500e-03, eta: 5:34:56, time: 0.850, data_time: 0.150, memory: 8337, top1_acc: 0.7802, top5_acc: 0.9232, loss_cls: 0.8584, loss: 0.8584, grad_norm: 2.6798, top1_acc/aux0: 0.7875, top5_acc/aux0: 0.9309, loss_cls/aux0: 0.8039, loss/aux0: 0.8039, top1_acc/aux1: 0.7852, top5_acc/aux1: 0.9326, loss_cls/aux1: 0.8142, loss/aux1: 0.8142, top1_acc/aux2: 0.7333, top5_acc/aux2: 0.9018, loss_cls/aux2: 1.0449, loss/aux2: 1.0449 2020-10-23 11:53:13,552 - mmaction - INFO - Epoch [41][320/396] lr: 1.500e-03, eta: 5:34:41, time: 0.917, data_time: 0.289, memory: 8337, top1_acc: 0.7792, top5_acc: 0.9224, loss_cls: 0.8681, loss: 0.8681, grad_norm: 2.6629, top1_acc/aux0: 0.7848, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8167, loss/aux0: 0.8167, top1_acc/aux1: 0.7974, top5_acc/aux1: 0.9349, loss_cls/aux1: 0.7798, loss/aux1: 0.7798, top1_acc/aux2: 0.7393, top5_acc/aux2: 0.9034, loss_cls/aux2: 1.0228, loss/aux2: 1.0228 2020-10-23 11:53:58,035 - mmaction - INFO - Epoch [41][340/396] lr: 1.500e-03, eta: 5:34:25, time: 0.911, data_time: 0.040, memory: 8337, top1_acc: 0.7802, top5_acc: 0.9346, loss_cls: 0.8354, loss: 0.8354, grad_norm: 2.7138, top1_acc/aux0: 0.7779, top5_acc/aux0: 0.9253, loss_cls/aux0: 0.8385, loss/aux0: 0.8385, top1_acc/aux1: 0.8057, top5_acc/aux1: 0.9398, loss_cls/aux1: 0.7554, loss/aux1: 0.7554, top1_acc/aux2: 0.7318, top5_acc/aux2: 0.8997, loss_cls/aux2: 1.0277, loss/aux2: 1.0277 2020-10-23 11:54:42,129 - mmaction - INFO - Epoch [41][360/396] lr: 1.500e-03, eta: 5:34:08, time: 0.852, data_time: 0.000, memory: 8337, top1_acc: 0.7802, top5_acc: 0.9193, loss_cls: 0.8689, loss: 0.8689, grad_norm: 2.7107, top1_acc/aux0: 0.7812, top5_acc/aux0: 0.9266, loss_cls/aux0: 0.8267, loss/aux0: 0.8267, top1_acc/aux1: 0.7992, top5_acc/aux1: 0.9393, loss_cls/aux1: 0.7774, loss/aux1: 0.7774, top1_acc/aux2: 0.7312, top5_acc/aux2: 0.9060, loss_cls/aux2: 1.0160, loss/aux2: 1.0160 2020-10-23 11:55:30,712 - mmaction - INFO - Epoch [41][380/396] lr: 1.500e-03, eta: 5:33:54, time: 0.967, data_time: 0.000, memory: 8337, top1_acc: 0.7776, top5_acc: 0.9234, loss_cls: 0.8703, loss: 0.8703, grad_norm: 2.7388, top1_acc/aux0: 0.7838, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8180, loss/aux0: 0.8180, top1_acc/aux1: 0.7867, top5_acc/aux1: 0.9336, loss_cls/aux1: 0.8148, loss/aux1: 0.8148, top1_acc/aux2: 0.7359, top5_acc/aux2: 0.9078, loss_cls/aux2: 1.0160, loss/aux2: 1.0160 2020-10-23 11:56:07,866 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-10-23 11:59:38,148 - mmaction - INFO - Epoch [42][20/396] lr: 1.500e-03, eta: 5:33:02, time: 0.800, data_time: 0.001, memory: 8337, top1_acc: 0.7922, top5_acc: 0.9315, loss_cls: 0.8109, loss: 0.8109, grad_norm: 2.7312, top1_acc/aux0: 0.7874, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.8033, loss/aux0: 0.8033, top1_acc/aux1: 0.7979, top5_acc/aux1: 0.9312, loss_cls/aux1: 0.8063, loss/aux1: 0.8063, top1_acc/aux2: 0.7443, top5_acc/aux2: 0.9031, loss_cls/aux2: 1.0094, loss/aux2: 1.0094 2020-10-23 12:00:26,638 - mmaction - INFO - Epoch [42][40/396] lr: 1.500e-03, eta: 5:32:42, time: 0.738, data_time: 0.000, memory: 8337, top1_acc: 0.7828, top5_acc: 0.9182, loss_cls: 0.8525, loss: 0.8525, grad_norm: 2.7344, top1_acc/aux0: 0.7886, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8072, loss/aux0: 0.8072, top1_acc/aux1: 0.7937, top5_acc/aux1: 0.9328, loss_cls/aux1: 0.8104, loss/aux1: 0.8104, top1_acc/aux2: 0.7370, top5_acc/aux2: 0.9000, loss_cls/aux2: 1.0445, loss/aux2: 1.0445 2020-10-23 12:01:15,235 - mmaction - INFO - Epoch [42][60/396] lr: 1.500e-03, eta: 5:32:24, time: 0.850, data_time: 0.000, memory: 8337, top1_acc: 0.7859, top5_acc: 0.9232, loss_cls: 0.8340, loss: 0.8340, grad_norm: 2.6985, top1_acc/aux0: 0.7894, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.8024, loss/aux0: 0.8024, top1_acc/aux1: 0.7969, top5_acc/aux1: 0.9380, loss_cls/aux1: 0.7894, loss/aux1: 0.7894, top1_acc/aux2: 0.7336, top5_acc/aux2: 0.9029, loss_cls/aux2: 1.0346, loss/aux2: 1.0346 2020-10-23 12:02:01,699 - mmaction - INFO - Epoch [42][80/396] lr: 1.500e-03, eta: 5:32:11, time: 0.983, data_time: 0.000, memory: 8337, top1_acc: 0.7760, top5_acc: 0.9203, loss_cls: 0.8654, loss: 0.8654, grad_norm: 2.8122, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8142, loss/aux0: 0.8142, top1_acc/aux1: 0.7971, top5_acc/aux1: 0.9383, loss_cls/aux1: 0.7848, loss/aux1: 0.7848, top1_acc/aux2: 0.7333, top5_acc/aux2: 0.9109, loss_cls/aux2: 1.0056, loss/aux2: 1.0056 2020-10-23 12:02:45,110 - mmaction - INFO - Epoch [42][100/396] lr: 1.500e-03, eta: 5:31:54, time: 0.855, data_time: 0.000, memory: 8337, top1_acc: 0.7810, top5_acc: 0.9312, loss_cls: 0.8389, loss: 0.8389, grad_norm: 2.7266, top1_acc/aux0: 0.7851, top5_acc/aux0: 0.9288, loss_cls/aux0: 0.8261, loss/aux0: 0.8261, top1_acc/aux1: 0.7948, top5_acc/aux1: 0.9372, loss_cls/aux1: 0.7917, loss/aux1: 0.7917, top1_acc/aux2: 0.7440, top5_acc/aux2: 0.9180, loss_cls/aux2: 0.9773, loss/aux2: 0.9773 2020-10-23 12:03:31,451 - mmaction - INFO - Epoch [42][120/396] lr: 1.500e-03, eta: 5:31:37, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.7797, top5_acc: 0.9221, loss_cls: 0.8392, loss: 0.8392, grad_norm: 2.7688, top1_acc/aux0: 0.7852, top5_acc/aux0: 0.9281, loss_cls/aux0: 0.8273, loss/aux0: 0.8273, top1_acc/aux1: 0.7953, top5_acc/aux1: 0.9362, loss_cls/aux1: 0.7986, loss/aux1: 0.7986, top1_acc/aux2: 0.7443, top5_acc/aux2: 0.9125, loss_cls/aux2: 0.9908, loss/aux2: 0.9908 2020-10-23 12:04:15,612 - mmaction - INFO - Epoch [42][140/396] lr: 1.500e-03, eta: 5:31:22, time: 0.919, data_time: 0.085, memory: 8337, top1_acc: 0.7898, top5_acc: 0.9286, loss_cls: 0.8090, loss: 0.8090, grad_norm: 2.6242, top1_acc/aux0: 0.7862, top5_acc/aux0: 0.9289, loss_cls/aux0: 0.8237, loss/aux0: 0.8237, top1_acc/aux1: 0.7945, top5_acc/aux1: 0.9367, loss_cls/aux1: 0.7903, loss/aux1: 0.7903, top1_acc/aux2: 0.7404, top5_acc/aux2: 0.9016, loss_cls/aux2: 1.0180, loss/aux2: 1.0180 2020-10-23 12:05:00,535 - mmaction - INFO - Epoch [42][160/396] lr: 1.500e-03, eta: 5:31:05, time: 0.877, data_time: 0.000, memory: 8337, top1_acc: 0.7779, top5_acc: 0.9245, loss_cls: 0.8480, loss: 0.8480, grad_norm: 2.7462, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.8035, loss/aux0: 0.8035, top1_acc/aux1: 0.7966, top5_acc/aux1: 0.9396, loss_cls/aux1: 0.7663, loss/aux1: 0.7663, top1_acc/aux2: 0.7430, top5_acc/aux2: 0.8990, loss_cls/aux2: 1.0208, loss/aux2: 1.0208 2020-10-23 12:05:46,489 - mmaction - INFO - Epoch [42][180/396] lr: 1.500e-03, eta: 5:30:51, time: 0.937, data_time: 0.000, memory: 8337, top1_acc: 0.7857, top5_acc: 0.9284, loss_cls: 0.8266, loss: 0.8266, grad_norm: 2.7462, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9300, loss_cls/aux0: 0.7969, loss/aux0: 0.7969, top1_acc/aux1: 0.7945, top5_acc/aux1: 0.9359, loss_cls/aux1: 0.7738, loss/aux1: 0.7738, top1_acc/aux2: 0.7359, top5_acc/aux2: 0.9016, loss_cls/aux2: 1.0260, loss/aux2: 1.0260 2020-10-23 12:06:30,653 - mmaction - INFO - Epoch [42][200/396] lr: 1.500e-03, eta: 5:30:34, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.7810, top5_acc: 0.9224, loss_cls: 0.8488, loss: 0.8488, grad_norm: 2.7164, top1_acc/aux0: 0.7900, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7951, loss/aux0: 0.7951, top1_acc/aux1: 0.7964, top5_acc/aux1: 0.9375, loss_cls/aux1: 0.7719, loss/aux1: 0.7719, top1_acc/aux2: 0.7354, top5_acc/aux2: 0.9031, loss_cls/aux2: 1.0103, loss/aux2: 1.0103 2020-10-23 12:07:14,891 - mmaction - INFO - Epoch [42][220/396] lr: 1.500e-03, eta: 5:30:17, time: 0.859, data_time: 0.230, memory: 8337, top1_acc: 0.7802, top5_acc: 0.9276, loss_cls: 0.8405, loss: 0.8405, grad_norm: 2.7241, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.8004, loss/aux0: 0.8004, top1_acc/aux1: 0.8065, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.7452, loss/aux1: 0.7452, top1_acc/aux2: 0.7383, top5_acc/aux2: 0.9034, loss_cls/aux2: 1.0136, loss/aux2: 1.0136 2020-10-23 12:08:03,126 - mmaction - INFO - Epoch [42][240/396] lr: 1.500e-03, eta: 5:30:02, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.7852, top5_acc: 0.9258, loss_cls: 0.8455, loss: 0.8455, grad_norm: 2.6878, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.7957, loss/aux0: 0.7957, top1_acc/aux1: 0.8107, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.7321, loss/aux1: 0.7321, top1_acc/aux2: 0.7448, top5_acc/aux2: 0.9099, loss_cls/aux2: 0.9894, loss/aux2: 0.9894 2020-10-23 12:08:49,301 - mmaction - INFO - Epoch [42][260/396] lr: 1.500e-03, eta: 5:29:45, time: 0.880, data_time: 0.000, memory: 8337, top1_acc: 0.7852, top5_acc: 0.9240, loss_cls: 0.8445, loss: 0.8445, grad_norm: 2.7047, top1_acc/aux0: 0.7889, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7983, loss/aux0: 0.7983, top1_acc/aux1: 0.8062, top5_acc/aux1: 0.9404, loss_cls/aux1: 0.7435, loss/aux1: 0.7435, top1_acc/aux2: 0.7445, top5_acc/aux2: 0.9117, loss_cls/aux2: 0.9737, loss/aux2: 0.9737 2020-10-23 12:09:31,869 - mmaction - INFO - Epoch [42][280/396] lr: 1.500e-03, eta: 5:29:27, time: 0.833, data_time: 0.000, memory: 8337, top1_acc: 0.7901, top5_acc: 0.9294, loss_cls: 0.8174, loss: 0.8174, grad_norm: 2.7391, top1_acc/aux0: 0.7881, top5_acc/aux0: 0.9297, loss_cls/aux0: 0.8134, loss/aux0: 0.8134, top1_acc/aux1: 0.8034, top5_acc/aux1: 0.9341, loss_cls/aux1: 0.7676, loss/aux1: 0.7676, top1_acc/aux2: 0.7411, top5_acc/aux2: 0.9060, loss_cls/aux2: 0.9878, loss/aux2: 0.9878 2020-10-23 12:10:19,765 - mmaction - INFO - Epoch [42][300/396] lr: 1.500e-03, eta: 5:29:11, time: 0.892, data_time: 0.000, memory: 8337, top1_acc: 0.7867, top5_acc: 0.9284, loss_cls: 0.8158, loss: 0.8158, grad_norm: 2.6902, top1_acc/aux0: 0.7903, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8097, loss/aux0: 0.8097, top1_acc/aux1: 0.8021, top5_acc/aux1: 0.9380, loss_cls/aux1: 0.7673, loss/aux1: 0.7673, top1_acc/aux2: 0.7430, top5_acc/aux2: 0.9018, loss_cls/aux2: 0.9945, loss/aux2: 0.9945 2020-10-23 12:11:06,435 - mmaction - INFO - Epoch [42][320/396] lr: 1.500e-03, eta: 5:28:55, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.7818, top5_acc: 0.9219, loss_cls: 0.8453, loss: 0.8453, grad_norm: 2.7409, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7986, loss/aux0: 0.7986, top1_acc/aux1: 0.8023, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.7549, loss/aux1: 0.7549, top1_acc/aux2: 0.7453, top5_acc/aux2: 0.9073, loss_cls/aux2: 0.9773, loss/aux2: 0.9773 2020-10-23 12:11:50,390 - mmaction - INFO - Epoch [42][340/396] lr: 1.500e-03, eta: 5:28:40, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.7917, top5_acc: 0.9201, loss_cls: 0.8320, loss: 0.8320, grad_norm: 2.7121, top1_acc/aux0: 0.7900, top5_acc/aux0: 0.9291, loss_cls/aux0: 0.8043, loss/aux0: 0.8043, top1_acc/aux1: 0.8049, top5_acc/aux1: 0.9380, loss_cls/aux1: 0.7698, loss/aux1: 0.7698, top1_acc/aux2: 0.7417, top5_acc/aux2: 0.9076, loss_cls/aux2: 0.9875, loss/aux2: 0.9875 2020-10-23 12:12:34,143 - mmaction - INFO - Epoch [42][360/396] lr: 1.500e-03, eta: 5:28:23, time: 0.858, data_time: 0.002, memory: 8337, top1_acc: 0.7833, top5_acc: 0.9273, loss_cls: 0.8181, loss: 0.8181, grad_norm: 2.7145, top1_acc/aux0: 0.7854, top5_acc/aux0: 0.9272, loss_cls/aux0: 0.8147, loss/aux0: 0.8147, top1_acc/aux1: 0.8055, top5_acc/aux1: 0.9409, loss_cls/aux1: 0.7382, loss/aux1: 0.7382, top1_acc/aux2: 0.7378, top5_acc/aux2: 0.9076, loss_cls/aux2: 1.0138, loss/aux2: 1.0138 2020-10-23 12:13:18,345 - mmaction - INFO - Epoch [42][380/396] lr: 1.500e-03, eta: 5:28:07, time: 0.905, data_time: 0.196, memory: 8337, top1_acc: 0.7901, top5_acc: 0.9307, loss_cls: 0.7991, loss: 0.7991, grad_norm: 2.7666, top1_acc/aux0: 0.7891, top5_acc/aux0: 0.9305, loss_cls/aux0: 0.7992, loss/aux0: 0.7992, top1_acc/aux1: 0.8008, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.7331, loss/aux1: 0.7331, top1_acc/aux2: 0.7422, top5_acc/aux2: 0.9122, loss_cls/aux2: 0.9979, loss/aux2: 0.9979 2020-10-23 12:14:00,563 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-10-23 12:17:25,522 - mmaction - INFO - Epoch [43][20/396] lr: 1.500e-03, eta: 5:27:19, time: 0.908, data_time: 0.005, memory: 8337, top1_acc: 0.7792, top5_acc: 0.9177, loss_cls: 0.8578, loss: 0.8578, grad_norm: 2.7608, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7804, loss/aux0: 0.7804, top1_acc/aux1: 0.8109, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.7617, loss/aux1: 0.7617, top1_acc/aux2: 0.7427, top5_acc/aux2: 0.8891, loss_cls/aux2: 1.0260, loss/aux2: 1.0260 2020-10-23 12:18:10,552 - mmaction - INFO - Epoch [43][40/396] lr: 1.500e-03, eta: 5:27:03, time: 0.921, data_time: 0.000, memory: 8337, top1_acc: 0.7953, top5_acc: 0.9362, loss_cls: 0.7704, loss: 0.7704, grad_norm: 2.6902, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8013, loss/aux0: 0.8013, top1_acc/aux1: 0.7964, top5_acc/aux1: 0.9365, loss_cls/aux1: 0.7913, loss/aux1: 0.7913, top1_acc/aux2: 0.7477, top5_acc/aux2: 0.9016, loss_cls/aux2: 0.9855, loss/aux2: 0.9855 2020-10-23 12:18:55,877 - mmaction - INFO - Epoch [43][60/396] lr: 1.500e-03, eta: 5:26:49, time: 0.950, data_time: 0.000, memory: 8337, top1_acc: 0.7953, top5_acc: 0.9276, loss_cls: 0.8150, loss: 0.8150, grad_norm: 2.6899, top1_acc/aux0: 0.7902, top5_acc/aux0: 0.9306, loss_cls/aux0: 0.8024, loss/aux0: 0.8024, top1_acc/aux1: 0.7927, top5_acc/aux1: 0.9372, loss_cls/aux1: 0.7883, loss/aux1: 0.7883, top1_acc/aux2: 0.7492, top5_acc/aux2: 0.9161, loss_cls/aux2: 0.9541, loss/aux2: 0.9541 2020-10-23 12:19:40,639 - mmaction - INFO - Epoch [43][80/396] lr: 1.500e-03, eta: 5:26:35, time: 0.965, data_time: 0.000, memory: 8337, top1_acc: 0.7909, top5_acc: 0.9302, loss_cls: 0.8132, loss: 0.8132, grad_norm: 2.8088, top1_acc/aux0: 0.7896, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7985, loss/aux0: 0.7985, top1_acc/aux1: 0.8031, top5_acc/aux1: 0.9422, loss_cls/aux1: 0.7635, loss/aux1: 0.7635, top1_acc/aux2: 0.7357, top5_acc/aux2: 0.9089, loss_cls/aux2: 0.9902, loss/aux2: 0.9902 2020-10-23 12:20:25,229 - mmaction - INFO - Epoch [43][100/396] lr: 1.500e-03, eta: 5:26:21, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.7917, top5_acc: 0.9294, loss_cls: 0.7833, loss: 0.7833, grad_norm: 2.7223, top1_acc/aux0: 0.7857, top5_acc/aux0: 0.9295, loss_cls/aux0: 0.8080, loss/aux0: 0.8080, top1_acc/aux1: 0.7982, top5_acc/aux1: 0.9391, loss_cls/aux1: 0.7800, loss/aux1: 0.7800, top1_acc/aux2: 0.7245, top5_acc/aux2: 0.8943, loss_cls/aux2: 1.0508, loss/aux2: 1.0508 2020-10-23 12:21:10,005 - mmaction - INFO - Epoch [43][120/396] lr: 1.500e-03, eta: 5:26:03, time: 0.818, data_time: 0.000, memory: 8337, top1_acc: 0.7904, top5_acc: 0.9357, loss_cls: 0.8097, loss: 0.8097, grad_norm: 2.7454, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.7981, loss/aux0: 0.7981, top1_acc/aux1: 0.8003, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.7512, loss/aux1: 0.7512, top1_acc/aux2: 0.7417, top5_acc/aux2: 0.8977, loss_cls/aux2: 1.0295, loss/aux2: 1.0295 2020-10-23 12:21:54,054 - mmaction - INFO - Epoch [43][140/396] lr: 1.500e-03, eta: 5:25:47, time: 0.900, data_time: 0.000, memory: 8337, top1_acc: 0.7888, top5_acc: 0.9286, loss_cls: 0.7995, loss: 0.7995, grad_norm: 2.7133, top1_acc/aux0: 0.7917, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7892, loss/aux0: 0.7892, top1_acc/aux1: 0.8133, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.7189, loss/aux1: 0.7189, top1_acc/aux2: 0.7630, top5_acc/aux2: 0.9128, loss_cls/aux2: 0.9350, loss/aux2: 0.9350 2020-10-23 12:22:40,388 - mmaction - INFO - Epoch [43][160/396] lr: 1.500e-03, eta: 5:25:32, time: 0.920, data_time: 0.119, memory: 8337, top1_acc: 0.7880, top5_acc: 0.9305, loss_cls: 0.8013, loss: 0.8013, grad_norm: 2.7837, top1_acc/aux0: 0.7881, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7966, loss/aux0: 0.7966, top1_acc/aux1: 0.8036, top5_acc/aux1: 0.9378, loss_cls/aux1: 0.7582, loss/aux1: 0.7582, top1_acc/aux2: 0.7654, top5_acc/aux2: 0.9122, loss_cls/aux2: 0.9238, loss/aux2: 0.9238 2020-10-23 12:23:26,139 - mmaction - INFO - Epoch [43][180/396] lr: 1.500e-03, eta: 5:25:17, time: 0.935, data_time: 0.120, memory: 8337, top1_acc: 0.7924, top5_acc: 0.9328, loss_cls: 0.7961, loss: 0.7961, grad_norm: 2.7508, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9317, loss_cls/aux0: 0.7924, loss/aux0: 0.7924, top1_acc/aux1: 0.7995, top5_acc/aux1: 0.9404, loss_cls/aux1: 0.7635, loss/aux1: 0.7635, top1_acc/aux2: 0.7576, top5_acc/aux2: 0.9112, loss_cls/aux2: 0.9491, loss/aux2: 0.9491 2020-10-23 12:24:10,282 - mmaction - INFO - Epoch [43][200/396] lr: 1.500e-03, eta: 5:25:00, time: 0.859, data_time: 0.037, memory: 8337, top1_acc: 0.7815, top5_acc: 0.9214, loss_cls: 0.8454, loss: 0.8454, grad_norm: 2.7414, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7812, loss/aux0: 0.7812, top1_acc/aux1: 0.8081, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.7343, loss/aux1: 0.7343, top1_acc/aux2: 0.7521, top5_acc/aux2: 0.9086, loss_cls/aux2: 0.9644, loss/aux2: 0.9644 2020-10-23 12:24:55,409 - mmaction - INFO - Epoch [43][220/396] lr: 1.500e-03, eta: 5:24:46, time: 1.001, data_time: 0.018, memory: 8337, top1_acc: 0.7857, top5_acc: 0.9247, loss_cls: 0.8408, loss: 0.8408, grad_norm: 2.7139, top1_acc/aux0: 0.7945, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7893, loss/aux0: 0.7893, top1_acc/aux1: 0.8078, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.7301, loss/aux1: 0.7301, top1_acc/aux2: 0.7458, top5_acc/aux2: 0.9055, loss_cls/aux2: 0.9807, loss/aux2: 0.9807 2020-10-23 12:25:40,852 - mmaction - INFO - Epoch [43][240/396] lr: 1.500e-03, eta: 5:24:30, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.7930, top5_acc: 0.9279, loss_cls: 0.8042, loss: 0.8042, grad_norm: 2.7416, top1_acc/aux0: 0.7923, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7881, loss/aux0: 0.7881, top1_acc/aux1: 0.8073, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.7351, loss/aux1: 0.7351, top1_acc/aux2: 0.7482, top5_acc/aux2: 0.9115, loss_cls/aux2: 0.9715, loss/aux2: 0.9715 2020-10-23 12:26:23,798 - mmaction - INFO - Epoch [43][260/396] lr: 1.500e-03, eta: 5:24:13, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.7872, top5_acc: 0.9318, loss_cls: 0.8279, loss: 0.8279, grad_norm: 2.7005, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7948, loss/aux0: 0.7948, top1_acc/aux1: 0.8068, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.7399, loss/aux1: 0.7399, top1_acc/aux2: 0.7474, top5_acc/aux2: 0.9086, loss_cls/aux2: 0.9787, loss/aux2: 0.9787 2020-10-23 12:27:09,595 - mmaction - INFO - Epoch [43][280/396] lr: 1.500e-03, eta: 5:24:00, time: 0.979, data_time: 0.000, memory: 8337, top1_acc: 0.7904, top5_acc: 0.9315, loss_cls: 0.8088, loss: 0.8088, grad_norm: 2.8272, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9299, loss_cls/aux0: 0.7960, loss/aux0: 0.7960, top1_acc/aux1: 0.8042, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.7412, loss/aux1: 0.7412, top1_acc/aux2: 0.7471, top5_acc/aux2: 0.9120, loss_cls/aux2: 0.9682, loss/aux2: 0.9682 2020-10-23 12:27:53,767 - mmaction - INFO - Epoch [43][300/396] lr: 1.500e-03, eta: 5:23:43, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.7839, top5_acc: 0.9203, loss_cls: 0.8434, loss: 0.8434, grad_norm: 2.7868, top1_acc/aux0: 0.7928, top5_acc/aux0: 0.9316, loss_cls/aux0: 0.7903, loss/aux0: 0.7903, top1_acc/aux1: 0.7992, top5_acc/aux1: 0.9437, loss_cls/aux1: 0.7541, loss/aux1: 0.7541, top1_acc/aux2: 0.7458, top5_acc/aux2: 0.9109, loss_cls/aux2: 0.9713, loss/aux2: 0.9713 2020-10-23 12:28:38,635 - mmaction - INFO - Epoch [43][320/396] lr: 1.500e-03, eta: 5:23:28, time: 0.946, data_time: 0.000, memory: 8337, top1_acc: 0.7917, top5_acc: 0.9312, loss_cls: 0.8264, loss: 0.8264, grad_norm: 2.7236, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7865, loss/aux0: 0.7865, top1_acc/aux1: 0.7987, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.7467, loss/aux1: 0.7467, top1_acc/aux2: 0.7372, top5_acc/aux2: 0.9060, loss_cls/aux2: 0.9936, loss/aux2: 0.9936 2020-10-23 12:29:23,524 - mmaction - INFO - Epoch [43][340/396] lr: 1.500e-03, eta: 5:23:14, time: 0.960, data_time: 0.000, memory: 8337, top1_acc: 0.8005, top5_acc: 0.9297, loss_cls: 0.7945, loss: 0.7945, grad_norm: 2.6975, top1_acc/aux0: 0.7954, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7800, loss/aux0: 0.7800, top1_acc/aux1: 0.7948, top5_acc/aux1: 0.9414, loss_cls/aux1: 0.7510, loss/aux1: 0.7510, top1_acc/aux2: 0.7388, top5_acc/aux2: 0.9049, loss_cls/aux2: 1.0027, loss/aux2: 1.0027 2020-10-23 12:30:09,412 - mmaction - INFO - Epoch [43][360/396] lr: 1.500e-03, eta: 5:22:58, time: 0.897, data_time: 0.000, memory: 8337, top1_acc: 0.7901, top5_acc: 0.9294, loss_cls: 0.8035, loss: 0.8035, grad_norm: 2.7446, top1_acc/aux0: 0.7921, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7901, loss/aux0: 0.7901, top1_acc/aux1: 0.7956, top5_acc/aux1: 0.9326, loss_cls/aux1: 0.7872, loss/aux1: 0.7872, top1_acc/aux2: 0.7490, top5_acc/aux2: 0.9115, loss_cls/aux2: 0.9693, loss/aux2: 0.9693 2020-10-23 12:30:56,150 - mmaction - INFO - Epoch [43][380/396] lr: 1.500e-03, eta: 5:22:42, time: 0.924, data_time: 0.000, memory: 8337, top1_acc: 0.8044, top5_acc: 0.9320, loss_cls: 0.7687, loss: 0.7687, grad_norm: 2.7268, top1_acc/aux0: 0.7918, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7941, loss/aux0: 0.7941, top1_acc/aux1: 0.8018, top5_acc/aux1: 0.9323, loss_cls/aux1: 0.7901, loss/aux1: 0.7901, top1_acc/aux2: 0.7453, top5_acc/aux2: 0.9094, loss_cls/aux2: 0.9818, loss/aux2: 0.9818 2020-10-23 12:31:35,122 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-10-23 12:34:49,406 - mmaction - INFO - Epoch [44][20/396] lr: 1.500e-03, eta: 5:21:54, time: 0.877, data_time: 0.000, memory: 8337, top1_acc: 0.7987, top5_acc: 0.9307, loss_cls: 0.7793, loss: 0.7793, grad_norm: 2.7560, top1_acc/aux0: 0.7887, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.8006, loss/aux0: 0.8006, top1_acc/aux1: 0.8214, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6606, loss/aux1: 0.6606, top1_acc/aux2: 0.7365, top5_acc/aux2: 0.9156, loss_cls/aux2: 0.9678, loss/aux2: 0.9678 2020-10-23 12:35:33,967 - mmaction - INFO - Epoch [44][40/396] lr: 1.500e-03, eta: 5:21:39, time: 0.923, data_time: 0.313, memory: 8337, top1_acc: 0.8005, top5_acc: 0.9341, loss_cls: 0.7675, loss: 0.7675, grad_norm: 2.7512, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7850, loss/aux0: 0.7850, top1_acc/aux1: 0.8164, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.6853, loss/aux1: 0.6853, top1_acc/aux2: 0.7427, top5_acc/aux2: 0.9089, loss_cls/aux2: 0.9783, loss/aux2: 0.9783 2020-10-23 12:36:20,047 - mmaction - INFO - Epoch [44][60/396] lr: 1.500e-03, eta: 5:21:26, time: 1.017, data_time: 0.014, memory: 8337, top1_acc: 0.8000, top5_acc: 0.9372, loss_cls: 0.7689, loss: 0.7689, grad_norm: 2.8074, top1_acc/aux0: 0.7932, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7850, loss/aux0: 0.7850, top1_acc/aux1: 0.8161, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.7065, loss/aux1: 0.7065, top1_acc/aux2: 0.7461, top5_acc/aux2: 0.9115, loss_cls/aux2: 0.9732, loss/aux2: 0.9732 2020-10-23 12:37:04,066 - mmaction - INFO - Epoch [44][80/396] lr: 1.500e-03, eta: 5:21:08, time: 0.845, data_time: 0.000, memory: 8337, top1_acc: 0.7896, top5_acc: 0.9271, loss_cls: 0.8152, loss: 0.8152, grad_norm: 2.7663, top1_acc/aux0: 0.7892, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7972, loss/aux0: 0.7972, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.7131, loss/aux1: 0.7131, top1_acc/aux2: 0.7419, top5_acc/aux2: 0.9174, loss_cls/aux2: 0.9725, loss/aux2: 0.9725 2020-10-23 12:37:49,363 - mmaction - INFO - Epoch [44][100/396] lr: 1.500e-03, eta: 5:20:54, time: 0.955, data_time: 0.000, memory: 8337, top1_acc: 0.7844, top5_acc: 0.9281, loss_cls: 0.8228, loss: 0.8228, grad_norm: 2.7382, top1_acc/aux0: 0.7924, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7856, loss/aux0: 0.7856, top1_acc/aux1: 0.8109, top5_acc/aux1: 0.9440, loss_cls/aux1: 0.7346, loss/aux1: 0.7346, top1_acc/aux2: 0.7484, top5_acc/aux2: 0.9112, loss_cls/aux2: 0.9618, loss/aux2: 0.9618 2020-10-23 12:38:35,249 - mmaction - INFO - Epoch [44][120/396] lr: 1.500e-03, eta: 5:20:40, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.7969, top5_acc: 0.9305, loss_cls: 0.7953, loss: 0.7953, grad_norm: 2.7452, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7801, loss/aux0: 0.7801, top1_acc/aux1: 0.8005, top5_acc/aux1: 0.9367, loss_cls/aux1: 0.7685, loss/aux1: 0.7685, top1_acc/aux2: 0.7591, top5_acc/aux2: 0.9185, loss_cls/aux2: 0.9175, loss/aux2: 0.9175 2020-10-23 12:39:19,475 - mmaction - INFO - Epoch [44][140/396] lr: 1.500e-03, eta: 5:20:22, time: 0.829, data_time: 0.036, memory: 8337, top1_acc: 0.7896, top5_acc: 0.9297, loss_cls: 0.7957, loss: 0.7957, grad_norm: 2.7426, top1_acc/aux0: 0.7916, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7992, loss/aux0: 0.7992, top1_acc/aux1: 0.7990, top5_acc/aux1: 0.9328, loss_cls/aux1: 0.7866, loss/aux1: 0.7866, top1_acc/aux2: 0.7617, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.9129, loss/aux2: 0.9129 2020-10-23 12:40:05,908 - mmaction - INFO - Epoch [44][160/396] lr: 1.500e-03, eta: 5:20:07, time: 0.947, data_time: 0.329, memory: 8337, top1_acc: 0.7883, top5_acc: 0.9292, loss_cls: 0.8069, loss: 0.8069, grad_norm: 2.7996, top1_acc/aux0: 0.7898, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7984, loss/aux0: 0.7984, top1_acc/aux1: 0.8049, top5_acc/aux1: 0.9370, loss_cls/aux1: 0.7620, loss/aux1: 0.7620, top1_acc/aux2: 0.7589, top5_acc/aux2: 0.9159, loss_cls/aux2: 0.9248, loss/aux2: 0.9248 2020-10-23 12:40:50,647 - mmaction - INFO - Epoch [44][180/396] lr: 1.500e-03, eta: 5:19:52, time: 0.946, data_time: 0.000, memory: 8337, top1_acc: 0.8036, top5_acc: 0.9359, loss_cls: 0.7629, loss: 0.7629, grad_norm: 2.7818, top1_acc/aux0: 0.7936, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7834, loss/aux0: 0.7834, top1_acc/aux1: 0.8060, top5_acc/aux1: 0.9406, loss_cls/aux1: 0.7464, loss/aux1: 0.7464, top1_acc/aux2: 0.7513, top5_acc/aux2: 0.9107, loss_cls/aux2: 0.9487, loss/aux2: 0.9487 2020-10-23 12:41:37,206 - mmaction - INFO - Epoch [44][200/396] lr: 1.500e-03, eta: 5:19:36, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.7943, top5_acc: 0.9294, loss_cls: 0.8146, loss: 0.8146, grad_norm: 2.8316, top1_acc/aux0: 0.7897, top5_acc/aux0: 0.9293, loss_cls/aux0: 0.7999, loss/aux0: 0.7999, top1_acc/aux1: 0.8099, top5_acc/aux1: 0.9440, loss_cls/aux1: 0.7376, loss/aux1: 0.7376, top1_acc/aux2: 0.7482, top5_acc/aux2: 0.9042, loss_cls/aux2: 0.9707, loss/aux2: 0.9707 2020-10-23 12:42:19,223 - mmaction - INFO - Epoch [44][220/396] lr: 1.500e-03, eta: 5:19:21, time: 0.909, data_time: 0.000, memory: 8337, top1_acc: 0.8065, top5_acc: 0.9365, loss_cls: 0.7421, loss: 0.7421, grad_norm: 2.7219, top1_acc/aux0: 0.7907, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7897, loss/aux0: 0.7897, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9440, loss_cls/aux1: 0.7136, loss/aux1: 0.7136, top1_acc/aux2: 0.7456, top5_acc/aux2: 0.9109, loss_cls/aux2: 0.9658, loss/aux2: 0.9658 2020-10-23 12:43:02,920 - mmaction - INFO - Epoch [44][240/396] lr: 1.500e-03, eta: 5:19:04, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.7849, top5_acc: 0.9224, loss_cls: 0.8350, loss: 0.8350, grad_norm: 2.7883, top1_acc/aux0: 0.7934, top5_acc/aux0: 0.9307, loss_cls/aux0: 0.7880, loss/aux0: 0.7880, top1_acc/aux1: 0.8057, top5_acc/aux1: 0.9375, loss_cls/aux1: 0.7375, loss/aux1: 0.7375, top1_acc/aux2: 0.7461, top5_acc/aux2: 0.9122, loss_cls/aux2: 0.9751, loss/aux2: 0.9751 2020-10-23 12:43:47,284 - mmaction - INFO - Epoch [44][260/396] lr: 1.500e-03, eta: 5:18:48, time: 0.892, data_time: 0.015, memory: 8337, top1_acc: 0.8026, top5_acc: 0.9341, loss_cls: 0.7605, loss: 0.7605, grad_norm: 2.7268, top1_acc/aux0: 0.7944, top5_acc/aux0: 0.9280, loss_cls/aux0: 0.7942, loss/aux0: 0.7942, top1_acc/aux1: 0.7943, top5_acc/aux1: 0.9341, loss_cls/aux1: 0.7733, loss/aux1: 0.7733, top1_acc/aux2: 0.7503, top5_acc/aux2: 0.9081, loss_cls/aux2: 0.9905, loss/aux2: 0.9905 2020-10-23 12:44:33,504 - mmaction - INFO - Epoch [44][280/396] lr: 1.500e-03, eta: 5:18:31, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.7927, top5_acc: 0.9281, loss_cls: 0.8104, loss: 0.8104, grad_norm: 2.7663, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9296, loss_cls/aux0: 0.7817, loss/aux0: 0.7817, top1_acc/aux1: 0.7974, top5_acc/aux1: 0.9362, loss_cls/aux1: 0.7744, loss/aux1: 0.7744, top1_acc/aux2: 0.7469, top5_acc/aux2: 0.9099, loss_cls/aux2: 0.9900, loss/aux2: 0.9900 2020-10-23 12:45:18,569 - mmaction - INFO - Epoch [44][300/396] lr: 1.500e-03, eta: 5:18:15, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.7940, top5_acc: 0.9266, loss_cls: 0.8024, loss: 0.8024, grad_norm: 2.7935, top1_acc/aux0: 0.7961, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7813, loss/aux0: 0.7813, top1_acc/aux1: 0.8052, top5_acc/aux1: 0.9396, loss_cls/aux1: 0.7507, loss/aux1: 0.7507, top1_acc/aux2: 0.7362, top5_acc/aux2: 0.9076, loss_cls/aux2: 1.0063, loss/aux2: 1.0063 2020-10-23 12:46:02,367 - mmaction - INFO - Epoch [44][320/396] lr: 1.500e-03, eta: 5:17:56, time: 0.812, data_time: 0.000, memory: 8337, top1_acc: 0.7958, top5_acc: 0.9286, loss_cls: 0.7919, loss: 0.7919, grad_norm: 2.8003, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7801, loss/aux0: 0.7801, top1_acc/aux1: 0.8008, top5_acc/aux1: 0.9409, loss_cls/aux1: 0.7505, loss/aux1: 0.7505, top1_acc/aux2: 0.7331, top5_acc/aux2: 0.9005, loss_cls/aux2: 1.0249, loss/aux2: 1.0249 2020-10-23 12:46:48,427 - mmaction - INFO - Epoch [44][340/396] lr: 1.500e-03, eta: 5:17:39, time: 0.864, data_time: 0.000, memory: 8337, top1_acc: 0.7990, top5_acc: 0.9354, loss_cls: 0.7602, loss: 0.7602, grad_norm: 2.7470, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7769, loss/aux0: 0.7769, top1_acc/aux1: 0.8044, top5_acc/aux1: 0.9435, loss_cls/aux1: 0.7565, loss/aux1: 0.7565, top1_acc/aux2: 0.7414, top5_acc/aux2: 0.9044, loss_cls/aux2: 0.9979, loss/aux2: 0.9979 2020-10-23 12:47:32,557 - mmaction - INFO - Epoch [44][360/396] lr: 1.500e-03, eta: 5:17:23, time: 0.875, data_time: 0.000, memory: 8337, top1_acc: 0.7995, top5_acc: 0.9211, loss_cls: 0.8003, loss: 0.8003, grad_norm: 2.7625, top1_acc/aux0: 0.7966, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7757, loss/aux0: 0.7757, top1_acc/aux1: 0.8122, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.7273, loss/aux1: 0.7273, top1_acc/aux2: 0.7529, top5_acc/aux2: 0.9146, loss_cls/aux2: 0.9469, loss/aux2: 0.9469 2020-10-23 12:48:15,818 - mmaction - INFO - Epoch [44][380/396] lr: 1.500e-03, eta: 5:17:04, time: 0.807, data_time: 0.000, memory: 8337, top1_acc: 0.7844, top5_acc: 0.9305, loss_cls: 0.8258, loss: 0.8258, grad_norm: 2.8141, top1_acc/aux0: 0.7959, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7830, loss/aux0: 0.7830, top1_acc/aux1: 0.8078, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.7222, loss/aux1: 0.7222, top1_acc/aux2: 0.7604, top5_acc/aux2: 0.9148, loss_cls/aux2: 0.9366, loss/aux2: 0.9366 2020-10-23 12:48:52,310 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-10-23 12:52:31,772 - mmaction - INFO - Epoch [45][20/396] lr: 1.500e-03, eta: 5:16:14, time: 0.795, data_time: 0.000, memory: 8337, top1_acc: 0.7880, top5_acc: 0.9326, loss_cls: 0.7983, loss: 0.7983, grad_norm: 2.7169, top1_acc/aux0: 0.8015, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7480, loss/aux0: 0.7480, top1_acc/aux1: 0.8068, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.7274, loss/aux1: 0.7274, top1_acc/aux2: 0.7469, top5_acc/aux2: 0.9135, loss_cls/aux2: 0.9585, loss/aux2: 0.9585 2020-10-23 12:53:14,386 - mmaction - INFO - Epoch [45][40/396] lr: 1.500e-03, eta: 5:15:57, time: 0.853, data_time: 0.000, memory: 8337, top1_acc: 0.8023, top5_acc: 0.9323, loss_cls: 0.7784, loss: 0.7784, grad_norm: 2.7722, top1_acc/aux0: 0.8001, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7595, loss/aux0: 0.7595, top1_acc/aux1: 0.8094, top5_acc/aux1: 0.9432, loss_cls/aux1: 0.7311, loss/aux1: 0.7311, top1_acc/aux2: 0.7516, top5_acc/aux2: 0.9151, loss_cls/aux2: 0.9505, loss/aux2: 0.9505 2020-10-23 12:53:59,377 - mmaction - INFO - Epoch [45][60/396] lr: 1.500e-03, eta: 5:15:41, time: 0.892, data_time: 0.000, memory: 8337, top1_acc: 0.8021, top5_acc: 0.9227, loss_cls: 0.8113, loss: 0.8113, grad_norm: 2.8041, top1_acc/aux0: 0.7979, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7688, loss/aux0: 0.7688, top1_acc/aux1: 0.8062, top5_acc/aux1: 0.9409, loss_cls/aux1: 0.7432, loss/aux1: 0.7432, top1_acc/aux2: 0.7516, top5_acc/aux2: 0.9104, loss_cls/aux2: 0.9631, loss/aux2: 0.9631 2020-10-23 12:54:46,008 - mmaction - INFO - Epoch [45][80/396] lr: 1.500e-03, eta: 5:15:23, time: 0.825, data_time: 0.000, memory: 8337, top1_acc: 0.7906, top5_acc: 0.9328, loss_cls: 0.7948, loss: 0.7948, grad_norm: 2.7813, top1_acc/aux0: 0.7964, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7726, loss/aux0: 0.7726, top1_acc/aux1: 0.8117, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.7147, loss/aux1: 0.7147, top1_acc/aux2: 0.7576, top5_acc/aux2: 0.9117, loss_cls/aux2: 0.9424, loss/aux2: 0.9424 2020-10-23 12:55:31,463 - mmaction - INFO - Epoch [45][100/396] lr: 1.500e-03, eta: 5:15:09, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.8023, top5_acc: 0.9268, loss_cls: 0.7872, loss: 0.7872, grad_norm: 2.8762, top1_acc/aux0: 0.7911, top5_acc/aux0: 0.9315, loss_cls/aux0: 0.7988, loss/aux0: 0.7988, top1_acc/aux1: 0.8143, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.7085, loss/aux1: 0.7085, top1_acc/aux2: 0.7656, top5_acc/aux2: 0.9164, loss_cls/aux2: 0.9116, loss/aux2: 0.9116 2020-10-23 12:56:15,147 - mmaction - INFO - Epoch [45][120/396] lr: 1.500e-03, eta: 5:14:51, time: 0.805, data_time: 0.000, memory: 8337, top1_acc: 0.8031, top5_acc: 0.9370, loss_cls: 0.7543, loss: 0.7543, grad_norm: 2.7675, top1_acc/aux0: 0.7880, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7992, loss/aux0: 0.7992, top1_acc/aux1: 0.8044, top5_acc/aux1: 0.9404, loss_cls/aux1: 0.7465, loss/aux1: 0.7465, top1_acc/aux2: 0.7635, top5_acc/aux2: 0.9151, loss_cls/aux2: 0.9305, loss/aux2: 0.9305 2020-10-23 12:57:00,862 - mmaction - INFO - Epoch [45][140/396] lr: 1.500e-03, eta: 5:14:34, time: 0.874, data_time: 0.000, memory: 8337, top1_acc: 0.8005, top5_acc: 0.9341, loss_cls: 0.7660, loss: 0.7660, grad_norm: 2.7592, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7797, loss/aux0: 0.7797, top1_acc/aux1: 0.8120, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.7281, loss/aux1: 0.7281, top1_acc/aux2: 0.7503, top5_acc/aux2: 0.9159, loss_cls/aux2: 0.9567, loss/aux2: 0.9567 2020-10-23 12:57:47,095 - mmaction - INFO - Epoch [45][160/396] lr: 1.500e-03, eta: 5:14:19, time: 0.959, data_time: 0.000, memory: 8337, top1_acc: 0.8016, top5_acc: 0.9289, loss_cls: 0.7823, loss: 0.7823, grad_norm: 2.8472, top1_acc/aux0: 0.7914, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7869, loss/aux0: 0.7869, top1_acc/aux1: 0.8154, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6978, loss/aux1: 0.6978, top1_acc/aux2: 0.7516, top5_acc/aux2: 0.9180, loss_cls/aux2: 0.9357, loss/aux2: 0.9357 2020-10-23 12:58:29,971 - mmaction - INFO - Epoch [45][180/396] lr: 1.500e-03, eta: 5:14:03, time: 0.886, data_time: 0.045, memory: 8337, top1_acc: 0.8036, top5_acc: 0.9375, loss_cls: 0.7524, loss: 0.7524, grad_norm: 2.8326, top1_acc/aux0: 0.7915, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7870, loss/aux0: 0.7870, top1_acc/aux1: 0.8083, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.7252, loss/aux1: 0.7252, top1_acc/aux2: 0.7523, top5_acc/aux2: 0.9138, loss_cls/aux2: 0.9402, loss/aux2: 0.9402 2020-10-23 12:59:12,719 - mmaction - INFO - Epoch [45][200/396] lr: 1.500e-03, eta: 5:13:45, time: 0.826, data_time: 0.000, memory: 8337, top1_acc: 0.8008, top5_acc: 0.9294, loss_cls: 0.7906, loss: 0.7906, grad_norm: 2.7833, top1_acc/aux0: 0.7950, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7829, loss/aux0: 0.7829, top1_acc/aux1: 0.8042, top5_acc/aux1: 0.9378, loss_cls/aux1: 0.7649, loss/aux1: 0.7649, top1_acc/aux2: 0.7495, top5_acc/aux2: 0.9117, loss_cls/aux2: 0.9388, loss/aux2: 0.9388 2020-10-23 12:59:59,319 - mmaction - INFO - Epoch [45][220/396] lr: 1.500e-03, eta: 5:13:30, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.7984, top5_acc: 0.9341, loss_cls: 0.7801, loss: 0.7801, grad_norm: 2.7811, top1_acc/aux0: 0.7959, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7893, loss/aux0: 0.7893, top1_acc/aux1: 0.8031, top5_acc/aux1: 0.9393, loss_cls/aux1: 0.7505, loss/aux1: 0.7505, top1_acc/aux2: 0.7591, top5_acc/aux2: 0.9156, loss_cls/aux2: 0.9116, loss/aux2: 0.9116 2020-10-23 13:00:44,818 - mmaction - INFO - Epoch [45][240/396] lr: 1.500e-03, eta: 5:13:12, time: 0.830, data_time: 0.000, memory: 8337, top1_acc: 0.7924, top5_acc: 0.9227, loss_cls: 0.8183, loss: 0.8183, grad_norm: 2.7042, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7842, loss/aux0: 0.7842, top1_acc/aux1: 0.8083, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.7249, loss/aux1: 0.7249, top1_acc/aux2: 0.7651, top5_acc/aux2: 0.9128, loss_cls/aux2: 0.9239, loss/aux2: 0.9239 2020-10-23 13:01:29,905 - mmaction - INFO - Epoch [45][260/396] lr: 1.500e-03, eta: 5:12:55, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.7951, top5_acc: 0.9266, loss_cls: 0.8011, loss: 0.8011, grad_norm: 2.7491, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7646, loss/aux0: 0.7646, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.7090, loss/aux1: 0.7090, top1_acc/aux2: 0.7578, top5_acc/aux2: 0.9143, loss_cls/aux2: 0.9434, loss/aux2: 0.9434 2020-10-23 13:02:17,191 - mmaction - INFO - Epoch [45][280/396] lr: 1.500e-03, eta: 5:12:39, time: 0.920, data_time: 0.000, memory: 8337, top1_acc: 0.7932, top5_acc: 0.9339, loss_cls: 0.7835, loss: 0.7835, grad_norm: 2.8173, top1_acc/aux0: 0.7965, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7739, loss/aux0: 0.7739, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9422, loss_cls/aux1: 0.6985, loss/aux1: 0.6985, top1_acc/aux2: 0.7583, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.9298, loss/aux2: 0.9298 2020-10-23 13:03:04,232 - mmaction - INFO - Epoch [45][300/396] lr: 1.500e-03, eta: 5:12:23, time: 0.867, data_time: 0.000, memory: 8337, top1_acc: 0.7984, top5_acc: 0.9336, loss_cls: 0.7832, loss: 0.7832, grad_norm: 2.8010, top1_acc/aux0: 0.7940, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7915, loss/aux0: 0.7915, top1_acc/aux1: 0.8086, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.7169, loss/aux1: 0.7169, top1_acc/aux2: 0.7617, top5_acc/aux2: 0.9219, loss_cls/aux2: 0.9288, loss/aux2: 0.9288 2020-10-23 13:03:48,719 - mmaction - INFO - Epoch [45][320/396] lr: 1.500e-03, eta: 5:12:08, time: 0.949, data_time: 0.000, memory: 8337, top1_acc: 0.7932, top5_acc: 0.9279, loss_cls: 0.7848, loss: 0.7848, grad_norm: 2.7952, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.7880, loss/aux0: 0.7880, top1_acc/aux1: 0.8130, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.7245, loss/aux1: 0.7245, top1_acc/aux2: 0.7542, top5_acc/aux2: 0.9148, loss_cls/aux2: 0.9497, loss/aux2: 0.9497 2020-10-23 13:04:33,411 - mmaction - INFO - Epoch [45][340/396] lr: 1.500e-03, eta: 5:11:52, time: 0.932, data_time: 0.000, memory: 8337, top1_acc: 0.8005, top5_acc: 0.9284, loss_cls: 0.7815, loss: 0.7815, grad_norm: 2.8039, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7807, loss/aux0: 0.7807, top1_acc/aux1: 0.8078, top5_acc/aux1: 0.9406, loss_cls/aux1: 0.7588, loss/aux1: 0.7588, top1_acc/aux2: 0.7542, top5_acc/aux2: 0.9130, loss_cls/aux2: 0.9318, loss/aux2: 0.9318 2020-10-23 13:05:19,076 - mmaction - INFO - Epoch [45][360/396] lr: 1.500e-03, eta: 5:11:36, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.8031, top5_acc: 0.9344, loss_cls: 0.7637, loss: 0.7637, grad_norm: 2.7469, top1_acc/aux0: 0.8009, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7735, loss/aux0: 0.7735, top1_acc/aux1: 0.8052, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.7435, loss/aux1: 0.7435, top1_acc/aux2: 0.7518, top5_acc/aux2: 0.9161, loss_cls/aux2: 0.9344, loss/aux2: 0.9344 2020-10-23 13:06:03,125 - mmaction - INFO - Epoch [45][380/396] lr: 1.500e-03, eta: 5:11:19, time: 0.874, data_time: 0.000, memory: 8337, top1_acc: 0.8052, top5_acc: 0.9344, loss_cls: 0.7555, loss: 0.7555, grad_norm: 2.8033, top1_acc/aux0: 0.8001, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7580, loss/aux0: 0.7580, top1_acc/aux1: 0.8049, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.7329, loss/aux1: 0.7329, top1_acc/aux2: 0.7461, top5_acc/aux2: 0.9109, loss_cls/aux2: 0.9732, loss/aux2: 0.9732 2020-10-23 13:06:42,699 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-10-23 13:07:35,680 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 13:07:35,839 - mmaction - INFO - top1_acc 0.7987 top5_acc 0.9471 2020-10-23 13:07:35,839 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 13:07:35,884 - mmaction - INFO - mean_acc 0.7990 2020-10-23 13:07:35,884 - mmaction - INFO - Now best checkpoint is epoch_45.pth 2020-10-23 13:07:35,889 - mmaction - INFO - Epoch(val) [45][396] top1_acc: 0.7987, top5_acc: 0.9471, mean_class_accuracy: 0.7990 2020-10-23 13:10:46,989 - mmaction - INFO - Epoch [46][20/396] lr: 1.500e-03, eta: 5:10:32, time: 0.858, data_time: 0.241, memory: 8337, top1_acc: 0.8008, top5_acc: 0.9318, loss_cls: 0.7555, loss: 0.7555, grad_norm: 2.7088, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7459, loss/aux0: 0.7459, top1_acc/aux1: 0.8089, top5_acc/aux1: 0.9437, loss_cls/aux1: 0.7287, loss/aux1: 0.7287, top1_acc/aux2: 0.7844, top5_acc/aux2: 0.9219, loss_cls/aux2: 0.8421, loss/aux2: 0.8421 2020-10-23 13:11:31,908 - mmaction - INFO - Epoch [46][40/396] lr: 1.500e-03, eta: 5:10:13, time: 0.772, data_time: 0.000, memory: 8337, top1_acc: 0.7893, top5_acc: 0.9302, loss_cls: 0.7894, loss: 0.7894, grad_norm: 2.7495, top1_acc/aux0: 0.8020, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7569, loss/aux0: 0.7569, top1_acc/aux1: 0.8107, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.7186, loss/aux1: 0.7186, top1_acc/aux2: 0.7664, top5_acc/aux2: 0.9185, loss_cls/aux2: 0.9003, loss/aux2: 0.9003 2020-10-23 13:12:17,954 - mmaction - INFO - Epoch [46][60/396] lr: 1.500e-03, eta: 5:09:58, time: 0.970, data_time: 0.000, memory: 8337, top1_acc: 0.7904, top5_acc: 0.9229, loss_cls: 0.8177, loss: 0.8177, grad_norm: 2.8740, top1_acc/aux0: 0.7953, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7852, loss/aux0: 0.7852, top1_acc/aux1: 0.8164, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.7064, loss/aux1: 0.7064, top1_acc/aux2: 0.7547, top5_acc/aux2: 0.9135, loss_cls/aux2: 0.9314, loss/aux2: 0.9314 2020-10-23 13:13:03,569 - mmaction - INFO - Epoch [46][80/396] lr: 1.500e-03, eta: 5:09:42, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.8107, top5_acc: 0.9385, loss_cls: 0.7417, loss: 0.7417, grad_norm: 2.7541, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9302, loss_cls/aux0: 0.7944, loss/aux0: 0.7944, top1_acc/aux1: 0.8122, top5_acc/aux1: 0.9422, loss_cls/aux1: 0.7282, loss/aux1: 0.7282, top1_acc/aux2: 0.7615, top5_acc/aux2: 0.9107, loss_cls/aux2: 0.9224, loss/aux2: 0.9224 2020-10-23 13:13:47,933 - mmaction - INFO - Epoch [46][100/396] lr: 1.500e-03, eta: 5:09:24, time: 0.850, data_time: 0.000, memory: 8337, top1_acc: 0.8076, top5_acc: 0.9359, loss_cls: 0.7594, loss: 0.7594, grad_norm: 2.7585, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7819, loss/aux0: 0.7819, top1_acc/aux1: 0.8076, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.7278, loss/aux1: 0.7278, top1_acc/aux2: 0.7576, top5_acc/aux2: 0.9099, loss_cls/aux2: 0.9262, loss/aux2: 0.9262 2020-10-23 13:14:33,672 - mmaction - INFO - Epoch [46][120/396] lr: 1.500e-03, eta: 5:09:10, time: 0.957, data_time: 0.000, memory: 8337, top1_acc: 0.7969, top5_acc: 0.9349, loss_cls: 0.7812, loss: 0.7812, grad_norm: 2.7431, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9321, loss_cls/aux0: 0.7776, loss/aux0: 0.7776, top1_acc/aux1: 0.8099, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.7099, loss/aux1: 0.7099, top1_acc/aux2: 0.7516, top5_acc/aux2: 0.9102, loss_cls/aux2: 0.9468, loss/aux2: 0.9468 2020-10-23 13:15:18,183 - mmaction - INFO - Epoch [46][140/396] lr: 1.500e-03, eta: 5:08:53, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.7987, top5_acc: 0.9362, loss_cls: 0.7622, loss: 0.7622, grad_norm: 2.7921, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7742, loss/aux0: 0.7742, top1_acc/aux1: 0.8164, top5_acc/aux1: 0.9422, loss_cls/aux1: 0.6986, loss/aux1: 0.6986, top1_acc/aux2: 0.7521, top5_acc/aux2: 0.9135, loss_cls/aux2: 0.9695, loss/aux2: 0.9695 2020-10-23 13:16:05,765 - mmaction - INFO - Epoch [46][160/396] lr: 1.500e-03, eta: 5:08:38, time: 0.947, data_time: 0.000, memory: 8337, top1_acc: 0.7966, top5_acc: 0.9279, loss_cls: 0.8064, loss: 0.8064, grad_norm: 2.8906, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9313, loss_cls/aux0: 0.7769, loss/aux0: 0.7769, top1_acc/aux1: 0.8172, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.6980, loss/aux1: 0.6980, top1_acc/aux2: 0.7505, top5_acc/aux2: 0.9125, loss_cls/aux2: 0.9685, loss/aux2: 0.9685 2020-10-23 13:16:49,255 - mmaction - INFO - Epoch [46][180/396] lr: 1.500e-03, eta: 5:08:22, time: 0.895, data_time: 0.000, memory: 8337, top1_acc: 0.8057, top5_acc: 0.9320, loss_cls: 0.7549, loss: 0.7549, grad_norm: 2.7855, top1_acc/aux0: 0.7937, top5_acc/aux0: 0.9292, loss_cls/aux0: 0.7878, loss/aux0: 0.7878, top1_acc/aux1: 0.8086, top5_acc/aux1: 0.9432, loss_cls/aux1: 0.7146, loss/aux1: 0.7146, top1_acc/aux2: 0.7490, top5_acc/aux2: 0.9057, loss_cls/aux2: 0.9658, loss/aux2: 0.9658 2020-10-23 13:17:35,634 - mmaction - INFO - Epoch [46][200/396] lr: 1.500e-03, eta: 5:08:06, time: 0.895, data_time: 0.000, memory: 8337, top1_acc: 0.8008, top5_acc: 0.9318, loss_cls: 0.7807, loss: 0.7807, grad_norm: 2.7238, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9332, loss_cls/aux0: 0.7749, loss/aux0: 0.7749, top1_acc/aux1: 0.8029, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.7367, loss/aux1: 0.7367, top1_acc/aux2: 0.7518, top5_acc/aux2: 0.9060, loss_cls/aux2: 0.9526, loss/aux2: 0.9526 2020-10-23 13:18:20,581 - mmaction - INFO - Epoch [46][220/396] lr: 1.500e-03, eta: 5:07:50, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.8029, top5_acc: 0.9344, loss_cls: 0.7655, loss: 0.7655, grad_norm: 2.8401, top1_acc/aux0: 0.7991, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7603, loss/aux0: 0.7603, top1_acc/aux1: 0.8008, top5_acc/aux1: 0.9414, loss_cls/aux1: 0.7568, loss/aux1: 0.7568, top1_acc/aux2: 0.7451, top5_acc/aux2: 0.9091, loss_cls/aux2: 0.9622, loss/aux2: 0.9622 2020-10-23 13:19:04,513 - mmaction - INFO - Epoch [46][240/396] lr: 1.500e-03, eta: 5:07:35, time: 0.935, data_time: 0.000, memory: 8337, top1_acc: 0.8016, top5_acc: 0.9328, loss_cls: 0.7647, loss: 0.7647, grad_norm: 2.7987, top1_acc/aux0: 0.7954, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7832, loss/aux0: 0.7832, top1_acc/aux1: 0.8076, top5_acc/aux1: 0.9422, loss_cls/aux1: 0.7447, loss/aux1: 0.7447, top1_acc/aux2: 0.7477, top5_acc/aux2: 0.9102, loss_cls/aux2: 0.9454, loss/aux2: 0.9454 2020-10-23 13:19:48,801 - mmaction - INFO - Epoch [46][260/396] lr: 1.500e-03, eta: 5:07:17, time: 0.839, data_time: 0.000, memory: 8337, top1_acc: 0.8018, top5_acc: 0.9391, loss_cls: 0.7620, loss: 0.7620, grad_norm: 2.8313, top1_acc/aux0: 0.7913, top5_acc/aux0: 0.9304, loss_cls/aux0: 0.8019, loss/aux0: 0.8019, top1_acc/aux1: 0.8065, top5_acc/aux1: 0.9375, loss_cls/aux1: 0.7577, loss/aux1: 0.7577, top1_acc/aux2: 0.7516, top5_acc/aux2: 0.9122, loss_cls/aux2: 0.9345, loss/aux2: 0.9345 2020-10-23 13:20:33,548 - mmaction - INFO - Epoch [46][280/396] lr: 1.500e-03, eta: 5:07:01, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.8198, top5_acc: 0.9471, loss_cls: 0.6934, loss: 0.6934, grad_norm: 2.7537, top1_acc/aux0: 0.7996, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7751, loss/aux0: 0.7751, top1_acc/aux1: 0.8023, top5_acc/aux1: 0.9370, loss_cls/aux1: 0.7741, loss/aux1: 0.7741, top1_acc/aux2: 0.7516, top5_acc/aux2: 0.9167, loss_cls/aux2: 0.9239, loss/aux2: 0.9239 2020-10-23 13:21:19,701 - mmaction - INFO - Epoch [46][300/396] lr: 1.500e-03, eta: 5:06:44, time: 0.864, data_time: 0.000, memory: 8337, top1_acc: 0.8042, top5_acc: 0.9378, loss_cls: 0.7373, loss: 0.7373, grad_norm: 2.7953, top1_acc/aux0: 0.8017, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7724, loss/aux0: 0.7724, top1_acc/aux1: 0.8070, top5_acc/aux1: 0.9393, loss_cls/aux1: 0.7614, loss/aux1: 0.7614, top1_acc/aux2: 0.7630, top5_acc/aux2: 0.9151, loss_cls/aux2: 0.9051, loss/aux2: 0.9051 2020-10-23 13:22:03,168 - mmaction - INFO - Epoch [46][320/396] lr: 1.500e-03, eta: 5:06:26, time: 0.806, data_time: 0.000, memory: 8337, top1_acc: 0.8008, top5_acc: 0.9281, loss_cls: 0.7711, loss: 0.7711, grad_norm: 2.8194, top1_acc/aux0: 0.7960, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7852, loss/aux0: 0.7852, top1_acc/aux1: 0.8021, top5_acc/aux1: 0.9393, loss_cls/aux1: 0.7709, loss/aux1: 0.7709, top1_acc/aux2: 0.7646, top5_acc/aux2: 0.9180, loss_cls/aux2: 0.9191, loss/aux2: 0.9191 2020-10-23 13:22:46,600 - mmaction - INFO - Epoch [46][340/396] lr: 1.500e-03, eta: 5:06:08, time: 0.832, data_time: 0.000, memory: 8337, top1_acc: 0.8026, top5_acc: 0.9260, loss_cls: 0.7835, loss: 0.7835, grad_norm: 2.8954, top1_acc/aux0: 0.7931, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7851, loss/aux0: 0.7851, top1_acc/aux1: 0.8018, top5_acc/aux1: 0.9435, loss_cls/aux1: 0.7557, loss/aux1: 0.7557, top1_acc/aux2: 0.7578, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.9467, loss/aux2: 0.9467 2020-10-23 13:23:30,083 - mmaction - INFO - Epoch [46][360/396] lr: 1.500e-03, eta: 5:05:52, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.7995, top5_acc: 0.9318, loss_cls: 0.7914, loss: 0.7914, grad_norm: 2.8505, top1_acc/aux0: 0.7938, top5_acc/aux0: 0.9336, loss_cls/aux0: 0.7861, loss/aux0: 0.7861, top1_acc/aux1: 0.8057, top5_acc/aux1: 0.9422, loss_cls/aux1: 0.7387, loss/aux1: 0.7387, top1_acc/aux2: 0.7591, top5_acc/aux2: 0.9195, loss_cls/aux2: 0.9245, loss/aux2: 0.9245 2020-10-23 13:24:13,637 - mmaction - INFO - Epoch [46][380/396] lr: 1.500e-03, eta: 5:05:35, time: 0.851, data_time: 0.000, memory: 8337, top1_acc: 0.7914, top5_acc: 0.9323, loss_cls: 0.7962, loss: 0.7962, grad_norm: 2.8581, top1_acc/aux0: 0.7951, top5_acc/aux0: 0.9326, loss_cls/aux0: 0.7801, loss/aux0: 0.7801, top1_acc/aux1: 0.7938, top5_acc/aux1: 0.9383, loss_cls/aux1: 0.7613, loss/aux1: 0.7613, top1_acc/aux2: 0.7602, top5_acc/aux2: 0.9167, loss_cls/aux2: 0.9221, loss/aux2: 0.9221 2020-10-23 13:24:51,431 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-10-23 13:28:04,299 - mmaction - INFO - Epoch [47][20/396] lr: 1.500e-03, eta: 5:04:47, time: 0.821, data_time: 0.086, memory: 8337, top1_acc: 0.8078, top5_acc: 0.9339, loss_cls: 0.7540, loss: 0.7540, grad_norm: 2.8445, top1_acc/aux0: 0.7905, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7799, loss/aux0: 0.7799, top1_acc/aux1: 0.8078, top5_acc/aux1: 0.9401, loss_cls/aux1: 0.7624, loss/aux1: 0.7624, top1_acc/aux2: 0.7573, top5_acc/aux2: 0.9198, loss_cls/aux2: 0.9336, loss/aux2: 0.9336 2020-10-23 13:28:50,151 - mmaction - INFO - Epoch [47][40/396] lr: 1.500e-03, eta: 5:04:32, time: 0.961, data_time: 0.000, memory: 8337, top1_acc: 0.8130, top5_acc: 0.9333, loss_cls: 0.7312, loss: 0.7312, grad_norm: 2.7626, top1_acc/aux0: 0.7920, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7923, loss/aux0: 0.7923, top1_acc/aux1: 0.8089, top5_acc/aux1: 0.9406, loss_cls/aux1: 0.7438, loss/aux1: 0.7438, top1_acc/aux2: 0.7615, top5_acc/aux2: 0.9188, loss_cls/aux2: 0.9147, loss/aux2: 0.9147 2020-10-23 13:29:33,514 - mmaction - INFO - Epoch [47][60/396] lr: 1.500e-03, eta: 5:04:15, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.8047, top5_acc: 0.9310, loss_cls: 0.7640, loss: 0.7640, grad_norm: 2.7617, top1_acc/aux0: 0.7972, top5_acc/aux0: 0.9287, loss_cls/aux0: 0.7893, loss/aux0: 0.7893, top1_acc/aux1: 0.8003, top5_acc/aux1: 0.9380, loss_cls/aux1: 0.7552, loss/aux1: 0.7552, top1_acc/aux2: 0.7578, top5_acc/aux2: 0.9146, loss_cls/aux2: 0.9234, loss/aux2: 0.9234 2020-10-23 13:30:18,010 - mmaction - INFO - Epoch [47][80/396] lr: 1.500e-03, eta: 5:03:59, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.8029, top5_acc: 0.9310, loss_cls: 0.7527, loss: 0.7527, grad_norm: 2.7603, top1_acc/aux0: 0.7989, top5_acc/aux0: 0.9308, loss_cls/aux0: 0.7709, loss/aux0: 0.7709, top1_acc/aux1: 0.8021, top5_acc/aux1: 0.9372, loss_cls/aux1: 0.7620, loss/aux1: 0.7620, top1_acc/aux2: 0.7469, top5_acc/aux2: 0.9089, loss_cls/aux2: 0.9631, loss/aux2: 0.9631 2020-10-23 13:31:04,851 - mmaction - INFO - Epoch [47][100/396] lr: 1.500e-03, eta: 5:03:44, time: 0.933, data_time: 0.000, memory: 8337, top1_acc: 0.8070, top5_acc: 0.9357, loss_cls: 0.7492, loss: 0.7492, grad_norm: 2.9365, top1_acc/aux0: 0.7942, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7815, loss/aux0: 0.7815, top1_acc/aux1: 0.8185, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.7115, loss/aux1: 0.7115, top1_acc/aux2: 0.7492, top5_acc/aux2: 0.9083, loss_cls/aux2: 0.9593, loss/aux2: 0.9593 2020-10-23 13:31:50,329 - mmaction - INFO - Epoch [47][120/396] lr: 1.500e-03, eta: 5:03:28, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.7964, top5_acc: 0.9234, loss_cls: 0.8036, loss: 0.8036, grad_norm: 2.8212, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7779, loss/aux0: 0.7779, top1_acc/aux1: 0.8167, top5_acc/aux1: 0.9430, loss_cls/aux1: 0.7228, loss/aux1: 0.7228, top1_acc/aux2: 0.7583, top5_acc/aux2: 0.9099, loss_cls/aux2: 0.9403, loss/aux2: 0.9403 2020-10-23 13:32:34,040 - mmaction - INFO - Epoch [47][140/396] lr: 1.500e-03, eta: 5:03:11, time: 0.881, data_time: 0.001, memory: 8337, top1_acc: 0.8083, top5_acc: 0.9349, loss_cls: 0.7348, loss: 0.7348, grad_norm: 2.8128, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7655, loss/aux0: 0.7655, top1_acc/aux1: 0.8115, top5_acc/aux1: 0.9396, loss_cls/aux1: 0.7440, loss/aux1: 0.7440, top1_acc/aux2: 0.7680, top5_acc/aux2: 0.9146, loss_cls/aux2: 0.9071, loss/aux2: 0.9071 2020-10-23 13:33:17,097 - mmaction - INFO - Epoch [47][160/396] lr: 1.500e-03, eta: 5:02:51, time: 0.747, data_time: 0.107, memory: 8337, top1_acc: 0.8018, top5_acc: 0.9372, loss_cls: 0.7358, loss: 0.7358, grad_norm: 2.8663, top1_acc/aux0: 0.7983, top5_acc/aux0: 0.9319, loss_cls/aux0: 0.7701, loss/aux0: 0.7701, top1_acc/aux1: 0.8115, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.7298, loss/aux1: 0.7298, top1_acc/aux2: 0.7695, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.8949, loss/aux2: 0.8949 2020-10-23 13:34:02,718 - mmaction - INFO - Epoch [47][180/396] lr: 1.500e-03, eta: 5:02:36, time: 0.937, data_time: 0.000, memory: 8337, top1_acc: 0.8060, top5_acc: 0.9346, loss_cls: 0.7443, loss: 0.7443, grad_norm: 2.7173, top1_acc/aux0: 0.7989, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7758, loss/aux0: 0.7758, top1_acc/aux1: 0.8086, top5_acc/aux1: 0.9430, loss_cls/aux1: 0.7230, loss/aux1: 0.7230, top1_acc/aux2: 0.7586, top5_acc/aux2: 0.9167, loss_cls/aux2: 0.9355, loss/aux2: 0.9355 2020-10-23 13:34:46,153 - mmaction - INFO - Epoch [47][200/396] lr: 1.500e-03, eta: 5:02:20, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.8081, top5_acc: 0.9409, loss_cls: 0.7227, loss: 0.7227, grad_norm: 2.8546, top1_acc/aux0: 0.7978, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7774, loss/aux0: 0.7774, top1_acc/aux1: 0.8070, top5_acc/aux1: 0.9396, loss_cls/aux1: 0.7217, loss/aux1: 0.7217, top1_acc/aux2: 0.7557, top5_acc/aux2: 0.9133, loss_cls/aux2: 0.9436, loss/aux2: 0.9436 2020-10-23 13:35:29,279 - mmaction - INFO - Epoch [47][220/396] lr: 1.500e-03, eta: 5:02:01, time: 0.777, data_time: 0.000, memory: 8337, top1_acc: 0.8031, top5_acc: 0.9372, loss_cls: 0.7504, loss: 0.7504, grad_norm: 2.7901, top1_acc/aux0: 0.7943, top5_acc/aux0: 0.9320, loss_cls/aux0: 0.7780, loss/aux0: 0.7780, top1_acc/aux1: 0.8099, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.7285, loss/aux1: 0.7285, top1_acc/aux2: 0.7594, top5_acc/aux2: 0.9130, loss_cls/aux2: 0.9454, loss/aux2: 0.9454 2020-10-23 13:36:13,916 - mmaction - INFO - Epoch [47][240/396] lr: 1.500e-03, eta: 5:01:47, time: 0.979, data_time: 0.000, memory: 8337, top1_acc: 0.8138, top5_acc: 0.9318, loss_cls: 0.7402, loss: 0.7402, grad_norm: 2.7803, top1_acc/aux0: 0.7948, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7821, loss/aux0: 0.7821, top1_acc/aux1: 0.8091, top5_acc/aux1: 0.9401, loss_cls/aux1: 0.7381, loss/aux1: 0.7381, top1_acc/aux2: 0.7609, top5_acc/aux2: 0.9112, loss_cls/aux2: 0.9484, loss/aux2: 0.9484 2020-10-23 13:37:00,907 - mmaction - INFO - Epoch [47][260/396] lr: 1.500e-03, eta: 5:01:29, time: 0.846, data_time: 0.000, memory: 8337, top1_acc: 0.8049, top5_acc: 0.9315, loss_cls: 0.7603, loss: 0.7603, grad_norm: 2.8196, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7688, loss/aux0: 0.7688, top1_acc/aux1: 0.8021, top5_acc/aux1: 0.9370, loss_cls/aux1: 0.7510, loss/aux1: 0.7510, top1_acc/aux2: 0.7576, top5_acc/aux2: 0.9091, loss_cls/aux2: 0.9458, loss/aux2: 0.9458 2020-10-23 13:37:46,687 - mmaction - INFO - Epoch [47][280/396] lr: 1.500e-03, eta: 5:01:15, time: 0.994, data_time: 0.000, memory: 8337, top1_acc: 0.8036, top5_acc: 0.9328, loss_cls: 0.7466, loss: 0.7466, grad_norm: 2.8242, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7509, loss/aux0: 0.7509, top1_acc/aux1: 0.8055, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.7376, loss/aux1: 0.7376, top1_acc/aux2: 0.7594, top5_acc/aux2: 0.9125, loss_cls/aux2: 0.9303, loss/aux2: 0.9303 2020-10-23 13:38:34,120 - mmaction - INFO - Epoch [47][300/396] lr: 1.500e-03, eta: 5:01:03, time: 1.066, data_time: 0.001, memory: 8337, top1_acc: 0.8039, top5_acc: 0.9354, loss_cls: 0.7798, loss: 0.7798, grad_norm: 2.8835, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7471, loss/aux0: 0.7471, top1_acc/aux1: 0.8042, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.7381, loss/aux1: 0.7381, top1_acc/aux2: 0.7576, top5_acc/aux2: 0.9146, loss_cls/aux2: 0.9356, loss/aux2: 0.9356 2020-10-23 13:39:18,479 - mmaction - INFO - Epoch [47][320/396] lr: 1.500e-03, eta: 5:00:48, time: 0.939, data_time: 0.000, memory: 8337, top1_acc: 0.8130, top5_acc: 0.9393, loss_cls: 0.7274, loss: 0.7274, grad_norm: 2.7524, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7597, loss/aux0: 0.7597, top1_acc/aux1: 0.8062, top5_acc/aux1: 0.9349, loss_cls/aux1: 0.7634, loss/aux1: 0.7634, top1_acc/aux2: 0.7557, top5_acc/aux2: 0.9154, loss_cls/aux2: 0.9440, loss/aux2: 0.9440 2020-10-23 13:40:03,531 - mmaction - INFO - Epoch [47][340/396] lr: 1.500e-03, eta: 5:00:31, time: 0.888, data_time: 0.172, memory: 8337, top1_acc: 0.8021, top5_acc: 0.9357, loss_cls: 0.7670, loss: 0.7670, grad_norm: 2.8885, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9328, loss_cls/aux0: 0.7665, loss/aux0: 0.7665, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9370, loss_cls/aux1: 0.7363, loss/aux1: 0.7363, top1_acc/aux2: 0.7607, top5_acc/aux2: 0.9214, loss_cls/aux2: 0.9181, loss/aux2: 0.9181 2020-10-23 13:40:48,698 - mmaction - INFO - Epoch [47][360/396] lr: 1.500e-03, eta: 5:00:13, time: 0.810, data_time: 0.123, memory: 8337, top1_acc: 0.7924, top5_acc: 0.9323, loss_cls: 0.7867, loss: 0.7867, grad_norm: 2.8498, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.7729, loss/aux0: 0.7729, top1_acc/aux1: 0.8143, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.7085, loss/aux1: 0.7085, top1_acc/aux2: 0.7635, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.9049, loss/aux2: 0.9049 2020-10-23 13:41:32,509 - mmaction - INFO - Epoch [47][380/396] lr: 1.500e-03, eta: 4:59:56, time: 0.871, data_time: 0.129, memory: 8337, top1_acc: 0.8125, top5_acc: 0.9346, loss_cls: 0.7173, loss: 0.7173, grad_norm: 2.8631, top1_acc/aux0: 0.7949, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7823, loss/aux0: 0.7823, top1_acc/aux1: 0.8094, top5_acc/aux1: 0.9380, loss_cls/aux1: 0.7459, loss/aux1: 0.7459, top1_acc/aux2: 0.7500, top5_acc/aux2: 0.9161, loss_cls/aux2: 0.9406, loss/aux2: 0.9406 2020-10-23 13:42:10,834 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-10-23 13:45:41,662 - mmaction - INFO - Epoch [48][20/396] lr: 1.500e-03, eta: 4:59:09, time: 0.829, data_time: 0.000, memory: 8337, top1_acc: 0.7971, top5_acc: 0.9318, loss_cls: 0.7752, loss: 0.7752, grad_norm: 2.8246, top1_acc/aux0: 0.7988, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7661, loss/aux0: 0.7661, top1_acc/aux1: 0.8156, top5_acc/aux1: 0.9380, loss_cls/aux1: 0.7107, loss/aux1: 0.7107, top1_acc/aux2: 0.7672, top5_acc/aux2: 0.9250, loss_cls/aux2: 0.9018, loss/aux2: 0.9018 2020-10-23 13:46:27,902 - mmaction - INFO - Epoch [48][40/396] lr: 1.500e-03, eta: 4:58:54, time: 0.950, data_time: 0.000, memory: 8337, top1_acc: 0.8005, top5_acc: 0.9359, loss_cls: 0.7584, loss: 0.7584, grad_norm: 2.8377, top1_acc/aux0: 0.7998, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7595, loss/aux0: 0.7595, top1_acc/aux1: 0.8125, top5_acc/aux1: 0.9385, loss_cls/aux1: 0.7208, loss/aux1: 0.7208, top1_acc/aux2: 0.7609, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.9178, loss/aux2: 0.9178 2020-10-23 13:47:10,471 - mmaction - INFO - Epoch [48][60/396] lr: 1.500e-03, eta: 4:58:37, time: 0.835, data_time: 0.000, memory: 8337, top1_acc: 0.8008, top5_acc: 0.9339, loss_cls: 0.7598, loss: 0.7598, grad_norm: 2.8430, top1_acc/aux0: 0.7975, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7657, loss/aux0: 0.7657, top1_acc/aux1: 0.8187, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.7104, loss/aux1: 0.7104, top1_acc/aux2: 0.7549, top5_acc/aux2: 0.9169, loss_cls/aux2: 0.9242, loss/aux2: 0.9242 2020-10-23 13:47:55,097 - mmaction - INFO - Epoch [48][80/396] lr: 1.500e-03, eta: 4:58:21, time: 0.920, data_time: 0.018, memory: 8337, top1_acc: 0.8057, top5_acc: 0.9336, loss_cls: 0.7445, loss: 0.7445, grad_norm: 2.8264, top1_acc/aux0: 0.7974, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7700, loss/aux0: 0.7700, top1_acc/aux1: 0.8203, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.7101, loss/aux1: 0.7101, top1_acc/aux2: 0.7607, top5_acc/aux2: 0.9185, loss_cls/aux2: 0.9152, loss/aux2: 0.9152 2020-10-23 13:48:39,674 - mmaction - INFO - Epoch [48][100/396] lr: 1.500e-03, eta: 4:58:03, time: 0.828, data_time: 0.000, memory: 8337, top1_acc: 0.8013, top5_acc: 0.9385, loss_cls: 0.7640, loss: 0.7640, grad_norm: 2.8156, top1_acc/aux0: 0.7982, top5_acc/aux0: 0.9324, loss_cls/aux0: 0.7694, loss/aux0: 0.7694, top1_acc/aux1: 0.8203, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.7043, loss/aux1: 0.7043, top1_acc/aux2: 0.7651, top5_acc/aux2: 0.9185, loss_cls/aux2: 0.9054, loss/aux2: 0.9054 2020-10-23 13:49:26,115 - mmaction - INFO - Epoch [48][120/396] lr: 1.500e-03, eta: 4:57:49, time: 0.967, data_time: 0.019, memory: 8337, top1_acc: 0.8000, top5_acc: 0.9378, loss_cls: 0.7471, loss: 0.7471, grad_norm: 2.8045, top1_acc/aux0: 0.7954, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7716, loss/aux0: 0.7716, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6937, loss/aux1: 0.6937, top1_acc/aux2: 0.7690, top5_acc/aux2: 0.9143, loss_cls/aux2: 0.9157, loss/aux2: 0.9157 2020-10-23 13:50:12,990 - mmaction - INFO - Epoch [48][140/396] lr: 1.500e-03, eta: 4:57:31, time: 0.835, data_time: 0.000, memory: 8337, top1_acc: 0.7953, top5_acc: 0.9352, loss_cls: 0.7770, loss: 0.7770, grad_norm: 2.8349, top1_acc/aux0: 0.7967, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7606, loss/aux0: 0.7606, top1_acc/aux1: 0.8174, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.7093, loss/aux1: 0.7093, top1_acc/aux2: 0.7651, top5_acc/aux2: 0.9117, loss_cls/aux2: 0.9414, loss/aux2: 0.9414 2020-10-23 13:50:56,359 - mmaction - INFO - Epoch [48][160/396] lr: 1.500e-03, eta: 4:57:15, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.8117, top5_acc: 0.9326, loss_cls: 0.7581, loss: 0.7581, grad_norm: 2.8507, top1_acc/aux0: 0.7969, top5_acc/aux0: 0.9330, loss_cls/aux0: 0.7614, loss/aux0: 0.7614, top1_acc/aux1: 0.8102, top5_acc/aux1: 0.9422, loss_cls/aux1: 0.7253, loss/aux1: 0.7253, top1_acc/aux2: 0.7641, top5_acc/aux2: 0.9164, loss_cls/aux2: 0.9230, loss/aux2: 0.9230 2020-10-23 13:51:44,772 - mmaction - INFO - Epoch [48][180/396] lr: 1.500e-03, eta: 4:57:00, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.8172, top5_acc: 0.9383, loss_cls: 0.7263, loss: 0.7263, grad_norm: 2.8058, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7581, loss/aux0: 0.7581, top1_acc/aux1: 0.8174, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.7145, loss/aux1: 0.7145, top1_acc/aux2: 0.7672, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.9042, loss/aux2: 0.9042 2020-10-23 13:52:31,883 - mmaction - INFO - Epoch [48][200/396] lr: 1.500e-03, eta: 4:56:45, time: 0.924, data_time: 0.000, memory: 8337, top1_acc: 0.8021, top5_acc: 0.9346, loss_cls: 0.7622, loss: 0.7622, grad_norm: 2.8714, top1_acc/aux0: 0.8022, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7487, loss/aux0: 0.7487, top1_acc/aux1: 0.8208, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.7063, loss/aux1: 0.7063, top1_acc/aux2: 0.7594, top5_acc/aux2: 0.9211, loss_cls/aux2: 0.9131, loss/aux2: 0.9131 2020-10-23 13:53:15,768 - mmaction - INFO - Epoch [48][220/396] lr: 1.500e-03, eta: 4:56:27, time: 0.845, data_time: 0.000, memory: 8337, top1_acc: 0.8078, top5_acc: 0.9380, loss_cls: 0.7345, loss: 0.7345, grad_norm: 2.8390, top1_acc/aux0: 0.8035, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7560, loss/aux0: 0.7560, top1_acc/aux1: 0.8120, top5_acc/aux1: 0.9393, loss_cls/aux1: 0.7287, loss/aux1: 0.7287, top1_acc/aux2: 0.7557, top5_acc/aux2: 0.9122, loss_cls/aux2: 0.9481, loss/aux2: 0.9481 2020-10-23 13:54:05,059 - mmaction - INFO - Epoch [48][240/396] lr: 1.500e-03, eta: 4:56:13, time: 0.980, data_time: 0.000, memory: 8337, top1_acc: 0.8070, top5_acc: 0.9289, loss_cls: 0.7634, loss: 0.7634, grad_norm: 2.7405, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7483, loss/aux0: 0.7483, top1_acc/aux1: 0.8073, top5_acc/aux1: 0.9388, loss_cls/aux1: 0.7325, loss/aux1: 0.7325, top1_acc/aux2: 0.7549, top5_acc/aux2: 0.9073, loss_cls/aux2: 0.9570, loss/aux2: 0.9570 2020-10-23 13:54:47,998 - mmaction - INFO - Epoch [48][260/396] lr: 1.500e-03, eta: 4:55:56, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.8169, top5_acc: 0.9359, loss_cls: 0.7249, loss: 0.7249, grad_norm: 2.8316, top1_acc/aux0: 0.8048, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7350, loss/aux0: 0.7350, top1_acc/aux1: 0.8081, top5_acc/aux1: 0.9406, loss_cls/aux1: 0.7386, loss/aux1: 0.7386, top1_acc/aux2: 0.7576, top5_acc/aux2: 0.9128, loss_cls/aux2: 0.9417, loss/aux2: 0.9417 2020-10-23 13:55:34,526 - mmaction - INFO - Epoch [48][280/396] lr: 1.500e-03, eta: 4:55:40, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.8073, top5_acc: 0.9404, loss_cls: 0.7407, loss: 0.7407, grad_norm: 2.8525, top1_acc/aux0: 0.8019, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7408, loss/aux0: 0.7408, top1_acc/aux1: 0.8023, top5_acc/aux1: 0.9367, loss_cls/aux1: 0.7728, loss/aux1: 0.7728, top1_acc/aux2: 0.7583, top5_acc/aux2: 0.9112, loss_cls/aux2: 0.9427, loss/aux2: 0.9427 2020-10-23 13:56:17,800 - mmaction - INFO - Epoch [48][300/396] lr: 1.500e-03, eta: 4:55:24, time: 0.911, data_time: 0.018, memory: 8337, top1_acc: 0.8044, top5_acc: 0.9359, loss_cls: 0.7427, loss: 0.7427, grad_norm: 2.9389, top1_acc/aux0: 0.7984, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7607, loss/aux0: 0.7607, top1_acc/aux1: 0.7984, top5_acc/aux1: 0.9383, loss_cls/aux1: 0.7703, loss/aux1: 0.7703, top1_acc/aux2: 0.7487, top5_acc/aux2: 0.9055, loss_cls/aux2: 0.9737, loss/aux2: 0.9737 2020-10-23 13:56:59,891 - mmaction - INFO - Epoch [48][320/396] lr: 1.500e-03, eta: 4:55:07, time: 0.851, data_time: 0.000, memory: 8337, top1_acc: 0.8060, top5_acc: 0.9331, loss_cls: 0.7572, loss: 0.7572, grad_norm: 2.8604, top1_acc/aux0: 0.7987, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7676, loss/aux0: 0.7676, top1_acc/aux1: 0.8081, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.7365, loss/aux1: 0.7365, top1_acc/aux2: 0.7562, top5_acc/aux2: 0.9130, loss_cls/aux2: 0.9443, loss/aux2: 0.9443 2020-10-23 13:57:46,314 - mmaction - INFO - Epoch [48][340/396] lr: 1.500e-03, eta: 4:54:50, time: 0.871, data_time: 0.000, memory: 8337, top1_acc: 0.8062, top5_acc: 0.9357, loss_cls: 0.7572, loss: 0.7572, grad_norm: 2.8759, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7679, loss/aux0: 0.7679, top1_acc/aux1: 0.8086, top5_acc/aux1: 0.9440, loss_cls/aux1: 0.7394, loss/aux1: 0.7394, top1_acc/aux2: 0.7695, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8909, loss/aux2: 0.8909 2020-10-23 13:58:32,158 - mmaction - INFO - Epoch [48][360/396] lr: 1.500e-03, eta: 4:54:35, time: 0.962, data_time: 0.000, memory: 8337, top1_acc: 0.8008, top5_acc: 0.9318, loss_cls: 0.7767, loss: 0.7767, grad_norm: 2.9554, top1_acc/aux0: 0.7955, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7764, loss/aux0: 0.7764, top1_acc/aux1: 0.8117, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.7242, loss/aux1: 0.7242, top1_acc/aux2: 0.7576, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.9191, loss/aux2: 0.9191 2020-10-23 13:59:18,167 - mmaction - INFO - Epoch [48][380/396] lr: 1.500e-03, eta: 4:54:20, time: 0.957, data_time: 0.000, memory: 8337, top1_acc: 0.8133, top5_acc: 0.9349, loss_cls: 0.7369, loss: 0.7369, grad_norm: 2.8669, top1_acc/aux0: 0.7958, top5_acc/aux0: 0.9301, loss_cls/aux0: 0.7848, loss/aux0: 0.7848, top1_acc/aux1: 0.8159, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.7075, loss/aux1: 0.7075, top1_acc/aux2: 0.7497, top5_acc/aux2: 0.9148, loss_cls/aux2: 0.9458, loss/aux2: 0.9458 2020-10-23 13:59:53,708 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-10-23 14:03:09,077 - mmaction - INFO - Epoch [49][20/396] lr: 1.500e-03, eta: 4:53:34, time: 0.831, data_time: 0.056, memory: 8337, top1_acc: 0.8115, top5_acc: 0.9370, loss_cls: 0.7336, loss: 0.7336, grad_norm: 2.7850, top1_acc/aux0: 0.8054, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7350, loss/aux0: 0.7350, top1_acc/aux1: 0.8104, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.7010, loss/aux1: 0.7010, top1_acc/aux2: 0.7646, top5_acc/aux2: 0.9224, loss_cls/aux2: 0.9110, loss/aux2: 0.9110 2020-10-23 14:03:51,919 - mmaction - INFO - Epoch [49][40/396] lr: 1.500e-03, eta: 4:53:18, time: 0.913, data_time: 0.319, memory: 8337, top1_acc: 0.8112, top5_acc: 0.9294, loss_cls: 0.7553, loss: 0.7553, grad_norm: 2.7988, top1_acc/aux0: 0.8017, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7550, loss/aux0: 0.7550, top1_acc/aux1: 0.8089, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.7063, loss/aux1: 0.7063, top1_acc/aux2: 0.7589, top5_acc/aux2: 0.9211, loss_cls/aux2: 0.9121, loss/aux2: 0.9121 2020-10-23 14:04:35,955 - mmaction - INFO - Epoch [49][60/396] lr: 1.500e-03, eta: 4:53:01, time: 0.865, data_time: 0.002, memory: 8337, top1_acc: 0.7990, top5_acc: 0.9328, loss_cls: 0.7663, loss: 0.7663, grad_norm: 2.8452, top1_acc/aux0: 0.7972, top5_acc/aux0: 0.9327, loss_cls/aux0: 0.7666, loss/aux0: 0.7666, top1_acc/aux1: 0.8099, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.7095, loss/aux1: 0.7095, top1_acc/aux2: 0.7615, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.8903, loss/aux2: 0.8903 2020-10-23 14:05:20,806 - mmaction - INFO - Epoch [49][80/396] lr: 1.500e-03, eta: 4:52:45, time: 0.907, data_time: 0.007, memory: 8337, top1_acc: 0.7964, top5_acc: 0.9302, loss_cls: 0.7760, loss: 0.7760, grad_norm: 2.8753, top1_acc/aux0: 0.7952, top5_acc/aux0: 0.9311, loss_cls/aux0: 0.7780, loss/aux0: 0.7780, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6763, loss/aux1: 0.6763, top1_acc/aux2: 0.7609, top5_acc/aux2: 0.9156, loss_cls/aux2: 0.9064, loss/aux2: 0.9064 2020-10-23 14:06:06,004 - mmaction - INFO - Epoch [49][100/396] lr: 1.500e-03, eta: 4:52:28, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.8094, top5_acc: 0.9333, loss_cls: 0.7411, loss: 0.7411, grad_norm: 2.8299, top1_acc/aux0: 0.7973, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7742, loss/aux0: 0.7742, top1_acc/aux1: 0.8156, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6716, loss/aux1: 0.6716, top1_acc/aux2: 0.7628, top5_acc/aux2: 0.9167, loss_cls/aux2: 0.9209, loss/aux2: 0.9209 2020-10-23 14:06:51,666 - mmaction - INFO - Epoch [49][120/396] lr: 1.500e-03, eta: 4:52:14, time: 0.970, data_time: 0.000, memory: 8337, top1_acc: 0.8029, top5_acc: 0.9336, loss_cls: 0.7536, loss: 0.7536, grad_norm: 2.8796, top1_acc/aux0: 0.7990, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7570, loss/aux0: 0.7570, top1_acc/aux1: 0.8091, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.7075, loss/aux1: 0.7075, top1_acc/aux2: 0.7687, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.9082, loss/aux2: 0.9082 2020-10-23 14:07:34,410 - mmaction - INFO - Epoch [49][140/396] lr: 1.500e-03, eta: 4:51:57, time: 0.880, data_time: 0.000, memory: 8337, top1_acc: 0.8099, top5_acc: 0.9385, loss_cls: 0.7184, loss: 0.7184, grad_norm: 2.8306, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7607, loss/aux0: 0.7607, top1_acc/aux1: 0.8099, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.7225, loss/aux1: 0.7225, top1_acc/aux2: 0.7693, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8903, loss/aux2: 0.8903 2020-10-23 14:08:21,554 - mmaction - INFO - Epoch [49][160/396] lr: 1.500e-03, eta: 4:51:41, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.8094, top5_acc: 0.9406, loss_cls: 0.7058, loss: 0.7058, grad_norm: 2.8509, top1_acc/aux0: 0.8022, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7538, loss/aux0: 0.7538, top1_acc/aux1: 0.8151, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.7110, loss/aux1: 0.7110, top1_acc/aux2: 0.7596, top5_acc/aux2: 0.9135, loss_cls/aux2: 0.9153, loss/aux2: 0.9153 2020-10-23 14:09:04,177 - mmaction - INFO - Epoch [49][180/396] lr: 1.500e-03, eta: 4:51:24, time: 0.847, data_time: 0.005, memory: 8337, top1_acc: 0.8187, top5_acc: 0.9398, loss_cls: 0.7065, loss: 0.7065, grad_norm: 2.8704, top1_acc/aux0: 0.7971, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7602, loss/aux0: 0.7602, top1_acc/aux1: 0.8143, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.7197, loss/aux1: 0.7197, top1_acc/aux2: 0.7573, top5_acc/aux2: 0.9128, loss_cls/aux2: 0.9306, loss/aux2: 0.9306 2020-10-23 14:09:50,669 - mmaction - INFO - Epoch [49][200/396] lr: 1.500e-03, eta: 4:51:07, time: 0.888, data_time: 0.000, memory: 8337, top1_acc: 0.8055, top5_acc: 0.9398, loss_cls: 0.7438, loss: 0.7438, grad_norm: 2.8839, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7700, loss/aux0: 0.7700, top1_acc/aux1: 0.8047, top5_acc/aux1: 0.9432, loss_cls/aux1: 0.7472, loss/aux1: 0.7472, top1_acc/aux2: 0.7620, top5_acc/aux2: 0.9190, loss_cls/aux2: 0.9078, loss/aux2: 0.9078 2020-10-23 14:10:36,076 - mmaction - INFO - Epoch [49][220/396] lr: 1.500e-03, eta: 4:50:54, time: 1.032, data_time: 0.000, memory: 8337, top1_acc: 0.8052, top5_acc: 0.9359, loss_cls: 0.7604, loss: 0.7604, grad_norm: 2.7951, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7528, loss/aux0: 0.7528, top1_acc/aux1: 0.8026, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.7239, loss/aux1: 0.7239, top1_acc/aux2: 0.7625, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8987, loss/aux2: 0.8987 2020-10-23 14:11:19,507 - mmaction - INFO - Epoch [49][240/396] lr: 1.500e-03, eta: 4:50:39, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.8107, top5_acc: 0.9354, loss_cls: 0.7320, loss: 0.7320, grad_norm: 2.8528, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9337, loss_cls/aux0: 0.7508, loss/aux0: 0.7508, top1_acc/aux1: 0.8117, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6969, loss/aux1: 0.6969, top1_acc/aux2: 0.7714, top5_acc/aux2: 0.9198, loss_cls/aux2: 0.8877, loss/aux2: 0.8877 2020-10-23 14:12:04,471 - mmaction - INFO - Epoch [49][260/396] lr: 1.500e-03, eta: 4:50:24, time: 0.927, data_time: 0.000, memory: 8337, top1_acc: 0.8130, top5_acc: 0.9401, loss_cls: 0.7221, loss: 0.7221, grad_norm: 2.8984, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9314, loss_cls/aux0: 0.7754, loss/aux0: 0.7754, top1_acc/aux1: 0.8174, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6884, loss/aux1: 0.6884, top1_acc/aux2: 0.7570, top5_acc/aux2: 0.9109, loss_cls/aux2: 0.9299, loss/aux2: 0.9299 2020-10-23 14:12:48,371 - mmaction - INFO - Epoch [49][280/396] lr: 1.500e-03, eta: 4:50:08, time: 0.947, data_time: 0.000, memory: 8337, top1_acc: 0.8036, top5_acc: 0.9378, loss_cls: 0.7755, loss: 0.7755, grad_norm: 2.8886, top1_acc/aux0: 0.7967, top5_acc/aux0: 0.9318, loss_cls/aux0: 0.7802, loss/aux0: 0.7802, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.7127, loss/aux1: 0.7127, top1_acc/aux2: 0.7471, top5_acc/aux2: 0.9148, loss_cls/aux2: 0.9345, loss/aux2: 0.9345 2020-10-23 14:13:34,334 - mmaction - INFO - Epoch [49][300/396] lr: 1.500e-03, eta: 4:49:52, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.8057, top5_acc: 0.9419, loss_cls: 0.7260, loss: 0.7260, grad_norm: 2.8068, top1_acc/aux0: 0.8001, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7684, loss/aux0: 0.7684, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.7184, loss/aux1: 0.7184, top1_acc/aux2: 0.7526, top5_acc/aux2: 0.9195, loss_cls/aux2: 0.9251, loss/aux2: 0.9251 2020-10-23 14:14:19,629 - mmaction - INFO - Epoch [49][320/396] lr: 1.500e-03, eta: 4:49:37, time: 0.989, data_time: 0.061, memory: 8337, top1_acc: 0.8102, top5_acc: 0.9346, loss_cls: 0.7512, loss: 0.7512, grad_norm: 2.8336, top1_acc/aux0: 0.8016, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7571, loss/aux0: 0.7571, top1_acc/aux1: 0.8089, top5_acc/aux1: 0.9435, loss_cls/aux1: 0.7180, loss/aux1: 0.7180, top1_acc/aux2: 0.7435, top5_acc/aux2: 0.9089, loss_cls/aux2: 0.9769, loss/aux2: 0.9769 2020-10-23 14:15:04,720 - mmaction - INFO - Epoch [49][340/396] lr: 1.500e-03, eta: 4:49:20, time: 0.829, data_time: 0.000, memory: 8337, top1_acc: 0.7997, top5_acc: 0.9260, loss_cls: 0.7932, loss: 0.7932, grad_norm: 2.8741, top1_acc/aux0: 0.7985, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7565, loss/aux0: 0.7565, top1_acc/aux1: 0.8083, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.7237, loss/aux1: 0.7237, top1_acc/aux2: 0.7458, top5_acc/aux2: 0.9065, loss_cls/aux2: 0.9924, loss/aux2: 0.9924 2020-10-23 14:15:50,319 - mmaction - INFO - Epoch [49][360/396] lr: 1.500e-03, eta: 4:49:05, time: 0.959, data_time: 0.000, memory: 8337, top1_acc: 0.8078, top5_acc: 0.9333, loss_cls: 0.7538, loss: 0.7538, grad_norm: 2.8212, top1_acc/aux0: 0.8017, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7531, loss/aux0: 0.7531, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.7184, loss/aux1: 0.7184, top1_acc/aux2: 0.7565, top5_acc/aux2: 0.9143, loss_cls/aux2: 0.9571, loss/aux2: 0.9571 2020-10-23 14:16:32,889 - mmaction - INFO - Epoch [49][380/396] lr: 1.500e-03, eta: 4:48:47, time: 0.859, data_time: 0.000, memory: 8337, top1_acc: 0.8052, top5_acc: 0.9339, loss_cls: 0.7463, loss: 0.7463, grad_norm: 2.8835, top1_acc/aux0: 0.8037, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7503, loss/aux0: 0.7503, top1_acc/aux1: 0.8052, top5_acc/aux1: 0.9414, loss_cls/aux1: 0.7439, loss/aux1: 0.7439, top1_acc/aux2: 0.7677, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.9063, loss/aux2: 0.9063 2020-10-23 14:17:10,976 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-10-23 14:20:28,208 - mmaction - INFO - Epoch [50][20/396] lr: 1.500e-03, eta: 4:48:02, time: 0.830, data_time: 0.113, memory: 8337, top1_acc: 0.8182, top5_acc: 0.9362, loss_cls: 0.7121, loss: 0.7121, grad_norm: 2.9079, top1_acc/aux0: 0.7981, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7627, loss/aux0: 0.7627, top1_acc/aux1: 0.8120, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.7044, loss/aux1: 0.7044, top1_acc/aux2: 0.7760, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8591, loss/aux2: 0.8591 2020-10-23 14:21:13,331 - mmaction - INFO - Epoch [50][40/396] lr: 1.500e-03, eta: 4:47:45, time: 0.853, data_time: 0.000, memory: 8337, top1_acc: 0.8169, top5_acc: 0.9365, loss_cls: 0.7201, loss: 0.7201, grad_norm: 2.8812, top1_acc/aux0: 0.7977, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7632, loss/aux0: 0.7632, top1_acc/aux1: 0.8109, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.7146, loss/aux1: 0.7146, top1_acc/aux2: 0.7701, top5_acc/aux2: 0.9190, loss_cls/aux2: 0.8858, loss/aux2: 0.8858 2020-10-23 14:21:58,726 - mmaction - INFO - Epoch [50][60/396] lr: 1.500e-03, eta: 4:47:29, time: 0.942, data_time: 0.000, memory: 8337, top1_acc: 0.8128, top5_acc: 0.9393, loss_cls: 0.7216, loss: 0.7216, grad_norm: 2.7933, top1_acc/aux0: 0.7980, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7662, loss/aux0: 0.7662, top1_acc/aux1: 0.8089, top5_acc/aux1: 0.9404, loss_cls/aux1: 0.7302, loss/aux1: 0.7302, top1_acc/aux2: 0.7745, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8720, loss/aux2: 0.8720 2020-10-23 14:22:44,953 - mmaction - INFO - Epoch [50][80/396] lr: 1.500e-03, eta: 4:47:13, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.8141, top5_acc: 0.9370, loss_cls: 0.7336, loss: 0.7336, grad_norm: 2.8728, top1_acc/aux0: 0.8002, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7598, loss/aux0: 0.7598, top1_acc/aux1: 0.8091, top5_acc/aux1: 0.9391, loss_cls/aux1: 0.7211, loss/aux1: 0.7211, top1_acc/aux2: 0.7682, top5_acc/aux2: 0.9211, loss_cls/aux2: 0.8788, loss/aux2: 0.8788 2020-10-23 14:23:34,256 - mmaction - INFO - Epoch [50][100/396] lr: 1.500e-03, eta: 4:47:01, time: 1.131, data_time: 0.000, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9406, loss_cls: 0.7022, loss: 0.7022, grad_norm: 2.8554, top1_acc/aux0: 0.7976, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7654, loss/aux0: 0.7654, top1_acc/aux1: 0.8151, top5_acc/aux1: 0.9437, loss_cls/aux1: 0.6846, loss/aux1: 0.6846, top1_acc/aux2: 0.7536, top5_acc/aux2: 0.9174, loss_cls/aux2: 0.9155, loss/aux2: 0.9155 2020-10-23 14:24:18,174 - mmaction - INFO - Epoch [50][120/396] lr: 1.500e-03, eta: 4:46:46, time: 0.969, data_time: 0.000, memory: 8337, top1_acc: 0.8057, top5_acc: 0.9362, loss_cls: 0.7543, loss: 0.7543, grad_norm: 2.9183, top1_acc/aux0: 0.7991, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7625, loss/aux0: 0.7625, top1_acc/aux1: 0.8180, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6826, loss/aux1: 0.6826, top1_acc/aux2: 0.7599, top5_acc/aux2: 0.9169, loss_cls/aux2: 0.9123, loss/aux2: 0.9123 2020-10-23 14:25:05,151 - mmaction - INFO - Epoch [50][140/396] lr: 1.500e-03, eta: 4:46:31, time: 0.960, data_time: 0.000, memory: 8337, top1_acc: 0.7995, top5_acc: 0.9279, loss_cls: 0.7936, loss: 0.7936, grad_norm: 2.8549, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7435, loss/aux0: 0.7435, top1_acc/aux1: 0.8211, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6814, loss/aux1: 0.6814, top1_acc/aux2: 0.7620, top5_acc/aux2: 0.9159, loss_cls/aux2: 0.9225, loss/aux2: 0.9225 2020-10-23 14:25:48,767 - mmaction - INFO - Epoch [50][160/396] lr: 1.500e-03, eta: 4:46:15, time: 0.870, data_time: 0.000, memory: 8337, top1_acc: 0.8094, top5_acc: 0.9396, loss_cls: 0.7465, loss: 0.7465, grad_norm: 2.8106, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7479, loss/aux0: 0.7479, top1_acc/aux1: 0.8190, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6878, loss/aux1: 0.6878, top1_acc/aux2: 0.7581, top5_acc/aux2: 0.9177, loss_cls/aux2: 0.9365, loss/aux2: 0.9365 2020-10-23 14:26:34,876 - mmaction - INFO - Epoch [50][180/396] lr: 1.500e-03, eta: 4:46:00, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.7997, top5_acc: 0.9315, loss_cls: 0.7821, loss: 0.7821, grad_norm: 2.9253, top1_acc/aux0: 0.8004, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7603, loss/aux0: 0.7603, top1_acc/aux1: 0.8159, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.7001, loss/aux1: 0.7001, top1_acc/aux2: 0.7599, top5_acc/aux2: 0.9135, loss_cls/aux2: 0.9362, loss/aux2: 0.9362 2020-10-23 14:27:18,132 - mmaction - INFO - Epoch [50][200/396] lr: 1.500e-03, eta: 4:45:43, time: 0.856, data_time: 0.044, memory: 8337, top1_acc: 0.8154, top5_acc: 0.9354, loss_cls: 0.7432, loss: 0.7432, grad_norm: 2.8634, top1_acc/aux0: 0.7999, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7556, loss/aux0: 0.7556, top1_acc/aux1: 0.8221, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6905, loss/aux1: 0.6905, top1_acc/aux2: 0.7646, top5_acc/aux2: 0.9135, loss_cls/aux2: 0.9017, loss/aux2: 0.9017 2020-10-23 14:28:01,718 - mmaction - INFO - Epoch [50][220/396] lr: 1.500e-03, eta: 4:45:27, time: 0.888, data_time: 0.237, memory: 8337, top1_acc: 0.8047, top5_acc: 0.9326, loss_cls: 0.7635, loss: 0.7635, grad_norm: 2.8735, top1_acc/aux0: 0.8006, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7403, loss/aux0: 0.7403, top1_acc/aux1: 0.8130, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.7183, loss/aux1: 0.7183, top1_acc/aux2: 0.7625, top5_acc/aux2: 0.9195, loss_cls/aux2: 0.8728, loss/aux2: 0.8728 2020-10-23 14:28:47,307 - mmaction - INFO - Epoch [50][240/396] lr: 1.500e-03, eta: 4:45:09, time: 0.818, data_time: 0.000, memory: 8337, top1_acc: 0.8141, top5_acc: 0.9357, loss_cls: 0.7370, loss: 0.7370, grad_norm: 2.9541, top1_acc/aux0: 0.7949, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7589, loss/aux0: 0.7589, top1_acc/aux1: 0.8047, top5_acc/aux1: 0.9406, loss_cls/aux1: 0.7293, loss/aux1: 0.7293, top1_acc/aux2: 0.7552, top5_acc/aux2: 0.9146, loss_cls/aux2: 0.9206, loss/aux2: 0.9206 2020-10-23 14:29:32,327 - mmaction - INFO - Epoch [50][260/396] lr: 1.500e-03, eta: 4:44:52, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9427, loss_cls: 0.6833, loss: 0.6833, grad_norm: 2.8896, top1_acc/aux0: 0.7942, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7720, loss/aux0: 0.7720, top1_acc/aux1: 0.8109, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.7347, loss/aux1: 0.7347, top1_acc/aux2: 0.7568, top5_acc/aux2: 0.9156, loss_cls/aux2: 0.9250, loss/aux2: 0.9250 2020-10-23 14:30:20,406 - mmaction - INFO - Epoch [50][280/396] lr: 1.500e-03, eta: 4:44:35, time: 0.900, data_time: 0.001, memory: 8337, top1_acc: 0.8081, top5_acc: 0.9393, loss_cls: 0.7489, loss: 0.7489, grad_norm: 2.9331, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7504, loss/aux0: 0.7504, top1_acc/aux1: 0.8135, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.7274, loss/aux1: 0.7274, top1_acc/aux2: 0.7589, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.8989, loss/aux2: 0.8989 2020-10-23 14:31:04,433 - mmaction - INFO - Epoch [50][300/396] lr: 1.500e-03, eta: 4:44:19, time: 0.885, data_time: 0.060, memory: 8337, top1_acc: 0.8148, top5_acc: 0.9367, loss_cls: 0.7248, loss: 0.7248, grad_norm: 2.9475, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7491, loss/aux0: 0.7491, top1_acc/aux1: 0.8117, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.7218, loss/aux1: 0.7218, top1_acc/aux2: 0.7552, top5_acc/aux2: 0.9198, loss_cls/aux2: 0.9231, loss/aux2: 0.9231 2020-10-23 14:31:48,176 - mmaction - INFO - Epoch [50][320/396] lr: 1.500e-03, eta: 4:44:01, time: 0.844, data_time: 0.000, memory: 8337, top1_acc: 0.8099, top5_acc: 0.9365, loss_cls: 0.7442, loss: 0.7442, grad_norm: 2.8686, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7597, loss/aux0: 0.7597, top1_acc/aux1: 0.8161, top5_acc/aux1: 0.9380, loss_cls/aux1: 0.7158, loss/aux1: 0.7158, top1_acc/aux2: 0.7602, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.9030, loss/aux2: 0.9030 2020-10-23 14:32:32,106 - mmaction - INFO - Epoch [50][340/396] lr: 1.500e-03, eta: 4:43:44, time: 0.841, data_time: 0.000, memory: 8337, top1_acc: 0.8055, top5_acc: 0.9354, loss_cls: 0.7510, loss: 0.7510, grad_norm: 2.9460, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7555, loss/aux0: 0.7555, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.7058, loss/aux1: 0.7058, top1_acc/aux2: 0.7674, top5_acc/aux2: 0.9180, loss_cls/aux2: 0.8845, loss/aux2: 0.8845 2020-10-23 14:33:19,352 - mmaction - INFO - Epoch [50][360/396] lr: 1.500e-03, eta: 4:43:27, time: 0.889, data_time: 0.106, memory: 8337, top1_acc: 0.8057, top5_acc: 0.9362, loss_cls: 0.7447, loss: 0.7447, grad_norm: 2.8489, top1_acc/aux0: 0.8000, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7549, loss/aux0: 0.7549, top1_acc/aux1: 0.8154, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.7020, loss/aux1: 0.7020, top1_acc/aux2: 0.7656, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.8921, loss/aux2: 0.8921 2020-10-23 14:34:04,253 - mmaction - INFO - Epoch [50][380/396] lr: 1.500e-03, eta: 4:43:11, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.8047, top5_acc: 0.9352, loss_cls: 0.7507, loss: 0.7507, grad_norm: 2.8891, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9340, loss_cls/aux0: 0.7585, loss/aux0: 0.7585, top1_acc/aux1: 0.8167, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6913, loss/aux1: 0.6913, top1_acc/aux2: 0.7701, top5_acc/aux2: 0.9273, loss_cls/aux2: 0.8764, loss/aux2: 0.8764 2020-10-23 14:34:41,860 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-10-23 14:35:29,266 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 14:35:29,401 - mmaction - INFO - top1_acc 0.7972 top5_acc 0.9471 2020-10-23 14:35:29,401 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 14:35:29,454 - mmaction - INFO - mean_acc 0.7974 2020-10-23 14:35:29,456 - mmaction - INFO - Epoch(val) [50][396] top1_acc: 0.7972, top5_acc: 0.9471, mean_class_accuracy: 0.7974 2020-10-23 14:38:36,875 - mmaction - INFO - Epoch [51][20/396] lr: 1.500e-03, eta: 4:42:26, time: 0.810, data_time: 0.003, memory: 8337, top1_acc: 0.8104, top5_acc: 0.9370, loss_cls: 0.7277, loss: 0.7277, grad_norm: 2.9134, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7385, loss/aux0: 0.7385, top1_acc/aux1: 0.8177, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.7108, loss/aux1: 0.7108, top1_acc/aux2: 0.7693, top5_acc/aux2: 0.9182, loss_cls/aux2: 0.9340, loss/aux2: 0.9340 2020-10-23 14:39:23,438 - mmaction - INFO - Epoch [51][40/396] lr: 1.500e-03, eta: 4:42:08, time: 0.858, data_time: 0.000, memory: 8337, top1_acc: 0.8177, top5_acc: 0.9411, loss_cls: 0.7139, loss: 0.7139, grad_norm: 2.8749, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7443, loss/aux0: 0.7443, top1_acc/aux1: 0.8148, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.7199, loss/aux1: 0.7199, top1_acc/aux2: 0.7745, top5_acc/aux2: 0.9219, loss_cls/aux2: 0.9034, loss/aux2: 0.9034 2020-10-23 14:40:06,746 - mmaction - INFO - Epoch [51][60/396] lr: 1.500e-03, eta: 4:41:53, time: 0.940, data_time: 0.000, memory: 8337, top1_acc: 0.8201, top5_acc: 0.9398, loss_cls: 0.7070, loss: 0.7070, grad_norm: 2.8541, top1_acc/aux0: 0.7998, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7623, loss/aux0: 0.7623, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.7249, loss/aux1: 0.7249, top1_acc/aux2: 0.7727, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8899, loss/aux2: 0.8899 2020-10-23 14:40:54,225 - mmaction - INFO - Epoch [51][80/396] lr: 1.500e-03, eta: 4:41:37, time: 0.910, data_time: 0.000, memory: 8337, top1_acc: 0.8078, top5_acc: 0.9393, loss_cls: 0.7270, loss: 0.7270, grad_norm: 2.8538, top1_acc/aux0: 0.7970, top5_acc/aux0: 0.9335, loss_cls/aux0: 0.7758, loss/aux0: 0.7758, top1_acc/aux1: 0.8117, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.7027, loss/aux1: 0.7027, top1_acc/aux2: 0.7724, top5_acc/aux2: 0.9237, loss_cls/aux2: 0.8827, loss/aux2: 0.8827 2020-10-23 14:41:38,568 - mmaction - INFO - Epoch [51][100/396] lr: 1.500e-03, eta: 4:41:23, time: 1.010, data_time: 0.109, memory: 8337, top1_acc: 0.8130, top5_acc: 0.9383, loss_cls: 0.7238, loss: 0.7238, grad_norm: 2.8996, top1_acc/aux0: 0.7980, top5_acc/aux0: 0.9325, loss_cls/aux0: 0.7713, loss/aux0: 0.7713, top1_acc/aux1: 0.8089, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6885, loss/aux1: 0.6885, top1_acc/aux2: 0.7703, top5_acc/aux2: 0.9247, loss_cls/aux2: 0.8883, loss/aux2: 0.8883 2020-10-23 14:42:26,130 - mmaction - INFO - Epoch [51][120/396] lr: 1.500e-03, eta: 4:41:07, time: 0.911, data_time: 0.000, memory: 8337, top1_acc: 0.8055, top5_acc: 0.9404, loss_cls: 0.7269, loss: 0.7269, grad_norm: 2.9320, top1_acc/aux0: 0.8012, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7621, loss/aux0: 0.7621, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.7091, loss/aux1: 0.7091, top1_acc/aux2: 0.7609, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8961, loss/aux2: 0.8961 2020-10-23 14:43:13,354 - mmaction - INFO - Epoch [51][140/396] lr: 1.500e-03, eta: 4:40:52, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.8154, top5_acc: 0.9344, loss_cls: 0.7395, loss: 0.7395, grad_norm: 2.8600, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7433, loss/aux0: 0.7433, top1_acc/aux1: 0.8190, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.7074, loss/aux1: 0.7074, top1_acc/aux2: 0.7638, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8786, loss/aux2: 0.8786 2020-10-23 14:43:56,592 - mmaction - INFO - Epoch [51][160/396] lr: 1.500e-03, eta: 4:40:34, time: 0.840, data_time: 0.000, memory: 8337, top1_acc: 0.8216, top5_acc: 0.9378, loss_cls: 0.7087, loss: 0.7087, grad_norm: 2.9269, top1_acc/aux0: 0.8024, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7427, loss/aux0: 0.7427, top1_acc/aux1: 0.8245, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6750, loss/aux1: 0.6750, top1_acc/aux2: 0.7661, top5_acc/aux2: 0.9219, loss_cls/aux2: 0.8906, loss/aux2: 0.8906 2020-10-23 14:44:38,976 - mmaction - INFO - Epoch [51][180/396] lr: 1.500e-03, eta: 4:40:16, time: 0.798, data_time: 0.017, memory: 8337, top1_acc: 0.8128, top5_acc: 0.9391, loss_cls: 0.7159, loss: 0.7159, grad_norm: 2.9052, top1_acc/aux0: 0.7994, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7619, loss/aux0: 0.7619, top1_acc/aux1: 0.8245, top5_acc/aux1: 0.9440, loss_cls/aux1: 0.6839, loss/aux1: 0.6839, top1_acc/aux2: 0.7753, top5_acc/aux2: 0.9281, loss_cls/aux2: 0.8681, loss/aux2: 0.8681 2020-10-23 14:45:24,036 - mmaction - INFO - Epoch [51][200/396] lr: 1.500e-03, eta: 4:39:57, time: 0.771, data_time: 0.000, memory: 8337, top1_acc: 0.8060, top5_acc: 0.9344, loss_cls: 0.7568, loss: 0.7568, grad_norm: 2.9800, top1_acc/aux0: 0.7996, top5_acc/aux0: 0.9333, loss_cls/aux0: 0.7710, loss/aux0: 0.7710, top1_acc/aux1: 0.8068, top5_acc/aux1: 0.9359, loss_cls/aux1: 0.7485, loss/aux1: 0.7485, top1_acc/aux2: 0.7760, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8568, loss/aux2: 0.8568 2020-10-23 14:46:10,522 - mmaction - INFO - Epoch [51][220/396] lr: 1.500e-03, eta: 4:39:40, time: 0.870, data_time: 0.000, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9411, loss_cls: 0.7056, loss: 0.7056, grad_norm: 2.8359, top1_acc/aux0: 0.7962, top5_acc/aux0: 0.9310, loss_cls/aux0: 0.7806, loss/aux0: 0.7806, top1_acc/aux1: 0.8039, top5_acc/aux1: 0.9357, loss_cls/aux1: 0.7658, loss/aux1: 0.7658, top1_acc/aux2: 0.7641, top5_acc/aux2: 0.9185, loss_cls/aux2: 0.8877, loss/aux2: 0.8877 2020-10-23 14:46:54,455 - mmaction - INFO - Epoch [51][240/396] lr: 1.500e-03, eta: 4:39:23, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.8138, top5_acc: 0.9383, loss_cls: 0.7112, loss: 0.7112, grad_norm: 2.8279, top1_acc/aux0: 0.7973, top5_acc/aux0: 0.9341, loss_cls/aux0: 0.7608, loss/aux0: 0.7608, top1_acc/aux1: 0.8271, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6850, loss/aux1: 0.6850, top1_acc/aux2: 0.7628, top5_acc/aux2: 0.9174, loss_cls/aux2: 0.9052, loss/aux2: 0.9052 2020-10-23 14:47:38,057 - mmaction - INFO - Epoch [51][260/396] lr: 1.500e-03, eta: 4:39:07, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.8180, top5_acc: 0.9411, loss_cls: 0.7047, loss: 0.7047, grad_norm: 2.8911, top1_acc/aux0: 0.8035, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7403, loss/aux0: 0.7403, top1_acc/aux1: 0.8266, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6760, loss/aux1: 0.6760, top1_acc/aux2: 0.7651, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8899, loss/aux2: 0.8899 2020-10-23 14:48:23,846 - mmaction - INFO - Epoch [51][280/396] lr: 1.500e-03, eta: 4:38:50, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.8003, top5_acc: 0.9242, loss_cls: 0.7827, loss: 0.7827, grad_norm: 2.8667, top1_acc/aux0: 0.8046, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7426, loss/aux0: 0.7426, top1_acc/aux1: 0.8187, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.7033, loss/aux1: 0.7033, top1_acc/aux2: 0.7706, top5_acc/aux2: 0.9234, loss_cls/aux2: 0.8743, loss/aux2: 0.8743 2020-10-23 14:49:08,423 - mmaction - INFO - Epoch [51][300/396] lr: 1.500e-03, eta: 4:38:33, time: 0.873, data_time: 0.084, memory: 8337, top1_acc: 0.8031, top5_acc: 0.9333, loss_cls: 0.7524, loss: 0.7524, grad_norm: 2.9318, top1_acc/aux0: 0.8028, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7366, loss/aux0: 0.7366, top1_acc/aux1: 0.8263, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6826, loss/aux1: 0.6826, top1_acc/aux2: 0.7721, top5_acc/aux2: 0.9141, loss_cls/aux2: 0.8886, loss/aux2: 0.8886 2020-10-23 14:49:56,902 - mmaction - INFO - Epoch [51][320/396] lr: 1.500e-03, eta: 4:38:19, time: 0.974, data_time: 0.258, memory: 8337, top1_acc: 0.8089, top5_acc: 0.9372, loss_cls: 0.7444, loss: 0.7444, grad_norm: 2.9173, top1_acc/aux0: 0.8050, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7360, loss/aux0: 0.7360, top1_acc/aux1: 0.8190, top5_acc/aux1: 0.9437, loss_cls/aux1: 0.7127, loss/aux1: 0.7127, top1_acc/aux2: 0.7706, top5_acc/aux2: 0.9167, loss_cls/aux2: 0.8897, loss/aux2: 0.8897 2020-10-23 14:50:40,572 - mmaction - INFO - Epoch [51][340/396] lr: 1.500e-03, eta: 4:38:01, time: 0.813, data_time: 0.029, memory: 8337, top1_acc: 0.8068, top5_acc: 0.9398, loss_cls: 0.7243, loss: 0.7243, grad_norm: 2.8280, top1_acc/aux0: 0.8030, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7457, loss/aux0: 0.7457, top1_acc/aux1: 0.8102, top5_acc/aux1: 0.9391, loss_cls/aux1: 0.7315, loss/aux1: 0.7315, top1_acc/aux2: 0.7674, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8804, loss/aux2: 0.8804 2020-10-23 14:51:25,175 - mmaction - INFO - Epoch [51][360/396] lr: 1.500e-03, eta: 4:37:44, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.8086, top5_acc: 0.9289, loss_cls: 0.7552, loss: 0.7552, grad_norm: 2.8237, top1_acc/aux0: 0.8015, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7508, loss/aux0: 0.7508, top1_acc/aux1: 0.8177, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6909, loss/aux1: 0.6909, top1_acc/aux2: 0.7638, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8958, loss/aux2: 0.8958 2020-10-23 14:52:10,743 - mmaction - INFO - Epoch [51][380/396] lr: 1.500e-03, eta: 4:37:27, time: 0.878, data_time: 0.000, memory: 8337, top1_acc: 0.8003, top5_acc: 0.9318, loss_cls: 0.7585, loss: 0.7585, grad_norm: 2.9251, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7525, loss/aux0: 0.7525, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6858, loss/aux1: 0.6858, top1_acc/aux2: 0.7607, top5_acc/aux2: 0.9154, loss_cls/aux2: 0.9171, loss/aux2: 0.9171 2020-10-23 14:52:46,319 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-10-23 14:56:18,927 - mmaction - INFO - Epoch [52][20/396] lr: 1.500e-03, eta: 4:36:44, time: 0.927, data_time: 0.062, memory: 8337, top1_acc: 0.8036, top5_acc: 0.9375, loss_cls: 0.7345, loss: 0.7345, grad_norm: 2.8504, top1_acc/aux0: 0.8072, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7329, loss/aux0: 0.7329, top1_acc/aux1: 0.8135, top5_acc/aux1: 0.9396, loss_cls/aux1: 0.7172, loss/aux1: 0.7172, top1_acc/aux2: 0.7823, top5_acc/aux2: 0.9177, loss_cls/aux2: 0.8661, loss/aux2: 0.8661 2020-10-23 14:57:03,782 - mmaction - INFO - Epoch [52][40/396] lr: 1.500e-03, eta: 4:36:28, time: 0.907, data_time: 0.073, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9375, loss_cls: 0.6985, loss: 0.6985, grad_norm: 2.7931, top1_acc/aux0: 0.8061, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7274, loss/aux0: 0.7274, top1_acc/aux1: 0.8099, top5_acc/aux1: 0.9406, loss_cls/aux1: 0.7170, loss/aux1: 0.7170, top1_acc/aux2: 0.7727, top5_acc/aux2: 0.9172, loss_cls/aux2: 0.8756, loss/aux2: 0.8756 2020-10-23 14:57:46,090 - mmaction - INFO - Epoch [52][60/396] lr: 1.500e-03, eta: 4:36:11, time: 0.870, data_time: 0.000, memory: 8337, top1_acc: 0.8159, top5_acc: 0.9404, loss_cls: 0.6961, loss: 0.6961, grad_norm: 2.8526, top1_acc/aux0: 0.8048, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7390, loss/aux0: 0.7390, top1_acc/aux1: 0.8031, top5_acc/aux1: 0.9432, loss_cls/aux1: 0.7348, loss/aux1: 0.7348, top1_acc/aux2: 0.7734, top5_acc/aux2: 0.9224, loss_cls/aux2: 0.8529, loss/aux2: 0.8529 2020-10-23 14:58:29,969 - mmaction - INFO - Epoch [52][80/396] lr: 1.500e-03, eta: 4:35:56, time: 0.939, data_time: 0.000, memory: 8337, top1_acc: 0.8078, top5_acc: 0.9375, loss_cls: 0.7178, loss: 0.7178, grad_norm: 2.9660, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7509, loss/aux0: 0.7509, top1_acc/aux1: 0.8076, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.7316, loss/aux1: 0.7316, top1_acc/aux2: 0.7766, top5_acc/aux2: 0.9195, loss_cls/aux2: 0.8699, loss/aux2: 0.8699 2020-10-23 14:59:15,498 - mmaction - INFO - Epoch [52][100/396] lr: 1.500e-03, eta: 4:35:38, time: 0.831, data_time: 0.000, memory: 8337, top1_acc: 0.8169, top5_acc: 0.9388, loss_cls: 0.7007, loss: 0.7007, grad_norm: 2.8603, top1_acc/aux0: 0.8018, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7555, loss/aux0: 0.7555, top1_acc/aux1: 0.8156, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6962, loss/aux1: 0.6962, top1_acc/aux2: 0.7641, top5_acc/aux2: 0.9138, loss_cls/aux2: 0.9193, loss/aux2: 0.9193 2020-10-23 14:59:59,455 - mmaction - INFO - Epoch [52][120/396] lr: 1.500e-03, eta: 4:35:22, time: 0.900, data_time: 0.000, memory: 8337, top1_acc: 0.8076, top5_acc: 0.9357, loss_cls: 0.7457, loss: 0.7457, grad_norm: 2.8671, top1_acc/aux0: 0.8032, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7616, loss/aux0: 0.7616, top1_acc/aux1: 0.8211, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6756, loss/aux1: 0.6756, top1_acc/aux2: 0.7602, top5_acc/aux2: 0.9167, loss_cls/aux2: 0.8979, loss/aux2: 0.8979 2020-10-23 15:00:47,983 - mmaction - INFO - Epoch [52][140/396] lr: 1.500e-03, eta: 4:35:06, time: 0.931, data_time: 0.032, memory: 8337, top1_acc: 0.8055, top5_acc: 0.9359, loss_cls: 0.7414, loss: 0.7414, grad_norm: 2.8921, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9323, loss_cls/aux0: 0.7575, loss/aux0: 0.7575, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.6991, loss/aux1: 0.6991, top1_acc/aux2: 0.7719, top5_acc/aux2: 0.9206, loss_cls/aux2: 0.8703, loss/aux2: 0.8703 2020-10-23 15:01:32,348 - mmaction - INFO - Epoch [52][160/396] lr: 1.500e-03, eta: 4:34:49, time: 0.846, data_time: 0.000, memory: 8337, top1_acc: 0.8068, top5_acc: 0.9326, loss_cls: 0.7418, loss: 0.7418, grad_norm: 2.8525, top1_acc/aux0: 0.7994, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7566, loss/aux0: 0.7566, top1_acc/aux1: 0.8154, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.7255, loss/aux1: 0.7255, top1_acc/aux2: 0.7753, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.8863, loss/aux2: 0.8863 2020-10-23 15:02:15,203 - mmaction - INFO - Epoch [52][180/396] lr: 1.500e-03, eta: 4:34:31, time: 0.837, data_time: 0.000, memory: 8337, top1_acc: 0.8128, top5_acc: 0.9352, loss_cls: 0.7421, loss: 0.7421, grad_norm: 2.8974, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7620, loss/aux0: 0.7620, top1_acc/aux1: 0.8156, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6987, loss/aux1: 0.6987, top1_acc/aux2: 0.7695, top5_acc/aux2: 0.9240, loss_cls/aux2: 0.8762, loss/aux2: 0.8762 2020-10-23 15:02:59,050 - mmaction - INFO - Epoch [52][200/396] lr: 1.500e-03, eta: 4:34:15, time: 0.920, data_time: 0.319, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9440, loss_cls: 0.7036, loss: 0.7036, grad_norm: 2.8780, top1_acc/aux0: 0.8001, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7602, loss/aux0: 0.7602, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6957, loss/aux1: 0.6957, top1_acc/aux2: 0.7721, top5_acc/aux2: 0.9221, loss_cls/aux2: 0.8635, loss/aux2: 0.8635 2020-10-23 15:03:46,791 - mmaction - INFO - Epoch [52][220/396] lr: 1.500e-03, eta: 4:34:00, time: 0.964, data_time: 0.365, memory: 8337, top1_acc: 0.8221, top5_acc: 0.9352, loss_cls: 0.7065, loss: 0.7065, grad_norm: 2.9367, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7503, loss/aux0: 0.7503, top1_acc/aux1: 0.8094, top5_acc/aux1: 0.9404, loss_cls/aux1: 0.7459, loss/aux1: 0.7459, top1_acc/aux2: 0.7677, top5_acc/aux2: 0.9148, loss_cls/aux2: 0.8876, loss/aux2: 0.8876 2020-10-23 15:04:32,941 - mmaction - INFO - Epoch [52][240/396] lr: 1.500e-03, eta: 4:33:43, time: 0.841, data_time: 0.013, memory: 8337, top1_acc: 0.8128, top5_acc: 0.9331, loss_cls: 0.7331, loss: 0.7331, grad_norm: 2.8783, top1_acc/aux0: 0.8054, top5_acc/aux0: 0.9392, loss_cls/aux0: 0.7390, loss/aux0: 0.7390, top1_acc/aux1: 0.8000, top5_acc/aux1: 0.9346, loss_cls/aux1: 0.7732, loss/aux1: 0.7732, top1_acc/aux2: 0.7669, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.8822, loss/aux2: 0.8822 2020-10-23 15:05:17,508 - mmaction - INFO - Epoch [52][260/396] lr: 1.500e-03, eta: 4:33:27, time: 0.966, data_time: 0.056, memory: 8337, top1_acc: 0.8109, top5_acc: 0.9354, loss_cls: 0.7366, loss: 0.7366, grad_norm: 2.8745, top1_acc/aux0: 0.8080, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7213, loss/aux0: 0.7213, top1_acc/aux1: 0.8039, top5_acc/aux1: 0.9409, loss_cls/aux1: 0.7415, loss/aux1: 0.7415, top1_acc/aux2: 0.7745, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8684, loss/aux2: 0.8684 2020-10-23 15:06:02,237 - mmaction - INFO - Epoch [52][280/396] lr: 1.500e-03, eta: 4:33:10, time: 0.855, data_time: 0.000, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9362, loss_cls: 0.7095, loss: 0.7095, grad_norm: 2.8395, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7376, loss/aux0: 0.7376, top1_acc/aux1: 0.8104, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.7186, loss/aux1: 0.7186, top1_acc/aux2: 0.7760, top5_acc/aux2: 0.9211, loss_cls/aux2: 0.8615, loss/aux2: 0.8615 2020-10-23 15:06:48,086 - mmaction - INFO - Epoch [52][300/396] lr: 1.500e-03, eta: 4:32:55, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.8206, top5_acc: 0.9380, loss_cls: 0.7202, loss: 0.7202, grad_norm: 2.9471, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7488, loss/aux0: 0.7488, top1_acc/aux1: 0.8154, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.7249, loss/aux1: 0.7249, top1_acc/aux2: 0.7724, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.8891, loss/aux2: 0.8891 2020-10-23 15:07:33,246 - mmaction - INFO - Epoch [52][320/396] lr: 1.500e-03, eta: 4:32:39, time: 0.934, data_time: 0.004, memory: 8337, top1_acc: 0.8034, top5_acc: 0.9393, loss_cls: 0.7459, loss: 0.7459, grad_norm: 2.9585, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7368, loss/aux0: 0.7368, top1_acc/aux1: 0.8198, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6919, loss/aux1: 0.6919, top1_acc/aux2: 0.7612, top5_acc/aux2: 0.9177, loss_cls/aux2: 0.9482, loss/aux2: 0.9482 2020-10-23 15:08:20,411 - mmaction - INFO - Epoch [52][340/396] lr: 1.500e-03, eta: 4:32:23, time: 0.914, data_time: 0.000, memory: 8337, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.7139, loss: 0.7139, grad_norm: 2.8498, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7445, loss/aux0: 0.7445, top1_acc/aux1: 0.8151, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6931, loss/aux1: 0.6931, top1_acc/aux2: 0.7622, top5_acc/aux2: 0.9190, loss_cls/aux2: 0.9154, loss/aux2: 0.9154 2020-10-23 15:09:08,174 - mmaction - INFO - Epoch [52][360/396] lr: 1.500e-03, eta: 4:32:10, time: 1.069, data_time: 0.000, memory: 8337, top1_acc: 0.8133, top5_acc: 0.9380, loss_cls: 0.7133, loss: 0.7133, grad_norm: 2.9101, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7497, loss/aux0: 0.7497, top1_acc/aux1: 0.8169, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6922, loss/aux1: 0.6922, top1_acc/aux2: 0.7625, top5_acc/aux2: 0.9195, loss_cls/aux2: 0.8895, loss/aux2: 0.8895 2020-10-23 15:09:50,415 - mmaction - INFO - Epoch [52][380/396] lr: 1.500e-03, eta: 4:31:52, time: 0.851, data_time: 0.000, memory: 8337, top1_acc: 0.8083, top5_acc: 0.9336, loss_cls: 0.7514, loss: 0.7514, grad_norm: 2.9945, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7573, loss/aux0: 0.7573, top1_acc/aux1: 0.8167, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6877, loss/aux1: 0.6877, top1_acc/aux2: 0.7641, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.9007, loss/aux2: 0.9007 2020-10-23 15:10:36,604 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-10-23 15:14:09,782 - mmaction - INFO - Epoch [53][20/396] lr: 1.500e-03, eta: 4:31:09, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.8180, top5_acc: 0.9357, loss_cls: 0.7239, loss: 0.7239, grad_norm: 2.8610, top1_acc/aux0: 0.8097, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7325, loss/aux0: 0.7325, top1_acc/aux1: 0.8224, top5_acc/aux1: 0.9432, loss_cls/aux1: 0.6750, loss/aux1: 0.6750, top1_acc/aux2: 0.7776, top5_acc/aux2: 0.9167, loss_cls/aux2: 0.8795, loss/aux2: 0.8795 2020-10-23 15:14:54,841 - mmaction - INFO - Epoch [53][40/396] lr: 1.500e-03, eta: 4:30:53, time: 0.911, data_time: 0.000, memory: 8337, top1_acc: 0.8130, top5_acc: 0.9370, loss_cls: 0.7124, loss: 0.7124, grad_norm: 2.8619, top1_acc/aux0: 0.8048, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7455, loss/aux0: 0.7455, top1_acc/aux1: 0.8206, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6765, loss/aux1: 0.6765, top1_acc/aux2: 0.7711, top5_acc/aux2: 0.9198, loss_cls/aux2: 0.8901, loss/aux2: 0.8901 2020-10-23 15:15:41,321 - mmaction - INFO - Epoch [53][60/396] lr: 1.500e-03, eta: 4:30:39, time: 1.008, data_time: 0.084, memory: 8337, top1_acc: 0.8065, top5_acc: 0.9336, loss_cls: 0.7230, loss: 0.7230, grad_norm: 2.8768, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9342, loss_cls/aux0: 0.7490, loss/aux0: 0.7490, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9437, loss_cls/aux1: 0.7176, loss/aux1: 0.7176, top1_acc/aux2: 0.7659, top5_acc/aux2: 0.9193, loss_cls/aux2: 0.9015, loss/aux2: 0.9015 2020-10-23 15:16:27,304 - mmaction - INFO - Epoch [53][80/396] lr: 1.500e-03, eta: 4:30:25, time: 1.026, data_time: 0.097, memory: 8337, top1_acc: 0.8135, top5_acc: 0.9391, loss_cls: 0.7246, loss: 0.7246, grad_norm: 2.9965, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7442, loss/aux0: 0.7442, top1_acc/aux1: 0.8052, top5_acc/aux1: 0.9385, loss_cls/aux1: 0.7523, loss/aux1: 0.7523, top1_acc/aux2: 0.7672, top5_acc/aux2: 0.9146, loss_cls/aux2: 0.9182, loss/aux2: 0.9182 2020-10-23 15:17:11,926 - mmaction - INFO - Epoch [53][100/396] lr: 1.500e-03, eta: 4:30:10, time: 0.975, data_time: 0.133, memory: 8337, top1_acc: 0.8161, top5_acc: 0.9435, loss_cls: 0.7024, loss: 0.7024, grad_norm: 2.9541, top1_acc/aux0: 0.8006, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7567, loss/aux0: 0.7567, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6904, loss/aux1: 0.6904, top1_acc/aux2: 0.7609, top5_acc/aux2: 0.9167, loss_cls/aux2: 0.9175, loss/aux2: 0.9175 2020-10-23 15:17:55,758 - mmaction - INFO - Epoch [53][120/396] lr: 1.500e-03, eta: 4:29:53, time: 0.872, data_time: 0.000, memory: 8337, top1_acc: 0.8216, top5_acc: 0.9383, loss_cls: 0.7144, loss: 0.7144, grad_norm: 2.8370, top1_acc/aux0: 0.8019, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7487, loss/aux0: 0.7487, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6669, loss/aux1: 0.6669, top1_acc/aux2: 0.7573, top5_acc/aux2: 0.9159, loss_cls/aux2: 0.9006, loss/aux2: 0.9006 2020-10-23 15:18:40,231 - mmaction - INFO - Epoch [53][140/396] lr: 1.500e-03, eta: 4:29:35, time: 0.826, data_time: 0.000, memory: 8337, top1_acc: 0.8099, top5_acc: 0.9406, loss_cls: 0.7055, loss: 0.7055, grad_norm: 2.8620, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7434, loss/aux0: 0.7434, top1_acc/aux1: 0.8185, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6914, loss/aux1: 0.6914, top1_acc/aux2: 0.7680, top5_acc/aux2: 0.9161, loss_cls/aux2: 0.8697, loss/aux2: 0.8697 2020-10-23 15:19:26,636 - mmaction - INFO - Epoch [53][160/396] lr: 1.500e-03, eta: 4:29:19, time: 0.932, data_time: 0.000, memory: 8337, top1_acc: 0.8177, top5_acc: 0.9432, loss_cls: 0.7021, loss: 0.7021, grad_norm: 2.8882, top1_acc/aux0: 0.7999, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7569, loss/aux0: 0.7569, top1_acc/aux1: 0.8135, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6975, loss/aux1: 0.6975, top1_acc/aux2: 0.7698, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8760, loss/aux2: 0.8760 2020-10-23 15:20:10,331 - mmaction - INFO - Epoch [53][180/396] lr: 1.500e-03, eta: 4:29:04, time: 0.937, data_time: 0.000, memory: 8337, top1_acc: 0.8133, top5_acc: 0.9409, loss_cls: 0.7147, loss: 0.7147, grad_norm: 2.9174, top1_acc/aux0: 0.8017, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7411, loss/aux0: 0.7411, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.7113, loss/aux1: 0.7113, top1_acc/aux2: 0.7648, top5_acc/aux2: 0.9185, loss_cls/aux2: 0.9146, loss/aux2: 0.9146 2020-10-23 15:20:54,228 - mmaction - INFO - Epoch [53][200/396] lr: 1.500e-03, eta: 4:28:46, time: 0.835, data_time: 0.000, memory: 8337, top1_acc: 0.8005, top5_acc: 0.9370, loss_cls: 0.7534, loss: 0.7534, grad_norm: 2.9466, top1_acc/aux0: 0.8038, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7319, loss/aux0: 0.7319, top1_acc/aux1: 0.8122, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.7135, loss/aux1: 0.7135, top1_acc/aux2: 0.7698, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8923, loss/aux2: 0.8923 2020-10-23 15:21:41,124 - mmaction - INFO - Epoch [53][220/396] lr: 1.500e-03, eta: 4:28:30, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.8154, top5_acc: 0.9385, loss_cls: 0.7175, loss: 0.7175, grad_norm: 2.9063, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7391, loss/aux0: 0.7391, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.7157, loss/aux1: 0.7157, top1_acc/aux2: 0.7797, top5_acc/aux2: 0.9276, loss_cls/aux2: 0.8466, loss/aux2: 0.8466 2020-10-23 15:22:23,684 - mmaction - INFO - Epoch [53][240/396] lr: 1.500e-03, eta: 4:28:12, time: 0.832, data_time: 0.000, memory: 8337, top1_acc: 0.7992, top5_acc: 0.9336, loss_cls: 0.7667, loss: 0.7667, grad_norm: 3.0037, top1_acc/aux0: 0.8037, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7455, loss/aux0: 0.7455, top1_acc/aux1: 0.8174, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.7180, loss/aux1: 0.7180, top1_acc/aux2: 0.7737, top5_acc/aux2: 0.9234, loss_cls/aux2: 0.8570, loss/aux2: 0.8570 2020-10-23 15:23:08,810 - mmaction - INFO - Epoch [53][260/396] lr: 1.500e-03, eta: 4:27:55, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.8109, top5_acc: 0.9354, loss_cls: 0.7206, loss: 0.7206, grad_norm: 2.9130, top1_acc/aux0: 0.7999, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7562, loss/aux0: 0.7562, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.7161, loss/aux1: 0.7161, top1_acc/aux2: 0.7661, top5_acc/aux2: 0.9229, loss_cls/aux2: 0.8891, loss/aux2: 0.8891 2020-10-23 15:23:56,556 - mmaction - INFO - Epoch [53][280/396] lr: 1.500e-03, eta: 4:27:39, time: 0.888, data_time: 0.000, memory: 8337, top1_acc: 0.8148, top5_acc: 0.9372, loss_cls: 0.7159, loss: 0.7159, grad_norm: 2.8729, top1_acc/aux0: 0.8017, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7479, loss/aux0: 0.7479, top1_acc/aux1: 0.8104, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.7164, loss/aux1: 0.7164, top1_acc/aux2: 0.7659, top5_acc/aux2: 0.9180, loss_cls/aux2: 0.9096, loss/aux2: 0.9096 2020-10-23 15:24:38,852 - mmaction - INFO - Epoch [53][300/396] lr: 1.500e-03, eta: 4:27:22, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.8120, top5_acc: 0.9393, loss_cls: 0.7234, loss: 0.7234, grad_norm: 2.9747, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7504, loss/aux0: 0.7504, top1_acc/aux1: 0.8099, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.7127, loss/aux1: 0.7127, top1_acc/aux2: 0.7737, top5_acc/aux2: 0.9164, loss_cls/aux2: 0.8864, loss/aux2: 0.8864 2020-10-23 15:25:22,677 - mmaction - INFO - Epoch [53][320/396] lr: 1.500e-03, eta: 4:27:05, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.8010, top5_acc: 0.9378, loss_cls: 0.7621, loss: 0.7621, grad_norm: 2.9265, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7433, loss/aux0: 0.7433, top1_acc/aux1: 0.8146, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.7010, loss/aux1: 0.7010, top1_acc/aux2: 0.7779, top5_acc/aux2: 0.9221, loss_cls/aux2: 0.8564, loss/aux2: 0.8564 2020-10-23 15:26:07,350 - mmaction - INFO - Epoch [53][340/396] lr: 1.500e-03, eta: 4:26:48, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.8284, top5_acc: 0.9440, loss_cls: 0.6812, loss: 0.6812, grad_norm: 2.8932, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7327, loss/aux0: 0.7327, top1_acc/aux1: 0.8232, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.6916, loss/aux1: 0.6916, top1_acc/aux2: 0.7690, top5_acc/aux2: 0.9237, loss_cls/aux2: 0.8777, loss/aux2: 0.8777 2020-10-23 15:26:53,018 - mmaction - INFO - Epoch [53][360/396] lr: 1.500e-03, eta: 4:26:34, time: 1.004, data_time: 0.063, memory: 8337, top1_acc: 0.8135, top5_acc: 0.9385, loss_cls: 0.7045, loss: 0.7045, grad_norm: 2.9765, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7546, loss/aux0: 0.7546, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.7090, loss/aux1: 0.7090, top1_acc/aux2: 0.7729, top5_acc/aux2: 0.9250, loss_cls/aux2: 0.8634, loss/aux2: 0.8634 2020-10-23 15:27:35,007 - mmaction - INFO - Epoch [53][380/396] lr: 1.500e-03, eta: 4:26:17, time: 0.895, data_time: 0.045, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9432, loss_cls: 0.7052, loss: 0.7052, grad_norm: 2.8847, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7688, loss/aux0: 0.7688, top1_acc/aux1: 0.8172, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.7073, loss/aux1: 0.7073, top1_acc/aux2: 0.7753, top5_acc/aux2: 0.9234, loss_cls/aux2: 0.8567, loss/aux2: 0.8567 2020-10-23 15:28:14,431 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-10-23 15:31:27,401 - mmaction - INFO - Epoch [54][20/396] lr: 1.500e-03, eta: 4:25:34, time: 0.846, data_time: 0.009, memory: 8337, top1_acc: 0.8099, top5_acc: 0.9333, loss_cls: 0.7400, loss: 0.7400, grad_norm: 2.9435, top1_acc/aux0: 0.8043, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7390, loss/aux0: 0.7390, top1_acc/aux1: 0.8172, top5_acc/aux1: 0.9422, loss_cls/aux1: 0.7171, loss/aux1: 0.7171, top1_acc/aux2: 0.7641, top5_acc/aux2: 0.9161, loss_cls/aux2: 0.9254, loss/aux2: 0.9254 2020-10-23 15:32:11,949 - mmaction - INFO - Epoch [54][40/396] lr: 1.500e-03, eta: 4:25:18, time: 0.887, data_time: 0.000, memory: 8337, top1_acc: 0.8089, top5_acc: 0.9362, loss_cls: 0.7201, loss: 0.7201, grad_norm: 2.9587, top1_acc/aux0: 0.8013, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7495, loss/aux0: 0.7495, top1_acc/aux1: 0.8151, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.7130, loss/aux1: 0.7130, top1_acc/aux2: 0.7708, top5_acc/aux2: 0.9221, loss_cls/aux2: 0.8793, loss/aux2: 0.8793 2020-10-23 15:32:56,128 - mmaction - INFO - Epoch [54][60/396] lr: 1.500e-03, eta: 4:25:02, time: 0.945, data_time: 0.000, memory: 8337, top1_acc: 0.8177, top5_acc: 0.9378, loss_cls: 0.7152, loss: 0.7152, grad_norm: 2.9320, top1_acc/aux0: 0.7998, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7601, loss/aux0: 0.7601, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.7010, loss/aux1: 0.7010, top1_acc/aux2: 0.7818, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8361, loss/aux2: 0.8361 2020-10-23 15:33:41,973 - mmaction - INFO - Epoch [54][80/396] lr: 1.500e-03, eta: 4:24:46, time: 0.935, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9404, loss_cls: 0.6810, loss: 0.6810, grad_norm: 2.8248, top1_acc/aux0: 0.8067, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7473, loss/aux0: 0.7473, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6382, loss/aux1: 0.6382, top1_acc/aux2: 0.7831, top5_acc/aux2: 0.9237, loss_cls/aux2: 0.8388, loss/aux2: 0.8388 2020-10-23 15:34:29,063 - mmaction - INFO - Epoch [54][100/396] lr: 1.500e-03, eta: 4:24:32, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9414, loss_cls: 0.6981, loss: 0.6981, grad_norm: 2.9673, top1_acc/aux0: 0.8040, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7518, loss/aux0: 0.7518, top1_acc/aux1: 0.8349, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6282, loss/aux1: 0.6282, top1_acc/aux2: 0.7732, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.8777, loss/aux2: 0.8777 2020-10-23 15:35:12,424 - mmaction - INFO - Epoch [54][120/396] lr: 1.500e-03, eta: 4:24:15, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.8151, top5_acc: 0.9367, loss_cls: 0.7338, loss: 0.7338, grad_norm: 2.9215, top1_acc/aux0: 0.8009, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7537, loss/aux0: 0.7537, top1_acc/aux1: 0.8268, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6634, loss/aux1: 0.6634, top1_acc/aux2: 0.7763, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.8719, loss/aux2: 0.8719 2020-10-23 15:36:00,748 - mmaction - INFO - Epoch [54][140/396] lr: 1.500e-03, eta: 4:24:00, time: 0.977, data_time: 0.000, memory: 8337, top1_acc: 0.8161, top5_acc: 0.9367, loss_cls: 0.7232, loss: 0.7232, grad_norm: 2.9120, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7395, loss/aux0: 0.7395, top1_acc/aux1: 0.8255, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6705, loss/aux1: 0.6705, top1_acc/aux2: 0.7784, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8680, loss/aux2: 0.8680 2020-10-23 15:36:47,673 - mmaction - INFO - Epoch [54][160/396] lr: 1.500e-03, eta: 4:23:42, time: 0.838, data_time: 0.000, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9396, loss_cls: 0.6908, loss: 0.6908, grad_norm: 2.8577, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7393, loss/aux0: 0.7393, top1_acc/aux1: 0.8172, top5_acc/aux1: 0.9414, loss_cls/aux1: 0.6964, loss/aux1: 0.6964, top1_acc/aux2: 0.7638, top5_acc/aux2: 0.9125, loss_cls/aux2: 0.9270, loss/aux2: 0.9270 2020-10-23 15:37:31,127 - mmaction - INFO - Epoch [54][180/396] lr: 1.500e-03, eta: 4:23:26, time: 0.910, data_time: 0.000, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9443, loss_cls: 0.6784, loss: 0.6784, grad_norm: 2.9010, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7399, loss/aux0: 0.7399, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9385, loss_cls/aux1: 0.7288, loss/aux1: 0.7288, top1_acc/aux2: 0.7674, top5_acc/aux2: 0.9151, loss_cls/aux2: 0.8964, loss/aux2: 0.8964 2020-10-23 15:38:17,472 - mmaction - INFO - Epoch [54][200/396] lr: 1.500e-03, eta: 4:23:11, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.8133, top5_acc: 0.9372, loss_cls: 0.7152, loss: 0.7152, grad_norm: 2.9864, top1_acc/aux0: 0.8041, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7554, loss/aux0: 0.7554, top1_acc/aux1: 0.8174, top5_acc/aux1: 0.9406, loss_cls/aux1: 0.7204, loss/aux1: 0.7204, top1_acc/aux2: 0.7753, top5_acc/aux2: 0.9182, loss_cls/aux2: 0.8586, loss/aux2: 0.8586 2020-10-23 15:39:00,686 - mmaction - INFO - Epoch [54][220/396] lr: 1.500e-03, eta: 4:22:55, time: 0.930, data_time: 0.000, memory: 8337, top1_acc: 0.8120, top5_acc: 0.9385, loss_cls: 0.7259, loss: 0.7259, grad_norm: 2.9518, top1_acc/aux0: 0.8004, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7625, loss/aux0: 0.7625, top1_acc/aux1: 0.8203, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.6994, loss/aux1: 0.6994, top1_acc/aux2: 0.7747, top5_acc/aux2: 0.9180, loss_cls/aux2: 0.8714, loss/aux2: 0.8714 2020-10-23 15:39:46,304 - mmaction - INFO - Epoch [54][240/396] lr: 1.500e-03, eta: 4:22:39, time: 0.933, data_time: 0.001, memory: 8337, top1_acc: 0.8206, top5_acc: 0.9456, loss_cls: 0.6993, loss: 0.6993, grad_norm: 2.8604, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7411, loss/aux0: 0.7411, top1_acc/aux1: 0.8253, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6889, loss/aux1: 0.6889, top1_acc/aux2: 0.7813, top5_acc/aux2: 0.9206, loss_cls/aux2: 0.8723, loss/aux2: 0.8723 2020-10-23 15:40:31,140 - mmaction - INFO - Epoch [54][260/396] lr: 1.500e-03, eta: 4:22:21, time: 0.821, data_time: 0.000, memory: 8337, top1_acc: 0.8250, top5_acc: 0.9409, loss_cls: 0.6941, loss: 0.6941, grad_norm: 2.9775, top1_acc/aux0: 0.8056, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7416, loss/aux0: 0.7416, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6733, loss/aux1: 0.6733, top1_acc/aux2: 0.7826, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8684, loss/aux2: 0.8684 2020-10-23 15:41:18,328 - mmaction - INFO - Epoch [54][280/396] lr: 1.500e-03, eta: 4:22:05, time: 0.921, data_time: 0.000, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9445, loss_cls: 0.6848, loss: 0.6848, grad_norm: 2.9500, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7447, loss/aux0: 0.7447, top1_acc/aux1: 0.8112, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.7196, loss/aux1: 0.7196, top1_acc/aux2: 0.7740, top5_acc/aux2: 0.9193, loss_cls/aux2: 0.8807, loss/aux2: 0.8807 2020-10-23 15:42:03,814 - mmaction - INFO - Epoch [54][300/396] lr: 1.500e-03, eta: 4:21:49, time: 0.901, data_time: 0.000, memory: 8337, top1_acc: 0.7966, top5_acc: 0.9323, loss_cls: 0.7694, loss: 0.7694, grad_norm: 3.0034, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7451, loss/aux0: 0.7451, top1_acc/aux1: 0.8070, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.7389, loss/aux1: 0.7389, top1_acc/aux2: 0.7729, top5_acc/aux2: 0.9169, loss_cls/aux2: 0.8824, loss/aux2: 0.8824 2020-10-23 15:42:46,758 - mmaction - INFO - Epoch [54][320/396] lr: 1.500e-03, eta: 4:21:32, time: 0.861, data_time: 0.000, memory: 8337, top1_acc: 0.8221, top5_acc: 0.9417, loss_cls: 0.6835, loss: 0.6835, grad_norm: 2.9288, top1_acc/aux0: 0.8001, top5_acc/aux0: 0.9312, loss_cls/aux0: 0.7638, loss/aux0: 0.7638, top1_acc/aux1: 0.8216, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6845, loss/aux1: 0.6845, top1_acc/aux2: 0.7742, top5_acc/aux2: 0.9182, loss_cls/aux2: 0.8789, loss/aux2: 0.8789 2020-10-23 15:43:32,564 - mmaction - INFO - Epoch [54][340/396] lr: 1.500e-03, eta: 4:21:16, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.8201, top5_acc: 0.9341, loss_cls: 0.7108, loss: 0.7108, grad_norm: 2.8905, top1_acc/aux0: 0.8050, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7525, loss/aux0: 0.7525, top1_acc/aux1: 0.8279, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6690, loss/aux1: 0.6690, top1_acc/aux2: 0.7685, top5_acc/aux2: 0.9180, loss_cls/aux2: 0.8949, loss/aux2: 0.8949 2020-10-23 15:44:16,078 - mmaction - INFO - Epoch [54][360/396] lr: 1.500e-03, eta: 4:20:59, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.8133, top5_acc: 0.9362, loss_cls: 0.7321, loss: 0.7321, grad_norm: 2.8768, top1_acc/aux0: 0.8064, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7403, loss/aux0: 0.7403, top1_acc/aux1: 0.8206, top5_acc/aux1: 0.9396, loss_cls/aux1: 0.7048, loss/aux1: 0.7048, top1_acc/aux2: 0.7742, top5_acc/aux2: 0.9193, loss_cls/aux2: 0.8711, loss/aux2: 0.8711 2020-10-23 15:45:02,218 - mmaction - INFO - Epoch [54][380/396] lr: 1.500e-03, eta: 4:20:44, time: 0.968, data_time: 0.000, memory: 8337, top1_acc: 0.8151, top5_acc: 0.9388, loss_cls: 0.7216, loss: 0.7216, grad_norm: 2.9298, top1_acc/aux0: 0.8059, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7451, loss/aux0: 0.7451, top1_acc/aux1: 0.8195, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.6981, loss/aux1: 0.6981, top1_acc/aux2: 0.7760, top5_acc/aux2: 0.9180, loss_cls/aux2: 0.8746, loss/aux2: 0.8746 2020-10-23 15:45:40,282 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-10-23 15:48:58,729 - mmaction - INFO - Epoch [55][20/396] lr: 1.500e-03, eta: 4:20:04, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9406, loss_cls: 0.6889, loss: 0.6889, grad_norm: 2.9508, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7325, loss/aux0: 0.7325, top1_acc/aux1: 0.8188, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.7205, loss/aux1: 0.7205, top1_acc/aux2: 0.7766, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.8619, loss/aux2: 0.8619 2020-10-23 15:49:45,772 - mmaction - INFO - Epoch [55][40/396] lr: 1.500e-03, eta: 4:19:47, time: 0.877, data_time: 0.000, memory: 8337, top1_acc: 0.8151, top5_acc: 0.9341, loss_cls: 0.7302, loss: 0.7302, grad_norm: 2.9561, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7420, loss/aux0: 0.7420, top1_acc/aux1: 0.8117, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.7334, loss/aux1: 0.7334, top1_acc/aux2: 0.7693, top5_acc/aux2: 0.9214, loss_cls/aux2: 0.8940, loss/aux2: 0.8940 2020-10-23 15:50:28,105 - mmaction - INFO - Epoch [55][60/396] lr: 1.500e-03, eta: 4:19:30, time: 0.857, data_time: 0.000, memory: 8337, top1_acc: 0.8156, top5_acc: 0.9354, loss_cls: 0.7129, loss: 0.7129, grad_norm: 2.8952, top1_acc/aux0: 0.8025, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7426, loss/aux0: 0.7426, top1_acc/aux1: 0.8089, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.7096, loss/aux1: 0.7096, top1_acc/aux2: 0.7685, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.8845, loss/aux2: 0.8845 2020-10-23 15:51:14,579 - mmaction - INFO - Epoch [55][80/396] lr: 1.500e-03, eta: 4:19:14, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.8164, top5_acc: 0.9388, loss_cls: 0.7081, loss: 0.7081, grad_norm: 3.0002, top1_acc/aux0: 0.7998, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7495, loss/aux0: 0.7495, top1_acc/aux1: 0.8151, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6717, loss/aux1: 0.6717, top1_acc/aux2: 0.7747, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8517, loss/aux2: 0.8517 2020-10-23 15:52:00,978 - mmaction - INFO - Epoch [55][100/396] lr: 1.500e-03, eta: 4:18:58, time: 0.917, data_time: 0.000, memory: 8337, top1_acc: 0.8128, top5_acc: 0.9383, loss_cls: 0.7166, loss: 0.7166, grad_norm: 2.9999, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7475, loss/aux0: 0.7475, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6608, loss/aux1: 0.6608, top1_acc/aux2: 0.7747, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.8753, loss/aux2: 0.8753 2020-10-23 15:52:44,040 - mmaction - INFO - Epoch [55][120/396] lr: 1.500e-03, eta: 4:18:41, time: 0.901, data_time: 0.000, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9424, loss_cls: 0.6936, loss: 0.6936, grad_norm: 2.9513, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7391, loss/aux0: 0.7391, top1_acc/aux1: 0.8260, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6698, loss/aux1: 0.6698, top1_acc/aux2: 0.7711, top5_acc/aux2: 0.9177, loss_cls/aux2: 0.9127, loss/aux2: 0.9127 2020-10-23 15:53:29,727 - mmaction - INFO - Epoch [55][140/396] lr: 1.500e-03, eta: 4:18:25, time: 0.895, data_time: 0.000, memory: 8337, top1_acc: 0.8211, top5_acc: 0.9404, loss_cls: 0.6996, loss: 0.6996, grad_norm: 2.9516, top1_acc/aux0: 0.8002, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7532, loss/aux0: 0.7532, top1_acc/aux1: 0.8245, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.6982, loss/aux1: 0.6982, top1_acc/aux2: 0.7766, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.8927, loss/aux2: 0.8927 2020-10-23 15:54:14,946 - mmaction - INFO - Epoch [55][160/396] lr: 1.500e-03, eta: 4:18:08, time: 0.847, data_time: 0.000, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9479, loss_cls: 0.6854, loss: 0.6854, grad_norm: 2.9808, top1_acc/aux0: 0.7993, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7549, loss/aux0: 0.7549, top1_acc/aux1: 0.8161, top5_acc/aux1: 0.9409, loss_cls/aux1: 0.7123, loss/aux1: 0.7123, top1_acc/aux2: 0.7768, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.8821, loss/aux2: 0.8821 2020-10-23 15:55:00,764 - mmaction - INFO - Epoch [55][180/396] lr: 1.500e-03, eta: 4:17:51, time: 0.902, data_time: 0.000, memory: 8337, top1_acc: 0.8133, top5_acc: 0.9398, loss_cls: 0.6944, loss: 0.6944, grad_norm: 2.9431, top1_acc/aux0: 0.8002, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7545, loss/aux0: 0.7545, top1_acc/aux1: 0.8146, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.7111, loss/aux1: 0.7111, top1_acc/aux2: 0.7724, top5_acc/aux2: 0.9172, loss_cls/aux2: 0.8951, loss/aux2: 0.8951 2020-10-23 15:55:43,545 - mmaction - INFO - Epoch [55][200/396] lr: 1.500e-03, eta: 4:17:33, time: 0.779, data_time: 0.000, memory: 8337, top1_acc: 0.8016, top5_acc: 0.9315, loss_cls: 0.7374, loss: 0.7374, grad_norm: 2.9217, top1_acc/aux0: 0.8023, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7529, loss/aux0: 0.7529, top1_acc/aux1: 0.8115, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.7287, loss/aux1: 0.7287, top1_acc/aux2: 0.7727, top5_acc/aux2: 0.9190, loss_cls/aux2: 0.8949, loss/aux2: 0.8949 2020-10-23 15:56:31,022 - mmaction - INFO - Epoch [55][220/396] lr: 1.500e-03, eta: 4:17:16, time: 0.878, data_time: 0.000, memory: 8337, top1_acc: 0.8234, top5_acc: 0.9417, loss_cls: 0.6982, loss: 0.6982, grad_norm: 2.9794, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7584, loss/aux0: 0.7584, top1_acc/aux1: 0.8096, top5_acc/aux1: 0.9401, loss_cls/aux1: 0.7346, loss/aux1: 0.7346, top1_acc/aux2: 0.7672, top5_acc/aux2: 0.9151, loss_cls/aux2: 0.9106, loss/aux2: 0.9106 2020-10-23 15:57:14,323 - mmaction - INFO - Epoch [55][240/396] lr: 1.500e-03, eta: 4:16:59, time: 0.871, data_time: 0.000, memory: 8337, top1_acc: 0.8146, top5_acc: 0.9336, loss_cls: 0.7257, loss: 0.7257, grad_norm: 2.9424, top1_acc/aux0: 0.8005, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7513, loss/aux0: 0.7513, top1_acc/aux1: 0.8159, top5_acc/aux1: 0.9391, loss_cls/aux1: 0.7073, loss/aux1: 0.7073, top1_acc/aux2: 0.7635, top5_acc/aux2: 0.9091, loss_cls/aux2: 0.9179, loss/aux2: 0.9179 2020-10-23 15:57:59,220 - mmaction - INFO - Epoch [55][260/396] lr: 1.500e-03, eta: 4:16:42, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.8148, top5_acc: 0.9370, loss_cls: 0.7081, loss: 0.7081, grad_norm: 2.9194, top1_acc/aux0: 0.8034, top5_acc/aux0: 0.9386, loss_cls/aux0: 0.7388, loss/aux0: 0.7388, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.7016, loss/aux1: 0.7016, top1_acc/aux2: 0.7677, top5_acc/aux2: 0.9109, loss_cls/aux2: 0.9085, loss/aux2: 0.9085 2020-10-23 15:58:42,920 - mmaction - INFO - Epoch [55][280/396] lr: 1.500e-03, eta: 4:16:25, time: 0.875, data_time: 0.000, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9456, loss_cls: 0.6817, loss: 0.6817, grad_norm: 3.0114, top1_acc/aux0: 0.8037, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7350, loss/aux0: 0.7350, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.7183, loss/aux1: 0.7183, top1_acc/aux2: 0.7708, top5_acc/aux2: 0.9125, loss_cls/aux2: 0.9130, loss/aux2: 0.9130 2020-10-23 15:59:29,459 - mmaction - INFO - Epoch [55][300/396] lr: 1.500e-03, eta: 4:16:10, time: 0.966, data_time: 0.267, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9352, loss_cls: 0.7296, loss: 0.7296, grad_norm: 3.0183, top1_acc/aux0: 0.8043, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7336, loss/aux0: 0.7336, top1_acc/aux1: 0.8107, top5_acc/aux1: 0.9414, loss_cls/aux1: 0.7315, loss/aux1: 0.7315, top1_acc/aux2: 0.7633, top5_acc/aux2: 0.9068, loss_cls/aux2: 0.9356, loss/aux2: 0.9356 2020-10-23 16:00:13,240 - mmaction - INFO - Epoch [55][320/396] lr: 1.500e-03, eta: 4:15:52, time: 0.778, data_time: 0.000, memory: 8337, top1_acc: 0.8122, top5_acc: 0.9349, loss_cls: 0.7269, loss: 0.7269, grad_norm: 2.9205, top1_acc/aux0: 0.8035, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7429, loss/aux0: 0.7429, top1_acc/aux1: 0.8167, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6964, loss/aux1: 0.6964, top1_acc/aux2: 0.7729, top5_acc/aux2: 0.9115, loss_cls/aux2: 0.9030, loss/aux2: 0.9030 2020-10-23 16:00:58,518 - mmaction - INFO - Epoch [55][340/396] lr: 1.500e-03, eta: 4:15:34, time: 0.845, data_time: 0.000, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9414, loss_cls: 0.6903, loss: 0.6903, grad_norm: 2.9559, top1_acc/aux0: 0.8030, top5_acc/aux0: 0.9386, loss_cls/aux0: 0.7377, loss/aux0: 0.7377, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6874, loss/aux1: 0.6874, top1_acc/aux2: 0.7794, top5_acc/aux2: 0.9214, loss_cls/aux2: 0.8649, loss/aux2: 0.8649 2020-10-23 16:01:43,899 - mmaction - INFO - Epoch [55][360/396] lr: 1.500e-03, eta: 4:15:17, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.8182, top5_acc: 0.9367, loss_cls: 0.7200, loss: 0.7200, grad_norm: 2.8846, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7309, loss/aux0: 0.7309, top1_acc/aux1: 0.8169, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6814, loss/aux1: 0.6814, top1_acc/aux2: 0.7802, top5_acc/aux2: 0.9258, loss_cls/aux2: 0.8413, loss/aux2: 0.8413 2020-10-23 16:02:29,242 - mmaction - INFO - Epoch [55][380/396] lr: 1.500e-03, eta: 4:15:00, time: 0.899, data_time: 0.000, memory: 8337, top1_acc: 0.8156, top5_acc: 0.9406, loss_cls: 0.7073, loss: 0.7073, grad_norm: 2.9561, top1_acc/aux0: 0.8024, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7392, loss/aux0: 0.7392, top1_acc/aux1: 0.8187, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6737, loss/aux1: 0.6737, top1_acc/aux2: 0.7776, top5_acc/aux2: 0.9224, loss_cls/aux2: 0.8620, loss/aux2: 0.8620 2020-10-23 16:03:06,301 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-10-23 16:04:03,664 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 16:04:03,853 - mmaction - INFO - top1_acc 0.8038 top5_acc 0.9483 2020-10-23 16:04:03,853 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 16:04:03,912 - mmaction - INFO - mean_acc 0.8040 2020-10-23 16:04:03,912 - mmaction - INFO - Now best checkpoint is epoch_55.pth 2020-10-23 16:04:03,960 - mmaction - INFO - Epoch(val) [55][396] top1_acc: 0.8038, top5_acc: 0.9483, mean_class_accuracy: 0.8040 2020-10-23 16:07:36,284 - mmaction - INFO - Epoch [56][20/396] lr: 1.500e-03, eta: 4:14:18, time: 0.810, data_time: 0.000, memory: 8337, top1_acc: 0.8266, top5_acc: 0.9367, loss_cls: 0.6942, loss: 0.6942, grad_norm: 2.9570, top1_acc/aux0: 0.7995, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7497, loss/aux0: 0.7497, top1_acc/aux1: 0.8115, top5_acc/aux1: 0.9406, loss_cls/aux1: 0.7268, loss/aux1: 0.7268, top1_acc/aux2: 0.7781, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.8148, loss/aux2: 0.8148 2020-10-23 16:08:23,703 - mmaction - INFO - Epoch [56][40/396] lr: 1.500e-03, eta: 4:14:01, time: 0.894, data_time: 0.000, memory: 8337, top1_acc: 0.8279, top5_acc: 0.9375, loss_cls: 0.6902, loss: 0.6902, grad_norm: 2.9654, top1_acc/aux0: 0.8027, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7476, loss/aux0: 0.7476, top1_acc/aux1: 0.8099, top5_acc/aux1: 0.9398, loss_cls/aux1: 0.7285, loss/aux1: 0.7285, top1_acc/aux2: 0.7690, top5_acc/aux2: 0.9247, loss_cls/aux2: 0.8647, loss/aux2: 0.8647 2020-10-23 16:09:09,817 - mmaction - INFO - Epoch [56][60/396] lr: 1.500e-03, eta: 4:13:46, time: 0.963, data_time: 0.292, memory: 8337, top1_acc: 0.8211, top5_acc: 0.9443, loss_cls: 0.6875, loss: 0.6875, grad_norm: 2.9417, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7444, loss/aux0: 0.7444, top1_acc/aux1: 0.8146, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6959, loss/aux1: 0.6959, top1_acc/aux2: 0.7703, top5_acc/aux2: 0.9229, loss_cls/aux2: 0.8886, loss/aux2: 0.8886 2020-10-23 16:09:56,905 - mmaction - INFO - Epoch [56][80/396] lr: 1.500e-03, eta: 4:13:30, time: 0.965, data_time: 0.022, memory: 8337, top1_acc: 0.8260, top5_acc: 0.9417, loss_cls: 0.6778, loss: 0.6778, grad_norm: 2.8937, top1_acc/aux0: 0.8032, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7484, loss/aux0: 0.7484, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6803, loss/aux1: 0.6803, top1_acc/aux2: 0.7880, top5_acc/aux2: 0.9326, loss_cls/aux2: 0.8343, loss/aux2: 0.8343 2020-10-23 16:10:42,144 - mmaction - INFO - Epoch [56][100/396] lr: 1.500e-03, eta: 4:13:14, time: 0.902, data_time: 0.000, memory: 8337, top1_acc: 0.8182, top5_acc: 0.9427, loss_cls: 0.7018, loss: 0.7018, grad_norm: 2.8811, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7418, loss/aux0: 0.7418, top1_acc/aux1: 0.8112, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.7101, loss/aux1: 0.7101, top1_acc/aux2: 0.7865, top5_acc/aux2: 0.9313, loss_cls/aux2: 0.8202, loss/aux2: 0.8202 2020-10-23 16:11:26,141 - mmaction - INFO - Epoch [56][120/396] lr: 1.500e-03, eta: 4:12:58, time: 0.965, data_time: 0.006, memory: 8337, top1_acc: 0.8232, top5_acc: 0.9424, loss_cls: 0.6948, loss: 0.6948, grad_norm: 2.9874, top1_acc/aux0: 0.8061, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7445, loss/aux0: 0.7445, top1_acc/aux1: 0.8099, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.7077, loss/aux1: 0.7077, top1_acc/aux2: 0.7792, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.8404, loss/aux2: 0.8404 2020-10-23 16:12:13,471 - mmaction - INFO - Epoch [56][140/396] lr: 1.500e-03, eta: 4:12:42, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.8104, top5_acc: 0.9336, loss_cls: 0.7192, loss: 0.7192, grad_norm: 2.9484, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7550, loss/aux0: 0.7550, top1_acc/aux1: 0.8065, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.7321, loss/aux1: 0.7321, top1_acc/aux2: 0.7753, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8654, loss/aux2: 0.8654 2020-10-23 16:12:58,346 - mmaction - INFO - Epoch [56][160/396] lr: 1.500e-03, eta: 4:12:25, time: 0.922, data_time: 0.009, memory: 8337, top1_acc: 0.8250, top5_acc: 0.9388, loss_cls: 0.6988, loss: 0.6988, grad_norm: 2.9927, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7405, loss/aux0: 0.7405, top1_acc/aux1: 0.8104, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.7198, loss/aux1: 0.7198, top1_acc/aux2: 0.7740, top5_acc/aux2: 0.9187, loss_cls/aux2: 0.8708, loss/aux2: 0.8708 2020-10-23 16:13:41,540 - mmaction - INFO - Epoch [56][180/396] lr: 1.500e-03, eta: 4:12:09, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.8154, top5_acc: 0.9453, loss_cls: 0.6968, loss: 0.6968, grad_norm: 2.9635, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7387, loss/aux0: 0.7387, top1_acc/aux1: 0.8232, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6721, loss/aux1: 0.6721, top1_acc/aux2: 0.7708, top5_acc/aux2: 0.9221, loss_cls/aux2: 0.8955, loss/aux2: 0.8955 2020-10-23 16:14:25,631 - mmaction - INFO - Epoch [56][200/396] lr: 1.500e-03, eta: 4:11:52, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.8091, top5_acc: 0.9367, loss_cls: 0.7315, loss: 0.7315, grad_norm: 3.0157, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7503, loss/aux0: 0.7503, top1_acc/aux1: 0.8190, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6854, loss/aux1: 0.6854, top1_acc/aux2: 0.7687, top5_acc/aux2: 0.9206, loss_cls/aux2: 0.8886, loss/aux2: 0.8886 2020-10-23 16:15:12,154 - mmaction - INFO - Epoch [56][220/396] lr: 1.500e-03, eta: 4:11:36, time: 0.962, data_time: 0.000, memory: 8337, top1_acc: 0.8174, top5_acc: 0.9396, loss_cls: 0.7052, loss: 0.7052, grad_norm: 2.9855, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7531, loss/aux0: 0.7531, top1_acc/aux1: 0.8143, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.7046, loss/aux1: 0.7046, top1_acc/aux2: 0.7807, top5_acc/aux2: 0.9190, loss_cls/aux2: 0.8525, loss/aux2: 0.8525 2020-10-23 16:15:55,628 - mmaction - INFO - Epoch [56][240/396] lr: 1.500e-03, eta: 4:11:19, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9346, loss_cls: 0.7222, loss: 0.7222, grad_norm: 2.9427, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7367, loss/aux0: 0.7367, top1_acc/aux1: 0.8203, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6873, loss/aux1: 0.6873, top1_acc/aux2: 0.7846, top5_acc/aux2: 0.9177, loss_cls/aux2: 0.8582, loss/aux2: 0.8582 2020-10-23 16:16:39,640 - mmaction - INFO - Epoch [56][260/396] lr: 1.500e-03, eta: 4:11:04, time: 0.944, data_time: 0.032, memory: 8337, top1_acc: 0.8161, top5_acc: 0.9414, loss_cls: 0.6948, loss: 0.6948, grad_norm: 2.8860, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7284, loss/aux0: 0.7284, top1_acc/aux1: 0.8294, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6559, loss/aux1: 0.6559, top1_acc/aux2: 0.7724, top5_acc/aux2: 0.9180, loss_cls/aux2: 0.8946, loss/aux2: 0.8946 2020-10-23 16:17:28,549 - mmaction - INFO - Epoch [56][280/396] lr: 1.500e-03, eta: 4:10:49, time: 1.053, data_time: 0.000, memory: 8337, top1_acc: 0.8188, top5_acc: 0.9391, loss_cls: 0.6926, loss: 0.6926, grad_norm: 2.9607, top1_acc/aux0: 0.8014, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7370, loss/aux0: 0.7370, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6718, loss/aux1: 0.6718, top1_acc/aux2: 0.7706, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.9071, loss/aux2: 0.9071 2020-10-23 16:18:10,433 - mmaction - INFO - Epoch [56][300/396] lr: 1.500e-03, eta: 4:10:33, time: 0.899, data_time: 0.127, memory: 8337, top1_acc: 0.8133, top5_acc: 0.9357, loss_cls: 0.6990, loss: 0.6990, grad_norm: 2.9674, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7501, loss/aux0: 0.7501, top1_acc/aux1: 0.8232, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6971, loss/aux1: 0.6971, top1_acc/aux2: 0.7727, top5_acc/aux2: 0.9206, loss_cls/aux2: 0.8897, loss/aux2: 0.8897 2020-10-23 16:18:56,260 - mmaction - INFO - Epoch [56][320/396] lr: 1.500e-03, eta: 4:10:16, time: 0.902, data_time: 0.000, memory: 8337, top1_acc: 0.8159, top5_acc: 0.9422, loss_cls: 0.6900, loss: 0.6900, grad_norm: 3.0433, top1_acc/aux0: 0.8027, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7474, loss/aux0: 0.7474, top1_acc/aux1: 0.8258, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.6964, loss/aux1: 0.6964, top1_acc/aux2: 0.7706, top5_acc/aux2: 0.9167, loss_cls/aux2: 0.8948, loss/aux2: 0.8948 2020-10-23 16:19:41,024 - mmaction - INFO - Epoch [56][340/396] lr: 1.500e-03, eta: 4:10:00, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.8148, top5_acc: 0.9409, loss_cls: 0.6984, loss: 0.6984, grad_norm: 3.0083, top1_acc/aux0: 0.8020, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7399, loss/aux0: 0.7399, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9404, loss_cls/aux1: 0.7005, loss/aux1: 0.7005, top1_acc/aux2: 0.7669, top5_acc/aux2: 0.9187, loss_cls/aux2: 0.9079, loss/aux2: 0.9079 2020-10-23 16:20:25,433 - mmaction - INFO - Epoch [56][360/396] lr: 1.500e-03, eta: 4:09:45, time: 0.942, data_time: 0.208, memory: 8337, top1_acc: 0.8133, top5_acc: 0.9383, loss_cls: 0.7055, loss: 0.7055, grad_norm: 3.0151, top1_acc/aux0: 0.8006, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7478, loss/aux0: 0.7478, top1_acc/aux1: 0.8164, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6957, loss/aux1: 0.6957, top1_acc/aux2: 0.7685, top5_acc/aux2: 0.9219, loss_cls/aux2: 0.8936, loss/aux2: 0.8936 2020-10-23 16:21:11,000 - mmaction - INFO - Epoch [56][380/396] lr: 1.500e-03, eta: 4:09:26, time: 0.797, data_time: 0.199, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9370, loss_cls: 0.7032, loss: 0.7032, grad_norm: 3.0031, top1_acc/aux0: 0.8022, top5_acc/aux0: 0.9349, loss_cls/aux0: 0.7555, loss/aux0: 0.7555, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6895, loss/aux1: 0.6895, top1_acc/aux2: 0.7753, top5_acc/aux2: 0.9182, loss_cls/aux2: 0.8782, loss/aux2: 0.8782 2020-10-23 16:21:51,093 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-10-23 16:25:22,812 - mmaction - INFO - Epoch [57][20/396] lr: 1.500e-03, eta: 4:08:44, time: 0.832, data_time: 0.000, memory: 8337, top1_acc: 0.8154, top5_acc: 0.9435, loss_cls: 0.7084, loss: 0.7084, grad_norm: 3.0972, top1_acc/aux0: 0.7997, top5_acc/aux0: 0.9329, loss_cls/aux0: 0.7639, loss/aux0: 0.7639, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.7033, loss/aux1: 0.7033, top1_acc/aux2: 0.7583, top5_acc/aux2: 0.9161, loss_cls/aux2: 0.9084, loss/aux2: 0.9084 2020-10-23 16:26:05,222 - mmaction - INFO - Epoch [57][40/396] lr: 1.500e-03, eta: 4:08:27, time: 0.827, data_time: 0.166, memory: 8337, top1_acc: 0.8107, top5_acc: 0.9385, loss_cls: 0.7227, loss: 0.7227, grad_norm: 2.9965, top1_acc/aux0: 0.8010, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7536, loss/aux0: 0.7536, top1_acc/aux1: 0.8143, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.7022, loss/aux1: 0.7022, top1_acc/aux2: 0.7648, top5_acc/aux2: 0.9185, loss_cls/aux2: 0.8867, loss/aux2: 0.8867 2020-10-23 16:26:49,728 - mmaction - INFO - Epoch [57][60/396] lr: 1.500e-03, eta: 4:08:10, time: 0.864, data_time: 0.000, memory: 8337, top1_acc: 0.8206, top5_acc: 0.9383, loss_cls: 0.6919, loss: 0.6919, grad_norm: 3.0292, top1_acc/aux0: 0.8008, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7498, loss/aux0: 0.7498, top1_acc/aux1: 0.8159, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6959, loss/aux1: 0.6959, top1_acc/aux2: 0.7729, top5_acc/aux2: 0.9190, loss_cls/aux2: 0.8734, loss/aux2: 0.8734 2020-10-23 16:27:36,545 - mmaction - INFO - Epoch [57][80/396] lr: 1.500e-03, eta: 4:07:54, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9422, loss_cls: 0.6837, loss: 0.6837, grad_norm: 2.9376, top1_acc/aux0: 0.8046, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7448, loss/aux0: 0.7448, top1_acc/aux1: 0.8143, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6985, loss/aux1: 0.6985, top1_acc/aux2: 0.7620, top5_acc/aux2: 0.9187, loss_cls/aux2: 0.8907, loss/aux2: 0.8907 2020-10-23 16:28:23,157 - mmaction - INFO - Epoch [57][100/396] lr: 1.500e-03, eta: 4:07:39, time: 0.975, data_time: 0.000, memory: 8337, top1_acc: 0.8333, top5_acc: 0.9427, loss_cls: 0.6621, loss: 0.6621, grad_norm: 2.9931, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7352, loss/aux0: 0.7352, top1_acc/aux1: 0.8156, top5_acc/aux1: 0.9471, loss_cls/aux1: 0.6993, loss/aux1: 0.6993, top1_acc/aux2: 0.7581, top5_acc/aux2: 0.9237, loss_cls/aux2: 0.8988, loss/aux2: 0.8988 2020-10-23 16:29:05,347 - mmaction - INFO - Epoch [57][120/396] lr: 1.500e-03, eta: 4:07:21, time: 0.822, data_time: 0.000, memory: 8337, top1_acc: 0.8122, top5_acc: 0.9393, loss_cls: 0.7202, loss: 0.7202, grad_norm: 3.0398, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7407, loss/aux0: 0.7407, top1_acc/aux1: 0.8208, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6862, loss/aux1: 0.6862, top1_acc/aux2: 0.7716, top5_acc/aux2: 0.9240, loss_cls/aux2: 0.8833, loss/aux2: 0.8833 2020-10-23 16:29:51,868 - mmaction - INFO - Epoch [57][140/396] lr: 1.500e-03, eta: 4:07:05, time: 0.892, data_time: 0.000, memory: 8337, top1_acc: 0.8271, top5_acc: 0.9375, loss_cls: 0.6973, loss: 0.6973, grad_norm: 2.9711, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9350, loss_cls/aux0: 0.7482, loss/aux0: 0.7482, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9471, loss_cls/aux1: 0.6723, loss/aux1: 0.6723, top1_acc/aux2: 0.7747, top5_acc/aux2: 0.9237, loss_cls/aux2: 0.8677, loss/aux2: 0.8677 2020-10-23 16:30:36,294 - mmaction - INFO - Epoch [57][160/396] lr: 1.500e-03, eta: 4:06:48, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.8172, top5_acc: 0.9323, loss_cls: 0.7194, loss: 0.7194, grad_norm: 2.9198, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7328, loss/aux0: 0.7328, top1_acc/aux1: 0.8344, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6418, loss/aux1: 0.6418, top1_acc/aux2: 0.7740, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8534, loss/aux2: 0.8534 2020-10-23 16:31:21,937 - mmaction - INFO - Epoch [57][180/396] lr: 1.500e-03, eta: 4:06:32, time: 0.942, data_time: 0.000, memory: 8337, top1_acc: 0.8201, top5_acc: 0.9370, loss_cls: 0.6943, loss: 0.6943, grad_norm: 3.0419, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7240, loss/aux0: 0.7240, top1_acc/aux1: 0.8263, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6564, loss/aux1: 0.6564, top1_acc/aux2: 0.7724, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.8622, loss/aux2: 0.8622 2020-10-23 16:32:05,925 - mmaction - INFO - Epoch [57][200/396] lr: 1.500e-03, eta: 4:06:15, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.8211, top5_acc: 0.9466, loss_cls: 0.6858, loss: 0.6858, grad_norm: 2.9251, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9343, loss_cls/aux0: 0.7472, loss/aux0: 0.7472, top1_acc/aux1: 0.8146, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6736, loss/aux1: 0.6736, top1_acc/aux2: 0.7711, top5_acc/aux2: 0.9237, loss_cls/aux2: 0.8634, loss/aux2: 0.8634 2020-10-23 16:32:52,112 - mmaction - INFO - Epoch [57][220/396] lr: 1.500e-03, eta: 4:05:59, time: 0.913, data_time: 0.000, memory: 8337, top1_acc: 0.8302, top5_acc: 0.9445, loss_cls: 0.6790, loss: 0.6790, grad_norm: 2.9903, top1_acc/aux0: 0.8003, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7484, loss/aux0: 0.7484, top1_acc/aux1: 0.8187, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6820, loss/aux1: 0.6820, top1_acc/aux2: 0.7763, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8541, loss/aux2: 0.8541 2020-10-23 16:33:39,773 - mmaction - INFO - Epoch [57][240/396] lr: 1.500e-03, eta: 4:05:42, time: 0.903, data_time: 0.000, memory: 8337, top1_acc: 0.8237, top5_acc: 0.9411, loss_cls: 0.6786, loss: 0.6786, grad_norm: 3.0297, top1_acc/aux0: 0.8025, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7451, loss/aux0: 0.7451, top1_acc/aux1: 0.8174, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.7059, loss/aux1: 0.7059, top1_acc/aux2: 0.7701, top5_acc/aux2: 0.9187, loss_cls/aux2: 0.8690, loss/aux2: 0.8690 2020-10-23 16:34:25,191 - mmaction - INFO - Epoch [57][260/396] lr: 1.500e-03, eta: 4:05:27, time: 0.947, data_time: 0.000, memory: 8337, top1_acc: 0.8276, top5_acc: 0.9372, loss_cls: 0.6951, loss: 0.6951, grad_norm: 2.8727, top1_acc/aux0: 0.8088, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.7288, loss/aux0: 0.7288, top1_acc/aux1: 0.8164, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6917, loss/aux1: 0.6917, top1_acc/aux2: 0.7620, top5_acc/aux2: 0.9195, loss_cls/aux2: 0.8892, loss/aux2: 0.8892 2020-10-23 16:35:09,580 - mmaction - INFO - Epoch [57][280/396] lr: 1.500e-03, eta: 4:05:10, time: 0.905, data_time: 0.000, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9409, loss_cls: 0.6882, loss: 0.6882, grad_norm: 3.0579, top1_acc/aux0: 0.8137, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.7121, loss/aux0: 0.7121, top1_acc/aux1: 0.8130, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6841, loss/aux1: 0.6841, top1_acc/aux2: 0.7630, top5_acc/aux2: 0.9195, loss_cls/aux2: 0.8998, loss/aux2: 0.8998 2020-10-23 16:35:54,289 - mmaction - INFO - Epoch [57][300/396] lr: 1.500e-03, eta: 4:04:54, time: 0.911, data_time: 0.000, memory: 8337, top1_acc: 0.8206, top5_acc: 0.9438, loss_cls: 0.6949, loss: 0.6949, grad_norm: 3.0206, top1_acc/aux0: 0.8066, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7371, loss/aux0: 0.7371, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6758, loss/aux1: 0.6758, top1_acc/aux2: 0.7594, top5_acc/aux2: 0.9190, loss_cls/aux2: 0.9083, loss/aux2: 0.9083 2020-10-23 16:36:39,110 - mmaction - INFO - Epoch [57][320/396] lr: 1.500e-03, eta: 4:04:37, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9375, loss_cls: 0.7132, loss: 0.7132, grad_norm: 2.9547, top1_acc/aux0: 0.8045, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7405, loss/aux0: 0.7405, top1_acc/aux1: 0.8177, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6890, loss/aux1: 0.6890, top1_acc/aux2: 0.7677, top5_acc/aux2: 0.9174, loss_cls/aux2: 0.8958, loss/aux2: 0.8958 2020-10-23 16:37:24,132 - mmaction - INFO - Epoch [57][340/396] lr: 1.500e-03, eta: 4:04:19, time: 0.792, data_time: 0.000, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9456, loss_cls: 0.6698, loss: 0.6698, grad_norm: 2.9465, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7325, loss/aux0: 0.7325, top1_acc/aux1: 0.8125, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.7256, loss/aux1: 0.7256, top1_acc/aux2: 0.7786, top5_acc/aux2: 0.9146, loss_cls/aux2: 0.8728, loss/aux2: 0.8728 2020-10-23 16:38:08,962 - mmaction - INFO - Epoch [57][360/396] lr: 1.500e-03, eta: 4:04:01, time: 0.807, data_time: 0.000, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9414, loss_cls: 0.6784, loss: 0.6784, grad_norm: 3.0065, top1_acc/aux0: 0.8004, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7488, loss/aux0: 0.7488, top1_acc/aux1: 0.8159, top5_acc/aux1: 0.9440, loss_cls/aux1: 0.7167, loss/aux1: 0.7167, top1_acc/aux2: 0.7701, top5_acc/aux2: 0.9164, loss_cls/aux2: 0.9049, loss/aux2: 0.9049 2020-10-23 16:38:52,567 - mmaction - INFO - Epoch [57][380/396] lr: 1.500e-03, eta: 4:03:44, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.8089, top5_acc: 0.9367, loss_cls: 0.7490, loss: 0.7490, grad_norm: 2.9813, top1_acc/aux0: 0.7992, top5_acc/aux0: 0.9334, loss_cls/aux0: 0.7633, loss/aux0: 0.7633, top1_acc/aux1: 0.8263, top5_acc/aux1: 0.9534, loss_cls/aux1: 0.6657, loss/aux1: 0.6657, top1_acc/aux2: 0.7698, top5_acc/aux2: 0.9211, loss_cls/aux2: 0.8937, loss/aux2: 0.8937 2020-10-23 16:39:30,593 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-10-23 16:43:01,774 - mmaction - INFO - Epoch [58][20/396] lr: 1.500e-03, eta: 4:03:03, time: 0.887, data_time: 0.000, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9380, loss_cls: 0.6952, loss: 0.6952, grad_norm: 3.0158, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9345, loss_cls/aux0: 0.7470, loss/aux0: 0.7470, top1_acc/aux1: 0.8099, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.7103, loss/aux1: 0.7103, top1_acc/aux2: 0.7677, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8679, loss/aux2: 0.8679 2020-10-23 16:43:44,870 - mmaction - INFO - Epoch [58][40/396] lr: 1.500e-03, eta: 4:02:47, time: 0.934, data_time: 0.000, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9435, loss_cls: 0.6893, loss: 0.6893, grad_norm: 2.9666, top1_acc/aux0: 0.8046, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7440, loss/aux0: 0.7440, top1_acc/aux1: 0.8172, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6891, loss/aux1: 0.6891, top1_acc/aux2: 0.7698, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.8652, loss/aux2: 0.8652 2020-10-23 16:44:29,988 - mmaction - INFO - Epoch [58][60/396] lr: 1.500e-03, eta: 4:02:30, time: 0.866, data_time: 0.000, memory: 8337, top1_acc: 0.8276, top5_acc: 0.9383, loss_cls: 0.7007, loss: 0.7007, grad_norm: 2.9748, top1_acc/aux0: 0.8046, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7492, loss/aux0: 0.7492, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6861, loss/aux1: 0.6861, top1_acc/aux2: 0.7766, top5_acc/aux2: 0.9211, loss_cls/aux2: 0.8450, loss/aux2: 0.8450 2020-10-23 16:45:13,966 - mmaction - INFO - Epoch [58][80/396] lr: 1.500e-03, eta: 4:02:14, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9385, loss_cls: 0.6856, loss: 0.6856, grad_norm: 2.9977, top1_acc/aux0: 0.8051, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7416, loss/aux0: 0.7416, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9438, loss_cls/aux1: 0.6977, loss/aux1: 0.6977, top1_acc/aux2: 0.7729, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.8528, loss/aux2: 0.8528 2020-10-23 16:45:59,855 - mmaction - INFO - Epoch [58][100/396] lr: 1.500e-03, eta: 4:01:58, time: 0.961, data_time: 0.010, memory: 8337, top1_acc: 0.8263, top5_acc: 0.9458, loss_cls: 0.6578, loss: 0.6578, grad_norm: 2.9890, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7266, loss/aux0: 0.7266, top1_acc/aux1: 0.8109, top5_acc/aux1: 0.9406, loss_cls/aux1: 0.7209, loss/aux1: 0.7209, top1_acc/aux2: 0.7674, top5_acc/aux2: 0.9237, loss_cls/aux2: 0.8716, loss/aux2: 0.8716 2020-10-23 16:46:45,521 - mmaction - INFO - Epoch [58][120/396] lr: 1.500e-03, eta: 4:01:43, time: 0.985, data_time: 0.000, memory: 8337, top1_acc: 0.8221, top5_acc: 0.9451, loss_cls: 0.6831, loss: 0.6831, grad_norm: 3.0162, top1_acc/aux0: 0.8067, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7387, loss/aux0: 0.7387, top1_acc/aux1: 0.8018, top5_acc/aux1: 0.9396, loss_cls/aux1: 0.7445, loss/aux1: 0.7445, top1_acc/aux2: 0.7693, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.8794, loss/aux2: 0.8794 2020-10-23 16:47:29,339 - mmaction - INFO - Epoch [58][140/396] lr: 1.500e-03, eta: 4:01:27, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.8247, top5_acc: 0.9466, loss_cls: 0.6684, loss: 0.6684, grad_norm: 3.0274, top1_acc/aux0: 0.8040, top5_acc/aux0: 0.9351, loss_cls/aux0: 0.7450, loss/aux0: 0.7450, top1_acc/aux1: 0.8094, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.7290, loss/aux1: 0.7290, top1_acc/aux2: 0.7727, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.8636, loss/aux2: 0.8636 2020-10-23 16:48:14,321 - mmaction - INFO - Epoch [58][160/396] lr: 1.500e-03, eta: 4:01:10, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.8214, top5_acc: 0.9438, loss_cls: 0.6909, loss: 0.6909, grad_norm: 2.9563, top1_acc/aux0: 0.8046, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7361, loss/aux0: 0.7361, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6964, loss/aux1: 0.6964, top1_acc/aux2: 0.7695, top5_acc/aux2: 0.9214, loss_cls/aux2: 0.8738, loss/aux2: 0.8738 2020-10-23 16:48:58,386 - mmaction - INFO - Epoch [58][180/396] lr: 1.500e-03, eta: 4:00:52, time: 0.770, data_time: 0.000, memory: 8337, top1_acc: 0.8214, top5_acc: 0.9398, loss_cls: 0.6888, loss: 0.6888, grad_norm: 3.0858, top1_acc/aux0: 0.8045, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7429, loss/aux0: 0.7429, top1_acc/aux1: 0.8044, top5_acc/aux1: 0.9490, loss_cls/aux1: 0.7053, loss/aux1: 0.7053, top1_acc/aux2: 0.7664, top5_acc/aux2: 0.9159, loss_cls/aux2: 0.9072, loss/aux2: 0.9072 2020-10-23 16:49:44,468 - mmaction - INFO - Epoch [58][200/396] lr: 1.500e-03, eta: 4:00:35, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.8299, top5_acc: 0.9461, loss_cls: 0.6545, loss: 0.6545, grad_norm: 3.0476, top1_acc/aux0: 0.8026, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7501, loss/aux0: 0.7501, top1_acc/aux1: 0.8073, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.7126, loss/aux1: 0.7126, top1_acc/aux2: 0.7672, top5_acc/aux2: 0.9122, loss_cls/aux2: 0.8971, loss/aux2: 0.8971 2020-10-23 16:50:27,779 - mmaction - INFO - Epoch [58][220/396] lr: 1.500e-03, eta: 4:00:19, time: 0.941, data_time: 0.000, memory: 8337, top1_acc: 0.8271, top5_acc: 0.9474, loss_cls: 0.6588, loss: 0.6588, grad_norm: 3.0028, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7458, loss/aux0: 0.7458, top1_acc/aux1: 0.8195, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6981, loss/aux1: 0.6981, top1_acc/aux2: 0.7714, top5_acc/aux2: 0.9195, loss_cls/aux2: 0.8680, loss/aux2: 0.8680 2020-10-23 16:51:11,571 - mmaction - INFO - Epoch [58][240/396] lr: 1.500e-03, eta: 4:00:02, time: 0.843, data_time: 0.000, memory: 8337, top1_acc: 0.8122, top5_acc: 0.9375, loss_cls: 0.7052, loss: 0.7052, grad_norm: 2.9858, top1_acc/aux0: 0.8053, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7415, loss/aux0: 0.7415, top1_acc/aux1: 0.8180, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6940, loss/aux1: 0.6940, top1_acc/aux2: 0.7750, top5_acc/aux2: 0.9253, loss_cls/aux2: 0.8554, loss/aux2: 0.8554 2020-10-23 16:51:58,127 - mmaction - INFO - Epoch [58][260/396] lr: 1.500e-03, eta: 3:59:46, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9404, loss_cls: 0.6847, loss: 0.6847, grad_norm: 2.9956, top1_acc/aux0: 0.8101, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7235, loss/aux0: 0.7235, top1_acc/aux1: 0.8148, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.6950, loss/aux1: 0.6950, top1_acc/aux2: 0.7719, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.8653, loss/aux2: 0.8653 2020-10-23 16:52:42,707 - mmaction - INFO - Epoch [58][280/396] lr: 1.500e-03, eta: 3:59:30, time: 0.927, data_time: 0.019, memory: 8337, top1_acc: 0.8201, top5_acc: 0.9419, loss_cls: 0.6877, loss: 0.6877, grad_norm: 2.9517, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7211, loss/aux0: 0.7211, top1_acc/aux1: 0.8156, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.6937, loss/aux1: 0.6937, top1_acc/aux2: 0.7755, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8567, loss/aux2: 0.8567 2020-10-23 16:53:27,819 - mmaction - INFO - Epoch [58][300/396] lr: 1.500e-03, eta: 3:59:13, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9458, loss_cls: 0.6775, loss: 0.6775, grad_norm: 3.0047, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7411, loss/aux0: 0.7411, top1_acc/aux1: 0.8211, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6815, loss/aux1: 0.6815, top1_acc/aux2: 0.7792, top5_acc/aux2: 0.9250, loss_cls/aux2: 0.8568, loss/aux2: 0.8568 2020-10-23 16:54:15,632 - mmaction - INFO - Epoch [58][320/396] lr: 1.500e-03, eta: 3:58:58, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9380, loss_cls: 0.7060, loss: 0.7060, grad_norm: 2.9437, top1_acc/aux0: 0.8095, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7317, loss/aux0: 0.7317, top1_acc/aux1: 0.8297, top5_acc/aux1: 0.9490, loss_cls/aux1: 0.6633, loss/aux1: 0.6633, top1_acc/aux2: 0.7773, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8445, loss/aux2: 0.8445 2020-10-23 16:54:58,768 - mmaction - INFO - Epoch [58][340/396] lr: 1.500e-03, eta: 3:58:40, time: 0.818, data_time: 0.000, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9388, loss_cls: 0.7061, loss: 0.7061, grad_norm: 3.0037, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7158, loss/aux0: 0.7158, top1_acc/aux1: 0.8281, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6531, loss/aux1: 0.6531, top1_acc/aux2: 0.7771, top5_acc/aux2: 0.9198, loss_cls/aux2: 0.8422, loss/aux2: 0.8422 2020-10-23 16:55:44,133 - mmaction - INFO - Epoch [58][360/396] lr: 1.500e-03, eta: 3:58:24, time: 0.922, data_time: 0.000, memory: 8337, top1_acc: 0.8242, top5_acc: 0.9383, loss_cls: 0.6962, loss: 0.6962, grad_norm: 3.0039, top1_acc/aux0: 0.8105, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7140, loss/aux0: 0.7140, top1_acc/aux1: 0.8245, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6655, loss/aux1: 0.6655, top1_acc/aux2: 0.7708, top5_acc/aux2: 0.9193, loss_cls/aux2: 0.8793, loss/aux2: 0.8793 2020-10-23 16:56:28,067 - mmaction - INFO - Epoch [58][380/396] lr: 1.500e-03, eta: 3:58:08, time: 0.921, data_time: 0.000, memory: 8337, top1_acc: 0.8096, top5_acc: 0.9359, loss_cls: 0.7418, loss: 0.7418, grad_norm: 3.0785, top1_acc/aux0: 0.8113, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7104, loss/aux0: 0.7104, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6632, loss/aux1: 0.6632, top1_acc/aux2: 0.7784, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8534, loss/aux2: 0.8534 2020-10-23 16:57:04,857 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-10-23 17:00:17,915 - mmaction - INFO - Epoch [59][20/396] lr: 1.500e-03, eta: 3:57:27, time: 0.847, data_time: 0.128, memory: 8337, top1_acc: 0.8263, top5_acc: 0.9424, loss_cls: 0.6887, loss: 0.6887, grad_norm: 3.0284, top1_acc/aux0: 0.8101, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7271, loss/aux0: 0.7271, top1_acc/aux1: 0.8130, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.7010, loss/aux1: 0.7010, top1_acc/aux2: 0.7943, top5_acc/aux2: 0.9250, loss_cls/aux2: 0.8413, loss/aux2: 0.8413 2020-10-23 17:01:00,864 - mmaction - INFO - Epoch [59][40/396] lr: 1.500e-03, eta: 3:57:10, time: 0.884, data_time: 0.085, memory: 8337, top1_acc: 0.8206, top5_acc: 0.9359, loss_cls: 0.7014, loss: 0.7014, grad_norm: 3.0402, top1_acc/aux0: 0.8095, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7259, loss/aux0: 0.7259, top1_acc/aux1: 0.8232, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6755, loss/aux1: 0.6755, top1_acc/aux2: 0.7852, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8444, loss/aux2: 0.8444 2020-10-23 17:01:48,367 - mmaction - INFO - Epoch [59][60/396] lr: 1.500e-03, eta: 3:56:55, time: 0.967, data_time: 0.279, memory: 8337, top1_acc: 0.8245, top5_acc: 0.9456, loss_cls: 0.6642, loss: 0.6642, grad_norm: 3.0245, top1_acc/aux0: 0.8053, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7414, loss/aux0: 0.7414, top1_acc/aux1: 0.8247, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6676, loss/aux1: 0.6676, top1_acc/aux2: 0.7773, top5_acc/aux2: 0.9276, loss_cls/aux2: 0.8485, loss/aux2: 0.8485 2020-10-23 17:02:31,644 - mmaction - INFO - Epoch [59][80/396] lr: 1.500e-03, eta: 3:56:38, time: 0.861, data_time: 0.162, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9411, loss_cls: 0.6739, loss: 0.6739, grad_norm: 2.9961, top1_acc/aux0: 0.8004, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7597, loss/aux0: 0.7597, top1_acc/aux1: 0.8180, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6848, loss/aux1: 0.6848, top1_acc/aux2: 0.7852, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.8337, loss/aux2: 0.8337 2020-10-23 17:03:16,728 - mmaction - INFO - Epoch [59][100/396] lr: 1.500e-03, eta: 3:56:20, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9458, loss_cls: 0.6861, loss: 0.6861, grad_norm: 2.9639, top1_acc/aux0: 0.8033, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7458, loss/aux0: 0.7458, top1_acc/aux1: 0.8247, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6915, loss/aux1: 0.6915, top1_acc/aux2: 0.7839, top5_acc/aux2: 0.9240, loss_cls/aux2: 0.8360, loss/aux2: 0.8360 2020-10-23 17:04:02,205 - mmaction - INFO - Epoch [59][120/396] lr: 1.500e-03, eta: 3:56:03, time: 0.854, data_time: 0.050, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9497, loss_cls: 0.6347, loss: 0.6347, grad_norm: 3.0333, top1_acc/aux0: 0.8088, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7321, loss/aux0: 0.7321, top1_acc/aux1: 0.8247, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6951, loss/aux1: 0.6951, top1_acc/aux2: 0.7729, top5_acc/aux2: 0.9206, loss_cls/aux2: 0.8693, loss/aux2: 0.8693 2020-10-23 17:04:45,418 - mmaction - INFO - Epoch [59][140/396] lr: 1.500e-03, eta: 3:55:46, time: 0.864, data_time: 0.264, memory: 8337, top1_acc: 0.8253, top5_acc: 0.9461, loss_cls: 0.6796, loss: 0.6796, grad_norm: 2.9594, top1_acc/aux0: 0.8090, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7300, loss/aux0: 0.7300, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6899, loss/aux1: 0.6899, top1_acc/aux2: 0.7776, top5_acc/aux2: 0.9253, loss_cls/aux2: 0.8506, loss/aux2: 0.8506 2020-10-23 17:05:32,055 - mmaction - INFO - Epoch [59][160/396] lr: 1.500e-03, eta: 3:55:29, time: 0.857, data_time: 0.258, memory: 8337, top1_acc: 0.8232, top5_acc: 0.9427, loss_cls: 0.6765, loss: 0.6765, grad_norm: 2.9620, top1_acc/aux0: 0.8077, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7259, loss/aux0: 0.7259, top1_acc/aux1: 0.8258, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6725, loss/aux1: 0.6725, top1_acc/aux2: 0.7740, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8526, loss/aux2: 0.8526 2020-10-23 17:06:17,638 - mmaction - INFO - Epoch [59][180/396] lr: 1.500e-03, eta: 3:55:13, time: 0.923, data_time: 0.324, memory: 8337, top1_acc: 0.8146, top5_acc: 0.9414, loss_cls: 0.6981, loss: 0.6981, grad_norm: 3.0540, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7313, loss/aux0: 0.7313, top1_acc/aux1: 0.8195, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.6870, loss/aux1: 0.6870, top1_acc/aux2: 0.7654, top5_acc/aux2: 0.9214, loss_cls/aux2: 0.8909, loss/aux2: 0.8909 2020-10-23 17:07:02,012 - mmaction - INFO - Epoch [59][200/396] lr: 1.500e-03, eta: 3:54:56, time: 0.895, data_time: 0.294, memory: 8337, top1_acc: 0.8159, top5_acc: 0.9385, loss_cls: 0.7085, loss: 0.7085, grad_norm: 3.0227, top1_acc/aux0: 0.8040, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7429, loss/aux0: 0.7429, top1_acc/aux1: 0.8190, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.6971, loss/aux1: 0.6971, top1_acc/aux2: 0.7589, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.9013, loss/aux2: 0.9013 2020-10-23 17:07:47,774 - mmaction - INFO - Epoch [59][220/396] lr: 1.500e-03, eta: 3:54:40, time: 0.920, data_time: 0.322, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9430, loss_cls: 0.6875, loss: 0.6875, grad_norm: 3.0520, top1_acc/aux0: 0.8062, top5_acc/aux0: 0.9347, loss_cls/aux0: 0.7418, loss/aux0: 0.7418, top1_acc/aux1: 0.8208, top5_acc/aux1: 0.9435, loss_cls/aux1: 0.6847, loss/aux1: 0.6847, top1_acc/aux2: 0.7604, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.8912, loss/aux2: 0.8912 2020-10-23 17:08:34,500 - mmaction - INFO - Epoch [59][240/396] lr: 1.500e-03, eta: 3:54:22, time: 0.797, data_time: 0.161, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9427, loss_cls: 0.6810, loss: 0.6810, grad_norm: 3.0235, top1_acc/aux0: 0.8053, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7351, loss/aux0: 0.7351, top1_acc/aux1: 0.8234, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.6867, loss/aux1: 0.6867, top1_acc/aux2: 0.7745, top5_acc/aux2: 0.9292, loss_cls/aux2: 0.8525, loss/aux2: 0.8525 2020-10-23 17:09:18,359 - mmaction - INFO - Epoch [59][260/396] lr: 1.500e-03, eta: 3:54:05, time: 0.917, data_time: 0.243, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9464, loss_cls: 0.6662, loss: 0.6662, grad_norm: 3.0057, top1_acc/aux0: 0.8043, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7365, loss/aux0: 0.7365, top1_acc/aux1: 0.8216, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6782, loss/aux1: 0.6782, top1_acc/aux2: 0.7826, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8301, loss/aux2: 0.8301 2020-10-23 17:10:03,946 - mmaction - INFO - Epoch [59][280/396] lr: 1.500e-03, eta: 3:53:49, time: 0.931, data_time: 0.034, memory: 8337, top1_acc: 0.8284, top5_acc: 0.9461, loss_cls: 0.6854, loss: 0.6854, grad_norm: 3.0622, top1_acc/aux0: 0.8038, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7391, loss/aux0: 0.7391, top1_acc/aux1: 0.8146, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6900, loss/aux1: 0.6900, top1_acc/aux2: 0.7773, top5_acc/aux2: 0.9206, loss_cls/aux2: 0.8593, loss/aux2: 0.8593 2020-10-23 17:10:48,829 - mmaction - INFO - Epoch [59][300/396] lr: 1.500e-03, eta: 3:53:33, time: 0.935, data_time: 0.152, memory: 8337, top1_acc: 0.8216, top5_acc: 0.9451, loss_cls: 0.6927, loss: 0.6927, grad_norm: 3.0695, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7428, loss/aux0: 0.7428, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6726, loss/aux1: 0.6726, top1_acc/aux2: 0.7651, top5_acc/aux2: 0.9214, loss_cls/aux2: 0.8903, loss/aux2: 0.8903 2020-10-23 17:11:36,702 - mmaction - INFO - Epoch [59][320/396] lr: 1.500e-03, eta: 3:53:17, time: 0.946, data_time: 0.124, memory: 8337, top1_acc: 0.8276, top5_acc: 0.9414, loss_cls: 0.6809, loss: 0.6809, grad_norm: 2.9732, top1_acc/aux0: 0.8040, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7476, loss/aux0: 0.7476, top1_acc/aux1: 0.8294, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6710, loss/aux1: 0.6710, top1_acc/aux2: 0.7727, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8683, loss/aux2: 0.8683 2020-10-23 17:12:22,215 - mmaction - INFO - Epoch [59][340/396] lr: 1.500e-03, eta: 3:53:01, time: 0.914, data_time: 0.000, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9432, loss_cls: 0.7057, loss: 0.7057, grad_norm: 2.9844, top1_acc/aux0: 0.8072, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7359, loss/aux0: 0.7359, top1_acc/aux1: 0.8154, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.7002, loss/aux1: 0.7002, top1_acc/aux2: 0.7797, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8444, loss/aux2: 0.8444 2020-10-23 17:13:11,428 - mmaction - INFO - Epoch [59][360/396] lr: 1.500e-03, eta: 3:52:45, time: 0.930, data_time: 0.000, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9435, loss_cls: 0.6948, loss: 0.6948, grad_norm: 3.0599, top1_acc/aux0: 0.8084, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7246, loss/aux0: 0.7246, top1_acc/aux1: 0.8068, top5_acc/aux1: 0.9406, loss_cls/aux1: 0.7337, loss/aux1: 0.7337, top1_acc/aux2: 0.7771, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8456, loss/aux2: 0.8456 2020-10-23 17:13:54,647 - mmaction - INFO - Epoch [59][380/396] lr: 1.500e-03, eta: 3:52:28, time: 0.862, data_time: 0.043, memory: 8337, top1_acc: 0.8211, top5_acc: 0.9411, loss_cls: 0.6860, loss: 0.6860, grad_norm: 2.9682, top1_acc/aux0: 0.8059, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7341, loss/aux0: 0.7341, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.6990, loss/aux1: 0.6990, top1_acc/aux2: 0.7771, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8613, loss/aux2: 0.8613 2020-10-23 17:14:33,340 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-10-23 17:18:38,648 - mmaction - INFO - Epoch [60][20/396] lr: 1.500e-03, eta: 3:51:48, time: 0.914, data_time: 0.009, memory: 8337, top1_acc: 0.8333, top5_acc: 0.9445, loss_cls: 0.6602, loss: 0.6602, grad_norm: 3.0244, top1_acc/aux0: 0.8039, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7348, loss/aux0: 0.7348, top1_acc/aux1: 0.8146, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6707, loss/aux1: 0.6707, top1_acc/aux2: 0.7844, top5_acc/aux2: 0.9281, loss_cls/aux2: 0.8222, loss/aux2: 0.8222 2020-10-23 17:19:21,439 - mmaction - INFO - Epoch [60][40/396] lr: 1.500e-03, eta: 3:51:30, time: 0.818, data_time: 0.000, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9453, loss_cls: 0.6546, loss: 0.6546, grad_norm: 2.9653, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7361, loss/aux0: 0.7361, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6451, loss/aux1: 0.6451, top1_acc/aux2: 0.7831, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.8304, loss/aux2: 0.8304 2020-10-23 17:20:07,818 - mmaction - INFO - Epoch [60][60/396] lr: 1.500e-03, eta: 3:51:15, time: 0.991, data_time: 0.000, memory: 8337, top1_acc: 0.8260, top5_acc: 0.9391, loss_cls: 0.6878, loss: 0.6878, grad_norm: 3.0420, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7337, loss/aux0: 0.7337, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6427, loss/aux1: 0.6427, top1_acc/aux2: 0.7732, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8659, loss/aux2: 0.8659 2020-10-23 17:20:55,310 - mmaction - INFO - Epoch [60][80/396] lr: 1.500e-03, eta: 3:50:58, time: 0.865, data_time: 0.000, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9435, loss_cls: 0.6793, loss: 0.6793, grad_norm: 3.0225, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7314, loss/aux0: 0.7314, top1_acc/aux1: 0.8253, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6626, loss/aux1: 0.6626, top1_acc/aux2: 0.7711, top5_acc/aux2: 0.9237, loss_cls/aux2: 0.8682, loss/aux2: 0.8682 2020-10-23 17:21:40,175 - mmaction - INFO - Epoch [60][100/396] lr: 1.500e-03, eta: 3:50:42, time: 0.935, data_time: 0.000, memory: 8337, top1_acc: 0.8247, top5_acc: 0.9427, loss_cls: 0.6748, loss: 0.6748, grad_norm: 2.9990, top1_acc/aux0: 0.8080, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7288, loss/aux0: 0.7288, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6686, loss/aux1: 0.6686, top1_acc/aux2: 0.7740, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8546, loss/aux2: 0.8546 2020-10-23 17:22:25,013 - mmaction - INFO - Epoch [60][120/396] lr: 1.500e-03, eta: 3:50:25, time: 0.875, data_time: 0.000, memory: 8337, top1_acc: 0.8076, top5_acc: 0.9346, loss_cls: 0.7378, loss: 0.7378, grad_norm: 2.9943, top1_acc/aux0: 0.8059, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7318, loss/aux0: 0.7318, top1_acc/aux1: 0.8232, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.6809, loss/aux1: 0.6809, top1_acc/aux2: 0.7773, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8315, loss/aux2: 0.8315 2020-10-23 17:23:10,472 - mmaction - INFO - Epoch [60][140/396] lr: 1.500e-03, eta: 3:50:09, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9401, loss_cls: 0.7068, loss: 0.7068, grad_norm: 3.0282, top1_acc/aux0: 0.8066, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7331, loss/aux0: 0.7331, top1_acc/aux1: 0.8221, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.6921, loss/aux1: 0.6921, top1_acc/aux2: 0.7862, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7992, loss/aux2: 0.7992 2020-10-23 17:23:55,683 - mmaction - INFO - Epoch [60][160/396] lr: 1.500e-03, eta: 3:49:51, time: 0.849, data_time: 0.000, memory: 8337, top1_acc: 0.8130, top5_acc: 0.9359, loss_cls: 0.7220, loss: 0.7220, grad_norm: 3.0409, top1_acc/aux0: 0.8090, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7268, loss/aux0: 0.7268, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.7017, loss/aux1: 0.7017, top1_acc/aux2: 0.7758, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.8326, loss/aux2: 0.8326 2020-10-23 17:24:43,243 - mmaction - INFO - Epoch [60][180/396] lr: 1.500e-03, eta: 3:49:35, time: 0.900, data_time: 0.000, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9440, loss_cls: 0.6805, loss: 0.6805, grad_norm: 2.9872, top1_acc/aux0: 0.8032, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7412, loss/aux0: 0.7412, top1_acc/aux1: 0.8096, top5_acc/aux1: 0.9432, loss_cls/aux1: 0.7191, loss/aux1: 0.7191, top1_acc/aux2: 0.7794, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8389, loss/aux2: 0.8389 2020-10-23 17:25:28,084 - mmaction - INFO - Epoch [60][200/396] lr: 1.500e-03, eta: 3:49:19, time: 0.981, data_time: 0.210, memory: 8337, top1_acc: 0.8313, top5_acc: 0.9516, loss_cls: 0.6505, loss: 0.6505, grad_norm: 3.0119, top1_acc/aux0: 0.8033, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7479, loss/aux0: 0.7479, top1_acc/aux1: 0.8125, top5_acc/aux1: 0.9385, loss_cls/aux1: 0.7194, loss/aux1: 0.7194, top1_acc/aux2: 0.7880, top5_acc/aux2: 0.9247, loss_cls/aux2: 0.8277, loss/aux2: 0.8277 2020-10-23 17:26:13,525 - mmaction - INFO - Epoch [60][220/396] lr: 1.500e-03, eta: 3:49:02, time: 0.858, data_time: 0.000, memory: 8337, top1_acc: 0.8276, top5_acc: 0.9422, loss_cls: 0.6803, loss: 0.6803, grad_norm: 3.0565, top1_acc/aux0: 0.8046, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7472, loss/aux0: 0.7472, top1_acc/aux1: 0.8211, top5_acc/aux1: 0.9430, loss_cls/aux1: 0.6865, loss/aux1: 0.6865, top1_acc/aux2: 0.7820, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8405, loss/aux2: 0.8405 2020-10-23 17:27:00,265 - mmaction - INFO - Epoch [60][240/396] lr: 1.500e-03, eta: 3:48:46, time: 0.961, data_time: 0.000, memory: 8337, top1_acc: 0.8188, top5_acc: 0.9372, loss_cls: 0.7052, loss: 0.7052, grad_norm: 3.0092, top1_acc/aux0: 0.8036, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7446, loss/aux0: 0.7446, top1_acc/aux1: 0.8242, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6656, loss/aux1: 0.6656, top1_acc/aux2: 0.7797, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8498, loss/aux2: 0.8498 2020-10-23 17:27:45,844 - mmaction - INFO - Epoch [60][260/396] lr: 1.500e-03, eta: 3:48:30, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9427, loss_cls: 0.6732, loss: 0.6732, grad_norm: 3.0656, top1_acc/aux0: 0.8041, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7358, loss/aux0: 0.7358, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6762, loss/aux1: 0.6762, top1_acc/aux2: 0.7755, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8620, loss/aux2: 0.8620 2020-10-23 17:28:29,334 - mmaction - INFO - Epoch [60][280/396] lr: 1.500e-03, eta: 3:48:14, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.8247, top5_acc: 0.9393, loss_cls: 0.6700, loss: 0.6700, grad_norm: 3.0013, top1_acc/aux0: 0.8046, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7343, loss/aux0: 0.7343, top1_acc/aux1: 0.8247, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6775, loss/aux1: 0.6775, top1_acc/aux2: 0.7755, top5_acc/aux2: 0.9161, loss_cls/aux2: 0.8561, loss/aux2: 0.8561 2020-10-23 17:29:14,282 - mmaction - INFO - Epoch [60][300/396] lr: 1.500e-03, eta: 3:47:56, time: 0.849, data_time: 0.000, memory: 8337, top1_acc: 0.8161, top5_acc: 0.9393, loss_cls: 0.7092, loss: 0.7092, grad_norm: 3.0793, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7374, loss/aux0: 0.7374, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.7125, loss/aux1: 0.7125, top1_acc/aux2: 0.7810, top5_acc/aux2: 0.9221, loss_cls/aux2: 0.8427, loss/aux2: 0.8427 2020-10-23 17:29:59,276 - mmaction - INFO - Epoch [60][320/396] lr: 1.500e-03, eta: 3:47:40, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.8190, top5_acc: 0.9359, loss_cls: 0.7050, loss: 0.7050, grad_norm: 3.0523, top1_acc/aux0: 0.8038, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7445, loss/aux0: 0.7445, top1_acc/aux1: 0.8070, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.7427, loss/aux1: 0.7427, top1_acc/aux2: 0.7755, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.8611, loss/aux2: 0.8611 2020-10-23 17:30:42,398 - mmaction - INFO - Epoch [60][340/396] lr: 1.500e-03, eta: 3:47:23, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.8161, top5_acc: 0.9432, loss_cls: 0.6985, loss: 0.6985, grad_norm: 3.0332, top1_acc/aux0: 0.8051, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7325, loss/aux0: 0.7325, top1_acc/aux1: 0.8096, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.7244, loss/aux1: 0.7244, top1_acc/aux2: 0.7677, top5_acc/aux2: 0.9187, loss_cls/aux2: 0.8724, loss/aux2: 0.8724 2020-10-23 17:31:28,384 - mmaction - INFO - Epoch [60][360/396] lr: 1.500e-03, eta: 3:47:06, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9404, loss_cls: 0.6603, loss: 0.6603, grad_norm: 2.9520, top1_acc/aux0: 0.8084, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7265, loss/aux0: 0.7265, top1_acc/aux1: 0.8198, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6924, loss/aux1: 0.6924, top1_acc/aux2: 0.7742, top5_acc/aux2: 0.9195, loss_cls/aux2: 0.8686, loss/aux2: 0.8686 2020-10-23 17:32:13,223 - mmaction - INFO - Epoch [60][380/396] lr: 1.500e-03, eta: 3:46:51, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.8182, top5_acc: 0.9414, loss_cls: 0.6913, loss: 0.6913, grad_norm: 3.0680, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9357, loss_cls/aux0: 0.7421, loss/aux0: 0.7421, top1_acc/aux1: 0.8227, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6780, loss/aux1: 0.6780, top1_acc/aux2: 0.7687, top5_acc/aux2: 0.9164, loss_cls/aux2: 0.8998, loss/aux2: 0.8998 2020-10-23 17:32:51,370 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-10-23 17:33:37,489 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 17:33:37,618 - mmaction - INFO - top1_acc 0.8003 top5_acc 0.9477 2020-10-23 17:33:37,618 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 17:33:37,679 - mmaction - INFO - mean_acc 0.8005 2020-10-23 17:33:37,680 - mmaction - INFO - Epoch(val) [60][396] top1_acc: 0.8003, top5_acc: 0.9477, mean_class_accuracy: 0.8005 2020-10-23 17:36:49,012 - mmaction - INFO - Epoch [61][20/396] lr: 1.500e-03, eta: 3:46:11, time: 0.848, data_time: 0.000, memory: 8337, top1_acc: 0.8187, top5_acc: 0.9396, loss_cls: 0.7172, loss: 0.7172, grad_norm: 3.0546, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7321, loss/aux0: 0.7321, top1_acc/aux1: 0.8068, top5_acc/aux1: 0.9432, loss_cls/aux1: 0.7075, loss/aux1: 0.7075, top1_acc/aux2: 0.7682, top5_acc/aux2: 0.9229, loss_cls/aux2: 0.8691, loss/aux2: 0.8691 2020-10-23 17:37:37,161 - mmaction - INFO - Epoch [61][40/396] lr: 1.500e-03, eta: 3:45:56, time: 1.056, data_time: 0.000, memory: 8337, top1_acc: 0.8122, top5_acc: 0.9427, loss_cls: 0.7121, loss: 0.7121, grad_norm: 2.9778, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7363, loss/aux0: 0.7363, top1_acc/aux1: 0.8177, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6835, loss/aux1: 0.6835, top1_acc/aux2: 0.7776, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.8442, loss/aux2: 0.8442 2020-10-23 17:38:21,559 - mmaction - INFO - Epoch [61][60/396] lr: 1.500e-03, eta: 3:45:39, time: 0.870, data_time: 0.049, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9445, loss_cls: 0.6783, loss: 0.6783, grad_norm: 3.0804, top1_acc/aux0: 0.8033, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7453, loss/aux0: 0.7453, top1_acc/aux1: 0.8292, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6622, loss/aux1: 0.6622, top1_acc/aux2: 0.7901, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7974, loss/aux2: 0.7974 2020-10-23 17:39:10,050 - mmaction - INFO - Epoch [61][80/396] lr: 1.500e-03, eta: 3:45:23, time: 0.951, data_time: 0.000, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9430, loss_cls: 0.6697, loss: 0.6697, grad_norm: 3.0234, top1_acc/aux0: 0.8053, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7416, loss/aux0: 0.7416, top1_acc/aux1: 0.8198, top5_acc/aux1: 0.9437, loss_cls/aux1: 0.6894, loss/aux1: 0.6894, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9299, loss_cls/aux2: 0.8093, loss/aux2: 0.8093 2020-10-23 17:39:54,974 - mmaction - INFO - Epoch [61][100/396] lr: 1.500e-03, eta: 3:45:06, time: 0.873, data_time: 0.272, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9448, loss_cls: 0.6589, loss: 0.6589, grad_norm: 3.0677, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7316, loss/aux0: 0.7316, top1_acc/aux1: 0.8073, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.7238, loss/aux1: 0.7238, top1_acc/aux2: 0.7685, top5_acc/aux2: 0.9159, loss_cls/aux2: 0.8815, loss/aux2: 0.8815 2020-10-23 17:40:39,764 - mmaction - INFO - Epoch [61][120/396] lr: 1.500e-03, eta: 3:44:49, time: 0.878, data_time: 0.000, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9411, loss_cls: 0.6899, loss: 0.6899, grad_norm: 3.0698, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9386, loss_cls/aux0: 0.7325, loss/aux0: 0.7325, top1_acc/aux1: 0.8198, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6919, loss/aux1: 0.6919, top1_acc/aux2: 0.7687, top5_acc/aux2: 0.9174, loss_cls/aux2: 0.8843, loss/aux2: 0.8843 2020-10-23 17:41:24,503 - mmaction - INFO - Epoch [61][140/396] lr: 1.500e-03, eta: 3:44:33, time: 0.926, data_time: 0.210, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9411, loss_cls: 0.6871, loss: 0.6871, grad_norm: 3.0733, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7333, loss/aux0: 0.7333, top1_acc/aux1: 0.8292, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6564, loss/aux1: 0.6564, top1_acc/aux2: 0.7805, top5_acc/aux2: 0.9221, loss_cls/aux2: 0.8565, loss/aux2: 0.8565 2020-10-23 17:42:10,573 - mmaction - INFO - Epoch [61][160/396] lr: 1.500e-03, eta: 3:44:17, time: 0.952, data_time: 0.184, memory: 8337, top1_acc: 0.8161, top5_acc: 0.9409, loss_cls: 0.7280, loss: 0.7280, grad_norm: 3.0073, top1_acc/aux0: 0.8087, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7267, loss/aux0: 0.7267, top1_acc/aux1: 0.8258, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6492, loss/aux1: 0.6492, top1_acc/aux2: 0.7805, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8302, loss/aux2: 0.8302 2020-10-23 17:42:54,653 - mmaction - INFO - Epoch [61][180/396] lr: 1.500e-03, eta: 3:43:59, time: 0.760, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9523, loss_cls: 0.6085, loss: 0.6085, grad_norm: 3.0161, top1_acc/aux0: 0.8087, top5_acc/aux0: 0.9386, loss_cls/aux0: 0.7243, loss/aux0: 0.7243, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6552, loss/aux1: 0.6552, top1_acc/aux2: 0.7870, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.8194, loss/aux2: 0.8194 2020-10-23 17:43:39,952 - mmaction - INFO - Epoch [61][200/396] lr: 1.500e-03, eta: 3:43:42, time: 0.893, data_time: 0.176, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9461, loss_cls: 0.6489, loss: 0.6489, grad_norm: 3.0278, top1_acc/aux0: 0.8030, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7410, loss/aux0: 0.7410, top1_acc/aux1: 0.8266, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6658, loss/aux1: 0.6658, top1_acc/aux2: 0.7786, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.8661, loss/aux2: 0.8661 2020-10-23 17:44:28,246 - mmaction - INFO - Epoch [61][220/396] lr: 1.500e-03, eta: 3:43:27, time: 1.010, data_time: 0.409, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9445, loss_cls: 0.6828, loss: 0.6828, grad_norm: 3.0415, top1_acc/aux0: 0.8035, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7447, loss/aux0: 0.7447, top1_acc/aux1: 0.8263, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6819, loss/aux1: 0.6819, top1_acc/aux2: 0.7760, top5_acc/aux2: 0.9214, loss_cls/aux2: 0.8601, loss/aux2: 0.8601 2020-10-23 17:45:11,748 - mmaction - INFO - Epoch [61][240/396] lr: 1.500e-03, eta: 3:43:09, time: 0.828, data_time: 0.222, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9365, loss_cls: 0.6989, loss: 0.6989, grad_norm: 3.0985, top1_acc/aux0: 0.8082, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7294, loss/aux0: 0.7294, top1_acc/aux1: 0.8203, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.7095, loss/aux1: 0.7095, top1_acc/aux2: 0.7742, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8595, loss/aux2: 0.8595 2020-10-23 17:45:59,755 - mmaction - INFO - Epoch [61][260/396] lr: 1.500e-03, eta: 3:42:53, time: 0.919, data_time: 0.000, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9482, loss_cls: 0.6251, loss: 0.6251, grad_norm: 2.9665, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7360, loss/aux0: 0.7360, top1_acc/aux1: 0.8221, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6860, loss/aux1: 0.6860, top1_acc/aux2: 0.7635, top5_acc/aux2: 0.9229, loss_cls/aux2: 0.8874, loss/aux2: 0.8874 2020-10-23 17:46:44,337 - mmaction - INFO - Epoch [61][280/396] lr: 1.500e-03, eta: 3:42:36, time: 0.850, data_time: 0.000, memory: 8337, top1_acc: 0.8237, top5_acc: 0.9414, loss_cls: 0.6756, loss: 0.6756, grad_norm: 2.8946, top1_acc/aux0: 0.8047, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7411, loss/aux0: 0.7411, top1_acc/aux1: 0.8211, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6521, loss/aux1: 0.6521, top1_acc/aux2: 0.7758, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8444, loss/aux2: 0.8444 2020-10-23 17:47:30,388 - mmaction - INFO - Epoch [61][300/396] lr: 1.500e-03, eta: 3:42:20, time: 0.948, data_time: 0.000, memory: 8337, top1_acc: 0.8190, top5_acc: 0.9456, loss_cls: 0.6778, loss: 0.6778, grad_norm: 3.0594, top1_acc/aux0: 0.8031, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7353, loss/aux0: 0.7353, top1_acc/aux1: 0.8237, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6559, loss/aux1: 0.6559, top1_acc/aux2: 0.7820, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8276, loss/aux2: 0.8276 2020-10-23 17:48:14,132 - mmaction - INFO - Epoch [61][320/396] lr: 1.500e-03, eta: 3:42:03, time: 0.890, data_time: 0.009, memory: 8337, top1_acc: 0.8164, top5_acc: 0.9372, loss_cls: 0.7090, loss: 0.7090, grad_norm: 3.0721, top1_acc/aux0: 0.8009, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7474, loss/aux0: 0.7474, top1_acc/aux1: 0.8253, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6697, loss/aux1: 0.6697, top1_acc/aux2: 0.7750, top5_acc/aux2: 0.9229, loss_cls/aux2: 0.8570, loss/aux2: 0.8570 2020-10-23 17:49:00,577 - mmaction - INFO - Epoch [61][340/396] lr: 1.500e-03, eta: 3:41:46, time: 0.912, data_time: 0.000, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9430, loss_cls: 0.6769, loss: 0.6769, grad_norm: 2.9844, top1_acc/aux0: 0.8007, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7504, loss/aux0: 0.7504, top1_acc/aux1: 0.8242, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6595, loss/aux1: 0.6595, top1_acc/aux2: 0.7773, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8522, loss/aux2: 0.8522 2020-10-23 17:49:44,997 - mmaction - INFO - Epoch [61][360/396] lr: 1.500e-03, eta: 3:41:30, time: 0.956, data_time: 0.023, memory: 8337, top1_acc: 0.8133, top5_acc: 0.9362, loss_cls: 0.7208, loss: 0.7208, grad_norm: 3.0581, top1_acc/aux0: 0.8053, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7387, loss/aux0: 0.7387, top1_acc/aux1: 0.8221, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6643, loss/aux1: 0.6643, top1_acc/aux2: 0.7747, top5_acc/aux2: 0.9234, loss_cls/aux2: 0.8450, loss/aux2: 0.8450 2020-10-23 17:50:30,055 - mmaction - INFO - Epoch [61][380/396] lr: 1.500e-03, eta: 3:41:14, time: 0.920, data_time: 0.000, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9471, loss_cls: 0.6577, loss: 0.6577, grad_norm: 3.0906, top1_acc/aux0: 0.8067, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7351, loss/aux0: 0.7351, top1_acc/aux1: 0.8172, top5_acc/aux1: 0.9422, loss_cls/aux1: 0.6941, loss/aux1: 0.6941, top1_acc/aux2: 0.7628, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.8772, loss/aux2: 0.8772 2020-10-23 17:51:08,026 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-10-23 17:54:50,145 - mmaction - INFO - Epoch [62][20/396] lr: 1.500e-03, eta: 3:40:34, time: 0.868, data_time: 0.000, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9406, loss_cls: 0.6846, loss: 0.6846, grad_norm: 3.0176, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7193, loss/aux0: 0.7193, top1_acc/aux1: 0.8167, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.6980, loss/aux1: 0.6980, top1_acc/aux2: 0.7651, top5_acc/aux2: 0.9234, loss_cls/aux2: 0.8684, loss/aux2: 0.8684 2020-10-23 17:55:35,228 - mmaction - INFO - Epoch [62][40/396] lr: 1.500e-03, eta: 3:40:19, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9461, loss_cls: 0.6849, loss: 0.6849, grad_norm: 3.0110, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7211, loss/aux0: 0.7211, top1_acc/aux1: 0.8148, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.7047, loss/aux1: 0.7047, top1_acc/aux2: 0.7784, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8374, loss/aux2: 0.8374 2020-10-23 17:56:21,422 - mmaction - INFO - Epoch [62][60/396] lr: 1.500e-03, eta: 3:40:03, time: 0.950, data_time: 0.000, memory: 8337, top1_acc: 0.8365, top5_acc: 0.9464, loss_cls: 0.6466, loss: 0.6466, grad_norm: 3.0801, top1_acc/aux0: 0.8082, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7248, loss/aux0: 0.7248, top1_acc/aux1: 0.8086, top5_acc/aux1: 0.9388, loss_cls/aux1: 0.7392, loss/aux1: 0.7392, top1_acc/aux2: 0.7844, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8461, loss/aux2: 0.8461 2020-10-23 17:57:07,366 - mmaction - INFO - Epoch [62][80/396] lr: 1.500e-03, eta: 3:39:46, time: 0.935, data_time: 0.000, memory: 8337, top1_acc: 0.8328, top5_acc: 0.9448, loss_cls: 0.6497, loss: 0.6497, grad_norm: 3.0355, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7336, loss/aux0: 0.7336, top1_acc/aux1: 0.8078, top5_acc/aux1: 0.9375, loss_cls/aux1: 0.7361, loss/aux1: 0.7361, top1_acc/aux2: 0.7740, top5_acc/aux2: 0.9247, loss_cls/aux2: 0.8692, loss/aux2: 0.8692 2020-10-23 17:57:54,476 - mmaction - INFO - Epoch [62][100/396] lr: 1.500e-03, eta: 3:39:29, time: 0.840, data_time: 0.000, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9456, loss_cls: 0.6618, loss: 0.6618, grad_norm: 3.0755, top1_acc/aux0: 0.8040, top5_acc/aux0: 0.9338, loss_cls/aux0: 0.7495, loss/aux0: 0.7495, top1_acc/aux1: 0.8039, top5_acc/aux1: 0.9430, loss_cls/aux1: 0.7228, loss/aux1: 0.7228, top1_acc/aux2: 0.7771, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.8379, loss/aux2: 0.8379 2020-10-23 17:58:40,433 - mmaction - INFO - Epoch [62][120/396] lr: 1.500e-03, eta: 3:39:12, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.8263, top5_acc: 0.9380, loss_cls: 0.7065, loss: 0.7065, grad_norm: 3.0558, top1_acc/aux0: 0.8030, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7465, loss/aux0: 0.7465, top1_acc/aux1: 0.8065, top5_acc/aux1: 0.9422, loss_cls/aux1: 0.7272, loss/aux1: 0.7272, top1_acc/aux2: 0.7898, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.8105, loss/aux2: 0.8105 2020-10-23 17:59:26,849 - mmaction - INFO - Epoch [62][140/396] lr: 1.500e-03, eta: 3:38:56, time: 0.966, data_time: 0.000, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9380, loss_cls: 0.6711, loss: 0.6711, grad_norm: 2.9824, top1_acc/aux0: 0.8074, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7229, loss/aux0: 0.7229, top1_acc/aux1: 0.8180, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6973, loss/aux1: 0.6973, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.8213, loss/aux2: 0.8213 2020-10-23 18:00:15,563 - mmaction - INFO - Epoch [62][160/396] lr: 1.500e-03, eta: 3:38:42, time: 1.083, data_time: 0.020, memory: 8337, top1_acc: 0.8224, top5_acc: 0.9438, loss_cls: 0.6947, loss: 0.6947, grad_norm: 3.0835, top1_acc/aux0: 0.8116, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7139, loss/aux0: 0.7139, top1_acc/aux1: 0.8268, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6668, loss/aux1: 0.6668, top1_acc/aux2: 0.7714, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8585, loss/aux2: 0.8585 2020-10-23 18:01:01,764 - mmaction - INFO - Epoch [62][180/396] lr: 1.500e-03, eta: 3:38:25, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9443, loss_cls: 0.6669, loss: 0.6669, grad_norm: 2.9855, top1_acc/aux0: 0.8092, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7225, loss/aux0: 0.7225, top1_acc/aux1: 0.8172, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.7115, loss/aux1: 0.7115, top1_acc/aux2: 0.7721, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8536, loss/aux2: 0.8536 2020-10-23 18:01:46,513 - mmaction - INFO - Epoch [62][200/396] lr: 1.500e-03, eta: 3:38:08, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.8143, top5_acc: 0.9464, loss_cls: 0.6991, loss: 0.6991, grad_norm: 3.0368, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7162, loss/aux0: 0.7162, top1_acc/aux1: 0.8091, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.7223, loss/aux1: 0.7223, top1_acc/aux2: 0.7841, top5_acc/aux2: 0.9313, loss_cls/aux2: 0.8300, loss/aux2: 0.8300 2020-10-23 18:02:34,589 - mmaction - INFO - Epoch [62][220/396] lr: 1.500e-03, eta: 3:37:53, time: 1.008, data_time: 0.000, memory: 8337, top1_acc: 0.8229, top5_acc: 0.9453, loss_cls: 0.6793, loss: 0.6793, grad_norm: 3.0781, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7204, loss/aux0: 0.7204, top1_acc/aux1: 0.8224, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6611, loss/aux1: 0.6611, top1_acc/aux2: 0.7885, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8271, loss/aux2: 0.8271 2020-10-23 18:03:22,062 - mmaction - INFO - Epoch [62][240/396] lr: 1.500e-03, eta: 3:37:38, time: 1.010, data_time: 0.000, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9424, loss_cls: 0.6788, loss: 0.6788, grad_norm: 3.0396, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7359, loss/aux0: 0.7359, top1_acc/aux1: 0.8339, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6489, loss/aux1: 0.6489, top1_acc/aux2: 0.7896, top5_acc/aux2: 0.9258, loss_cls/aux2: 0.8239, loss/aux2: 0.8239 2020-10-23 18:04:05,381 - mmaction - INFO - Epoch [62][260/396] lr: 1.500e-03, eta: 3:37:21, time: 0.912, data_time: 0.000, memory: 8337, top1_acc: 0.8299, top5_acc: 0.9404, loss_cls: 0.6735, loss: 0.6735, grad_norm: 3.0686, top1_acc/aux0: 0.8066, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7403, loss/aux0: 0.7403, top1_acc/aux1: 0.8375, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6545, loss/aux1: 0.6545, top1_acc/aux2: 0.7893, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8221, loss/aux2: 0.8221 2020-10-23 18:04:53,263 - mmaction - INFO - Epoch [62][280/396] lr: 1.500e-03, eta: 3:37:07, time: 1.093, data_time: 0.000, memory: 8337, top1_acc: 0.8115, top5_acc: 0.9380, loss_cls: 0.7161, loss: 0.7161, grad_norm: 3.0337, top1_acc/aux0: 0.8058, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7363, loss/aux0: 0.7363, top1_acc/aux1: 0.8318, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6521, loss/aux1: 0.6521, top1_acc/aux2: 0.7862, top5_acc/aux2: 0.9211, loss_cls/aux2: 0.8348, loss/aux2: 0.8348 2020-10-23 18:05:38,949 - mmaction - INFO - Epoch [62][300/396] lr: 1.500e-03, eta: 3:36:51, time: 0.934, data_time: 0.000, memory: 8337, top1_acc: 0.8195, top5_acc: 0.9466, loss_cls: 0.6909, loss: 0.6909, grad_norm: 3.0691, top1_acc/aux0: 0.8061, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7383, loss/aux0: 0.7383, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6444, loss/aux1: 0.6444, top1_acc/aux2: 0.7789, top5_acc/aux2: 0.9237, loss_cls/aux2: 0.8407, loss/aux2: 0.8407 2020-10-23 18:06:23,391 - mmaction - INFO - Epoch [62][320/396] lr: 1.500e-03, eta: 3:36:34, time: 0.870, data_time: 0.000, memory: 8337, top1_acc: 0.8190, top5_acc: 0.9406, loss_cls: 0.7054, loss: 0.7054, grad_norm: 3.0328, top1_acc/aux0: 0.8072, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7364, loss/aux0: 0.7364, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6510, loss/aux1: 0.6510, top1_acc/aux2: 0.7695, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8717, loss/aux2: 0.8717 2020-10-23 18:07:09,998 - mmaction - INFO - Epoch [62][340/396] lr: 1.500e-03, eta: 3:36:17, time: 0.919, data_time: 0.000, memory: 8337, top1_acc: 0.8216, top5_acc: 0.9388, loss_cls: 0.6932, loss: 0.6932, grad_norm: 3.0242, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7235, loss/aux0: 0.7235, top1_acc/aux1: 0.8245, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6481, loss/aux1: 0.6481, top1_acc/aux2: 0.7763, top5_acc/aux2: 0.9188, loss_cls/aux2: 0.8719, loss/aux2: 0.8719 2020-10-23 18:07:54,138 - mmaction - INFO - Epoch [62][360/396] lr: 1.500e-03, eta: 3:36:01, time: 0.903, data_time: 0.023, memory: 8337, top1_acc: 0.8135, top5_acc: 0.9346, loss_cls: 0.7183, loss: 0.7183, grad_norm: 3.1848, top1_acc/aux0: 0.8089, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7272, loss/aux0: 0.7272, top1_acc/aux1: 0.8188, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6499, loss/aux1: 0.6499, top1_acc/aux2: 0.7839, top5_acc/aux2: 0.9211, loss_cls/aux2: 0.8532, loss/aux2: 0.8532 2020-10-23 18:08:40,556 - mmaction - INFO - Epoch [62][380/396] lr: 1.500e-03, eta: 3:35:44, time: 0.941, data_time: 0.095, memory: 8337, top1_acc: 0.8271, top5_acc: 0.9424, loss_cls: 0.6780, loss: 0.6780, grad_norm: 3.0098, top1_acc/aux0: 0.8084, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7288, loss/aux0: 0.7288, top1_acc/aux1: 0.8260, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6542, loss/aux1: 0.6542, top1_acc/aux2: 0.7849, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.8446, loss/aux2: 0.8446 2020-10-23 18:09:21,123 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-10-23 18:12:47,402 - mmaction - INFO - Epoch [63][20/396] lr: 1.500e-03, eta: 3:35:05, time: 0.877, data_time: 0.000, memory: 8337, top1_acc: 0.8260, top5_acc: 0.9409, loss_cls: 0.6851, loss: 0.6851, grad_norm: 3.0089, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7339, loss/aux0: 0.7339, top1_acc/aux1: 0.8260, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6527, loss/aux1: 0.6527, top1_acc/aux2: 0.7786, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8619, loss/aux2: 0.8619 2020-10-23 18:13:32,573 - mmaction - INFO - Epoch [63][40/396] lr: 1.500e-03, eta: 3:34:49, time: 0.910, data_time: 0.019, memory: 8337, top1_acc: 0.8266, top5_acc: 0.9445, loss_cls: 0.6829, loss: 0.6829, grad_norm: 3.0524, top1_acc/aux0: 0.8080, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7296, loss/aux0: 0.7296, top1_acc/aux1: 0.8216, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6728, loss/aux1: 0.6728, top1_acc/aux2: 0.7831, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8465, loss/aux2: 0.8465 2020-10-23 18:14:17,107 - mmaction - INFO - Epoch [63][60/396] lr: 1.500e-03, eta: 3:34:32, time: 0.922, data_time: 0.000, memory: 8337, top1_acc: 0.8242, top5_acc: 0.9422, loss_cls: 0.6795, loss: 0.6795, grad_norm: 3.1138, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7308, loss/aux0: 0.7308, top1_acc/aux1: 0.8187, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.6967, loss/aux1: 0.6967, top1_acc/aux2: 0.7896, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8208, loss/aux2: 0.8208 2020-10-23 18:15:01,629 - mmaction - INFO - Epoch [63][80/396] lr: 1.500e-03, eta: 3:34:15, time: 0.840, data_time: 0.000, memory: 8337, top1_acc: 0.8299, top5_acc: 0.9487, loss_cls: 0.6447, loss: 0.6447, grad_norm: 3.0164, top1_acc/aux0: 0.8074, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7283, loss/aux0: 0.7283, top1_acc/aux1: 0.8167, top5_acc/aux1: 0.9406, loss_cls/aux1: 0.6989, loss/aux1: 0.6989, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9292, loss_cls/aux2: 0.8148, loss/aux2: 0.8148 2020-10-23 18:15:48,740 - mmaction - INFO - Epoch [63][100/396] lr: 1.500e-03, eta: 3:33:57, time: 0.824, data_time: 0.055, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9422, loss_cls: 0.6835, loss: 0.6835, grad_norm: 3.0172, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7268, loss/aux0: 0.7268, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.6670, loss/aux1: 0.6670, top1_acc/aux2: 0.7872, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8121, loss/aux2: 0.8121 2020-10-23 18:16:33,641 - mmaction - INFO - Epoch [63][120/396] lr: 1.500e-03, eta: 3:33:40, time: 0.824, data_time: 0.079, memory: 8337, top1_acc: 0.8148, top5_acc: 0.9401, loss_cls: 0.7101, loss: 0.7101, grad_norm: 3.1372, top1_acc/aux0: 0.8067, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7330, loss/aux0: 0.7330, top1_acc/aux1: 0.8313, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6360, loss/aux1: 0.6360, top1_acc/aux2: 0.7794, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8514, loss/aux2: 0.8514 2020-10-23 18:17:19,877 - mmaction - INFO - Epoch [63][140/396] lr: 1.500e-03, eta: 3:33:22, time: 0.838, data_time: 0.000, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9380, loss_cls: 0.6854, loss: 0.6854, grad_norm: 3.0723, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7378, loss/aux0: 0.7378, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6614, loss/aux1: 0.6614, top1_acc/aux2: 0.7797, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8477, loss/aux2: 0.8477 2020-10-23 18:18:03,211 - mmaction - INFO - Epoch [63][160/396] lr: 1.500e-03, eta: 3:33:05, time: 0.861, data_time: 0.000, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9385, loss_cls: 0.6738, loss: 0.6738, grad_norm: 3.1020, top1_acc/aux0: 0.8048, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7367, loss/aux0: 0.7367, top1_acc/aux1: 0.8216, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6807, loss/aux1: 0.6807, top1_acc/aux2: 0.7812, top5_acc/aux2: 0.9229, loss_cls/aux2: 0.8355, loss/aux2: 0.8355 2020-10-23 18:18:49,275 - mmaction - INFO - Epoch [63][180/396] lr: 1.500e-03, eta: 3:32:49, time: 0.905, data_time: 0.000, memory: 8337, top1_acc: 0.8216, top5_acc: 0.9372, loss_cls: 0.6917, loss: 0.6917, grad_norm: 3.0999, top1_acc/aux0: 0.8064, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7326, loss/aux0: 0.7326, top1_acc/aux1: 0.8206, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6989, loss/aux1: 0.6989, top1_acc/aux2: 0.7755, top5_acc/aux2: 0.9164, loss_cls/aux2: 0.8795, loss/aux2: 0.8795 2020-10-23 18:19:33,320 - mmaction - INFO - Epoch [63][200/396] lr: 1.500e-03, eta: 3:32:32, time: 0.878, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9479, loss_cls: 0.6616, loss: 0.6616, grad_norm: 3.0843, top1_acc/aux0: 0.8058, top5_acc/aux0: 0.9356, loss_cls/aux0: 0.7359, loss/aux0: 0.7359, top1_acc/aux1: 0.8164, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.7101, loss/aux1: 0.7101, top1_acc/aux2: 0.7792, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8625, loss/aux2: 0.8625 2020-10-23 18:20:19,389 - mmaction - INFO - Epoch [63][220/396] lr: 1.500e-03, eta: 3:32:15, time: 0.910, data_time: 0.000, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9419, loss_cls: 0.6643, loss: 0.6643, grad_norm: 3.0800, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7419, loss/aux0: 0.7419, top1_acc/aux1: 0.8154, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6892, loss/aux1: 0.6892, top1_acc/aux2: 0.7852, top5_acc/aux2: 0.9326, loss_cls/aux2: 0.8008, loss/aux2: 0.8008 2020-10-23 18:21:02,421 - mmaction - INFO - Epoch [63][240/396] lr: 1.500e-03, eta: 3:31:57, time: 0.774, data_time: 0.000, memory: 8337, top1_acc: 0.8156, top5_acc: 0.9367, loss_cls: 0.6945, loss: 0.6945, grad_norm: 3.1521, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7402, loss/aux0: 0.7402, top1_acc/aux1: 0.8104, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.7052, loss/aux1: 0.7052, top1_acc/aux2: 0.7867, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.8072, loss/aux2: 0.8072 2020-10-23 18:21:50,203 - mmaction - INFO - Epoch [63][260/396] lr: 1.500e-03, eta: 3:31:41, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9469, loss_cls: 0.6477, loss: 0.6477, grad_norm: 3.0467, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7333, loss/aux0: 0.7333, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.7163, loss/aux1: 0.7163, top1_acc/aux2: 0.7841, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8387, loss/aux2: 0.8387 2020-10-23 18:22:34,489 - mmaction - INFO - Epoch [63][280/396] lr: 1.500e-03, eta: 3:31:24, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.8258, top5_acc: 0.9464, loss_cls: 0.6574, loss: 0.6574, grad_norm: 3.1012, top1_acc/aux0: 0.8071, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7324, loss/aux0: 0.7324, top1_acc/aux1: 0.8177, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.6925, loss/aux1: 0.6925, top1_acc/aux2: 0.7867, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.8331, loss/aux2: 0.8331 2020-10-23 18:23:22,548 - mmaction - INFO - Epoch [63][300/396] lr: 1.500e-03, eta: 3:31:08, time: 0.940, data_time: 0.000, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9495, loss_cls: 0.6500, loss: 0.6500, grad_norm: 3.0386, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7257, loss/aux0: 0.7257, top1_acc/aux1: 0.8211, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.6731, loss/aux1: 0.6731, top1_acc/aux2: 0.7794, top5_acc/aux2: 0.9240, loss_cls/aux2: 0.8767, loss/aux2: 0.8767 2020-10-23 18:24:07,067 - mmaction - INFO - Epoch [63][320/396] lr: 1.500e-03, eta: 3:30:50, time: 0.775, data_time: 0.000, memory: 8337, top1_acc: 0.8221, top5_acc: 0.9414, loss_cls: 0.6972, loss: 0.6972, grad_norm: 3.1475, top1_acc/aux0: 0.8111, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7188, loss/aux0: 0.7188, top1_acc/aux1: 0.8130, top5_acc/aux1: 0.9435, loss_cls/aux1: 0.7142, loss/aux1: 0.7142, top1_acc/aux2: 0.7711, top5_acc/aux2: 0.9224, loss_cls/aux2: 0.8829, loss/aux2: 0.8829 2020-10-23 18:24:54,333 - mmaction - INFO - Epoch [63][340/396] lr: 1.500e-03, eta: 3:30:34, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.8167, top5_acc: 0.9393, loss_cls: 0.7123, loss: 0.7123, grad_norm: 3.0315, top1_acc/aux0: 0.8106, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7172, loss/aux0: 0.7172, top1_acc/aux1: 0.8138, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.7102, loss/aux1: 0.7102, top1_acc/aux2: 0.7802, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8316, loss/aux2: 0.8316 2020-10-23 18:25:40,747 - mmaction - INFO - Epoch [63][360/396] lr: 1.500e-03, eta: 3:30:17, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.8169, top5_acc: 0.9391, loss_cls: 0.6994, loss: 0.6994, grad_norm: 3.0125, top1_acc/aux0: 0.8110, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7178, loss/aux0: 0.7178, top1_acc/aux1: 0.8201, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6688, loss/aux1: 0.6688, top1_acc/aux2: 0.7826, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8265, loss/aux2: 0.8265 2020-10-23 18:26:28,297 - mmaction - INFO - Epoch [63][380/396] lr: 1.500e-03, eta: 3:30:01, time: 0.986, data_time: 0.000, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9435, loss_cls: 0.6645, loss: 0.6645, grad_norm: 3.0933, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7193, loss/aux0: 0.7193, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6769, loss/aux1: 0.6769, top1_acc/aux2: 0.7727, top5_acc/aux2: 0.9206, loss_cls/aux2: 0.8791, loss/aux2: 0.8791 2020-10-23 18:27:03,929 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-10-23 18:30:34,115 - mmaction - INFO - Epoch [64][20/396] lr: 1.500e-03, eta: 3:29:22, time: 0.864, data_time: 0.001, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9474, loss_cls: 0.6304, loss: 0.6304, grad_norm: 3.0627, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9322, loss_cls/aux0: 0.7547, loss/aux0: 0.7547, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6488, loss/aux1: 0.6488, top1_acc/aux2: 0.7672, top5_acc/aux2: 0.9193, loss_cls/aux2: 0.8902, loss/aux2: 0.8902 2020-10-23 18:31:18,836 - mmaction - INFO - Epoch [64][40/396] lr: 1.500e-03, eta: 3:29:06, time: 0.923, data_time: 0.000, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9464, loss_cls: 0.6257, loss: 0.6257, grad_norm: 3.0562, top1_acc/aux0: 0.8084, top5_acc/aux0: 0.9359, loss_cls/aux0: 0.7317, loss/aux0: 0.7317, top1_acc/aux1: 0.8245, top5_acc/aux1: 0.9490, loss_cls/aux1: 0.6743, loss/aux1: 0.6743, top1_acc/aux2: 0.7747, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.8609, loss/aux2: 0.8609 2020-10-23 18:32:04,238 - mmaction - INFO - Epoch [64][60/396] lr: 1.500e-03, eta: 3:28:49, time: 0.860, data_time: 0.000, memory: 8337, top1_acc: 0.8234, top5_acc: 0.9448, loss_cls: 0.6550, loss: 0.6550, grad_norm: 3.0180, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7246, loss/aux0: 0.7246, top1_acc/aux1: 0.8188, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6741, loss/aux1: 0.6741, top1_acc/aux2: 0.7818, top5_acc/aux2: 0.9281, loss_cls/aux2: 0.8206, loss/aux2: 0.8206 2020-10-23 18:32:50,015 - mmaction - INFO - Epoch [64][80/396] lr: 1.500e-03, eta: 3:28:31, time: 0.832, data_time: 0.000, memory: 8337, top1_acc: 0.8263, top5_acc: 0.9438, loss_cls: 0.6626, loss: 0.6626, grad_norm: 3.0171, top1_acc/aux0: 0.8064, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7295, loss/aux0: 0.7295, top1_acc/aux1: 0.8253, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6532, loss/aux1: 0.6532, top1_acc/aux2: 0.7836, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8217, loss/aux2: 0.8217 2020-10-23 18:33:35,812 - mmaction - INFO - Epoch [64][100/396] lr: 1.500e-03, eta: 3:28:14, time: 0.899, data_time: 0.001, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9466, loss_cls: 0.6493, loss: 0.6493, grad_norm: 3.0520, top1_acc/aux0: 0.8084, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.7210, loss/aux0: 0.7210, top1_acc/aux1: 0.8315, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6604, loss/aux1: 0.6604, top1_acc/aux2: 0.7773, top5_acc/aux2: 0.9234, loss_cls/aux2: 0.8562, loss/aux2: 0.8562 2020-10-23 18:34:21,620 - mmaction - INFO - Epoch [64][120/396] lr: 1.500e-03, eta: 3:27:59, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.8242, top5_acc: 0.9378, loss_cls: 0.6781, loss: 0.6781, grad_norm: 3.1255, top1_acc/aux0: 0.8064, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7262, loss/aux0: 0.7262, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6851, loss/aux1: 0.6851, top1_acc/aux2: 0.7789, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8331, loss/aux2: 0.8331 2020-10-23 18:35:06,731 - mmaction - INFO - Epoch [64][140/396] lr: 1.500e-03, eta: 3:27:42, time: 0.928, data_time: 0.000, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9432, loss_cls: 0.6639, loss: 0.6639, grad_norm: 3.1544, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7358, loss/aux0: 0.7358, top1_acc/aux1: 0.8112, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.7035, loss/aux1: 0.7035, top1_acc/aux2: 0.7750, top5_acc/aux2: 0.9305, loss_cls/aux2: 0.8276, loss/aux2: 0.8276 2020-10-23 18:35:50,751 - mmaction - INFO - Epoch [64][160/396] lr: 1.500e-03, eta: 3:27:26, time: 0.903, data_time: 0.000, memory: 8337, top1_acc: 0.8260, top5_acc: 0.9435, loss_cls: 0.6603, loss: 0.6603, grad_norm: 3.0518, top1_acc/aux0: 0.8069, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7415, loss/aux0: 0.7415, top1_acc/aux1: 0.8201, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6840, loss/aux1: 0.6840, top1_acc/aux2: 0.7703, top5_acc/aux2: 0.9221, loss_cls/aux2: 0.8755, loss/aux2: 0.8755 2020-10-23 18:36:36,951 - mmaction - INFO - Epoch [64][180/396] lr: 1.500e-03, eta: 3:27:08, time: 0.834, data_time: 0.000, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9424, loss_cls: 0.6561, loss: 0.6561, grad_norm: 3.1014, top1_acc/aux0: 0.8064, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7307, loss/aux0: 0.7307, top1_acc/aux1: 0.8297, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6547, loss/aux1: 0.6547, top1_acc/aux2: 0.7771, top5_acc/aux2: 0.9206, loss_cls/aux2: 0.8689, loss/aux2: 0.8689 2020-10-23 18:37:22,878 - mmaction - INFO - Epoch [64][200/396] lr: 1.500e-03, eta: 3:26:50, time: 0.815, data_time: 0.000, memory: 8337, top1_acc: 0.8253, top5_acc: 0.9424, loss_cls: 0.6783, loss: 0.6783, grad_norm: 3.0545, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7192, loss/aux0: 0.7192, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6510, loss/aux1: 0.6510, top1_acc/aux2: 0.7805, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.8454, loss/aux2: 0.8454 2020-10-23 18:38:09,916 - mmaction - INFO - Epoch [64][220/396] lr: 1.500e-03, eta: 3:26:34, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.8242, top5_acc: 0.9443, loss_cls: 0.6639, loss: 0.6639, grad_norm: 3.0701, top1_acc/aux0: 0.8064, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7343, loss/aux0: 0.7343, top1_acc/aux1: 0.8279, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6717, loss/aux1: 0.6717, top1_acc/aux2: 0.7724, top5_acc/aux2: 0.9185, loss_cls/aux2: 0.8698, loss/aux2: 0.8698 2020-10-23 18:38:53,761 - mmaction - INFO - Epoch [64][240/396] lr: 1.500e-03, eta: 3:26:18, time: 0.937, data_time: 0.000, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9380, loss_cls: 0.6959, loss: 0.6959, grad_norm: 3.1178, top1_acc/aux0: 0.8093, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7309, loss/aux0: 0.7309, top1_acc/aux1: 0.8237, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.6855, loss/aux1: 0.6855, top1_acc/aux2: 0.7721, top5_acc/aux2: 0.9185, loss_cls/aux2: 0.8708, loss/aux2: 0.8708 2020-10-23 18:39:39,859 - mmaction - INFO - Epoch [64][260/396] lr: 1.500e-03, eta: 3:26:02, time: 0.956, data_time: 0.000, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9427, loss_cls: 0.6579, loss: 0.6579, grad_norm: 3.0019, top1_acc/aux0: 0.8129, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7189, loss/aux0: 0.7189, top1_acc/aux1: 0.8187, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.7037, loss/aux1: 0.7037, top1_acc/aux2: 0.7922, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8140, loss/aux2: 0.8140 2020-10-23 18:40:25,409 - mmaction - INFO - Epoch [64][280/396] lr: 1.500e-03, eta: 3:25:45, time: 0.929, data_time: 0.000, memory: 8337, top1_acc: 0.8352, top5_acc: 0.9474, loss_cls: 0.6256, loss: 0.6256, grad_norm: 3.0255, top1_acc/aux0: 0.8072, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7338, loss/aux0: 0.7338, top1_acc/aux1: 0.8208, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6731, loss/aux1: 0.6731, top1_acc/aux2: 0.7932, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.8076, loss/aux2: 0.8076 2020-10-23 18:41:13,975 - mmaction - INFO - Epoch [64][300/396] lr: 1.500e-03, eta: 3:25:31, time: 1.082, data_time: 0.000, memory: 8337, top1_acc: 0.8237, top5_acc: 0.9398, loss_cls: 0.6834, loss: 0.6834, grad_norm: 3.2327, top1_acc/aux0: 0.8002, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7434, loss/aux0: 0.7434, top1_acc/aux1: 0.8208, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6613, loss/aux1: 0.6613, top1_acc/aux2: 0.7831, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8459, loss/aux2: 0.8459 2020-10-23 18:42:02,335 - mmaction - INFO - Epoch [64][320/396] lr: 1.500e-03, eta: 3:25:14, time: 0.928, data_time: 0.000, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9471, loss_cls: 0.6432, loss: 0.6432, grad_norm: 3.0837, top1_acc/aux0: 0.8044, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7353, loss/aux0: 0.7353, top1_acc/aux1: 0.8255, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6639, loss/aux1: 0.6639, top1_acc/aux2: 0.7786, top5_acc/aux2: 0.9250, loss_cls/aux2: 0.8455, loss/aux2: 0.8455 2020-10-23 18:42:47,733 - mmaction - INFO - Epoch [64][340/396] lr: 1.500e-03, eta: 3:24:58, time: 0.939, data_time: 0.000, memory: 8337, top1_acc: 0.8260, top5_acc: 0.9432, loss_cls: 0.6836, loss: 0.6836, grad_norm: 3.0496, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7212, loss/aux0: 0.7212, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6660, loss/aux1: 0.6660, top1_acc/aux2: 0.7760, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.8470, loss/aux2: 0.8470 2020-10-23 18:43:32,434 - mmaction - INFO - Epoch [64][360/396] lr: 1.500e-03, eta: 3:24:41, time: 0.892, data_time: 0.196, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9411, loss_cls: 0.6824, loss: 0.6824, grad_norm: 3.0340, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7189, loss/aux0: 0.7189, top1_acc/aux1: 0.8161, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6855, loss/aux1: 0.6855, top1_acc/aux2: 0.7763, top5_acc/aux2: 0.9159, loss_cls/aux2: 0.8809, loss/aux2: 0.8809 2020-10-23 18:44:16,527 - mmaction - INFO - Epoch [64][380/396] lr: 1.500e-03, eta: 3:24:24, time: 0.803, data_time: 0.166, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9448, loss_cls: 0.6581, loss: 0.6581, grad_norm: 3.1099, top1_acc/aux0: 0.8066, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7249, loss/aux0: 0.7249, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6592, loss/aux1: 0.6592, top1_acc/aux2: 0.7750, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8737, loss/aux2: 0.8737 2020-10-23 18:44:52,738 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-10-23 18:48:10,351 - mmaction - INFO - Epoch [65][20/396] lr: 1.500e-03, eta: 3:23:45, time: 0.832, data_time: 0.000, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9406, loss_cls: 0.6923, loss: 0.6923, grad_norm: 3.0973, top1_acc/aux0: 0.8020, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7481, loss/aux0: 0.7481, top1_acc/aux1: 0.8057, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.7347, loss/aux1: 0.7347, top1_acc/aux2: 0.7661, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8978, loss/aux2: 0.8978 2020-10-23 18:48:54,817 - mmaction - INFO - Epoch [65][40/396] lr: 1.500e-03, eta: 3:23:27, time: 0.795, data_time: 0.000, memory: 8337, top1_acc: 0.8312, top5_acc: 0.9414, loss_cls: 0.6639, loss: 0.6639, grad_norm: 3.0360, top1_acc/aux0: 0.8029, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7440, loss/aux0: 0.7440, top1_acc/aux1: 0.8151, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.7131, loss/aux1: 0.7131, top1_acc/aux2: 0.7667, top5_acc/aux2: 0.9206, loss_cls/aux2: 0.9108, loss/aux2: 0.9108 2020-10-23 18:49:43,743 - mmaction - INFO - Epoch [65][60/396] lr: 1.500e-03, eta: 3:23:11, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9409, loss_cls: 0.6670, loss: 0.6670, grad_norm: 3.0595, top1_acc/aux0: 0.8050, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7359, loss/aux0: 0.7359, top1_acc/aux1: 0.8234, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6905, loss/aux1: 0.6905, top1_acc/aux2: 0.7734, top5_acc/aux2: 0.9219, loss_cls/aux2: 0.8843, loss/aux2: 0.8843 2020-10-23 18:50:27,511 - mmaction - INFO - Epoch [65][80/396] lr: 1.500e-03, eta: 3:22:55, time: 0.946, data_time: 0.000, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9456, loss_cls: 0.6603, loss: 0.6603, grad_norm: 3.1335, top1_acc/aux0: 0.8038, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7404, loss/aux0: 0.7404, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6854, loss/aux1: 0.6854, top1_acc/aux2: 0.7828, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8300, loss/aux2: 0.8300 2020-10-23 18:51:13,460 - mmaction - INFO - Epoch [65][100/396] lr: 1.500e-03, eta: 3:22:39, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9461, loss_cls: 0.6743, loss: 0.6743, grad_norm: 3.1359, top1_acc/aux0: 0.8021, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7396, loss/aux0: 0.7396, top1_acc/aux1: 0.8154, top5_acc/aux1: 0.9435, loss_cls/aux1: 0.6891, loss/aux1: 0.6891, top1_acc/aux2: 0.7755, top5_acc/aux2: 0.9211, loss_cls/aux2: 0.8606, loss/aux2: 0.8606 2020-10-23 18:51:57,306 - mmaction - INFO - Epoch [65][120/396] lr: 1.500e-03, eta: 3:22:22, time: 0.878, data_time: 0.000, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9453, loss_cls: 0.6601, loss: 0.6601, grad_norm: 3.0931, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7237, loss/aux0: 0.7237, top1_acc/aux1: 0.8177, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6807, loss/aux1: 0.6807, top1_acc/aux2: 0.7711, top5_acc/aux2: 0.9190, loss_cls/aux2: 0.8891, loss/aux2: 0.8891 2020-10-23 18:52:43,196 - mmaction - INFO - Epoch [65][140/396] lr: 1.500e-03, eta: 3:22:05, time: 0.927, data_time: 0.000, memory: 8337, top1_acc: 0.8260, top5_acc: 0.9438, loss_cls: 0.6781, loss: 0.6781, grad_norm: 3.0621, top1_acc/aux0: 0.8088, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.7187, loss/aux0: 0.7187, top1_acc/aux1: 0.8279, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6424, loss/aux1: 0.6424, top1_acc/aux2: 0.7797, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8498, loss/aux2: 0.8498 2020-10-23 18:53:27,316 - mmaction - INFO - Epoch [65][160/396] lr: 1.500e-03, eta: 3:21:48, time: 0.831, data_time: 0.000, memory: 8337, top1_acc: 0.8214, top5_acc: 0.9422, loss_cls: 0.6869, loss: 0.6869, grad_norm: 3.1735, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7284, loss/aux0: 0.7284, top1_acc/aux1: 0.8281, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6551, loss/aux1: 0.6551, top1_acc/aux2: 0.7820, top5_acc/aux2: 0.9219, loss_cls/aux2: 0.8340, loss/aux2: 0.8340 2020-10-23 18:54:14,534 - mmaction - INFO - Epoch [65][180/396] lr: 1.500e-03, eta: 3:21:31, time: 0.942, data_time: 0.000, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9383, loss_cls: 0.6806, loss: 0.6806, grad_norm: 3.1224, top1_acc/aux0: 0.8080, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7232, loss/aux0: 0.7232, top1_acc/aux1: 0.8216, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6744, loss/aux1: 0.6744, top1_acc/aux2: 0.7771, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.8567, loss/aux2: 0.8567 2020-10-23 18:55:03,872 - mmaction - INFO - Epoch [65][200/396] lr: 1.500e-03, eta: 3:21:16, time: 1.048, data_time: 0.000, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9427, loss_cls: 0.6846, loss: 0.6846, grad_norm: 3.0950, top1_acc/aux0: 0.8101, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7176, loss/aux0: 0.7176, top1_acc/aux1: 0.8169, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.6881, loss/aux1: 0.6881, top1_acc/aux2: 0.7799, top5_acc/aux2: 0.9286, loss_cls/aux2: 0.8241, loss/aux2: 0.8241 2020-10-23 18:55:49,082 - mmaction - INFO - Epoch [65][220/396] lr: 1.500e-03, eta: 3:21:01, time: 0.998, data_time: 0.000, memory: 8337, top1_acc: 0.8253, top5_acc: 0.9500, loss_cls: 0.6482, loss: 0.6482, grad_norm: 3.1237, top1_acc/aux0: 0.8069, top5_acc/aux0: 0.9353, loss_cls/aux0: 0.7380, loss/aux0: 0.7380, top1_acc/aux1: 0.8177, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.7043, loss/aux1: 0.7043, top1_acc/aux2: 0.7859, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.8120, loss/aux2: 0.8120 2020-10-23 18:56:34,092 - mmaction - INFO - Epoch [65][240/396] lr: 1.500e-03, eta: 3:20:44, time: 0.937, data_time: 0.000, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9380, loss_cls: 0.6760, loss: 0.6760, grad_norm: 3.1404, top1_acc/aux0: 0.8054, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7347, loss/aux0: 0.7347, top1_acc/aux1: 0.8151, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.7106, loss/aux1: 0.7106, top1_acc/aux2: 0.7760, top5_acc/aux2: 0.9286, loss_cls/aux2: 0.8445, loss/aux2: 0.8445 2020-10-23 18:57:18,637 - mmaction - INFO - Epoch [65][260/396] lr: 1.500e-03, eta: 3:20:28, time: 0.939, data_time: 0.000, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9414, loss_cls: 0.6758, loss: 0.6758, grad_norm: 3.1119, top1_acc/aux0: 0.8088, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7256, loss/aux0: 0.7256, top1_acc/aux1: 0.8047, top5_acc/aux1: 0.9409, loss_cls/aux1: 0.7372, loss/aux1: 0.7372, top1_acc/aux2: 0.7747, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.8397, loss/aux2: 0.8397 2020-10-23 18:58:05,507 - mmaction - INFO - Epoch [65][280/396] lr: 1.500e-03, eta: 3:20:11, time: 0.902, data_time: 0.000, memory: 8337, top1_acc: 0.8286, top5_acc: 0.9422, loss_cls: 0.6621, loss: 0.6621, grad_norm: 3.0762, top1_acc/aux0: 0.8100, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7312, loss/aux0: 0.7312, top1_acc/aux1: 0.8198, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.7043, loss/aux1: 0.7043, top1_acc/aux2: 0.7789, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.8522, loss/aux2: 0.8522 2020-10-23 18:58:51,571 - mmaction - INFO - Epoch [65][300/396] lr: 1.500e-03, eta: 3:19:55, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.8286, top5_acc: 0.9469, loss_cls: 0.6626, loss: 0.6626, grad_norm: 3.1488, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7365, loss/aux0: 0.7365, top1_acc/aux1: 0.8328, top5_acc/aux1: 0.9490, loss_cls/aux1: 0.6632, loss/aux1: 0.6632, top1_acc/aux2: 0.7831, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8374, loss/aux2: 0.8374 2020-10-23 18:59:36,507 - mmaction - INFO - Epoch [65][320/396] lr: 1.500e-03, eta: 3:19:38, time: 0.825, data_time: 0.000, memory: 8337, top1_acc: 0.8299, top5_acc: 0.9456, loss_cls: 0.6635, loss: 0.6635, grad_norm: 3.1420, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7446, loss/aux0: 0.7446, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6360, loss/aux1: 0.6360, top1_acc/aux2: 0.7878, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.8191, loss/aux2: 0.8191 2020-10-23 19:00:21,050 - mmaction - INFO - Epoch [65][340/396] lr: 1.500e-03, eta: 3:19:21, time: 0.867, data_time: 0.000, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9430, loss_cls: 0.6584, loss: 0.6584, grad_norm: 3.0426, top1_acc/aux0: 0.8071, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7403, loss/aux0: 0.7403, top1_acc/aux1: 0.8271, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6395, loss/aux1: 0.6395, top1_acc/aux2: 0.7862, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8077, loss/aux2: 0.8077 2020-10-23 19:01:08,741 - mmaction - INFO - Epoch [65][360/396] lr: 1.500e-03, eta: 3:19:04, time: 0.907, data_time: 0.000, memory: 8337, top1_acc: 0.8279, top5_acc: 0.9411, loss_cls: 0.6830, loss: 0.6830, grad_norm: 3.1665, top1_acc/aux0: 0.8136, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7169, loss/aux0: 0.7169, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6736, loss/aux1: 0.6736, top1_acc/aux2: 0.7779, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.8253, loss/aux2: 0.8253 2020-10-23 19:01:56,389 - mmaction - INFO - Epoch [65][380/396] lr: 1.500e-03, eta: 3:18:47, time: 0.905, data_time: 0.069, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9440, loss_cls: 0.6697, loss: 0.6697, grad_norm: 3.1357, top1_acc/aux0: 0.8121, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7184, loss/aux0: 0.7184, top1_acc/aux1: 0.8232, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6700, loss/aux1: 0.6700, top1_acc/aux2: 0.7755, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8521, loss/aux2: 0.8521 2020-10-23 19:02:33,983 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-10-23 19:03:23,951 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 19:03:24,088 - mmaction - INFO - top1_acc 0.8007 top5_acc 0.9483 2020-10-23 19:03:24,089 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 19:03:24,137 - mmaction - INFO - mean_acc 0.8010 2020-10-23 19:03:24,139 - mmaction - INFO - Epoch(val) [65][396] top1_acc: 0.8007, top5_acc: 0.9483, mean_class_accuracy: 0.8010 2020-10-23 19:06:36,200 - mmaction - INFO - Epoch [66][20/396] lr: 1.500e-03, eta: 3:18:08, time: 0.808, data_time: 0.000, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9432, loss_cls: 0.6578, loss: 0.6578, grad_norm: 3.0564, top1_acc/aux0: 0.8037, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7480, loss/aux0: 0.7480, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6441, loss/aux1: 0.6441, top1_acc/aux2: 0.8104, top5_acc/aux2: 0.9359, loss_cls/aux2: 0.7545, loss/aux2: 0.7545 2020-10-23 19:07:24,526 - mmaction - INFO - Epoch [66][40/396] lr: 1.500e-03, eta: 3:17:53, time: 1.053, data_time: 0.047, memory: 8337, top1_acc: 0.8354, top5_acc: 0.9443, loss_cls: 0.6598, loss: 0.6598, grad_norm: 3.1178, top1_acc/aux0: 0.8079, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7348, loss/aux0: 0.7348, top1_acc/aux1: 0.8227, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6714, loss/aux1: 0.6714, top1_acc/aux2: 0.7849, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.8317, loss/aux2: 0.8317 2020-10-23 19:08:09,942 - mmaction - INFO - Epoch [66][60/396] lr: 1.500e-03, eta: 3:17:37, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.8245, top5_acc: 0.9398, loss_cls: 0.6955, loss: 0.6955, grad_norm: 3.1146, top1_acc/aux0: 0.8106, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7254, loss/aux0: 0.7254, top1_acc/aux1: 0.8255, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6551, loss/aux1: 0.6551, top1_acc/aux2: 0.7732, top5_acc/aux2: 0.9221, loss_cls/aux2: 0.8808, loss/aux2: 0.8808 2020-10-23 19:08:55,956 - mmaction - INFO - Epoch [66][80/396] lr: 1.500e-03, eta: 3:17:22, time: 1.039, data_time: 0.000, memory: 8337, top1_acc: 0.8190, top5_acc: 0.9443, loss_cls: 0.7000, loss: 0.7000, grad_norm: 3.1732, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7312, loss/aux0: 0.7312, top1_acc/aux1: 0.8273, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6712, loss/aux1: 0.6712, top1_acc/aux2: 0.7857, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.8543, loss/aux2: 0.8543 2020-10-23 19:09:41,529 - mmaction - INFO - Epoch [66][100/396] lr: 1.500e-03, eta: 3:17:04, time: 0.820, data_time: 0.000, memory: 8337, top1_acc: 0.8310, top5_acc: 0.9440, loss_cls: 0.6355, loss: 0.6355, grad_norm: 3.1444, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7366, loss/aux0: 0.7366, top1_acc/aux1: 0.8125, top5_acc/aux1: 0.9401, loss_cls/aux1: 0.7390, loss/aux1: 0.7390, top1_acc/aux2: 0.7836, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8326, loss/aux2: 0.8326 2020-10-23 19:10:24,454 - mmaction - INFO - Epoch [66][120/396] lr: 1.500e-03, eta: 3:16:47, time: 0.843, data_time: 0.052, memory: 8337, top1_acc: 0.8242, top5_acc: 0.9432, loss_cls: 0.6648, loss: 0.6648, grad_norm: 3.0046, top1_acc/aux0: 0.8079, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7309, loss/aux0: 0.7309, top1_acc/aux1: 0.8112, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.7139, loss/aux1: 0.7139, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9346, loss_cls/aux2: 0.7906, loss/aux2: 0.7906 2020-10-23 19:11:10,719 - mmaction - INFO - Epoch [66][140/396] lr: 1.500e-03, eta: 3:16:30, time: 0.878, data_time: 0.000, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9380, loss_cls: 0.6734, loss: 0.6734, grad_norm: 3.0479, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7256, loss/aux0: 0.7256, top1_acc/aux1: 0.8253, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.6736, loss/aux1: 0.6736, top1_acc/aux2: 0.7896, top5_acc/aux2: 0.9326, loss_cls/aux2: 0.7952, loss/aux2: 0.7952 2020-10-23 19:11:58,858 - mmaction - INFO - Epoch [66][160/396] lr: 1.500e-03, eta: 3:16:14, time: 0.986, data_time: 0.000, memory: 8337, top1_acc: 0.8258, top5_acc: 0.9388, loss_cls: 0.6707, loss: 0.6707, grad_norm: 3.0907, top1_acc/aux0: 0.8090, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7306, loss/aux0: 0.7306, top1_acc/aux1: 0.8266, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6622, loss/aux1: 0.6622, top1_acc/aux2: 0.7836, top5_acc/aux2: 0.9247, loss_cls/aux2: 0.8231, loss/aux2: 0.8231 2020-10-23 19:12:45,051 - mmaction - INFO - Epoch [66][180/396] lr: 1.500e-03, eta: 3:15:57, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9471, loss_cls: 0.6553, loss: 0.6553, grad_norm: 3.0685, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7254, loss/aux0: 0.7254, top1_acc/aux1: 0.8211, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.6796, loss/aux1: 0.6796, top1_acc/aux2: 0.7898, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8137, loss/aux2: 0.8137 2020-10-23 19:13:27,174 - mmaction - INFO - Epoch [66][200/396] lr: 1.500e-03, eta: 3:15:39, time: 0.809, data_time: 0.000, memory: 8337, top1_acc: 0.8320, top5_acc: 0.9443, loss_cls: 0.6609, loss: 0.6609, grad_norm: 3.0575, top1_acc/aux0: 0.8110, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7185, loss/aux0: 0.7185, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6513, loss/aux1: 0.6513, top1_acc/aux2: 0.7831, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8431, loss/aux2: 0.8431 2020-10-23 19:14:11,555 - mmaction - INFO - Epoch [66][220/396] lr: 1.500e-03, eta: 3:15:21, time: 0.803, data_time: 0.000, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9417, loss_cls: 0.6905, loss: 0.6905, grad_norm: 3.2199, top1_acc/aux0: 0.8080, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7375, loss/aux0: 0.7375, top1_acc/aux1: 0.8331, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6213, loss/aux1: 0.6213, top1_acc/aux2: 0.7661, top5_acc/aux2: 0.9182, loss_cls/aux2: 0.8905, loss/aux2: 0.8905 2020-10-23 19:14:55,996 - mmaction - INFO - Epoch [66][240/396] lr: 1.500e-03, eta: 3:15:04, time: 0.845, data_time: 0.000, memory: 8337, top1_acc: 0.8286, top5_acc: 0.9503, loss_cls: 0.6551, loss: 0.6551, grad_norm: 3.0891, top1_acc/aux0: 0.8056, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7508, loss/aux0: 0.7508, top1_acc/aux1: 0.8214, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.6690, loss/aux1: 0.6690, top1_acc/aux2: 0.7721, top5_acc/aux2: 0.9180, loss_cls/aux2: 0.8664, loss/aux2: 0.8664 2020-10-23 19:15:42,881 - mmaction - INFO - Epoch [66][260/396] lr: 1.500e-03, eta: 3:14:48, time: 0.977, data_time: 0.000, memory: 8337, top1_acc: 0.8164, top5_acc: 0.9401, loss_cls: 0.6795, loss: 0.6795, grad_norm: 3.1609, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7323, loss/aux0: 0.7323, top1_acc/aux1: 0.8216, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.6909, loss/aux1: 0.6909, top1_acc/aux2: 0.7789, top5_acc/aux2: 0.9240, loss_cls/aux2: 0.8327, loss/aux2: 0.8327 2020-10-23 19:16:30,026 - mmaction - INFO - Epoch [66][280/396] lr: 1.500e-03, eta: 3:14:32, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9516, loss_cls: 0.6308, loss: 0.6308, grad_norm: 3.0934, top1_acc/aux0: 0.8097, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7237, loss/aux0: 0.7237, top1_acc/aux1: 0.8201, top5_acc/aux1: 0.9430, loss_cls/aux1: 0.6869, loss/aux1: 0.6869, top1_acc/aux2: 0.7740, top5_acc/aux2: 0.9258, loss_cls/aux2: 0.8453, loss/aux2: 0.8453 2020-10-23 19:17:12,275 - mmaction - INFO - Epoch [66][300/396] lr: 1.500e-03, eta: 3:14:14, time: 0.841, data_time: 0.000, memory: 8337, top1_acc: 0.8372, top5_acc: 0.9458, loss_cls: 0.6497, loss: 0.6497, grad_norm: 3.2159, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7335, loss/aux0: 0.7335, top1_acc/aux1: 0.8203, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.6951, loss/aux1: 0.6951, top1_acc/aux2: 0.7701, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8684, loss/aux2: 0.8684 2020-10-23 19:18:00,177 - mmaction - INFO - Epoch [66][320/396] lr: 1.500e-03, eta: 3:13:57, time: 0.909, data_time: 0.000, memory: 8337, top1_acc: 0.8227, top5_acc: 0.9435, loss_cls: 0.6830, loss: 0.6830, grad_norm: 3.1909, top1_acc/aux0: 0.8071, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7363, loss/aux0: 0.7363, top1_acc/aux1: 0.8180, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.7002, loss/aux1: 0.7002, top1_acc/aux2: 0.7721, top5_acc/aux2: 0.9276, loss_cls/aux2: 0.8671, loss/aux2: 0.8671 2020-10-23 19:18:44,833 - mmaction - INFO - Epoch [66][340/396] lr: 1.500e-03, eta: 3:13:41, time: 0.923, data_time: 0.000, memory: 8337, top1_acc: 0.8185, top5_acc: 0.9456, loss_cls: 0.6724, loss: 0.6724, grad_norm: 3.2163, top1_acc/aux0: 0.8061, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7289, loss/aux0: 0.7289, top1_acc/aux1: 0.8148, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.7078, loss/aux1: 0.7078, top1_acc/aux2: 0.7870, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.8139, loss/aux2: 0.8139 2020-10-23 19:19:32,348 - mmaction - INFO - Epoch [66][360/396] lr: 1.500e-03, eta: 3:13:26, time: 1.074, data_time: 0.000, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9393, loss_cls: 0.6869, loss: 0.6869, grad_norm: 3.1403, top1_acc/aux0: 0.8080, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7225, loss/aux0: 0.7225, top1_acc/aux1: 0.8156, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.6914, loss/aux1: 0.6914, top1_acc/aux2: 0.7818, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8365, loss/aux2: 0.8365 2020-10-23 19:20:16,604 - mmaction - INFO - Epoch [66][380/396] lr: 1.500e-03, eta: 3:13:09, time: 0.860, data_time: 0.000, memory: 8337, top1_acc: 0.8253, top5_acc: 0.9424, loss_cls: 0.6901, loss: 0.6901, grad_norm: 3.1975, top1_acc/aux0: 0.8053, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7352, loss/aux0: 0.7352, top1_acc/aux1: 0.8266, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6435, loss/aux1: 0.6435, top1_acc/aux2: 0.7768, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.8449, loss/aux2: 0.8449 2020-10-23 19:20:54,822 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-10-23 19:24:26,637 - mmaction - INFO - Epoch [67][20/396] lr: 1.500e-03, eta: 3:12:31, time: 0.878, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9414, loss_cls: 0.6668, loss: 0.6668, grad_norm: 3.0913, top1_acc/aux0: 0.8074, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7204, loss/aux0: 0.7204, top1_acc/aux1: 0.8318, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6329, loss/aux1: 0.6329, top1_acc/aux2: 0.7786, top5_acc/aux2: 0.9214, loss_cls/aux2: 0.8521, loss/aux2: 0.8521 2020-10-23 19:25:11,934 - mmaction - INFO - Epoch [67][40/396] lr: 1.500e-03, eta: 3:12:14, time: 0.858, data_time: 0.000, memory: 8337, top1_acc: 0.8250, top5_acc: 0.9411, loss_cls: 0.6589, loss: 0.6589, grad_norm: 3.1340, top1_acc/aux0: 0.8093, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7162, loss/aux0: 0.7162, top1_acc/aux1: 0.8292, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6394, loss/aux1: 0.6394, top1_acc/aux2: 0.7857, top5_acc/aux2: 0.9214, loss_cls/aux2: 0.8322, loss/aux2: 0.8322 2020-10-23 19:25:57,471 - mmaction - INFO - Epoch [67][60/396] lr: 1.500e-03, eta: 3:11:56, time: 0.831, data_time: 0.000, memory: 8337, top1_acc: 0.8354, top5_acc: 0.9448, loss_cls: 0.6405, loss: 0.6405, grad_norm: 3.0889, top1_acc/aux0: 0.8142, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.7032, loss/aux0: 0.7032, top1_acc/aux1: 0.8133, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6804, loss/aux1: 0.6804, top1_acc/aux2: 0.7943, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8019, loss/aux2: 0.8019 2020-10-23 19:26:43,313 - mmaction - INFO - Epoch [67][80/396] lr: 1.500e-03, eta: 3:11:39, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.8221, top5_acc: 0.9427, loss_cls: 0.6874, loss: 0.6874, grad_norm: 3.2040, top1_acc/aux0: 0.8098, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7171, loss/aux0: 0.7171, top1_acc/aux1: 0.8130, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6976, loss/aux1: 0.6976, top1_acc/aux2: 0.7896, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8199, loss/aux2: 0.8199 2020-10-23 19:27:27,694 - mmaction - INFO - Epoch [67][100/396] lr: 1.500e-03, eta: 3:11:22, time: 0.868, data_time: 0.000, memory: 8337, top1_acc: 0.8333, top5_acc: 0.9440, loss_cls: 0.6536, loss: 0.6536, grad_norm: 3.0900, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7322, loss/aux0: 0.7322, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.6965, loss/aux1: 0.6965, top1_acc/aux2: 0.7828, top5_acc/aux2: 0.9206, loss_cls/aux2: 0.8562, loss/aux2: 0.8562 2020-10-23 19:28:13,113 - mmaction - INFO - Epoch [67][120/396] lr: 1.500e-03, eta: 3:11:05, time: 0.802, data_time: 0.000, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9513, loss_cls: 0.6194, loss: 0.6194, grad_norm: 3.0812, top1_acc/aux0: 0.8100, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7251, loss/aux0: 0.7251, top1_acc/aux1: 0.8185, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.6953, loss/aux1: 0.6953, top1_acc/aux2: 0.7807, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.8530, loss/aux2: 0.8530 2020-10-23 19:28:56,142 - mmaction - INFO - Epoch [67][140/396] lr: 1.500e-03, eta: 3:10:47, time: 0.831, data_time: 0.000, memory: 8337, top1_acc: 0.8352, top5_acc: 0.9456, loss_cls: 0.6418, loss: 0.6418, grad_norm: 3.0641, top1_acc/aux0: 0.8113, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7177, loss/aux0: 0.7177, top1_acc/aux1: 0.8120, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6840, loss/aux1: 0.6840, top1_acc/aux2: 0.7870, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8300, loss/aux2: 0.8300 2020-10-23 19:29:40,445 - mmaction - INFO - Epoch [67][160/396] lr: 1.500e-03, eta: 3:10:30, time: 0.815, data_time: 0.000, memory: 8337, top1_acc: 0.8294, top5_acc: 0.9487, loss_cls: 0.6491, loss: 0.6491, grad_norm: 3.1215, top1_acc/aux0: 0.8105, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.7088, loss/aux0: 0.7088, top1_acc/aux1: 0.8203, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6694, loss/aux1: 0.6694, top1_acc/aux2: 0.7940, top5_acc/aux2: 0.9247, loss_cls/aux2: 0.8067, loss/aux2: 0.8067 2020-10-23 19:30:25,522 - mmaction - INFO - Epoch [67][180/396] lr: 1.500e-03, eta: 3:10:13, time: 0.922, data_time: 0.000, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9471, loss_cls: 0.6246, loss: 0.6246, grad_norm: 3.0757, top1_acc/aux0: 0.8093, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7168, loss/aux0: 0.7168, top1_acc/aux1: 0.8357, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6428, loss/aux1: 0.6428, top1_acc/aux2: 0.7818, top5_acc/aux2: 0.9247, loss_cls/aux2: 0.8273, loss/aux2: 0.8273 2020-10-23 19:31:07,611 - mmaction - INFO - Epoch [67][200/396] lr: 1.500e-03, eta: 3:09:55, time: 0.822, data_time: 0.000, memory: 8337, top1_acc: 0.8203, top5_acc: 0.9435, loss_cls: 0.6920, loss: 0.6920, grad_norm: 3.1476, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7284, loss/aux0: 0.7284, top1_acc/aux1: 0.8221, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6714, loss/aux1: 0.6714, top1_acc/aux2: 0.7784, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8482, loss/aux2: 0.8482 2020-10-23 19:31:53,881 - mmaction - INFO - Epoch [67][220/396] lr: 1.500e-03, eta: 3:09:39, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9435, loss_cls: 0.6681, loss: 0.6681, grad_norm: 3.1288, top1_acc/aux0: 0.8064, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7304, loss/aux0: 0.7304, top1_acc/aux1: 0.8172, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.7054, loss/aux1: 0.7054, top1_acc/aux2: 0.7854, top5_acc/aux2: 0.9221, loss_cls/aux2: 0.8458, loss/aux2: 0.8458 2020-10-23 19:32:39,228 - mmaction - INFO - Epoch [67][240/396] lr: 1.500e-03, eta: 3:09:22, time: 0.951, data_time: 0.000, memory: 8337, top1_acc: 0.8305, top5_acc: 0.9417, loss_cls: 0.6731, loss: 0.6731, grad_norm: 3.1450, top1_acc/aux0: 0.8058, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7301, loss/aux0: 0.7301, top1_acc/aux1: 0.8167, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.7041, loss/aux1: 0.7041, top1_acc/aux2: 0.7880, top5_acc/aux2: 0.9240, loss_cls/aux2: 0.8312, loss/aux2: 0.8312 2020-10-23 19:33:23,994 - mmaction - INFO - Epoch [67][260/396] lr: 1.500e-03, eta: 3:09:06, time: 0.961, data_time: 0.000, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9414, loss_cls: 0.6664, loss: 0.6664, grad_norm: 3.1163, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7219, loss/aux0: 0.7219, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6586, loss/aux1: 0.6586, top1_acc/aux2: 0.7953, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.7930, loss/aux2: 0.7930 2020-10-23 19:34:09,045 - mmaction - INFO - Epoch [67][280/396] lr: 1.500e-03, eta: 3:08:49, time: 0.898, data_time: 0.004, memory: 8337, top1_acc: 0.8326, top5_acc: 0.9417, loss_cls: 0.6626, loss: 0.6626, grad_norm: 3.1648, top1_acc/aux0: 0.8106, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.7134, loss/aux0: 0.7134, top1_acc/aux1: 0.8294, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6330, loss/aux1: 0.6330, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9273, loss_cls/aux2: 0.8012, loss/aux2: 0.8012 2020-10-23 19:34:53,046 - mmaction - INFO - Epoch [67][300/396] lr: 1.500e-03, eta: 3:08:32, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9414, loss_cls: 0.6755, loss: 0.6755, grad_norm: 3.2213, top1_acc/aux0: 0.8067, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7308, loss/aux0: 0.7308, top1_acc/aux1: 0.8174, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.6948, loss/aux1: 0.6948, top1_acc/aux2: 0.7779, top5_acc/aux2: 0.9234, loss_cls/aux2: 0.8352, loss/aux2: 0.8352 2020-10-23 19:35:39,427 - mmaction - INFO - Epoch [67][320/396] lr: 1.500e-03, eta: 3:08:16, time: 0.939, data_time: 0.000, memory: 8337, top1_acc: 0.8250, top5_acc: 0.9396, loss_cls: 0.7040, loss: 0.7040, grad_norm: 3.1443, top1_acc/aux0: 0.8051, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7379, loss/aux0: 0.7379, top1_acc/aux1: 0.8154, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.7080, loss/aux1: 0.7080, top1_acc/aux2: 0.7826, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.8396, loss/aux2: 0.8396 2020-10-23 19:36:24,609 - mmaction - INFO - Epoch [67][340/396] lr: 1.500e-03, eta: 3:07:59, time: 0.934, data_time: 0.000, memory: 8337, top1_acc: 0.8313, top5_acc: 0.9471, loss_cls: 0.6543, loss: 0.6543, grad_norm: 3.1312, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7239, loss/aux0: 0.7239, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6567, loss/aux1: 0.6567, top1_acc/aux2: 0.7823, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8456, loss/aux2: 0.8456 2020-10-23 19:37:09,313 - mmaction - INFO - Epoch [67][360/396] lr: 1.500e-03, eta: 3:07:43, time: 0.908, data_time: 0.053, memory: 8337, top1_acc: 0.8302, top5_acc: 0.9437, loss_cls: 0.6587, loss: 0.6587, grad_norm: 3.1810, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7266, loss/aux0: 0.7266, top1_acc/aux1: 0.8232, top5_acc/aux1: 0.9490, loss_cls/aux1: 0.6515, loss/aux1: 0.6515, top1_acc/aux2: 0.7750, top5_acc/aux2: 0.9206, loss_cls/aux2: 0.8712, loss/aux2: 0.8712 2020-10-23 19:37:52,625 - mmaction - INFO - Epoch [67][380/396] lr: 1.500e-03, eta: 3:07:26, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.8352, top5_acc: 0.9435, loss_cls: 0.6575, loss: 0.6575, grad_norm: 3.1609, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7347, loss/aux0: 0.7347, top1_acc/aux1: 0.8201, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.6954, loss/aux1: 0.6954, top1_acc/aux2: 0.7784, top5_acc/aux2: 0.9180, loss_cls/aux2: 0.8645, loss/aux2: 0.8645 2020-10-23 19:38:28,680 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-10-23 19:41:42,227 - mmaction - INFO - Epoch [68][20/396] lr: 1.500e-03, eta: 3:06:48, time: 0.836, data_time: 0.002, memory: 8337, top1_acc: 0.8323, top5_acc: 0.9417, loss_cls: 0.6552, loss: 0.6552, grad_norm: 3.0972, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.7065, loss/aux0: 0.7065, top1_acc/aux1: 0.8260, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6415, loss/aux1: 0.6415, top1_acc/aux2: 0.7865, top5_acc/aux2: 0.9198, loss_cls/aux2: 0.8359, loss/aux2: 0.8359 2020-10-23 19:42:25,794 - mmaction - INFO - Epoch [68][40/396] lr: 1.500e-03, eta: 3:06:31, time: 0.844, data_time: 0.000, memory: 8337, top1_acc: 0.8286, top5_acc: 0.9406, loss_cls: 0.6632, loss: 0.6632, grad_norm: 3.1403, top1_acc/aux0: 0.8082, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7149, loss/aux0: 0.7149, top1_acc/aux1: 0.8172, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6846, loss/aux1: 0.6846, top1_acc/aux2: 0.7839, top5_acc/aux2: 0.9258, loss_cls/aux2: 0.8223, loss/aux2: 0.8223 2020-10-23 19:43:12,333 - mmaction - INFO - Epoch [68][60/396] lr: 1.500e-03, eta: 3:06:15, time: 0.967, data_time: 0.000, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9490, loss_cls: 0.6517, loss: 0.6517, grad_norm: 3.1037, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7265, loss/aux0: 0.7265, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.7222, loss/aux1: 0.7222, top1_acc/aux2: 0.7844, top5_acc/aux2: 0.9305, loss_cls/aux2: 0.8097, loss/aux2: 0.8097 2020-10-23 19:43:56,655 - mmaction - INFO - Epoch [68][80/396] lr: 1.500e-03, eta: 3:05:58, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.8333, top5_acc: 0.9419, loss_cls: 0.6516, loss: 0.6516, grad_norm: 3.1590, top1_acc/aux0: 0.8045, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7381, loss/aux0: 0.7381, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6887, loss/aux1: 0.6887, top1_acc/aux2: 0.7849, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.7988, loss/aux2: 0.7988 2020-10-23 19:44:42,885 - mmaction - INFO - Epoch [68][100/396] lr: 1.500e-03, eta: 3:05:41, time: 0.950, data_time: 0.031, memory: 8337, top1_acc: 0.8221, top5_acc: 0.9456, loss_cls: 0.6655, loss: 0.6655, grad_norm: 3.1562, top1_acc/aux0: 0.8054, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7353, loss/aux0: 0.7353, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.6375, loss/aux1: 0.6375, top1_acc/aux2: 0.7750, top5_acc/aux2: 0.9276, loss_cls/aux2: 0.8391, loss/aux2: 0.8391 2020-10-23 19:45:28,172 - mmaction - INFO - Epoch [68][120/396] lr: 1.500e-03, eta: 3:05:24, time: 0.829, data_time: 0.011, memory: 8337, top1_acc: 0.8234, top5_acc: 0.9414, loss_cls: 0.6720, loss: 0.6720, grad_norm: 3.1700, top1_acc/aux0: 0.8045, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7444, loss/aux0: 0.7444, top1_acc/aux1: 0.8302, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6464, loss/aux1: 0.6464, top1_acc/aux2: 0.7776, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8556, loss/aux2: 0.8556 2020-10-23 19:46:13,409 - mmaction - INFO - Epoch [68][140/396] lr: 1.500e-03, eta: 3:05:07, time: 0.881, data_time: 0.001, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9427, loss_cls: 0.6428, loss: 0.6428, grad_norm: 3.0996, top1_acc/aux0: 0.8030, top5_acc/aux0: 0.9348, loss_cls/aux0: 0.7545, loss/aux0: 0.7545, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.7163, loss/aux1: 0.7163, top1_acc/aux2: 0.7854, top5_acc/aux2: 0.9247, loss_cls/aux2: 0.8265, loss/aux2: 0.8265 2020-10-23 19:46:57,675 - mmaction - INFO - Epoch [68][160/396] lr: 1.500e-03, eta: 3:04:50, time: 0.845, data_time: 0.000, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9422, loss_cls: 0.6595, loss: 0.6595, grad_norm: 3.1433, top1_acc/aux0: 0.8079, top5_acc/aux0: 0.9358, loss_cls/aux0: 0.7362, loss/aux0: 0.7362, top1_acc/aux1: 0.8146, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.7050, loss/aux1: 0.7050, top1_acc/aux2: 0.7826, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8267, loss/aux2: 0.8267 2020-10-23 19:47:44,815 - mmaction - INFO - Epoch [68][180/396] lr: 1.500e-03, eta: 3:04:33, time: 0.949, data_time: 0.000, memory: 8337, top1_acc: 0.8146, top5_acc: 0.9445, loss_cls: 0.6928, loss: 0.6928, grad_norm: 3.1370, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7113, loss/aux0: 0.7113, top1_acc/aux1: 0.8237, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6693, loss/aux1: 0.6693, top1_acc/aux2: 0.7812, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.8200, loss/aux2: 0.8200 2020-10-23 19:48:29,782 - mmaction - INFO - Epoch [68][200/396] lr: 1.500e-03, eta: 3:04:16, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.8247, top5_acc: 0.9466, loss_cls: 0.6549, loss: 0.6549, grad_norm: 3.1109, top1_acc/aux0: 0.8149, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6970, loss/aux0: 0.6970, top1_acc/aux1: 0.8190, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.6739, loss/aux1: 0.6739, top1_acc/aux2: 0.7766, top5_acc/aux2: 0.9276, loss_cls/aux2: 0.8544, loss/aux2: 0.8544 2020-10-23 19:49:14,589 - mmaction - INFO - Epoch [68][220/396] lr: 1.500e-03, eta: 3:03:59, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9490, loss_cls: 0.6432, loss: 0.6432, grad_norm: 3.0335, top1_acc/aux0: 0.8134, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7026, loss/aux0: 0.7026, top1_acc/aux1: 0.8161, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6970, loss/aux1: 0.6970, top1_acc/aux2: 0.7786, top5_acc/aux2: 0.9229, loss_cls/aux2: 0.8498, loss/aux2: 0.8498 2020-10-23 19:50:00,184 - mmaction - INFO - Epoch [68][240/396] lr: 1.500e-03, eta: 3:03:42, time: 0.846, data_time: 0.000, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9487, loss_cls: 0.6235, loss: 0.6235, grad_norm: 3.1772, top1_acc/aux0: 0.8088, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7197, loss/aux0: 0.7197, top1_acc/aux1: 0.8177, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6944, loss/aux1: 0.6944, top1_acc/aux2: 0.7859, top5_acc/aux2: 0.9273, loss_cls/aux2: 0.8179, loss/aux2: 0.8179 2020-10-23 19:50:45,000 - mmaction - INFO - Epoch [68][260/396] lr: 1.500e-03, eta: 3:03:25, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9393, loss_cls: 0.6676, loss: 0.6676, grad_norm: 3.1700, top1_acc/aux0: 0.8069, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7427, loss/aux0: 0.7427, top1_acc/aux1: 0.8253, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6665, loss/aux1: 0.6665, top1_acc/aux2: 0.7812, top5_acc/aux2: 0.9247, loss_cls/aux2: 0.8361, loss/aux2: 0.8361 2020-10-23 19:51:34,130 - mmaction - INFO - Epoch [68][280/396] lr: 1.500e-03, eta: 3:03:09, time: 0.946, data_time: 0.000, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9409, loss_cls: 0.6675, loss: 0.6675, grad_norm: 3.0999, top1_acc/aux0: 0.8088, top5_acc/aux0: 0.9339, loss_cls/aux0: 0.7412, loss/aux0: 0.7412, top1_acc/aux1: 0.8206, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.6849, loss/aux1: 0.6849, top1_acc/aux2: 0.7841, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8131, loss/aux2: 0.8131 2020-10-23 19:52:20,160 - mmaction - INFO - Epoch [68][300/396] lr: 1.500e-03, eta: 3:02:52, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.8383, top5_acc: 0.9445, loss_cls: 0.6373, loss: 0.6373, grad_norm: 3.1444, top1_acc/aux0: 0.8085, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7295, loss/aux0: 0.7295, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.6846, loss/aux1: 0.6846, top1_acc/aux2: 0.7961, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7881, loss/aux2: 0.7881 2020-10-23 19:53:05,100 - mmaction - INFO - Epoch [68][320/396] lr: 1.500e-03, eta: 3:02:35, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.8385, top5_acc: 0.9482, loss_cls: 0.6334, loss: 0.6334, grad_norm: 3.0840, top1_acc/aux0: 0.8042, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7338, loss/aux0: 0.7338, top1_acc/aux1: 0.8201, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6679, loss/aux1: 0.6679, top1_acc/aux2: 0.7893, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8271, loss/aux2: 0.8271 2020-10-23 19:53:49,038 - mmaction - INFO - Epoch [68][340/396] lr: 1.500e-03, eta: 3:02:18, time: 0.867, data_time: 0.000, memory: 8337, top1_acc: 0.8190, top5_acc: 0.9380, loss_cls: 0.6983, loss: 0.6983, grad_norm: 3.1408, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9361, loss_cls/aux0: 0.7353, loss/aux0: 0.7353, top1_acc/aux1: 0.8198, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6523, loss/aux1: 0.6523, top1_acc/aux2: 0.7792, top5_acc/aux2: 0.9250, loss_cls/aux2: 0.8267, loss/aux2: 0.8267 2020-10-23 19:54:35,059 - mmaction - INFO - Epoch [68][360/396] lr: 1.500e-03, eta: 3:02:01, time: 0.937, data_time: 0.000, memory: 8337, top1_acc: 0.8208, top5_acc: 0.9422, loss_cls: 0.6758, loss: 0.6758, grad_norm: 3.1547, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7291, loss/aux0: 0.7291, top1_acc/aux1: 0.8242, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6530, loss/aux1: 0.6530, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.8069, loss/aux2: 0.8069 2020-10-23 19:55:21,422 - mmaction - INFO - Epoch [68][380/396] lr: 1.500e-03, eta: 3:01:45, time: 0.992, data_time: 0.057, memory: 8337, top1_acc: 0.8172, top5_acc: 0.9401, loss_cls: 0.6930, loss: 0.6930, grad_norm: 3.1017, top1_acc/aux0: 0.8082, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7197, loss/aux0: 0.7197, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9490, loss_cls/aux1: 0.6745, loss/aux1: 0.6745, top1_acc/aux2: 0.7898, top5_acc/aux2: 0.9273, loss_cls/aux2: 0.8378, loss/aux2: 0.8378 2020-10-23 19:56:00,462 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-10-23 20:00:02,350 - mmaction - INFO - Epoch [69][20/396] lr: 1.500e-03, eta: 3:01:09, time: 0.938, data_time: 0.000, memory: 8337, top1_acc: 0.8302, top5_acc: 0.9448, loss_cls: 0.6506, loss: 0.6506, grad_norm: 3.1152, top1_acc/aux0: 0.8092, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7311, loss/aux0: 0.7311, top1_acc/aux1: 0.8234, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.6990, loss/aux1: 0.6990, top1_acc/aux2: 0.7786, top5_acc/aux2: 0.9214, loss_cls/aux2: 0.8453, loss/aux2: 0.8453 2020-10-23 20:00:48,210 - mmaction - INFO - Epoch [69][40/396] lr: 1.500e-03, eta: 3:00:52, time: 0.862, data_time: 0.002, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9437, loss_cls: 0.6387, loss: 0.6387, grad_norm: 3.1626, top1_acc/aux0: 0.8082, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7276, loss/aux0: 0.7276, top1_acc/aux1: 0.8336, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6541, loss/aux1: 0.6541, top1_acc/aux2: 0.7797, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.8375, loss/aux2: 0.8375 2020-10-23 20:01:33,419 - mmaction - INFO - Epoch [69][60/396] lr: 1.500e-03, eta: 3:00:35, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9411, loss_cls: 0.6685, loss: 0.6685, grad_norm: 3.2379, top1_acc/aux0: 0.8108, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7215, loss/aux0: 0.7215, top1_acc/aux1: 0.8331, top5_acc/aux1: 0.9570, loss_cls/aux1: 0.6242, loss/aux1: 0.6242, top1_acc/aux2: 0.7854, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.8184, loss/aux2: 0.8184 2020-10-23 20:02:18,782 - mmaction - INFO - Epoch [69][80/396] lr: 1.500e-03, eta: 3:00:18, time: 0.918, data_time: 0.000, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9411, loss_cls: 0.6584, loss: 0.6584, grad_norm: 3.1335, top1_acc/aux0: 0.8131, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7189, loss/aux0: 0.7189, top1_acc/aux1: 0.8268, top5_acc/aux1: 0.9570, loss_cls/aux1: 0.6266, loss/aux1: 0.6266, top1_acc/aux2: 0.7951, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.8006, loss/aux2: 0.8006 2020-10-23 20:03:05,378 - mmaction - INFO - Epoch [69][100/396] lr: 1.500e-03, eta: 3:00:02, time: 0.947, data_time: 0.000, memory: 8337, top1_acc: 0.8318, top5_acc: 0.9435, loss_cls: 0.6518, loss: 0.6518, grad_norm: 3.1328, top1_acc/aux0: 0.8097, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7310, loss/aux0: 0.7310, top1_acc/aux1: 0.8297, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6412, loss/aux1: 0.6412, top1_acc/aux2: 0.7948, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8192, loss/aux2: 0.8192 2020-10-23 20:03:47,757 - mmaction - INFO - Epoch [69][120/396] lr: 1.500e-03, eta: 2:59:44, time: 0.813, data_time: 0.213, memory: 8337, top1_acc: 0.8255, top5_acc: 0.9432, loss_cls: 0.6676, loss: 0.6676, grad_norm: 3.0932, top1_acc/aux0: 0.8093, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7318, loss/aux0: 0.7318, top1_acc/aux1: 0.8247, top5_acc/aux1: 0.9435, loss_cls/aux1: 0.6752, loss/aux1: 0.6752, top1_acc/aux2: 0.7914, top5_acc/aux2: 0.9276, loss_cls/aux2: 0.8169, loss/aux2: 0.8169 2020-10-23 20:04:35,161 - mmaction - INFO - Epoch [69][140/396] lr: 1.500e-03, eta: 2:59:27, time: 0.833, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9443, loss_cls: 0.6232, loss: 0.6232, grad_norm: 2.9962, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7261, loss/aux0: 0.7261, top1_acc/aux1: 0.8336, top5_acc/aux1: 0.9539, loss_cls/aux1: 0.6425, loss/aux1: 0.6425, top1_acc/aux2: 0.7826, top5_acc/aux2: 0.9281, loss_cls/aux2: 0.8197, loss/aux2: 0.8197 2020-10-23 20:05:20,105 - mmaction - INFO - Epoch [69][160/396] lr: 1.500e-03, eta: 2:59:10, time: 0.923, data_time: 0.000, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9432, loss_cls: 0.6386, loss: 0.6386, grad_norm: 3.0684, top1_acc/aux0: 0.8084, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7387, loss/aux0: 0.7387, top1_acc/aux1: 0.8346, top5_acc/aux1: 0.9568, loss_cls/aux1: 0.6305, loss/aux1: 0.6305, top1_acc/aux2: 0.7823, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8328, loss/aux2: 0.8328 2020-10-23 20:06:03,152 - mmaction - INFO - Epoch [69][180/396] lr: 1.500e-03, eta: 2:58:53, time: 0.809, data_time: 0.000, memory: 8337, top1_acc: 0.8299, top5_acc: 0.9443, loss_cls: 0.6612, loss: 0.6612, grad_norm: 3.0889, top1_acc/aux0: 0.8097, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7246, loss/aux0: 0.7246, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6482, loss/aux1: 0.6482, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.8098, loss/aux2: 0.8098 2020-10-23 20:06:48,324 - mmaction - INFO - Epoch [69][200/396] lr: 1.500e-03, eta: 2:58:35, time: 0.858, data_time: 0.000, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9448, loss_cls: 0.6544, loss: 0.6544, grad_norm: 3.1096, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7031, loss/aux0: 0.7031, top1_acc/aux1: 0.8247, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.6678, loss/aux1: 0.6678, top1_acc/aux2: 0.7888, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7954, loss/aux2: 0.7954 2020-10-23 20:07:33,171 - mmaction - INFO - Epoch [69][220/396] lr: 1.500e-03, eta: 2:58:18, time: 0.832, data_time: 0.000, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9401, loss_cls: 0.6820, loss: 0.6820, grad_norm: 3.1859, top1_acc/aux0: 0.8113, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7180, loss/aux0: 0.7180, top1_acc/aux1: 0.8247, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6510, loss/aux1: 0.6510, top1_acc/aux2: 0.7844, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.8086, loss/aux2: 0.8086 2020-10-23 20:08:17,519 - mmaction - INFO - Epoch [69][240/396] lr: 1.500e-03, eta: 2:58:00, time: 0.791, data_time: 0.000, memory: 8337, top1_acc: 0.8349, top5_acc: 0.9503, loss_cls: 0.6282, loss: 0.6282, grad_norm: 3.1101, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9363, loss_cls/aux0: 0.7315, loss/aux0: 0.7315, top1_acc/aux1: 0.8362, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6200, loss/aux1: 0.6200, top1_acc/aux2: 0.7823, top5_acc/aux2: 0.9281, loss_cls/aux2: 0.8278, loss/aux2: 0.8278 2020-10-23 20:09:03,639 - mmaction - INFO - Epoch [69][260/396] lr: 1.500e-03, eta: 2:57:44, time: 0.944, data_time: 0.000, memory: 8337, top1_acc: 0.8276, top5_acc: 0.9448, loss_cls: 0.6611, loss: 0.6611, grad_norm: 3.1796, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9346, loss_cls/aux0: 0.7409, loss/aux0: 0.7409, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6470, loss/aux1: 0.6470, top1_acc/aux2: 0.7919, top5_acc/aux2: 0.9349, loss_cls/aux2: 0.7946, loss/aux2: 0.7946 2020-10-23 20:09:50,581 - mmaction - INFO - Epoch [69][280/396] lr: 1.500e-03, eta: 2:57:28, time: 0.963, data_time: 0.000, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9503, loss_cls: 0.6365, loss: 0.6365, grad_norm: 3.1418, top1_acc/aux0: 0.8080, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7411, loss/aux0: 0.7411, top1_acc/aux1: 0.8214, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6756, loss/aux1: 0.6756, top1_acc/aux2: 0.7935, top5_acc/aux2: 0.9388, loss_cls/aux2: 0.7839, loss/aux2: 0.7839 2020-10-23 20:10:37,520 - mmaction - INFO - Epoch [69][300/396] lr: 1.500e-03, eta: 2:57:11, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9508, loss_cls: 0.6073, loss: 0.6073, grad_norm: 3.1881, top1_acc/aux0: 0.8118, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7280, loss/aux0: 0.7280, top1_acc/aux1: 0.8195, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6837, loss/aux1: 0.6837, top1_acc/aux2: 0.7831, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.8337, loss/aux2: 0.8337 2020-10-23 20:11:23,235 - mmaction - INFO - Epoch [69][320/396] lr: 1.500e-03, eta: 2:56:54, time: 0.902, data_time: 0.000, memory: 8337, top1_acc: 0.8164, top5_acc: 0.9388, loss_cls: 0.6848, loss: 0.6848, grad_norm: 3.1915, top1_acc/aux0: 0.8129, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7168, loss/aux0: 0.7168, top1_acc/aux1: 0.8245, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6675, loss/aux1: 0.6675, top1_acc/aux2: 0.7794, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8418, loss/aux2: 0.8418 2020-10-23 20:12:07,734 - mmaction - INFO - Epoch [69][340/396] lr: 1.500e-03, eta: 2:56:37, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.8271, top5_acc: 0.9424, loss_cls: 0.6588, loss: 0.6588, grad_norm: 3.1845, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7176, loss/aux0: 0.7176, top1_acc/aux1: 0.8234, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6777, loss/aux1: 0.6777, top1_acc/aux2: 0.7911, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8110, loss/aux2: 0.8110 2020-10-23 20:12:56,336 - mmaction - INFO - Epoch [69][360/396] lr: 1.500e-03, eta: 2:56:20, time: 0.913, data_time: 0.000, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9432, loss_cls: 0.6713, loss: 0.6713, grad_norm: 3.2021, top1_acc/aux0: 0.8077, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7270, loss/aux0: 0.7270, top1_acc/aux1: 0.8203, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6807, loss/aux1: 0.6807, top1_acc/aux2: 0.7885, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8299, loss/aux2: 0.8299 2020-10-23 20:13:40,736 - mmaction - INFO - Epoch [69][380/396] lr: 1.500e-03, eta: 2:56:03, time: 0.841, data_time: 0.000, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9503, loss_cls: 0.6256, loss: 0.6256, grad_norm: 3.1193, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.7146, loss/aux0: 0.7146, top1_acc/aux1: 0.8227, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6703, loss/aux1: 0.6703, top1_acc/aux2: 0.7833, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.8290, loss/aux2: 0.8290 2020-10-23 20:14:16,484 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-10-23 20:17:59,622 - mmaction - INFO - Epoch [70][20/396] lr: 1.500e-03, eta: 2:55:26, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.8284, top5_acc: 0.9440, loss_cls: 0.6603, loss: 0.6603, grad_norm: 3.2007, top1_acc/aux0: 0.8121, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.7034, loss/aux0: 0.7034, top1_acc/aux1: 0.8224, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.6861, loss/aux1: 0.6861, top1_acc/aux2: 0.7948, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7997, loss/aux2: 0.7997 2020-10-23 20:18:45,856 - mmaction - INFO - Epoch [70][40/396] lr: 1.500e-03, eta: 2:55:10, time: 0.955, data_time: 0.000, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9435, loss_cls: 0.6396, loss: 0.6396, grad_norm: 3.1723, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.7262, loss/aux0: 0.7262, top1_acc/aux1: 0.8208, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.6824, loss/aux1: 0.6824, top1_acc/aux2: 0.7987, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7748, loss/aux2: 0.7748 2020-10-23 20:19:31,011 - mmaction - INFO - Epoch [70][60/396] lr: 1.500e-03, eta: 2:54:54, time: 0.969, data_time: 0.000, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9490, loss_cls: 0.6361, loss: 0.6361, grad_norm: 3.1968, top1_acc/aux0: 0.8055, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7463, loss/aux0: 0.7463, top1_acc/aux1: 0.8180, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6656, loss/aux1: 0.6656, top1_acc/aux2: 0.7964, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.7869, loss/aux2: 0.7869 2020-10-23 20:20:16,419 - mmaction - INFO - Epoch [70][80/396] lr: 1.500e-03, eta: 2:54:37, time: 0.927, data_time: 0.000, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9453, loss_cls: 0.6357, loss: 0.6357, grad_norm: 3.1512, top1_acc/aux0: 0.8051, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7398, loss/aux0: 0.7398, top1_acc/aux1: 0.8185, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6682, loss/aux1: 0.6682, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8187, loss/aux2: 0.8187 2020-10-23 20:21:00,346 - mmaction - INFO - Epoch [70][100/396] lr: 1.500e-03, eta: 2:54:20, time: 0.910, data_time: 0.000, memory: 8337, top1_acc: 0.8328, top5_acc: 0.9453, loss_cls: 0.6570, loss: 0.6570, grad_norm: 3.1662, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7275, loss/aux0: 0.7275, top1_acc/aux1: 0.8292, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6558, loss/aux1: 0.6558, top1_acc/aux2: 0.7911, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.7975, loss/aux2: 0.7975 2020-10-23 20:21:46,219 - mmaction - INFO - Epoch [70][120/396] lr: 1.500e-03, eta: 2:54:03, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.8419, top5_acc: 0.9469, loss_cls: 0.6188, loss: 0.6188, grad_norm: 3.2435, top1_acc/aux0: 0.8053, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7388, loss/aux0: 0.7388, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6582, loss/aux1: 0.6582, top1_acc/aux2: 0.7922, top5_acc/aux2: 0.9346, loss_cls/aux2: 0.7934, loss/aux2: 0.7934 2020-10-23 20:22:31,149 - mmaction - INFO - Epoch [70][140/396] lr: 1.500e-03, eta: 2:53:47, time: 0.911, data_time: 0.000, memory: 8337, top1_acc: 0.8443, top5_acc: 0.9505, loss_cls: 0.6042, loss: 0.6042, grad_norm: 3.1475, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7395, loss/aux0: 0.7395, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6740, loss/aux1: 0.6740, top1_acc/aux2: 0.7805, top5_acc/aux2: 0.9281, loss_cls/aux2: 0.8307, loss/aux2: 0.8307 2020-10-23 20:23:16,603 - mmaction - INFO - Epoch [70][160/396] lr: 1.500e-03, eta: 2:53:30, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9508, loss_cls: 0.5946, loss: 0.5946, grad_norm: 3.1585, top1_acc/aux0: 0.8145, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7217, loss/aux0: 0.7217, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6907, loss/aux1: 0.6907, top1_acc/aux2: 0.7826, top5_acc/aux2: 0.9294, loss_cls/aux2: 0.8080, loss/aux2: 0.8080 2020-10-23 20:24:00,922 - mmaction - INFO - Epoch [70][180/396] lr: 1.500e-03, eta: 2:53:13, time: 0.874, data_time: 0.000, memory: 8337, top1_acc: 0.8344, top5_acc: 0.9370, loss_cls: 0.6750, loss: 0.6750, grad_norm: 3.1656, top1_acc/aux0: 0.8147, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7103, loss/aux0: 0.7103, top1_acc/aux1: 0.8167, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.7209, loss/aux1: 0.7209, top1_acc/aux2: 0.7924, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7842, loss/aux2: 0.7842 2020-10-23 20:24:47,163 - mmaction - INFO - Epoch [70][200/396] lr: 1.500e-03, eta: 2:52:56, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.8229, top5_acc: 0.9440, loss_cls: 0.6551, loss: 0.6551, grad_norm: 3.1674, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7112, loss/aux0: 0.7112, top1_acc/aux1: 0.8180, top5_acc/aux1: 0.9438, loss_cls/aux1: 0.7014, loss/aux1: 0.7014, top1_acc/aux2: 0.7948, top5_acc/aux2: 0.9341, loss_cls/aux2: 0.7877, loss/aux2: 0.7877 2020-10-23 20:25:32,108 - mmaction - INFO - Epoch [70][220/396] lr: 1.500e-03, eta: 2:52:39, time: 0.855, data_time: 0.000, memory: 8337, top1_acc: 0.8219, top5_acc: 0.9398, loss_cls: 0.6908, loss: 0.6908, grad_norm: 3.2345, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7251, loss/aux0: 0.7251, top1_acc/aux1: 0.8187, top5_acc/aux1: 0.9438, loss_cls/aux1: 0.7043, loss/aux1: 0.7043, top1_acc/aux2: 0.7844, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8279, loss/aux2: 0.8279 2020-10-23 20:26:18,125 - mmaction - INFO - Epoch [70][240/396] lr: 1.500e-03, eta: 2:52:22, time: 0.949, data_time: 0.000, memory: 8337, top1_acc: 0.8284, top5_acc: 0.9464, loss_cls: 0.6637, loss: 0.6637, grad_norm: 3.2452, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7363, loss/aux0: 0.7363, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6720, loss/aux1: 0.6720, top1_acc/aux2: 0.7789, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8408, loss/aux2: 0.8408 2020-10-23 20:27:03,589 - mmaction - INFO - Epoch [70][260/396] lr: 1.500e-03, eta: 2:52:05, time: 0.866, data_time: 0.000, memory: 8337, top1_acc: 0.8328, top5_acc: 0.9406, loss_cls: 0.6712, loss: 0.6712, grad_norm: 3.2245, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7352, loss/aux0: 0.7352, top1_acc/aux1: 0.8260, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6570, loss/aux1: 0.6570, top1_acc/aux2: 0.7849, top5_acc/aux2: 0.9250, loss_cls/aux2: 0.8294, loss/aux2: 0.8294 2020-10-23 20:27:50,660 - mmaction - INFO - Epoch [70][280/396] lr: 1.500e-03, eta: 2:51:49, time: 0.967, data_time: 0.000, memory: 8337, top1_acc: 0.8263, top5_acc: 0.9464, loss_cls: 0.6693, loss: 0.6693, grad_norm: 3.2171, top1_acc/aux0: 0.8087, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7302, loss/aux0: 0.7302, top1_acc/aux1: 0.8148, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.6925, loss/aux1: 0.6925, top1_acc/aux2: 0.7826, top5_acc/aux2: 0.9201, loss_cls/aux2: 0.8564, loss/aux2: 0.8564 2020-10-23 20:28:36,099 - mmaction - INFO - Epoch [70][300/396] lr: 1.500e-03, eta: 2:51:32, time: 0.839, data_time: 0.000, memory: 8337, top1_acc: 0.8268, top5_acc: 0.9424, loss_cls: 0.6744, loss: 0.6744, grad_norm: 3.0494, top1_acc/aux0: 0.8090, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7293, loss/aux0: 0.7293, top1_acc/aux1: 0.8242, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6498, loss/aux1: 0.6498, top1_acc/aux2: 0.7781, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8295, loss/aux2: 0.8295 2020-10-23 20:29:23,571 - mmaction - INFO - Epoch [70][320/396] lr: 1.500e-03, eta: 2:51:15, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9471, loss_cls: 0.6065, loss: 0.6065, grad_norm: 3.1950, top1_acc/aux0: 0.8074, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7266, loss/aux0: 0.7266, top1_acc/aux1: 0.8375, top5_acc/aux1: 0.9539, loss_cls/aux1: 0.6166, loss/aux1: 0.6166, top1_acc/aux2: 0.7773, top5_acc/aux2: 0.9305, loss_cls/aux2: 0.8370, loss/aux2: 0.8370 2020-10-23 20:30:09,222 - mmaction - INFO - Epoch [70][340/396] lr: 1.500e-03, eta: 2:50:59, time: 0.911, data_time: 0.000, memory: 8337, top1_acc: 0.8247, top5_acc: 0.9471, loss_cls: 0.6724, loss: 0.6724, grad_norm: 3.2173, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7328, loss/aux0: 0.7328, top1_acc/aux1: 0.8349, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6368, loss/aux1: 0.6368, top1_acc/aux2: 0.7833, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8567, loss/aux2: 0.8567 2020-10-23 20:30:56,198 - mmaction - INFO - Epoch [70][360/396] lr: 1.500e-03, eta: 2:50:42, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9406, loss_cls: 0.6484, loss: 0.6484, grad_norm: 3.1602, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7216, loss/aux0: 0.7216, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6694, loss/aux1: 0.6694, top1_acc/aux2: 0.7859, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.8179, loss/aux2: 0.8179 2020-10-23 20:31:41,408 - mmaction - INFO - Epoch [70][380/396] lr: 1.500e-03, eta: 2:50:25, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9432, loss_cls: 0.6308, loss: 0.6308, grad_norm: 3.2103, top1_acc/aux0: 0.8062, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7213, loss/aux0: 0.7213, top1_acc/aux1: 0.8201, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6755, loss/aux1: 0.6755, top1_acc/aux2: 0.7820, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.8171, loss/aux2: 0.8171 2020-10-23 20:32:19,614 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-10-23 20:33:12,807 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 20:33:12,946 - mmaction - INFO - top1_acc 0.8028 top5_acc 0.9479 2020-10-23 20:33:12,947 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 20:33:12,992 - mmaction - INFO - mean_acc 0.8030 2020-10-23 20:33:12,993 - mmaction - INFO - Epoch(val) [70][396] top1_acc: 0.8028, top5_acc: 0.9479, mean_class_accuracy: 0.8030 2020-10-23 20:36:25,380 - mmaction - INFO - Epoch [71][20/396] lr: 1.500e-03, eta: 2:49:48, time: 0.847, data_time: 0.176, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9422, loss_cls: 0.6584, loss: 0.6584, grad_norm: 3.2544, top1_acc/aux0: 0.8045, top5_acc/aux0: 0.9354, loss_cls/aux0: 0.7410, loss/aux0: 0.7410, top1_acc/aux1: 0.8312, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6626, loss/aux1: 0.6626, top1_acc/aux2: 0.7859, top5_acc/aux2: 0.9229, loss_cls/aux2: 0.8393, loss/aux2: 0.8393 2020-10-23 20:37:12,984 - mmaction - INFO - Epoch [71][40/396] lr: 1.500e-03, eta: 2:49:32, time: 0.966, data_time: 0.000, memory: 8337, top1_acc: 0.8378, top5_acc: 0.9516, loss_cls: 0.6209, loss: 0.6209, grad_norm: 3.1806, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7362, loss/aux0: 0.7362, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6706, loss/aux1: 0.6706, top1_acc/aux2: 0.7906, top5_acc/aux2: 0.9294, loss_cls/aux2: 0.8101, loss/aux2: 0.8101 2020-10-23 20:37:58,450 - mmaction - INFO - Epoch [71][60/396] lr: 1.500e-03, eta: 2:49:15, time: 0.846, data_time: 0.000, memory: 8337, top1_acc: 0.8260, top5_acc: 0.9359, loss_cls: 0.6948, loss: 0.6948, grad_norm: 3.1795, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7295, loss/aux0: 0.7295, top1_acc/aux1: 0.8242, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6781, loss/aux1: 0.6781, top1_acc/aux2: 0.7849, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.8108, loss/aux2: 0.8108 2020-10-23 20:38:43,436 - mmaction - INFO - Epoch [71][80/396] lr: 1.500e-03, eta: 2:48:58, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9505, loss_cls: 0.6077, loss: 0.6077, grad_norm: 3.0745, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7324, loss/aux0: 0.7324, top1_acc/aux1: 0.8245, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6604, loss/aux1: 0.6604, top1_acc/aux2: 0.7904, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.8021, loss/aux2: 0.8021 2020-10-23 20:39:27,113 - mmaction - INFO - Epoch [71][100/396] lr: 1.500e-03, eta: 2:48:41, time: 0.852, data_time: 0.000, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9505, loss_cls: 0.5984, loss: 0.5984, grad_norm: 3.1433, top1_acc/aux0: 0.8060, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7270, loss/aux0: 0.7270, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6717, loss/aux1: 0.6717, top1_acc/aux2: 0.7987, top5_acc/aux2: 0.9362, loss_cls/aux2: 0.7781, loss/aux2: 0.7781 2020-10-23 20:40:12,721 - mmaction - INFO - Epoch [71][120/396] lr: 1.500e-03, eta: 2:48:24, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.8349, top5_acc: 0.9417, loss_cls: 0.6344, loss: 0.6344, grad_norm: 3.1692, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7254, loss/aux0: 0.7254, top1_acc/aux1: 0.8227, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6923, loss/aux1: 0.6923, top1_acc/aux2: 0.7932, top5_acc/aux2: 0.9336, loss_cls/aux2: 0.7763, loss/aux2: 0.7763 2020-10-23 20:40:58,683 - mmaction - INFO - Epoch [71][140/396] lr: 1.500e-03, eta: 2:48:07, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9448, loss_cls: 0.6434, loss: 0.6434, grad_norm: 3.0670, top1_acc/aux0: 0.8079, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7210, loss/aux0: 0.7210, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6727, loss/aux1: 0.6727, top1_acc/aux2: 0.7945, top5_acc/aux2: 0.9346, loss_cls/aux2: 0.7712, loss/aux2: 0.7712 2020-10-23 20:41:41,345 - mmaction - INFO - Epoch [71][160/396] lr: 1.500e-03, eta: 2:47:49, time: 0.793, data_time: 0.000, memory: 8337, top1_acc: 0.8385, top5_acc: 0.9474, loss_cls: 0.6295, loss: 0.6295, grad_norm: 3.0690, top1_acc/aux0: 0.8114, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7083, loss/aux0: 0.7083, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6691, loss/aux1: 0.6691, top1_acc/aux2: 0.7956, top5_acc/aux2: 0.9326, loss_cls/aux2: 0.7878, loss/aux2: 0.7878 2020-10-23 20:42:28,007 - mmaction - INFO - Epoch [71][180/396] lr: 1.500e-03, eta: 2:47:32, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.8372, top5_acc: 0.9437, loss_cls: 0.6520, loss: 0.6520, grad_norm: 3.1959, top1_acc/aux0: 0.8065, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7358, loss/aux0: 0.7358, top1_acc/aux1: 0.8292, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6570, loss/aux1: 0.6570, top1_acc/aux2: 0.7932, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8072, loss/aux2: 0.8072 2020-10-23 20:43:11,313 - mmaction - INFO - Epoch [71][200/396] lr: 1.500e-03, eta: 2:47:16, time: 0.929, data_time: 0.000, memory: 8337, top1_acc: 0.8359, top5_acc: 0.9396, loss_cls: 0.6468, loss: 0.6468, grad_norm: 3.1758, top1_acc/aux0: 0.8043, top5_acc/aux0: 0.9376, loss_cls/aux0: 0.7404, loss/aux0: 0.7404, top1_acc/aux1: 0.8339, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6388, loss/aux1: 0.6388, top1_acc/aux2: 0.7951, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8069, loss/aux2: 0.8069 2020-10-23 20:43:57,550 - mmaction - INFO - Epoch [71][220/396] lr: 1.500e-03, eta: 2:47:00, time: 0.988, data_time: 0.000, memory: 8337, top1_acc: 0.8320, top5_acc: 0.9437, loss_cls: 0.6530, loss: 0.6530, grad_norm: 3.2567, top1_acc/aux0: 0.8105, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7270, loss/aux0: 0.7270, top1_acc/aux1: 0.8268, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6613, loss/aux1: 0.6613, top1_acc/aux2: 0.7940, top5_acc/aux2: 0.9294, loss_cls/aux2: 0.8075, loss/aux2: 0.8075 2020-10-23 20:44:42,660 - mmaction - INFO - Epoch [71][240/396] lr: 1.500e-03, eta: 2:46:43, time: 0.922, data_time: 0.000, memory: 8337, top1_acc: 0.8419, top5_acc: 0.9513, loss_cls: 0.6120, loss: 0.6120, grad_norm: 3.1125, top1_acc/aux0: 0.8118, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7218, loss/aux0: 0.7218, top1_acc/aux1: 0.8201, top5_acc/aux1: 0.9417, loss_cls/aux1: 0.6924, loss/aux1: 0.6924, top1_acc/aux2: 0.7857, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8257, loss/aux2: 0.8257 2020-10-23 20:45:25,684 - mmaction - INFO - Epoch [71][260/396] lr: 1.500e-03, eta: 2:46:26, time: 0.894, data_time: 0.000, memory: 8337, top1_acc: 0.8193, top5_acc: 0.9419, loss_cls: 0.6902, loss: 0.6902, grad_norm: 3.1567, top1_acc/aux0: 0.8103, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7286, loss/aux0: 0.7286, top1_acc/aux1: 0.8141, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.7021, loss/aux1: 0.7021, top1_acc/aux2: 0.7904, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8185, loss/aux2: 0.8185 2020-10-23 20:46:10,036 - mmaction - INFO - Epoch [71][280/396] lr: 1.500e-03, eta: 2:46:09, time: 0.816, data_time: 0.000, memory: 8337, top1_acc: 0.8372, top5_acc: 0.9414, loss_cls: 0.6681, loss: 0.6681, grad_norm: 3.1865, top1_acc/aux0: 0.8074, top5_acc/aux0: 0.9344, loss_cls/aux0: 0.7446, loss/aux0: 0.7446, top1_acc/aux1: 0.8190, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6767, loss/aux1: 0.6767, top1_acc/aux2: 0.7883, top5_acc/aux2: 0.9240, loss_cls/aux2: 0.8381, loss/aux2: 0.8381 2020-10-23 20:46:54,567 - mmaction - INFO - Epoch [71][300/396] lr: 1.500e-03, eta: 2:45:51, time: 0.831, data_time: 0.000, memory: 8337, top1_acc: 0.8299, top5_acc: 0.9422, loss_cls: 0.6721, loss: 0.6721, grad_norm: 3.1447, top1_acc/aux0: 0.8074, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7288, loss/aux0: 0.7288, top1_acc/aux1: 0.8227, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.6682, loss/aux1: 0.6682, top1_acc/aux2: 0.7815, top5_acc/aux2: 0.9240, loss_cls/aux2: 0.8428, loss/aux2: 0.8428 2020-10-23 20:47:40,183 - mmaction - INFO - Epoch [71][320/396] lr: 1.500e-03, eta: 2:45:33, time: 0.791, data_time: 0.000, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9432, loss_cls: 0.6634, loss: 0.6634, grad_norm: 3.1537, top1_acc/aux0: 0.8087, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7189, loss/aux0: 0.7189, top1_acc/aux1: 0.8190, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.6795, loss/aux1: 0.6795, top1_acc/aux2: 0.7917, top5_acc/aux2: 0.9313, loss_cls/aux2: 0.7895, loss/aux2: 0.7895 2020-10-23 20:48:24,966 - mmaction - INFO - Epoch [71][340/396] lr: 1.500e-03, eta: 2:45:16, time: 0.845, data_time: 0.252, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9409, loss_cls: 0.6518, loss: 0.6518, grad_norm: 3.1584, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7310, loss/aux0: 0.7310, top1_acc/aux1: 0.8195, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6810, loss/aux1: 0.6810, top1_acc/aux2: 0.7997, top5_acc/aux2: 0.9359, loss_cls/aux2: 0.7604, loss/aux2: 0.7604 2020-10-23 20:49:11,632 - mmaction - INFO - Epoch [71][360/396] lr: 1.500e-03, eta: 2:44:59, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.8284, top5_acc: 0.9432, loss_cls: 0.6582, loss: 0.6582, grad_norm: 3.1768, top1_acc/aux0: 0.8113, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7162, loss/aux0: 0.7162, top1_acc/aux1: 0.8185, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6875, loss/aux1: 0.6875, top1_acc/aux2: 0.7940, top5_acc/aux2: 0.9362, loss_cls/aux2: 0.7681, loss/aux2: 0.7681 2020-10-23 20:49:59,292 - mmaction - INFO - Epoch [71][380/396] lr: 1.500e-03, eta: 2:44:43, time: 0.940, data_time: 0.000, memory: 8337, top1_acc: 0.8302, top5_acc: 0.9417, loss_cls: 0.6666, loss: 0.6666, grad_norm: 3.2504, top1_acc/aux0: 0.8106, top5_acc/aux0: 0.9429, loss_cls/aux0: 0.7101, loss/aux0: 0.7101, top1_acc/aux1: 0.8177, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6938, loss/aux1: 0.6938, top1_acc/aux2: 0.7880, top5_acc/aux2: 0.9367, loss_cls/aux2: 0.7826, loss/aux2: 0.7826 2020-10-23 20:50:36,005 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-10-23 20:53:51,059 - mmaction - INFO - Epoch [72][20/396] lr: 1.500e-03, eta: 2:44:07, time: 0.901, data_time: 0.147, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9531, loss_cls: 0.6350, loss: 0.6350, grad_norm: 3.1894, top1_acc/aux0: 0.8094, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7147, loss/aux0: 0.7147, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6764, loss/aux1: 0.6764, top1_acc/aux2: 0.7766, top5_acc/aux2: 0.9193, loss_cls/aux2: 0.8508, loss/aux2: 0.8508 2020-10-23 20:54:36,073 - mmaction - INFO - Epoch [72][40/396] lr: 1.500e-03, eta: 2:43:50, time: 0.896, data_time: 0.000, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9492, loss_cls: 0.6188, loss: 0.6188, grad_norm: 3.1506, top1_acc/aux0: 0.8106, top5_acc/aux0: 0.9386, loss_cls/aux0: 0.7115, loss/aux0: 0.7115, top1_acc/aux1: 0.8221, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6789, loss/aux1: 0.6789, top1_acc/aux2: 0.7820, top5_acc/aux2: 0.9182, loss_cls/aux2: 0.8479, loss/aux2: 0.8479 2020-10-23 20:55:21,560 - mmaction - INFO - Epoch [72][60/396] lr: 1.500e-03, eta: 2:43:32, time: 0.849, data_time: 0.000, memory: 8337, top1_acc: 0.8375, top5_acc: 0.9500, loss_cls: 0.6256, loss: 0.6256, grad_norm: 3.1077, top1_acc/aux0: 0.8108, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7174, loss/aux0: 0.7174, top1_acc/aux1: 0.8232, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.6816, loss/aux1: 0.6816, top1_acc/aux2: 0.7880, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8350, loss/aux2: 0.8350 2020-10-23 20:56:05,860 - mmaction - INFO - Epoch [72][80/396] lr: 1.500e-03, eta: 2:43:16, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9422, loss_cls: 0.6553, loss: 0.6553, grad_norm: 3.2119, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9352, loss_cls/aux0: 0.7300, loss/aux0: 0.7300, top1_acc/aux1: 0.8224, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.6935, loss/aux1: 0.6935, top1_acc/aux2: 0.7885, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.8174, loss/aux2: 0.8174 2020-10-23 20:56:51,636 - mmaction - INFO - Epoch [72][100/396] lr: 1.500e-03, eta: 2:42:59, time: 0.970, data_time: 0.000, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9466, loss_cls: 0.6332, loss: 0.6332, grad_norm: 3.1313, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7278, loss/aux0: 0.7278, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6776, loss/aux1: 0.6776, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9326, loss_cls/aux2: 0.8048, loss/aux2: 0.8048 2020-10-23 20:57:36,047 - mmaction - INFO - Epoch [72][120/396] lr: 1.500e-03, eta: 2:42:42, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.8305, top5_acc: 0.9453, loss_cls: 0.6387, loss: 0.6387, grad_norm: 3.1344, top1_acc/aux0: 0.8093, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7279, loss/aux0: 0.7279, top1_acc/aux1: 0.8273, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6366, loss/aux1: 0.6366, top1_acc/aux2: 0.7958, top5_acc/aux2: 0.9273, loss_cls/aux2: 0.8010, loss/aux2: 0.8010 2020-10-23 20:58:19,753 - mmaction - INFO - Epoch [72][140/396] lr: 1.500e-03, eta: 2:42:25, time: 0.850, data_time: 0.000, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9492, loss_cls: 0.6346, loss: 0.6346, grad_norm: 3.2080, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7280, loss/aux0: 0.7280, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6367, loss/aux1: 0.6367, top1_acc/aux2: 0.7914, top5_acc/aux2: 0.9250, loss_cls/aux2: 0.8317, loss/aux2: 0.8317 2020-10-23 20:59:05,833 - mmaction - INFO - Epoch [72][160/396] lr: 1.500e-03, eta: 2:42:09, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9510, loss_cls: 0.6077, loss: 0.6077, grad_norm: 3.1985, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7195, loss/aux0: 0.7195, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6377, loss/aux1: 0.6377, top1_acc/aux2: 0.7758, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8591, loss/aux2: 0.8591 2020-10-23 20:59:50,356 - mmaction - INFO - Epoch [72][180/396] lr: 1.500e-03, eta: 2:41:51, time: 0.789, data_time: 0.000, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9471, loss_cls: 0.6431, loss: 0.6431, grad_norm: 3.1641, top1_acc/aux0: 0.8103, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7249, loss/aux0: 0.7249, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6522, loss/aux1: 0.6522, top1_acc/aux2: 0.7755, top5_acc/aux2: 0.9240, loss_cls/aux2: 0.8394, loss/aux2: 0.8394 2020-10-23 21:00:42,335 - mmaction - INFO - Epoch [72][200/396] lr: 1.500e-03, eta: 2:41:34, time: 0.956, data_time: 0.260, memory: 8337, top1_acc: 0.8451, top5_acc: 0.9474, loss_cls: 0.6231, loss: 0.6231, grad_norm: 3.2493, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7331, loss/aux0: 0.7331, top1_acc/aux1: 0.8318, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.6648, loss/aux1: 0.6648, top1_acc/aux2: 0.7763, top5_acc/aux2: 0.9253, loss_cls/aux2: 0.8391, loss/aux2: 0.8391 2020-10-23 21:01:27,670 - mmaction - INFO - Epoch [72][220/396] lr: 1.500e-03, eta: 2:41:17, time: 0.869, data_time: 0.262, memory: 8337, top1_acc: 0.8286, top5_acc: 0.9549, loss_cls: 0.6211, loss: 0.6211, grad_norm: 3.1822, top1_acc/aux0: 0.8079, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7285, loss/aux0: 0.7285, top1_acc/aux1: 0.8195, top5_acc/aux1: 0.9440, loss_cls/aux1: 0.6888, loss/aux1: 0.6888, top1_acc/aux2: 0.7862, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8204, loss/aux2: 0.8204 2020-10-23 21:02:16,562 - mmaction - INFO - Epoch [72][240/396] lr: 1.500e-03, eta: 2:41:01, time: 1.000, data_time: 0.393, memory: 8337, top1_acc: 0.8214, top5_acc: 0.9375, loss_cls: 0.6945, loss: 0.6945, grad_norm: 3.2683, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7231, loss/aux0: 0.7231, top1_acc/aux1: 0.8091, top5_acc/aux1: 0.9419, loss_cls/aux1: 0.7118, loss/aux1: 0.7118, top1_acc/aux2: 0.7901, top5_acc/aux2: 0.9253, loss_cls/aux2: 0.8155, loss/aux2: 0.8155 2020-10-23 21:03:02,362 - mmaction - INFO - Epoch [72][260/396] lr: 1.500e-03, eta: 2:40:45, time: 0.971, data_time: 0.374, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9396, loss_cls: 0.6793, loss: 0.6793, grad_norm: 3.2943, top1_acc/aux0: 0.8056, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7318, loss/aux0: 0.7318, top1_acc/aux1: 0.8258, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.6781, loss/aux1: 0.6781, top1_acc/aux2: 0.7797, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8346, loss/aux2: 0.8346 2020-10-23 21:03:49,718 - mmaction - INFO - Epoch [72][280/396] lr: 1.500e-03, eta: 2:40:29, time: 1.003, data_time: 0.398, memory: 8337, top1_acc: 0.8391, top5_acc: 0.9451, loss_cls: 0.6485, loss: 0.6485, grad_norm: 3.1900, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.7224, loss/aux0: 0.7224, top1_acc/aux1: 0.8315, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6501, loss/aux1: 0.6501, top1_acc/aux2: 0.7859, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.8095, loss/aux2: 0.8095 2020-10-23 21:04:34,019 - mmaction - INFO - Epoch [72][300/396] lr: 1.500e-03, eta: 2:40:13, time: 0.978, data_time: 0.000, memory: 8337, top1_acc: 0.8349, top5_acc: 0.9542, loss_cls: 0.6217, loss: 0.6217, grad_norm: 3.2002, top1_acc/aux0: 0.8132, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.7102, loss/aux0: 0.7102, top1_acc/aux1: 0.8328, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6297, loss/aux1: 0.6297, top1_acc/aux2: 0.7888, top5_acc/aux2: 0.9326, loss_cls/aux2: 0.8078, loss/aux2: 0.8078 2020-10-23 21:05:19,281 - mmaction - INFO - Epoch [72][320/396] lr: 1.500e-03, eta: 2:39:56, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9448, loss_cls: 0.6453, loss: 0.6453, grad_norm: 3.1533, top1_acc/aux0: 0.8113, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7167, loss/aux0: 0.7167, top1_acc/aux1: 0.8292, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6493, loss/aux1: 0.6493, top1_acc/aux2: 0.7789, top5_acc/aux2: 0.9305, loss_cls/aux2: 0.8300, loss/aux2: 0.8300 2020-10-23 21:06:07,717 - mmaction - INFO - Epoch [72][340/396] lr: 1.500e-03, eta: 2:39:40, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.8271, top5_acc: 0.9437, loss_cls: 0.6615, loss: 0.6615, grad_norm: 3.2535, top1_acc/aux0: 0.8108, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7253, loss/aux0: 0.7253, top1_acc/aux1: 0.8237, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6627, loss/aux1: 0.6627, top1_acc/aux2: 0.7784, top5_acc/aux2: 0.9294, loss_cls/aux2: 0.8329, loss/aux2: 0.8329 2020-10-23 21:06:53,792 - mmaction - INFO - Epoch [72][360/396] lr: 1.500e-03, eta: 2:39:23, time: 0.852, data_time: 0.010, memory: 8337, top1_acc: 0.8349, top5_acc: 0.9487, loss_cls: 0.6304, loss: 0.6304, grad_norm: 3.2369, top1_acc/aux0: 0.8108, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7208, loss/aux0: 0.7208, top1_acc/aux1: 0.8164, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6849, loss/aux1: 0.6849, top1_acc/aux2: 0.7935, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.7950, loss/aux2: 0.7950 2020-10-23 21:07:40,800 - mmaction - INFO - Epoch [72][380/396] lr: 1.500e-03, eta: 2:39:06, time: 0.921, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9521, loss_cls: 0.6164, loss: 0.6164, grad_norm: 3.1462, top1_acc/aux0: 0.8067, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7275, loss/aux0: 0.7275, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6716, loss/aux1: 0.6716, top1_acc/aux2: 0.8021, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.7699, loss/aux2: 0.7699 2020-10-23 21:08:23,224 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-10-23 21:12:14,262 - mmaction - INFO - Epoch [73][20/396] lr: 1.500e-03, eta: 2:38:30, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9542, loss_cls: 0.5987, loss: 0.5987, grad_norm: 3.1367, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9386, loss_cls/aux0: 0.7320, loss/aux0: 0.7320, top1_acc/aux1: 0.8349, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6602, loss/aux1: 0.6602, top1_acc/aux2: 0.7776, top5_acc/aux2: 0.9219, loss_cls/aux2: 0.8509, loss/aux2: 0.8509 2020-10-23 21:12:59,585 - mmaction - INFO - Epoch [73][40/396] lr: 1.500e-03, eta: 2:38:13, time: 0.946, data_time: 0.000, memory: 8337, top1_acc: 0.8276, top5_acc: 0.9443, loss_cls: 0.6507, loss: 0.6507, grad_norm: 3.1631, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7301, loss/aux0: 0.7301, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9461, loss_cls/aux1: 0.6739, loss/aux1: 0.6739, top1_acc/aux2: 0.7849, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8261, loss/aux2: 0.8261 2020-10-23 21:13:42,285 - mmaction - INFO - Epoch [73][60/396] lr: 1.500e-03, eta: 2:37:56, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.8237, top5_acc: 0.9443, loss_cls: 0.6588, loss: 0.6588, grad_norm: 3.2125, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7070, loss/aux0: 0.7070, top1_acc/aux1: 0.8203, top5_acc/aux1: 0.9430, loss_cls/aux1: 0.6825, loss/aux1: 0.6825, top1_acc/aux2: 0.7812, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.8312, loss/aux2: 0.8312 2020-10-23 21:14:28,915 - mmaction - INFO - Epoch [73][80/396] lr: 1.500e-03, eta: 2:37:39, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9414, loss_cls: 0.6599, loss: 0.6599, grad_norm: 3.1885, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7102, loss/aux0: 0.7102, top1_acc/aux1: 0.8206, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.6765, loss/aux1: 0.6765, top1_acc/aux2: 0.7758, top5_acc/aux2: 0.9216, loss_cls/aux2: 0.8351, loss/aux2: 0.8351 2020-10-23 21:15:14,160 - mmaction - INFO - Epoch [73][100/396] lr: 1.500e-03, eta: 2:37:22, time: 0.838, data_time: 0.000, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9471, loss_cls: 0.6323, loss: 0.6323, grad_norm: 3.1611, top1_acc/aux0: 0.8061, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7366, loss/aux0: 0.7366, top1_acc/aux1: 0.8161, top5_acc/aux1: 0.9432, loss_cls/aux1: 0.6992, loss/aux1: 0.6992, top1_acc/aux2: 0.7867, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8209, loss/aux2: 0.8209 2020-10-23 21:15:58,095 - mmaction - INFO - Epoch [73][120/396] lr: 1.500e-03, eta: 2:37:05, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.8284, top5_acc: 0.9464, loss_cls: 0.6625, loss: 0.6625, grad_norm: 3.2561, top1_acc/aux0: 0.8072, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7266, loss/aux0: 0.7266, top1_acc/aux1: 0.8154, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.6947, loss/aux1: 0.6947, top1_acc/aux2: 0.7992, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.7917, loss/aux2: 0.7917 2020-10-23 21:16:42,782 - mmaction - INFO - Epoch [73][140/396] lr: 1.500e-03, eta: 2:36:48, time: 0.865, data_time: 0.000, memory: 8337, top1_acc: 0.8362, top5_acc: 0.9461, loss_cls: 0.6368, loss: 0.6368, grad_norm: 3.3328, top1_acc/aux0: 0.8069, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7284, loss/aux0: 0.7284, top1_acc/aux1: 0.8214, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6652, loss/aux1: 0.6652, top1_acc/aux2: 0.7971, top5_acc/aux2: 0.9305, loss_cls/aux2: 0.7940, loss/aux2: 0.7940 2020-10-23 21:17:26,235 - mmaction - INFO - Epoch [73][160/396] lr: 1.500e-03, eta: 2:36:31, time: 0.887, data_time: 0.075, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9435, loss_cls: 0.6332, loss: 0.6332, grad_norm: 3.1894, top1_acc/aux0: 0.8062, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7264, loss/aux0: 0.7264, top1_acc/aux1: 0.8206, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6783, loss/aux1: 0.6783, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8265, loss/aux2: 0.8265 2020-10-23 21:18:12,690 - mmaction - INFO - Epoch [73][180/396] lr: 1.500e-03, eta: 2:36:15, time: 1.005, data_time: 0.000, memory: 8337, top1_acc: 0.8362, top5_acc: 0.9445, loss_cls: 0.6398, loss: 0.6398, grad_norm: 3.2784, top1_acc/aux0: 0.8126, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7083, loss/aux0: 0.7083, top1_acc/aux1: 0.8188, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6870, loss/aux1: 0.6870, top1_acc/aux2: 0.7875, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.8190, loss/aux2: 0.8190 2020-10-23 21:18:58,121 - mmaction - INFO - Epoch [73][200/396] lr: 1.500e-03, eta: 2:35:58, time: 0.912, data_time: 0.000, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9440, loss_cls: 0.6389, loss: 0.6389, grad_norm: 3.2004, top1_acc/aux0: 0.8132, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7158, loss/aux0: 0.7158, top1_acc/aux1: 0.8258, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6469, loss/aux1: 0.6469, top1_acc/aux2: 0.7820, top5_acc/aux2: 0.9276, loss_cls/aux2: 0.8243, loss/aux2: 0.8243 2020-10-23 21:19:40,932 - mmaction - INFO - Epoch [73][220/396] lr: 1.500e-03, eta: 2:35:41, time: 0.917, data_time: 0.027, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9453, loss_cls: 0.6316, loss: 0.6316, grad_norm: 3.1653, top1_acc/aux0: 0.8132, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.7175, loss/aux0: 0.7175, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.6339, loss/aux1: 0.6339, top1_acc/aux2: 0.7831, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.8238, loss/aux2: 0.8238 2020-10-23 21:20:27,476 - mmaction - INFO - Epoch [73][240/396] lr: 1.500e-03, eta: 2:35:24, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.8294, top5_acc: 0.9487, loss_cls: 0.6448, loss: 0.6448, grad_norm: 3.2572, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7299, loss/aux0: 0.7299, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6805, loss/aux1: 0.6805, top1_acc/aux2: 0.7911, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.8057, loss/aux2: 0.8057 2020-10-23 21:21:15,306 - mmaction - INFO - Epoch [73][260/396] lr: 1.500e-03, eta: 2:35:07, time: 0.945, data_time: 0.000, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9440, loss_cls: 0.6402, loss: 0.6402, grad_norm: 3.2711, top1_acc/aux0: 0.8017, top5_acc/aux0: 0.9331, loss_cls/aux0: 0.7608, loss/aux0: 0.7608, top1_acc/aux1: 0.8234, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6624, loss/aux1: 0.6624, top1_acc/aux2: 0.7956, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.7882, loss/aux2: 0.7882 2020-10-23 21:21:58,515 - mmaction - INFO - Epoch [73][280/396] lr: 1.500e-03, eta: 2:34:51, time: 0.895, data_time: 0.000, memory: 8337, top1_acc: 0.8367, top5_acc: 0.9458, loss_cls: 0.6307, loss: 0.6307, grad_norm: 3.1837, top1_acc/aux0: 0.8049, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7446, loss/aux0: 0.7446, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6443, loss/aux1: 0.6443, top1_acc/aux2: 0.7945, top5_acc/aux2: 0.9292, loss_cls/aux2: 0.7967, loss/aux2: 0.7967 2020-10-23 21:22:45,018 - mmaction - INFO - Epoch [73][300/396] lr: 1.500e-03, eta: 2:34:34, time: 0.948, data_time: 0.000, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9477, loss_cls: 0.6295, loss: 0.6295, grad_norm: 3.2341, top1_acc/aux0: 0.8093, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7226, loss/aux0: 0.7226, top1_acc/aux1: 0.8214, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6543, loss/aux1: 0.6543, top1_acc/aux2: 0.7898, top5_acc/aux2: 0.9341, loss_cls/aux2: 0.7889, loss/aux2: 0.7889 2020-10-23 21:23:29,697 - mmaction - INFO - Epoch [73][320/396] lr: 1.500e-03, eta: 2:34:17, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.8297, top5_acc: 0.9437, loss_cls: 0.6459, loss: 0.6459, grad_norm: 3.1590, top1_acc/aux0: 0.8113, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7181, loss/aux0: 0.7181, top1_acc/aux1: 0.8201, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6552, loss/aux1: 0.6552, top1_acc/aux2: 0.7763, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.8138, loss/aux2: 0.8138 2020-10-23 21:24:13,959 - mmaction - INFO - Epoch [73][340/396] lr: 1.500e-03, eta: 2:34:00, time: 0.828, data_time: 0.000, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9474, loss_cls: 0.6070, loss: 0.6070, grad_norm: 3.1711, top1_acc/aux0: 0.8124, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7187, loss/aux0: 0.7187, top1_acc/aux1: 0.8185, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6818, loss/aux1: 0.6818, top1_acc/aux2: 0.7813, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8247, loss/aux2: 0.8247 2020-10-23 21:25:01,502 - mmaction - INFO - Epoch [73][360/396] lr: 1.500e-03, eta: 2:33:44, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9474, loss_cls: 0.6266, loss: 0.6266, grad_norm: 3.2487, top1_acc/aux0: 0.8085, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7227, loss/aux0: 0.7227, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6780, loss/aux1: 0.6780, top1_acc/aux2: 0.7893, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.8219, loss/aux2: 0.8219 2020-10-23 21:25:44,057 - mmaction - INFO - Epoch [73][380/396] lr: 1.500e-03, eta: 2:33:26, time: 0.873, data_time: 0.028, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9417, loss_cls: 0.6522, loss: 0.6522, grad_norm: 3.2330, top1_acc/aux0: 0.8092, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7214, loss/aux0: 0.7214, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6768, loss/aux1: 0.6768, top1_acc/aux2: 0.7888, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8302, loss/aux2: 0.8302 2020-10-23 21:26:23,040 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-10-23 21:29:35,794 - mmaction - INFO - Epoch [74][20/396] lr: 1.500e-03, eta: 2:32:51, time: 0.901, data_time: 0.000, memory: 8337, top1_acc: 0.8359, top5_acc: 0.9466, loss_cls: 0.6315, loss: 0.6315, grad_norm: 3.1306, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7099, loss/aux0: 0.7099, top1_acc/aux1: 0.8312, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6491, loss/aux1: 0.6491, top1_acc/aux2: 0.7875, top5_acc/aux2: 0.9281, loss_cls/aux2: 0.8398, loss/aux2: 0.8398 2020-10-23 21:30:19,661 - mmaction - INFO - Epoch [74][40/396] lr: 1.500e-03, eta: 2:32:34, time: 0.912, data_time: 0.256, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9495, loss_cls: 0.6168, loss: 0.6168, grad_norm: 3.2003, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7167, loss/aux0: 0.7167, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6375, loss/aux1: 0.6375, top1_acc/aux2: 0.7857, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8531, loss/aux2: 0.8531 2020-10-23 21:31:05,990 - mmaction - INFO - Epoch [74][60/396] lr: 1.500e-03, eta: 2:32:17, time: 0.886, data_time: 0.006, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9419, loss_cls: 0.6234, loss: 0.6234, grad_norm: 3.3651, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7287, loss/aux0: 0.7287, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6598, loss/aux1: 0.6598, top1_acc/aux2: 0.7805, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8404, loss/aux2: 0.8404 2020-10-23 21:31:51,234 - mmaction - INFO - Epoch [74][80/396] lr: 1.500e-03, eta: 2:32:00, time: 0.909, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9471, loss_cls: 0.6172, loss: 0.6172, grad_norm: 3.1731, top1_acc/aux0: 0.8071, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7332, loss/aux0: 0.7332, top1_acc/aux1: 0.8255, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6596, loss/aux1: 0.6596, top1_acc/aux2: 0.7828, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7869, loss/aux2: 0.7869 2020-10-23 21:32:38,252 - mmaction - INFO - Epoch [74][100/396] lr: 1.500e-03, eta: 2:31:43, time: 0.924, data_time: 0.000, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9367, loss_cls: 0.6834, loss: 0.6834, grad_norm: 3.2730, top1_acc/aux0: 0.8101, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7310, loss/aux0: 0.7310, top1_acc/aux1: 0.8299, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6468, loss/aux1: 0.6468, top1_acc/aux2: 0.7901, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7852, loss/aux2: 0.7852 2020-10-23 21:33:24,144 - mmaction - INFO - Epoch [74][120/396] lr: 1.500e-03, eta: 2:31:27, time: 0.934, data_time: 0.109, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9461, loss_cls: 0.6163, loss: 0.6163, grad_norm: 3.2829, top1_acc/aux0: 0.8114, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7212, loss/aux0: 0.7212, top1_acc/aux1: 0.8253, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6625, loss/aux1: 0.6625, top1_acc/aux2: 0.7961, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.7994, loss/aux2: 0.7994 2020-10-23 21:34:07,941 - mmaction - INFO - Epoch [74][140/396] lr: 1.500e-03, eta: 2:31:09, time: 0.817, data_time: 0.177, memory: 8337, top1_acc: 0.8336, top5_acc: 0.9427, loss_cls: 0.6538, loss: 0.6538, grad_norm: 3.2298, top1_acc/aux0: 0.8097, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7184, loss/aux0: 0.7184, top1_acc/aux1: 0.8302, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6430, loss/aux1: 0.6430, top1_acc/aux2: 0.7982, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.7907, loss/aux2: 0.7907 2020-10-23 21:34:54,599 - mmaction - INFO - Epoch [74][160/396] lr: 1.500e-03, eta: 2:30:53, time: 0.936, data_time: 0.119, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9396, loss_cls: 0.6389, loss: 0.6389, grad_norm: 3.1535, top1_acc/aux0: 0.8082, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7333, loss/aux0: 0.7333, top1_acc/aux1: 0.8341, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6560, loss/aux1: 0.6560, top1_acc/aux2: 0.7911, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.8156, loss/aux2: 0.8156 2020-10-23 21:35:38,527 - mmaction - INFO - Epoch [74][180/396] lr: 1.500e-03, eta: 2:30:36, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9427, loss_cls: 0.6601, loss: 0.6601, grad_norm: 3.2393, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7313, loss/aux0: 0.7313, top1_acc/aux1: 0.8310, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6753, loss/aux1: 0.6753, top1_acc/aux2: 0.7852, top5_acc/aux2: 0.9250, loss_cls/aux2: 0.8172, loss/aux2: 0.8172 2020-10-23 21:36:24,219 - mmaction - INFO - Epoch [74][200/396] lr: 1.500e-03, eta: 2:30:19, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9448, loss_cls: 0.6408, loss: 0.6408, grad_norm: 3.1758, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7262, loss/aux0: 0.7262, top1_acc/aux1: 0.8372, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6464, loss/aux1: 0.6464, top1_acc/aux2: 0.7768, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8447, loss/aux2: 0.8447 2020-10-23 21:37:08,295 - mmaction - INFO - Epoch [74][220/396] lr: 1.500e-03, eta: 2:30:02, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.8292, top5_acc: 0.9414, loss_cls: 0.6638, loss: 0.6638, grad_norm: 3.1760, top1_acc/aux0: 0.8097, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7273, loss/aux0: 0.7273, top1_acc/aux1: 0.8315, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6522, loss/aux1: 0.6522, top1_acc/aux2: 0.7727, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8569, loss/aux2: 0.8569 2020-10-23 21:37:56,816 - mmaction - INFO - Epoch [74][240/396] lr: 1.500e-03, eta: 2:29:45, time: 0.962, data_time: 0.000, memory: 8337, top1_acc: 0.8378, top5_acc: 0.9500, loss_cls: 0.6168, loss: 0.6168, grad_norm: 3.1782, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7222, loss/aux0: 0.7222, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6577, loss/aux1: 0.6577, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7936, loss/aux2: 0.7936 2020-10-23 21:38:41,715 - mmaction - INFO - Epoch [74][260/396] lr: 1.500e-03, eta: 2:29:28, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.8346, top5_acc: 0.9477, loss_cls: 0.6376, loss: 0.6376, grad_norm: 3.1948, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7159, loss/aux0: 0.7159, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6444, loss/aux1: 0.6444, top1_acc/aux2: 0.7872, top5_acc/aux2: 0.9253, loss_cls/aux2: 0.8202, loss/aux2: 0.8202 2020-10-23 21:39:26,515 - mmaction - INFO - Epoch [74][280/396] lr: 1.500e-03, eta: 2:29:11, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.8357, top5_acc: 0.9461, loss_cls: 0.6394, loss: 0.6394, grad_norm: 3.2337, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7195, loss/aux0: 0.7195, top1_acc/aux1: 0.8151, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6724, loss/aux1: 0.6724, top1_acc/aux2: 0.7794, top5_acc/aux2: 0.9234, loss_cls/aux2: 0.8412, loss/aux2: 0.8412 2020-10-23 21:40:11,193 - mmaction - INFO - Epoch [74][300/396] lr: 1.500e-03, eta: 2:28:54, time: 0.803, data_time: 0.000, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9518, loss_cls: 0.6048, loss: 0.6048, grad_norm: 3.1892, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9364, loss_cls/aux0: 0.7306, loss/aux0: 0.7306, top1_acc/aux1: 0.8169, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6812, loss/aux1: 0.6812, top1_acc/aux2: 0.7810, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.8246, loss/aux2: 0.8246 2020-10-23 21:40:55,109 - mmaction - INFO - Epoch [74][320/396] lr: 1.500e-03, eta: 2:28:36, time: 0.859, data_time: 0.000, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9456, loss_cls: 0.6433, loss: 0.6433, grad_norm: 3.1320, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7282, loss/aux0: 0.7282, top1_acc/aux1: 0.8294, top5_acc/aux1: 0.9534, loss_cls/aux1: 0.6456, loss/aux1: 0.6456, top1_acc/aux2: 0.7786, top5_acc/aux2: 0.9208, loss_cls/aux2: 0.8448, loss/aux2: 0.8448 2020-10-23 21:41:40,594 - mmaction - INFO - Epoch [74][340/396] lr: 1.500e-03, eta: 2:28:20, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.8359, top5_acc: 0.9461, loss_cls: 0.6428, loss: 0.6428, grad_norm: 3.1158, top1_acc/aux0: 0.8092, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7271, loss/aux0: 0.7271, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6435, loss/aux1: 0.6435, top1_acc/aux2: 0.7846, top5_acc/aux2: 0.9240, loss_cls/aux2: 0.8230, loss/aux2: 0.8230 2020-10-23 21:42:23,786 - mmaction - INFO - Epoch [74][360/396] lr: 1.500e-03, eta: 2:28:03, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.8362, top5_acc: 0.9505, loss_cls: 0.6338, loss: 0.6338, grad_norm: 3.2142, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9355, loss_cls/aux0: 0.7368, loss/aux0: 0.7368, top1_acc/aux1: 0.8245, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6620, loss/aux1: 0.6620, top1_acc/aux2: 0.7964, top5_acc/aux2: 0.9349, loss_cls/aux2: 0.7806, loss/aux2: 0.7806 2020-10-23 21:43:08,392 - mmaction - INFO - Epoch [74][380/396] lr: 1.500e-03, eta: 2:27:46, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.8331, top5_acc: 0.9464, loss_cls: 0.6512, loss: 0.6512, grad_norm: 3.2330, top1_acc/aux0: 0.8088, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7223, loss/aux0: 0.7223, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6332, loss/aux1: 0.6332, top1_acc/aux2: 0.7935, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7865, loss/aux2: 0.7865 2020-10-23 21:43:47,283 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-10-23 21:47:07,713 - mmaction - INFO - Epoch [75][20/396] lr: 1.500e-03, eta: 2:27:10, time: 0.861, data_time: 0.048, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9536, loss_cls: 0.5737, loss: 0.5737, grad_norm: 3.1643, top1_acc/aux0: 0.8105, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7078, loss/aux0: 0.7078, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.6653, loss/aux1: 0.6653, top1_acc/aux2: 0.7865, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8480, loss/aux2: 0.8480 2020-10-23 21:47:52,537 - mmaction - INFO - Epoch [75][40/396] lr: 1.500e-03, eta: 2:26:53, time: 0.912, data_time: 0.000, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9490, loss_cls: 0.6269, loss: 0.6269, grad_norm: 3.2453, top1_acc/aux0: 0.8080, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7221, loss/aux0: 0.7221, top1_acc/aux1: 0.8247, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6574, loss/aux1: 0.6574, top1_acc/aux2: 0.7888, top5_acc/aux2: 0.9234, loss_cls/aux2: 0.8262, loss/aux2: 0.8262 2020-10-23 21:48:37,656 - mmaction - INFO - Epoch [75][60/396] lr: 1.500e-03, eta: 2:26:36, time: 0.907, data_time: 0.000, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9500, loss_cls: 0.6090, loss: 0.6090, grad_norm: 3.2952, top1_acc/aux0: 0.8080, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7229, loss/aux0: 0.7229, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6639, loss/aux1: 0.6639, top1_acc/aux2: 0.7872, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8153, loss/aux2: 0.8153 2020-10-23 21:49:26,259 - mmaction - INFO - Epoch [75][80/396] lr: 1.500e-03, eta: 2:26:20, time: 1.022, data_time: 0.000, memory: 8337, top1_acc: 0.8437, top5_acc: 0.9531, loss_cls: 0.6175, loss: 0.6175, grad_norm: 3.2723, top1_acc/aux0: 0.8088, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7258, loss/aux0: 0.7258, top1_acc/aux1: 0.8315, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6656, loss/aux1: 0.6656, top1_acc/aux2: 0.7768, top5_acc/aux2: 0.9292, loss_cls/aux2: 0.8321, loss/aux2: 0.8321 2020-10-23 21:50:07,496 - mmaction - INFO - Epoch [75][100/396] lr: 1.500e-03, eta: 2:26:03, time: 0.867, data_time: 0.000, memory: 8337, top1_acc: 0.8352, top5_acc: 0.9417, loss_cls: 0.6522, loss: 0.6522, grad_norm: 3.3078, top1_acc/aux0: 0.8072, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7357, loss/aux0: 0.7357, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6606, loss/aux1: 0.6606, top1_acc/aux2: 0.7740, top5_acc/aux2: 0.9258, loss_cls/aux2: 0.8564, loss/aux2: 0.8564 2020-10-23 21:50:53,166 - mmaction - INFO - Epoch [75][120/396] lr: 1.500e-03, eta: 2:25:46, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.8362, top5_acc: 0.9443, loss_cls: 0.6348, loss: 0.6348, grad_norm: 3.1911, top1_acc/aux0: 0.8106, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7231, loss/aux0: 0.7231, top1_acc/aux1: 0.8211, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6776, loss/aux1: 0.6776, top1_acc/aux2: 0.7826, top5_acc/aux2: 0.9253, loss_cls/aux2: 0.8393, loss/aux2: 0.8393 2020-10-23 21:51:37,766 - mmaction - INFO - Epoch [75][140/396] lr: 1.500e-03, eta: 2:25:29, time: 0.941, data_time: 0.000, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9479, loss_cls: 0.6191, loss: 0.6191, grad_norm: 3.1708, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7140, loss/aux0: 0.7140, top1_acc/aux1: 0.8174, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6873, loss/aux1: 0.6873, top1_acc/aux2: 0.7857, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8167, loss/aux2: 0.8167 2020-10-23 21:52:21,154 - mmaction - INFO - Epoch [75][160/396] lr: 1.500e-03, eta: 2:25:12, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.8328, top5_acc: 0.9503, loss_cls: 0.6238, loss: 0.6238, grad_norm: 3.3215, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7078, loss/aux0: 0.7078, top1_acc/aux1: 0.8102, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.7078, loss/aux1: 0.7078, top1_acc/aux2: 0.7885, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.8075, loss/aux2: 0.8075 2020-10-23 21:53:05,732 - mmaction - INFO - Epoch [75][180/396] lr: 1.500e-03, eta: 2:24:55, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9552, loss_cls: 0.5878, loss: 0.5878, grad_norm: 3.1953, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7108, loss/aux0: 0.7108, top1_acc/aux1: 0.8169, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6690, loss/aux1: 0.6690, top1_acc/aux2: 0.7914, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.7948, loss/aux2: 0.7948 2020-10-23 21:53:52,962 - mmaction - INFO - Epoch [75][200/396] lr: 1.500e-03, eta: 2:24:39, time: 0.979, data_time: 0.000, memory: 8337, top1_acc: 0.8326, top5_acc: 0.9458, loss_cls: 0.6293, loss: 0.6293, grad_norm: 3.1916, top1_acc/aux0: 0.8071, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7205, loss/aux0: 0.7205, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.6296, loss/aux1: 0.6296, top1_acc/aux2: 0.7969, top5_acc/aux2: 0.9367, loss_cls/aux2: 0.7731, loss/aux2: 0.7731 2020-10-23 21:54:39,952 - mmaction - INFO - Epoch [75][220/396] lr: 1.500e-03, eta: 2:24:23, time: 1.072, data_time: 0.000, memory: 8337, top1_acc: 0.8307, top5_acc: 0.9422, loss_cls: 0.6561, loss: 0.6561, grad_norm: 3.2453, top1_acc/aux0: 0.8078, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7190, loss/aux0: 0.7190, top1_acc/aux1: 0.8268, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6555, loss/aux1: 0.6555, top1_acc/aux2: 0.8000, top5_acc/aux2: 0.9352, loss_cls/aux2: 0.7707, loss/aux2: 0.7707 2020-10-23 21:55:24,334 - mmaction - INFO - Epoch [75][240/396] lr: 1.500e-03, eta: 2:24:06, time: 0.850, data_time: 0.000, memory: 8337, top1_acc: 0.8318, top5_acc: 0.9466, loss_cls: 0.6372, loss: 0.6372, grad_norm: 3.2159, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7233, loss/aux0: 0.7233, top1_acc/aux1: 0.8331, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6375, loss/aux1: 0.6375, top1_acc/aux2: 0.7958, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7704, loss/aux2: 0.7704 2020-10-23 21:56:09,392 - mmaction - INFO - Epoch [75][260/396] lr: 1.500e-03, eta: 2:23:50, time: 0.959, data_time: 0.000, memory: 8337, top1_acc: 0.8273, top5_acc: 0.9409, loss_cls: 0.6711, loss: 0.6711, grad_norm: 3.2098, top1_acc/aux0: 0.8075, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7261, loss/aux0: 0.7261, top1_acc/aux1: 0.8273, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6484, loss/aux1: 0.6484, top1_acc/aux2: 0.7898, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7791, loss/aux2: 0.7791 2020-10-23 21:56:55,511 - mmaction - INFO - Epoch [75][280/396] lr: 1.500e-03, eta: 2:23:33, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.8266, top5_acc: 0.9500, loss_cls: 0.6312, loss: 0.6312, grad_norm: 3.1993, top1_acc/aux0: 0.8127, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.7123, loss/aux0: 0.7123, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6765, loss/aux1: 0.6765, top1_acc/aux2: 0.7898, top5_acc/aux2: 0.9294, loss_cls/aux2: 0.7964, loss/aux2: 0.7964 2020-10-23 21:57:40,232 - mmaction - INFO - Epoch [75][300/396] lr: 1.500e-03, eta: 2:23:16, time: 0.940, data_time: 0.000, memory: 8337, top1_acc: 0.8372, top5_acc: 0.9497, loss_cls: 0.6295, loss: 0.6295, grad_norm: 3.2474, top1_acc/aux0: 0.8126, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7129, loss/aux0: 0.7129, top1_acc/aux1: 0.8206, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6650, loss/aux1: 0.6650, top1_acc/aux2: 0.7919, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.7966, loss/aux2: 0.7966 2020-10-23 21:58:26,795 - mmaction - INFO - Epoch [75][320/396] lr: 1.500e-03, eta: 2:23:00, time: 1.001, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9513, loss_cls: 0.6011, loss: 0.6011, grad_norm: 3.1688, top1_acc/aux0: 0.8118, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7104, loss/aux0: 0.7104, top1_acc/aux1: 0.8180, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6835, loss/aux1: 0.6835, top1_acc/aux2: 0.7820, top5_acc/aux2: 0.9185, loss_cls/aux2: 0.8440, loss/aux2: 0.8440 2020-10-23 21:59:11,486 - mmaction - INFO - Epoch [75][340/396] lr: 1.500e-03, eta: 2:22:43, time: 0.888, data_time: 0.000, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9490, loss_cls: 0.6290, loss: 0.6290, grad_norm: 3.2737, top1_acc/aux0: 0.8126, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.7060, loss/aux0: 0.7060, top1_acc/aux1: 0.8128, top5_acc/aux1: 0.9398, loss_cls/aux1: 0.7065, loss/aux1: 0.7065, top1_acc/aux2: 0.7828, top5_acc/aux2: 0.9185, loss_cls/aux2: 0.8437, loss/aux2: 0.8437 2020-10-23 21:59:56,381 - mmaction - INFO - Epoch [75][360/396] lr: 1.500e-03, eta: 2:22:26, time: 0.951, data_time: 0.000, memory: 8337, top1_acc: 0.8354, top5_acc: 0.9479, loss_cls: 0.6112, loss: 0.6112, grad_norm: 3.2257, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.7107, loss/aux0: 0.7107, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.6843, loss/aux1: 0.6843, top1_acc/aux2: 0.7898, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8239, loss/aux2: 0.8239 2020-10-23 22:00:40,484 - mmaction - INFO - Epoch [75][380/396] lr: 1.500e-03, eta: 2:22:09, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.8258, top5_acc: 0.9477, loss_cls: 0.6476, loss: 0.6476, grad_norm: 3.2635, top1_acc/aux0: 0.8132, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7064, loss/aux0: 0.7064, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6677, loss/aux1: 0.6677, top1_acc/aux2: 0.7841, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8237, loss/aux2: 0.8237 2020-10-23 22:01:19,067 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-10-23 22:02:10,190 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 22:02:10,305 - mmaction - INFO - top1_acc 0.8022 top5_acc 0.9467 2020-10-23 22:02:10,305 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 22:02:10,347 - mmaction - INFO - mean_acc 0.8025 2020-10-23 22:02:10,349 - mmaction - INFO - Epoch(val) [75][396] top1_acc: 0.8022, top5_acc: 0.9467, mean_class_accuracy: 0.8025 2020-10-23 22:05:18,430 - mmaction - INFO - Epoch [76][20/396] lr: 1.500e-03, eta: 2:21:34, time: 0.873, data_time: 0.054, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9411, loss_cls: 0.6486, loss: 0.6486, grad_norm: 3.2101, top1_acc/aux0: 0.8110, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7170, loss/aux0: 0.7170, top1_acc/aux1: 0.8135, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.7029, loss/aux1: 0.7029, top1_acc/aux2: 0.8156, top5_acc/aux2: 0.9359, loss_cls/aux2: 0.7635, loss/aux2: 0.7635 2020-10-23 22:06:03,159 - mmaction - INFO - Epoch [76][40/396] lr: 1.500e-03, eta: 2:21:17, time: 0.933, data_time: 0.000, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9497, loss_cls: 0.6258, loss: 0.6258, grad_norm: 3.2535, top1_acc/aux0: 0.8124, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.7093, loss/aux0: 0.7093, top1_acc/aux1: 0.8201, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6978, loss/aux1: 0.6978, top1_acc/aux2: 0.7992, top5_acc/aux2: 0.9305, loss_cls/aux2: 0.8061, loss/aux2: 0.8061 2020-10-23 22:06:49,193 - mmaction - INFO - Epoch [76][60/396] lr: 1.500e-03, eta: 2:21:00, time: 0.870, data_time: 0.000, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9513, loss_cls: 0.6078, loss: 0.6078, grad_norm: 3.2516, top1_acc/aux0: 0.8100, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7163, loss/aux0: 0.7163, top1_acc/aux1: 0.8234, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.6890, loss/aux1: 0.6890, top1_acc/aux2: 0.7870, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8205, loss/aux2: 0.8205 2020-10-23 22:07:32,683 - mmaction - INFO - Epoch [76][80/396] lr: 1.500e-03, eta: 2:20:43, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9461, loss_cls: 0.6306, loss: 0.6306, grad_norm: 3.1865, top1_acc/aux0: 0.8084, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7249, loss/aux0: 0.7249, top1_acc/aux1: 0.8258, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.6632, loss/aux1: 0.6632, top1_acc/aux2: 0.8013, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.7812, loss/aux2: 0.7812 2020-10-23 22:08:20,585 - mmaction - INFO - Epoch [76][100/396] lr: 1.500e-03, eta: 2:20:26, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9503, loss_cls: 0.5924, loss: 0.5924, grad_norm: 3.2207, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7185, loss/aux0: 0.7185, top1_acc/aux1: 0.8297, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6399, loss/aux1: 0.6399, top1_acc/aux2: 0.8029, top5_acc/aux2: 0.9336, loss_cls/aux2: 0.8017, loss/aux2: 0.8017 2020-10-23 22:09:07,971 - mmaction - INFO - Epoch [76][120/396] lr: 1.500e-03, eta: 2:20:10, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.8367, top5_acc: 0.9453, loss_cls: 0.6370, loss: 0.6370, grad_norm: 3.3201, top1_acc/aux0: 0.8108, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7145, loss/aux0: 0.7145, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6455, loss/aux1: 0.6455, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8400, loss/aux2: 0.8400 2020-10-23 22:09:52,669 - mmaction - INFO - Epoch [76][140/396] lr: 1.500e-03, eta: 2:19:53, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9453, loss_cls: 0.6521, loss: 0.6521, grad_norm: 3.2763, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7231, loss/aux0: 0.7231, top1_acc/aux1: 0.8182, top5_acc/aux1: 0.9445, loss_cls/aux1: 0.6946, loss/aux1: 0.6946, top1_acc/aux2: 0.7750, top5_acc/aux2: 0.9219, loss_cls/aux2: 0.8510, loss/aux2: 0.8510 2020-10-23 22:10:35,927 - mmaction - INFO - Epoch [76][160/396] lr: 1.500e-03, eta: 2:19:36, time: 0.895, data_time: 0.000, memory: 8337, top1_acc: 0.8326, top5_acc: 0.9471, loss_cls: 0.6377, loss: 0.6377, grad_norm: 3.2299, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7323, loss/aux0: 0.7323, top1_acc/aux1: 0.8094, top5_acc/aux1: 0.9404, loss_cls/aux1: 0.7279, loss/aux1: 0.7279, top1_acc/aux2: 0.7802, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.8162, loss/aux2: 0.8162 2020-10-23 22:11:22,828 - mmaction - INFO - Epoch [76][180/396] lr: 1.500e-03, eta: 2:19:18, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9495, loss_cls: 0.6326, loss: 0.6326, grad_norm: 3.1848, top1_acc/aux0: 0.8067, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7244, loss/aux0: 0.7244, top1_acc/aux1: 0.8224, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6758, loss/aux1: 0.6758, top1_acc/aux2: 0.7911, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7815, loss/aux2: 0.7815 2020-10-23 22:12:08,032 - mmaction - INFO - Epoch [76][200/396] lr: 1.500e-03, eta: 2:19:01, time: 0.872, data_time: 0.000, memory: 8337, top1_acc: 0.8375, top5_acc: 0.9510, loss_cls: 0.6152, loss: 0.6152, grad_norm: 3.2218, top1_acc/aux0: 0.8074, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7157, loss/aux0: 0.7157, top1_acc/aux1: 0.8211, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6522, loss/aux1: 0.6522, top1_acc/aux2: 0.7901, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7941, loss/aux2: 0.7941 2020-10-23 22:12:53,630 - mmaction - INFO - Epoch [76][220/396] lr: 1.500e-03, eta: 2:18:44, time: 0.919, data_time: 0.000, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9419, loss_cls: 0.6314, loss: 0.6314, grad_norm: 3.2090, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6987, loss/aux0: 0.6987, top1_acc/aux1: 0.8214, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6715, loss/aux1: 0.6715, top1_acc/aux2: 0.7870, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8114, loss/aux2: 0.8114 2020-10-23 22:13:37,174 - mmaction - INFO - Epoch [76][240/396] lr: 1.500e-03, eta: 2:18:27, time: 0.793, data_time: 0.031, memory: 8337, top1_acc: 0.8294, top5_acc: 0.9427, loss_cls: 0.6609, loss: 0.6609, grad_norm: 3.2481, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6950, loss/aux0: 0.6950, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.6563, loss/aux1: 0.6563, top1_acc/aux2: 0.7844, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.8362, loss/aux2: 0.8362 2020-10-23 22:14:23,727 - mmaction - INFO - Epoch [76][260/396] lr: 1.500e-03, eta: 2:18:10, time: 0.901, data_time: 0.171, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9510, loss_cls: 0.6041, loss: 0.6041, grad_norm: 3.2896, top1_acc/aux0: 0.8124, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7078, loss/aux0: 0.7078, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6486, loss/aux1: 0.6486, top1_acc/aux2: 0.7758, top5_acc/aux2: 0.9240, loss_cls/aux2: 0.8521, loss/aux2: 0.8521 2020-10-23 22:15:07,761 - mmaction - INFO - Epoch [76][280/396] lr: 1.500e-03, eta: 2:17:53, time: 0.861, data_time: 0.000, memory: 8337, top1_acc: 0.8367, top5_acc: 0.9427, loss_cls: 0.6352, loss: 0.6352, grad_norm: 3.2871, top1_acc/aux0: 0.8136, top5_acc/aux0: 0.9392, loss_cls/aux0: 0.7091, loss/aux0: 0.7091, top1_acc/aux1: 0.8297, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6400, loss/aux1: 0.6400, top1_acc/aux2: 0.7786, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.8312, loss/aux2: 0.8312 2020-10-23 22:15:54,331 - mmaction - INFO - Epoch [76][300/396] lr: 1.500e-03, eta: 2:17:36, time: 0.993, data_time: 0.000, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9451, loss_cls: 0.6359, loss: 0.6359, grad_norm: 3.3501, top1_acc/aux0: 0.8129, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7150, loss/aux0: 0.7150, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6407, loss/aux1: 0.6407, top1_acc/aux2: 0.7930, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.8169, loss/aux2: 0.8169 2020-10-23 22:16:39,523 - mmaction - INFO - Epoch [76][320/396] lr: 1.500e-03, eta: 2:17:19, time: 0.860, data_time: 0.000, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9445, loss_cls: 0.6303, loss: 0.6303, grad_norm: 3.2042, top1_acc/aux0: 0.8087, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7216, loss/aux0: 0.7216, top1_acc/aux1: 0.8206, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6637, loss/aux1: 0.6637, top1_acc/aux2: 0.7844, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8373, loss/aux2: 0.8373 2020-10-23 22:17:22,481 - mmaction - INFO - Epoch [76][340/396] lr: 1.500e-03, eta: 2:17:02, time: 0.791, data_time: 0.000, memory: 8337, top1_acc: 0.8430, top5_acc: 0.9479, loss_cls: 0.6069, loss: 0.6069, grad_norm: 3.3211, top1_acc/aux0: 0.8073, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7251, loss/aux0: 0.7251, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6779, loss/aux1: 0.6779, top1_acc/aux2: 0.7766, top5_acc/aux2: 0.9312, loss_cls/aux2: 0.8383, loss/aux2: 0.8383 2020-10-23 22:18:09,928 - mmaction - INFO - Epoch [76][360/396] lr: 1.500e-03, eta: 2:16:45, time: 0.984, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9393, loss_cls: 0.6238, loss: 0.6238, grad_norm: 3.2019, top1_acc/aux0: 0.8092, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7233, loss/aux0: 0.7233, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9589, loss_cls/aux1: 0.6501, loss/aux1: 0.6501, top1_acc/aux2: 0.7935, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.8040, loss/aux2: 0.8040 2020-10-23 22:18:55,628 - mmaction - INFO - Epoch [76][380/396] lr: 1.500e-03, eta: 2:16:28, time: 0.921, data_time: 0.096, memory: 8337, top1_acc: 0.8385, top5_acc: 0.9536, loss_cls: 0.6000, loss: 0.6000, grad_norm: 3.3352, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7193, loss/aux0: 0.7193, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9615, loss_cls/aux1: 0.6238, loss/aux1: 0.6238, top1_acc/aux2: 0.7935, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.8153, loss/aux2: 0.8153 2020-10-23 22:19:30,349 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-10-23 22:22:41,822 - mmaction - INFO - Epoch [77][20/396] lr: 1.500e-03, eta: 2:15:53, time: 0.841, data_time: 0.077, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9451, loss_cls: 0.6485, loss: 0.6485, grad_norm: 3.2233, top1_acc/aux0: 0.8038, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7311, loss/aux0: 0.7311, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6317, loss/aux1: 0.6317, top1_acc/aux2: 0.7927, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8191, loss/aux2: 0.8191 2020-10-23 22:23:27,270 - mmaction - INFO - Epoch [77][40/396] lr: 1.500e-03, eta: 2:15:36, time: 0.853, data_time: 0.240, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9529, loss_cls: 0.6227, loss: 0.6227, grad_norm: 3.2258, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9415, loss_cls/aux0: 0.7101, loss/aux0: 0.7101, top1_acc/aux1: 0.8221, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6527, loss/aux1: 0.6527, top1_acc/aux2: 0.7833, top5_acc/aux2: 0.9203, loss_cls/aux2: 0.8541, loss/aux2: 0.8541 2020-10-23 22:24:13,669 - mmaction - INFO - Epoch [77][60/396] lr: 1.500e-03, eta: 2:15:19, time: 0.885, data_time: 0.117, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9500, loss_cls: 0.5997, loss: 0.5997, grad_norm: 3.2640, top1_acc/aux0: 0.8097, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7107, loss/aux0: 0.7107, top1_acc/aux1: 0.8203, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6730, loss/aux1: 0.6730, top1_acc/aux2: 0.7807, top5_acc/aux2: 0.9143, loss_cls/aux2: 0.8582, loss/aux2: 0.8582 2020-10-23 22:24:57,734 - mmaction - INFO - Epoch [77][80/396] lr: 1.500e-03, eta: 2:15:01, time: 0.807, data_time: 0.076, memory: 8337, top1_acc: 0.8281, top5_acc: 0.9495, loss_cls: 0.6408, loss: 0.6408, grad_norm: 3.2185, top1_acc/aux0: 0.8079, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7189, loss/aux0: 0.7189, top1_acc/aux1: 0.8185, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6582, loss/aux1: 0.6582, top1_acc/aux2: 0.7922, top5_acc/aux2: 0.9245, loss_cls/aux2: 0.8053, loss/aux2: 0.8053 2020-10-23 22:25:45,111 - mmaction - INFO - Epoch [77][100/396] lr: 1.500e-03, eta: 2:14:45, time: 0.975, data_time: 0.225, memory: 8337, top1_acc: 0.8438, top5_acc: 0.9492, loss_cls: 0.6113, loss: 0.6113, grad_norm: 3.2652, top1_acc/aux0: 0.8123, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.6998, loss/aux0: 0.6998, top1_acc/aux1: 0.8112, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6780, loss/aux1: 0.6780, top1_acc/aux2: 0.7930, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7987, loss/aux2: 0.7987 2020-10-23 22:26:29,371 - mmaction - INFO - Epoch [77][120/396] lr: 1.500e-03, eta: 2:14:28, time: 0.898, data_time: 0.167, memory: 8337, top1_acc: 0.8380, top5_acc: 0.9479, loss_cls: 0.6397, loss: 0.6397, grad_norm: 3.2852, top1_acc/aux0: 0.8126, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6910, loss/aux0: 0.6910, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6621, loss/aux1: 0.6621, top1_acc/aux2: 0.7958, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7984, loss/aux2: 0.7984 2020-10-23 22:27:17,592 - mmaction - INFO - Epoch [77][140/396] lr: 1.500e-03, eta: 2:14:10, time: 0.825, data_time: 0.000, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9469, loss_cls: 0.6115, loss: 0.6115, grad_norm: 3.1658, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.6958, loss/aux0: 0.6958, top1_acc/aux1: 0.8359, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6349, loss/aux1: 0.6349, top1_acc/aux2: 0.8018, top5_acc/aux2: 0.9346, loss_cls/aux2: 0.7863, loss/aux2: 0.7863 2020-10-23 22:28:01,515 - mmaction - INFO - Epoch [77][160/396] lr: 1.500e-03, eta: 2:13:53, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9508, loss_cls: 0.6154, loss: 0.6154, grad_norm: 3.3522, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7157, loss/aux0: 0.7157, top1_acc/aux1: 0.8281, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.6795, loss/aux1: 0.6795, top1_acc/aux2: 0.7917, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.8058, loss/aux2: 0.8058 2020-10-23 22:28:50,312 - mmaction - INFO - Epoch [77][180/396] lr: 1.500e-03, eta: 2:13:37, time: 1.030, data_time: 0.210, memory: 8337, top1_acc: 0.8432, top5_acc: 0.9529, loss_cls: 0.5995, loss: 0.5995, grad_norm: 3.2181, top1_acc/aux0: 0.8067, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7372, loss/aux0: 0.7372, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9375, loss_cls/aux1: 0.7046, loss/aux1: 0.7046, top1_acc/aux2: 0.7849, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8177, loss/aux2: 0.8177 2020-10-23 22:29:39,815 - mmaction - INFO - Epoch [77][200/396] lr: 1.500e-03, eta: 2:13:21, time: 0.981, data_time: 0.390, memory: 8337, top1_acc: 0.8354, top5_acc: 0.9417, loss_cls: 0.6568, loss: 0.6568, grad_norm: 3.1931, top1_acc/aux0: 0.8066, top5_acc/aux0: 0.9366, loss_cls/aux0: 0.7321, loss/aux0: 0.7321, top1_acc/aux1: 0.8294, top5_acc/aux1: 0.9411, loss_cls/aux1: 0.6619, loss/aux1: 0.6619, top1_acc/aux2: 0.7865, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8142, loss/aux2: 0.8142 2020-10-23 22:30:27,539 - mmaction - INFO - Epoch [77][220/396] lr: 1.500e-03, eta: 2:13:04, time: 0.913, data_time: 0.311, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9490, loss_cls: 0.6052, loss: 0.6052, grad_norm: 3.2485, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7197, loss/aux0: 0.7197, top1_acc/aux1: 0.8372, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6296, loss/aux1: 0.6296, top1_acc/aux2: 0.7846, top5_acc/aux2: 0.9326, loss_cls/aux2: 0.8094, loss/aux2: 0.8094 2020-10-23 22:31:13,508 - mmaction - INFO - Epoch [77][240/396] lr: 1.500e-03, eta: 2:12:47, time: 0.951, data_time: 0.355, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9456, loss_cls: 0.6340, loss: 0.6340, grad_norm: 3.2357, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7194, loss/aux0: 0.7194, top1_acc/aux1: 0.8328, top5_acc/aux1: 0.9490, loss_cls/aux1: 0.6365, loss/aux1: 0.6365, top1_acc/aux2: 0.7841, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8071, loss/aux2: 0.8071 2020-10-23 22:31:59,030 - mmaction - INFO - Epoch [77][260/396] lr: 1.500e-03, eta: 2:12:30, time: 0.882, data_time: 0.194, memory: 8337, top1_acc: 0.8385, top5_acc: 0.9497, loss_cls: 0.6245, loss: 0.6245, grad_norm: 3.3039, top1_acc/aux0: 0.8106, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7192, loss/aux0: 0.7192, top1_acc/aux1: 0.8299, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6359, loss/aux1: 0.6359, top1_acc/aux2: 0.7924, top5_acc/aux2: 0.9292, loss_cls/aux2: 0.7829, loss/aux2: 0.7829 2020-10-23 22:32:47,203 - mmaction - INFO - Epoch [77][280/396] lr: 1.500e-03, eta: 2:12:13, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9497, loss_cls: 0.6286, loss: 0.6286, grad_norm: 3.2464, top1_acc/aux0: 0.8126, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.7109, loss/aux0: 0.7109, top1_acc/aux1: 0.8271, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6453, loss/aux1: 0.6453, top1_acc/aux2: 0.8036, top5_acc/aux2: 0.9286, loss_cls/aux2: 0.7752, loss/aux2: 0.7752 2020-10-23 22:33:30,786 - mmaction - INFO - Epoch [77][300/396] lr: 1.500e-03, eta: 2:11:57, time: 0.937, data_time: 0.000, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9521, loss_cls: 0.6056, loss: 0.6056, grad_norm: 3.3214, top1_acc/aux0: 0.8098, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7225, loss/aux0: 0.7225, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6234, loss/aux1: 0.6234, top1_acc/aux2: 0.8036, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.7912, loss/aux2: 0.7912 2020-10-23 22:34:15,906 - mmaction - INFO - Epoch [77][320/396] lr: 1.500e-03, eta: 2:11:40, time: 0.924, data_time: 0.000, memory: 8337, top1_acc: 0.8448, top5_acc: 0.9471, loss_cls: 0.6099, loss: 0.6099, grad_norm: 3.2175, top1_acc/aux0: 0.8079, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7258, loss/aux0: 0.7258, top1_acc/aux1: 0.8344, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6321, loss/aux1: 0.6321, top1_acc/aux2: 0.7865, top5_acc/aux2: 0.9273, loss_cls/aux2: 0.8214, loss/aux2: 0.8214 2020-10-23 22:35:03,086 - mmaction - INFO - Epoch [77][340/396] lr: 1.500e-03, eta: 2:11:23, time: 0.955, data_time: 0.000, memory: 8337, top1_acc: 0.8365, top5_acc: 0.9479, loss_cls: 0.6337, loss: 0.6337, grad_norm: 3.2420, top1_acc/aux0: 0.8100, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.7118, loss/aux0: 0.7118, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6555, loss/aux1: 0.6555, top1_acc/aux2: 0.7753, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8477, loss/aux2: 0.8477 2020-10-23 22:35:48,217 - mmaction - INFO - Epoch [77][360/396] lr: 1.500e-03, eta: 2:11:07, time: 0.970, data_time: 0.000, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9477, loss_cls: 0.6176, loss: 0.6176, grad_norm: 3.2610, top1_acc/aux0: 0.8068, top5_acc/aux0: 0.9392, loss_cls/aux0: 0.7220, loss/aux0: 0.7220, top1_acc/aux1: 0.8242, top5_acc/aux1: 0.9427, loss_cls/aux1: 0.6707, loss/aux1: 0.6707, top1_acc/aux2: 0.7898, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.7880, loss/aux2: 0.7880 2020-10-23 22:36:32,229 - mmaction - INFO - Epoch [77][380/396] lr: 1.500e-03, eta: 2:10:49, time: 0.855, data_time: 0.000, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9510, loss_cls: 0.6091, loss: 0.6091, grad_norm: 3.2043, top1_acc/aux0: 0.8052, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7270, loss/aux0: 0.7270, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6392, loss/aux1: 0.6392, top1_acc/aux2: 0.7953, top5_acc/aux2: 0.9305, loss_cls/aux2: 0.7841, loss/aux2: 0.7841 2020-10-23 22:37:10,217 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-10-23 22:40:46,346 - mmaction - INFO - Epoch [78][20/396] lr: 1.500e-03, eta: 2:10:15, time: 0.900, data_time: 0.046, memory: 8337, top1_acc: 0.8271, top5_acc: 0.9453, loss_cls: 0.6516, loss: 0.6516, grad_norm: 3.3548, top1_acc/aux0: 0.8113, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.7037, loss/aux0: 0.7037, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6583, loss/aux1: 0.6583, top1_acc/aux2: 0.8125, top5_acc/aux2: 0.9276, loss_cls/aux2: 0.7626, loss/aux2: 0.7626 2020-10-23 22:41:32,086 - mmaction - INFO - Epoch [78][40/396] lr: 1.500e-03, eta: 2:09:58, time: 0.946, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9479, loss_cls: 0.6298, loss: 0.6298, grad_norm: 3.2665, top1_acc/aux0: 0.8136, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7040, loss/aux0: 0.7040, top1_acc/aux1: 0.8245, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6581, loss/aux1: 0.6581, top1_acc/aux2: 0.8078, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.7828, loss/aux2: 0.7828 2020-10-23 22:42:16,959 - mmaction - INFO - Epoch [78][60/396] lr: 1.500e-03, eta: 2:09:41, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.8359, top5_acc: 0.9495, loss_cls: 0.6264, loss: 0.6264, grad_norm: 3.2278, top1_acc/aux0: 0.8124, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7105, loss/aux0: 0.7105, top1_acc/aux1: 0.8260, top5_acc/aux1: 0.9471, loss_cls/aux1: 0.6549, loss/aux1: 0.6549, top1_acc/aux2: 0.8018, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7783, loss/aux2: 0.7783 2020-10-23 22:43:01,687 - mmaction - INFO - Epoch [78][80/396] lr: 1.500e-03, eta: 2:09:24, time: 0.870, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9529, loss_cls: 0.5888, loss: 0.5888, grad_norm: 3.2023, top1_acc/aux0: 0.8097, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7164, loss/aux0: 0.7164, top1_acc/aux1: 0.8326, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6424, loss/aux1: 0.6424, top1_acc/aux2: 0.7966, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7699, loss/aux2: 0.7699 2020-10-23 22:43:49,316 - mmaction - INFO - Epoch [78][100/396] lr: 1.500e-03, eta: 2:09:07, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9440, loss_cls: 0.5993, loss: 0.5993, grad_norm: 3.2144, top1_acc/aux0: 0.8136, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7128, loss/aux0: 0.7128, top1_acc/aux1: 0.8245, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6705, loss/aux1: 0.6705, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.8059, loss/aux2: 0.8059 2020-10-23 22:44:31,286 - mmaction - INFO - Epoch [78][120/396] lr: 1.500e-03, eta: 2:08:49, time: 0.829, data_time: 0.000, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9539, loss_cls: 0.5956, loss: 0.5956, grad_norm: 3.2562, top1_acc/aux0: 0.8124, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7269, loss/aux0: 0.7269, top1_acc/aux1: 0.8104, top5_acc/aux1: 0.9440, loss_cls/aux1: 0.7039, loss/aux1: 0.7039, top1_acc/aux2: 0.7797, top5_acc/aux2: 0.9224, loss_cls/aux2: 0.8445, loss/aux2: 0.8445 2020-10-23 22:45:17,114 - mmaction - INFO - Epoch [78][140/396] lr: 1.500e-03, eta: 2:08:33, time: 0.973, data_time: 0.082, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9505, loss_cls: 0.6212, loss: 0.6212, grad_norm: 3.2859, top1_acc/aux0: 0.8076, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7387, loss/aux0: 0.7387, top1_acc/aux1: 0.8234, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6586, loss/aux1: 0.6586, top1_acc/aux2: 0.7859, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8212, loss/aux2: 0.8212 2020-10-23 22:46:03,991 - mmaction - INFO - Epoch [78][160/396] lr: 1.500e-03, eta: 2:08:16, time: 0.902, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9456, loss_cls: 0.6091, loss: 0.6091, grad_norm: 3.2681, top1_acc/aux0: 0.8119, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7131, loss/aux0: 0.7131, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9534, loss_cls/aux1: 0.6427, loss/aux1: 0.6427, top1_acc/aux2: 0.7909, top5_acc/aux2: 0.9258, loss_cls/aux2: 0.8036, loss/aux2: 0.8036 2020-10-23 22:46:50,368 - mmaction - INFO - Epoch [78][180/396] lr: 1.500e-03, eta: 2:07:59, time: 0.859, data_time: 0.000, memory: 8337, top1_acc: 0.8339, top5_acc: 0.9513, loss_cls: 0.6177, loss: 0.6177, grad_norm: 3.1998, top1_acc/aux0: 0.8132, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.7047, loss/aux0: 0.7047, top1_acc/aux1: 0.8302, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6340, loss/aux1: 0.6340, top1_acc/aux2: 0.7896, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.8032, loss/aux2: 0.8032 2020-10-23 22:47:33,773 - mmaction - INFO - Epoch [78][200/396] lr: 1.500e-03, eta: 2:07:41, time: 0.812, data_time: 0.000, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9479, loss_cls: 0.6046, loss: 0.6046, grad_norm: 3.1737, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9392, loss_cls/aux0: 0.7174, loss/aux0: 0.7174, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6320, loss/aux1: 0.6320, top1_acc/aux2: 0.7917, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.7993, loss/aux2: 0.7993 2020-10-23 22:48:21,623 - mmaction - INFO - Epoch [78][220/396] lr: 1.500e-03, eta: 2:07:24, time: 0.860, data_time: 0.000, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9474, loss_cls: 0.6248, loss: 0.6248, grad_norm: 3.2116, top1_acc/aux0: 0.8110, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7210, loss/aux0: 0.7210, top1_acc/aux1: 0.8302, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6320, loss/aux1: 0.6320, top1_acc/aux2: 0.7859, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.7992, loss/aux2: 0.7992 2020-10-23 22:49:04,777 - mmaction - INFO - Epoch [78][240/396] lr: 1.500e-03, eta: 2:07:07, time: 0.912, data_time: 0.000, memory: 8337, top1_acc: 0.8240, top5_acc: 0.9419, loss_cls: 0.6651, loss: 0.6651, grad_norm: 3.2520, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7249, loss/aux0: 0.7249, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9562, loss_cls/aux1: 0.6435, loss/aux1: 0.6435, top1_acc/aux2: 0.7898, top5_acc/aux2: 0.9349, loss_cls/aux2: 0.7773, loss/aux2: 0.7773 2020-10-23 22:49:49,057 - mmaction - INFO - Epoch [78][260/396] lr: 1.500e-03, eta: 2:06:50, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.8385, top5_acc: 0.9505, loss_cls: 0.6193, loss: 0.6193, grad_norm: 3.2840, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7189, loss/aux0: 0.7189, top1_acc/aux1: 0.8201, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6639, loss/aux1: 0.6639, top1_acc/aux2: 0.7997, top5_acc/aux2: 0.9336, loss_cls/aux2: 0.7814, loss/aux2: 0.7814 2020-10-23 22:50:36,809 - mmaction - INFO - Epoch [78][280/396] lr: 1.500e-03, eta: 2:06:34, time: 1.026, data_time: 0.000, memory: 8337, top1_acc: 0.8419, top5_acc: 0.9487, loss_cls: 0.6278, loss: 0.6278, grad_norm: 3.2679, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7183, loss/aux0: 0.7183, top1_acc/aux1: 0.8266, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6556, loss/aux1: 0.6556, top1_acc/aux2: 0.7919, top5_acc/aux2: 0.9294, loss_cls/aux2: 0.8062, loss/aux2: 0.8062 2020-10-23 22:51:22,735 - mmaction - INFO - Epoch [78][300/396] lr: 1.500e-03, eta: 2:06:17, time: 0.948, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9549, loss_cls: 0.5805, loss: 0.5805, grad_norm: 3.2073, top1_acc/aux0: 0.8113, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7063, loss/aux0: 0.7063, top1_acc/aux1: 0.8263, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6653, loss/aux1: 0.6653, top1_acc/aux2: 0.7828, top5_acc/aux2: 0.9276, loss_cls/aux2: 0.8184, loss/aux2: 0.8184 2020-10-23 22:52:05,178 - mmaction - INFO - Epoch [78][320/396] lr: 1.500e-03, eta: 2:06:00, time: 0.814, data_time: 0.000, memory: 8337, top1_acc: 0.8365, top5_acc: 0.9477, loss_cls: 0.6344, loss: 0.6344, grad_norm: 3.3542, top1_acc/aux0: 0.8118, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7082, loss/aux0: 0.7082, top1_acc/aux1: 0.8247, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6614, loss/aux1: 0.6614, top1_acc/aux2: 0.7940, top5_acc/aux2: 0.9305, loss_cls/aux2: 0.7931, loss/aux2: 0.7931 2020-10-23 22:52:49,849 - mmaction - INFO - Epoch [78][340/396] lr: 1.500e-03, eta: 2:05:42, time: 0.767, data_time: 0.000, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9500, loss_cls: 0.6326, loss: 0.6326, grad_norm: 3.2231, top1_acc/aux0: 0.8110, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7173, loss/aux0: 0.7173, top1_acc/aux1: 0.8242, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6678, loss/aux1: 0.6678, top1_acc/aux2: 0.7948, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7881, loss/aux2: 0.7881 2020-10-23 22:53:35,944 - mmaction - INFO - Epoch [78][360/396] lr: 1.500e-03, eta: 2:05:25, time: 0.947, data_time: 0.000, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9466, loss_cls: 0.6202, loss: 0.6202, grad_norm: 3.2219, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.7123, loss/aux0: 0.7123, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6625, loss/aux1: 0.6625, top1_acc/aux2: 0.8042, top5_acc/aux2: 0.9388, loss_cls/aux2: 0.7521, loss/aux2: 0.7521 2020-10-23 22:54:19,590 - mmaction - INFO - Epoch [78][380/396] lr: 1.500e-03, eta: 2:05:08, time: 0.875, data_time: 0.001, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9458, loss_cls: 0.6386, loss: 0.6386, grad_norm: 3.3411, top1_acc/aux0: 0.8129, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.7083, loss/aux0: 0.7083, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9451, loss_cls/aux1: 0.6871, loss/aux1: 0.6871, top1_acc/aux2: 0.8039, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7580, loss/aux2: 0.7580 2020-10-23 22:54:57,292 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-10-23 22:58:06,983 - mmaction - INFO - Epoch [79][20/396] lr: 1.500e-03, eta: 2:04:33, time: 0.843, data_time: 0.000, memory: 8337, top1_acc: 0.8437, top5_acc: 0.9458, loss_cls: 0.6276, loss: 0.6276, grad_norm: 3.2506, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7070, loss/aux0: 0.7070, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6317, loss/aux1: 0.6317, top1_acc/aux2: 0.7865, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.8077, loss/aux2: 0.8077 2020-10-23 22:58:53,448 - mmaction - INFO - Epoch [79][40/396] lr: 1.500e-03, eta: 2:04:16, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9490, loss_cls: 0.6101, loss: 0.6101, grad_norm: 3.2918, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7179, loss/aux0: 0.7179, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6397, loss/aux1: 0.6397, top1_acc/aux2: 0.7872, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.8112, loss/aux2: 0.8112 2020-10-23 22:59:40,041 - mmaction - INFO - Epoch [79][60/396] lr: 1.500e-03, eta: 2:04:00, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9487, loss_cls: 0.6279, loss: 0.6279, grad_norm: 3.2095, top1_acc/aux0: 0.8124, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7178, loss/aux0: 0.7178, top1_acc/aux1: 0.8349, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6353, loss/aux1: 0.6353, top1_acc/aux2: 0.7938, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7844, loss/aux2: 0.7844 2020-10-23 23:00:28,632 - mmaction - INFO - Epoch [79][80/396] lr: 1.500e-03, eta: 2:03:43, time: 0.932, data_time: 0.000, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9497, loss_cls: 0.6190, loss: 0.6190, grad_norm: 3.3448, top1_acc/aux0: 0.8118, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7107, loss/aux0: 0.7107, top1_acc/aux1: 0.8307, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6330, loss/aux1: 0.6330, top1_acc/aux2: 0.7914, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.7906, loss/aux2: 0.7906 2020-10-23 23:01:12,860 - mmaction - INFO - Epoch [79][100/396] lr: 1.500e-03, eta: 2:03:26, time: 0.917, data_time: 0.000, memory: 8337, top1_acc: 0.8359, top5_acc: 0.9448, loss_cls: 0.6558, loss: 0.6558, grad_norm: 3.3782, top1_acc/aux0: 0.8066, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7263, loss/aux0: 0.7263, top1_acc/aux1: 0.8237, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6530, loss/aux1: 0.6530, top1_acc/aux2: 0.7914, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.8016, loss/aux2: 0.8016 2020-10-23 23:01:56,818 - mmaction - INFO - Epoch [79][120/396] lr: 1.500e-03, eta: 2:03:09, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9513, loss_cls: 0.6255, loss: 0.6255, grad_norm: 3.3046, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7298, loss/aux0: 0.7298, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6666, loss/aux1: 0.6666, top1_acc/aux2: 0.7956, top5_acc/aux2: 0.9385, loss_cls/aux2: 0.7860, loss/aux2: 0.7860 2020-10-23 23:02:43,469 - mmaction - INFO - Epoch [79][140/396] lr: 1.500e-03, eta: 2:02:52, time: 0.850, data_time: 0.000, memory: 8337, top1_acc: 0.8401, top5_acc: 0.9508, loss_cls: 0.6292, loss: 0.6292, grad_norm: 3.3349, top1_acc/aux0: 0.8119, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7167, loss/aux0: 0.7167, top1_acc/aux1: 0.8263, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6672, loss/aux1: 0.6672, top1_acc/aux2: 0.7953, top5_acc/aux2: 0.9411, loss_cls/aux2: 0.7840, loss/aux2: 0.7840 2020-10-23 23:03:26,418 - mmaction - INFO - Epoch [79][160/396] lr: 1.500e-03, eta: 2:02:34, time: 0.757, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9492, loss_cls: 0.6045, loss: 0.6045, grad_norm: 3.2078, top1_acc/aux0: 0.8124, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7210, loss/aux0: 0.7210, top1_acc/aux1: 0.8193, top5_acc/aux1: 0.9424, loss_cls/aux1: 0.6778, loss/aux1: 0.6778, top1_acc/aux2: 0.8000, top5_acc/aux2: 0.9359, loss_cls/aux2: 0.7779, loss/aux2: 0.7779 2020-10-23 23:04:12,048 - mmaction - INFO - Epoch [79][180/396] lr: 1.500e-03, eta: 2:02:16, time: 0.809, data_time: 0.000, memory: 8337, top1_acc: 0.8318, top5_acc: 0.9440, loss_cls: 0.6469, loss: 0.6469, grad_norm: 3.2924, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7222, loss/aux0: 0.7222, top1_acc/aux1: 0.8206, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.6713, loss/aux1: 0.6713, top1_acc/aux2: 0.7979, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.7868, loss/aux2: 0.7868 2020-10-23 23:05:01,077 - mmaction - INFO - Epoch [79][200/396] lr: 1.500e-03, eta: 2:02:00, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9516, loss_cls: 0.6001, loss: 0.6001, grad_norm: 3.2014, top1_acc/aux0: 0.8091, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7170, loss/aux0: 0.7170, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6448, loss/aux1: 0.6448, top1_acc/aux2: 0.7943, top5_acc/aux2: 0.9294, loss_cls/aux2: 0.7892, loss/aux2: 0.7892 2020-10-23 23:05:45,215 - mmaction - INFO - Epoch [79][220/396] lr: 1.500e-03, eta: 2:01:43, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9497, loss_cls: 0.6148, loss: 0.6148, grad_norm: 3.2962, top1_acc/aux0: 0.8097, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7130, loss/aux0: 0.7130, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6434, loss/aux1: 0.6434, top1_acc/aux2: 0.7893, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.8038, loss/aux2: 0.8038 2020-10-23 23:06:30,586 - mmaction - INFO - Epoch [79][240/396] lr: 1.500e-03, eta: 2:01:26, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.8401, top5_acc: 0.9471, loss_cls: 0.6202, loss: 0.6202, grad_norm: 3.1438, top1_acc/aux0: 0.8147, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7028, loss/aux0: 0.7028, top1_acc/aux1: 0.8232, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6471, loss/aux1: 0.6471, top1_acc/aux2: 0.7904, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.8045, loss/aux2: 0.8045 2020-10-23 23:07:16,960 - mmaction - INFO - Epoch [79][260/396] lr: 1.500e-03, eta: 2:01:09, time: 0.970, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9531, loss_cls: 0.5830, loss: 0.5830, grad_norm: 3.2648, top1_acc/aux0: 0.8120, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7143, loss/aux0: 0.7143, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6344, loss/aux1: 0.6344, top1_acc/aux2: 0.7977, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.7771, loss/aux2: 0.7771 2020-10-23 23:08:03,019 - mmaction - INFO - Epoch [79][280/396] lr: 1.500e-03, eta: 2:00:52, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.8411, top5_acc: 0.9534, loss_cls: 0.6030, loss: 0.6030, grad_norm: 3.3818, top1_acc/aux0: 0.8063, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7290, loss/aux0: 0.7290, top1_acc/aux1: 0.8294, top5_acc/aux1: 0.9562, loss_cls/aux1: 0.6311, loss/aux1: 0.6311, top1_acc/aux2: 0.7997, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7582, loss/aux2: 0.7582 2020-10-23 23:08:46,946 - mmaction - INFO - Epoch [79][300/396] lr: 1.500e-03, eta: 2:00:35, time: 0.902, data_time: 0.006, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9500, loss_cls: 0.6211, loss: 0.6211, grad_norm: 3.3463, top1_acc/aux0: 0.8097, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7220, loss/aux0: 0.7220, top1_acc/aux1: 0.8268, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6536, loss/aux1: 0.6536, top1_acc/aux2: 0.7961, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7751, loss/aux2: 0.7751 2020-10-23 23:09:31,846 - mmaction - INFO - Epoch [79][320/396] lr: 1.500e-03, eta: 2:00:18, time: 0.823, data_time: 0.153, memory: 8337, top1_acc: 0.8341, top5_acc: 0.9531, loss_cls: 0.6255, loss: 0.6255, grad_norm: 3.3168, top1_acc/aux0: 0.8134, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7132, loss/aux0: 0.7132, top1_acc/aux1: 0.8302, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6415, loss/aux1: 0.6415, top1_acc/aux2: 0.7922, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8140, loss/aux2: 0.8140 2020-10-23 23:10:19,328 - mmaction - INFO - Epoch [79][340/396] lr: 1.500e-03, eta: 2:00:01, time: 0.970, data_time: 0.298, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9544, loss_cls: 0.5728, loss: 0.5728, grad_norm: 3.2698, top1_acc/aux0: 0.8112, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7142, loss/aux0: 0.7142, top1_acc/aux1: 0.8328, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6273, loss/aux1: 0.6273, top1_acc/aux2: 0.7932, top5_acc/aux2: 0.9247, loss_cls/aux2: 0.8285, loss/aux2: 0.8285 2020-10-23 23:11:03,677 - mmaction - INFO - Epoch [79][360/396] lr: 1.500e-03, eta: 1:59:44, time: 0.831, data_time: 0.239, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9448, loss_cls: 0.6301, loss: 0.6301, grad_norm: 3.2325, top1_acc/aux0: 0.8092, top5_acc/aux0: 0.9379, loss_cls/aux0: 0.7220, loss/aux0: 0.7220, top1_acc/aux1: 0.8336, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6438, loss/aux1: 0.6438, top1_acc/aux2: 0.7922, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.8196, loss/aux2: 0.8196 2020-10-23 23:11:50,573 - mmaction - INFO - Epoch [79][380/396] lr: 1.500e-03, eta: 1:59:27, time: 0.979, data_time: 0.384, memory: 8337, top1_acc: 0.8385, top5_acc: 0.9461, loss_cls: 0.6257, loss: 0.6257, grad_norm: 3.3168, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7246, loss/aux0: 0.7246, top1_acc/aux1: 0.8326, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6350, loss/aux1: 0.6350, top1_acc/aux2: 0.7893, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8051, loss/aux2: 0.8051 2020-10-23 23:12:30,790 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-10-23 23:16:22,734 - mmaction - INFO - Epoch [80][20/396] lr: 1.500e-03, eta: 1:58:53, time: 0.845, data_time: 0.000, memory: 8337, top1_acc: 0.8424, top5_acc: 0.9484, loss_cls: 0.6075, loss: 0.6075, grad_norm: 3.2373, top1_acc/aux0: 0.8083, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7294, loss/aux0: 0.7294, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9583, loss_cls/aux1: 0.6075, loss/aux1: 0.6075, top1_acc/aux2: 0.8156, top5_acc/aux2: 0.9396, loss_cls/aux2: 0.7382, loss/aux2: 0.7382 2020-10-23 23:17:06,206 - mmaction - INFO - Epoch [80][40/396] lr: 1.500e-03, eta: 1:58:35, time: 0.831, data_time: 0.000, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9477, loss_cls: 0.6223, loss: 0.6223, grad_norm: 3.3319, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7110, loss/aux0: 0.7110, top1_acc/aux1: 0.8299, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.6311, loss/aux1: 0.6311, top1_acc/aux2: 0.7917, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.8107, loss/aux2: 0.8107 2020-10-23 23:17:52,605 - mmaction - INFO - Epoch [80][60/396] lr: 1.500e-03, eta: 1:58:18, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.8383, top5_acc: 0.9492, loss_cls: 0.6227, loss: 0.6227, grad_norm: 3.2536, top1_acc/aux0: 0.8127, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7055, loss/aux0: 0.7055, top1_acc/aux1: 0.8227, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6789, loss/aux1: 0.6789, top1_acc/aux2: 0.7870, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8175, loss/aux2: 0.8175 2020-10-23 23:18:37,108 - mmaction - INFO - Epoch [80][80/396] lr: 1.500e-03, eta: 1:58:01, time: 0.919, data_time: 0.000, memory: 8337, top1_acc: 0.8385, top5_acc: 0.9464, loss_cls: 0.6064, loss: 0.6064, grad_norm: 3.2844, top1_acc/aux0: 0.8088, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7257, loss/aux0: 0.7257, top1_acc/aux1: 0.8227, top5_acc/aux1: 0.9458, loss_cls/aux1: 0.6864, loss/aux1: 0.6864, top1_acc/aux2: 0.7951, top5_acc/aux2: 0.9286, loss_cls/aux2: 0.7944, loss/aux2: 0.7944 2020-10-23 23:19:22,280 - mmaction - INFO - Epoch [80][100/396] lr: 1.500e-03, eta: 1:57:45, time: 0.935, data_time: 0.000, memory: 8337, top1_acc: 0.8326, top5_acc: 0.9417, loss_cls: 0.6350, loss: 0.6350, grad_norm: 3.2576, top1_acc/aux0: 0.8123, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7127, loss/aux0: 0.7127, top1_acc/aux1: 0.8167, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6792, loss/aux1: 0.6792, top1_acc/aux2: 0.7984, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7922, loss/aux2: 0.7922 2020-10-23 23:20:06,223 - mmaction - INFO - Epoch [80][120/396] lr: 1.500e-03, eta: 1:57:27, time: 0.854, data_time: 0.000, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9503, loss_cls: 0.5996, loss: 0.5996, grad_norm: 3.2254, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.7043, loss/aux0: 0.7043, top1_acc/aux1: 0.8159, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6752, loss/aux1: 0.6752, top1_acc/aux2: 0.8078, top5_acc/aux2: 0.9372, loss_cls/aux2: 0.7576, loss/aux2: 0.7576 2020-10-23 23:20:49,502 - mmaction - INFO - Epoch [80][140/396] lr: 1.500e-03, eta: 1:57:10, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.8362, top5_acc: 0.9490, loss_cls: 0.6417, loss: 0.6417, grad_norm: 3.3068, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.7095, loss/aux0: 0.7095, top1_acc/aux1: 0.8268, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6586, loss/aux1: 0.6586, top1_acc/aux2: 0.8034, top5_acc/aux2: 0.9336, loss_cls/aux2: 0.7655, loss/aux2: 0.7655 2020-10-23 23:21:33,376 - mmaction - INFO - Epoch [80][160/396] lr: 1.500e-03, eta: 1:56:53, time: 0.844, data_time: 0.000, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9469, loss_cls: 0.6201, loss: 0.6201, grad_norm: 3.2418, top1_acc/aux0: 0.8110, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7123, loss/aux0: 0.7123, top1_acc/aux1: 0.8336, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6281, loss/aux1: 0.6281, top1_acc/aux2: 0.7927, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7782, loss/aux2: 0.7782 2020-10-23 23:22:21,568 - mmaction - INFO - Epoch [80][180/396] lr: 1.500e-03, eta: 1:56:36, time: 1.027, data_time: 0.000, memory: 8337, top1_acc: 0.8443, top5_acc: 0.9466, loss_cls: 0.6244, loss: 0.6244, grad_norm: 3.2559, top1_acc/aux0: 0.8067, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7213, loss/aux0: 0.7213, top1_acc/aux1: 0.8341, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6368, loss/aux1: 0.6368, top1_acc/aux2: 0.7794, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.8044, loss/aux2: 0.8044 2020-10-23 23:23:08,559 - mmaction - INFO - Epoch [80][200/396] lr: 1.500e-03, eta: 1:56:20, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.8289, top5_acc: 0.9435, loss_cls: 0.6576, loss: 0.6576, grad_norm: 3.3894, top1_acc/aux0: 0.8082, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7203, loss/aux0: 0.7203, top1_acc/aux1: 0.8292, top5_acc/aux1: 0.9471, loss_cls/aux1: 0.6645, loss/aux1: 0.6645, top1_acc/aux2: 0.7807, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.8247, loss/aux2: 0.8247 2020-10-23 23:23:51,339 - mmaction - INFO - Epoch [80][220/396] lr: 1.500e-03, eta: 1:56:02, time: 0.833, data_time: 0.000, memory: 8337, top1_acc: 0.8401, top5_acc: 0.9492, loss_cls: 0.6266, loss: 0.6266, grad_norm: 3.3819, top1_acc/aux0: 0.8086, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7197, loss/aux0: 0.7197, top1_acc/aux1: 0.8159, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6767, loss/aux1: 0.6767, top1_acc/aux2: 0.7940, top5_acc/aux2: 0.9362, loss_cls/aux2: 0.7966, loss/aux2: 0.7966 2020-10-23 23:24:36,663 - mmaction - INFO - Epoch [80][240/396] lr: 1.500e-03, eta: 1:55:45, time: 0.893, data_time: 0.020, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9451, loss_cls: 0.6159, loss: 0.6159, grad_norm: 3.2394, top1_acc/aux0: 0.8111, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7131, loss/aux0: 0.7131, top1_acc/aux1: 0.8112, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6815, loss/aux1: 0.6815, top1_acc/aux2: 0.8036, top5_acc/aux2: 0.9396, loss_cls/aux2: 0.7660, loss/aux2: 0.7660 2020-10-23 23:25:22,395 - mmaction - INFO - Epoch [80][260/396] lr: 1.500e-03, eta: 1:55:29, time: 0.920, data_time: 0.192, memory: 8337, top1_acc: 0.8383, top5_acc: 0.9521, loss_cls: 0.6170, loss: 0.6170, grad_norm: 3.3894, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7104, loss/aux0: 0.7104, top1_acc/aux1: 0.8216, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6731, loss/aux1: 0.6731, top1_acc/aux2: 0.8029, top5_acc/aux2: 0.9352, loss_cls/aux2: 0.7751, loss/aux2: 0.7751 2020-10-23 23:26:07,848 - mmaction - INFO - Epoch [80][280/396] lr: 1.500e-03, eta: 1:55:12, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.8370, top5_acc: 0.9474, loss_cls: 0.6166, loss: 0.6166, grad_norm: 3.3792, top1_acc/aux0: 0.8081, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7181, loss/aux0: 0.7181, top1_acc/aux1: 0.8297, top5_acc/aux1: 0.9573, loss_cls/aux1: 0.6451, loss/aux1: 0.6451, top1_acc/aux2: 0.7917, top5_acc/aux2: 0.9372, loss_cls/aux2: 0.7847, loss/aux2: 0.7847 2020-10-23 23:26:52,576 - mmaction - INFO - Epoch [80][300/396] lr: 1.500e-03, eta: 1:54:54, time: 0.871, data_time: 0.000, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9451, loss_cls: 0.6170, loss: 0.6170, grad_norm: 3.2058, top1_acc/aux0: 0.8072, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7218, loss/aux0: 0.7218, top1_acc/aux1: 0.8294, top5_acc/aux1: 0.9570, loss_cls/aux1: 0.6391, loss/aux1: 0.6391, top1_acc/aux2: 0.7901, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7864, loss/aux2: 0.7864 2020-10-23 23:27:37,403 - mmaction - INFO - Epoch [80][320/396] lr: 1.500e-03, eta: 1:54:38, time: 0.956, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9456, loss_cls: 0.6312, loss: 0.6312, grad_norm: 3.2257, top1_acc/aux0: 0.8057, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7295, loss/aux0: 0.7295, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6527, loss/aux1: 0.6527, top1_acc/aux2: 0.7964, top5_acc/aux2: 0.9292, loss_cls/aux2: 0.7954, loss/aux2: 0.7954 2020-10-23 23:28:20,332 - mmaction - INFO - Epoch [80][340/396] lr: 1.500e-03, eta: 1:54:21, time: 0.870, data_time: 0.000, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9523, loss_cls: 0.6114, loss: 0.6114, grad_norm: 3.3301, top1_acc/aux0: 0.8061, top5_acc/aux0: 0.9368, loss_cls/aux0: 0.7352, loss/aux0: 0.7352, top1_acc/aux1: 0.8310, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6437, loss/aux1: 0.6437, top1_acc/aux2: 0.7854, top5_acc/aux2: 0.9232, loss_cls/aux2: 0.8458, loss/aux2: 0.8458 2020-10-23 23:29:06,472 - mmaction - INFO - Epoch [80][360/396] lr: 1.500e-03, eta: 1:54:04, time: 0.956, data_time: 0.000, memory: 8337, top1_acc: 0.8375, top5_acc: 0.9422, loss_cls: 0.6362, loss: 0.6362, grad_norm: 3.2606, top1_acc/aux0: 0.8070, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7284, loss/aux0: 0.7284, top1_acc/aux1: 0.8232, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6701, loss/aux1: 0.6701, top1_acc/aux2: 0.7862, top5_acc/aux2: 0.9286, loss_cls/aux2: 0.8430, loss/aux2: 0.8430 2020-10-23 23:29:51,974 - mmaction - INFO - Epoch [80][380/396] lr: 1.500e-03, eta: 1:53:47, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9510, loss_cls: 0.6050, loss: 0.6050, grad_norm: 3.2654, top1_acc/aux0: 0.8095, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7145, loss/aux0: 0.7145, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9474, loss_cls/aux1: 0.6691, loss/aux1: 0.6691, top1_acc/aux2: 0.7974, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7956, loss/aux2: 0.7956 2020-10-23 23:30:30,723 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-10-23 23:31:24,805 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-23 23:31:24,982 - mmaction - INFO - top1_acc 0.8057 top5_acc 0.9477 2020-10-23 23:31:24,982 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-23 23:31:25,031 - mmaction - INFO - mean_acc 0.8060 2020-10-23 23:31:25,032 - mmaction - INFO - Now best checkpoint is epoch_80.pth 2020-10-23 23:31:25,086 - mmaction - INFO - Epoch(val) [80][396] top1_acc: 0.8057, top5_acc: 0.9477, mean_class_accuracy: 0.8060 2020-10-23 23:34:37,345 - mmaction - INFO - Epoch [81][20/396] lr: 1.500e-04, eta: 1:53:12, time: 0.786, data_time: 0.000, memory: 8337, top1_acc: 0.8596, top5_acc: 0.9523, loss_cls: 0.5538, loss: 0.5538, grad_norm: 3.2080, top1_acc/aux0: 0.8119, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.7096, loss/aux0: 0.7096, top1_acc/aux1: 0.8370, top5_acc/aux1: 0.9568, loss_cls/aux1: 0.6231, loss/aux1: 0.6231, top1_acc/aux2: 0.8099, top5_acc/aux2: 0.9292, loss_cls/aux2: 0.7600, loss/aux2: 0.7600 2020-10-23 23:35:20,738 - mmaction - INFO - Epoch [81][40/396] lr: 1.500e-04, eta: 1:52:55, time: 0.824, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9505, loss_cls: 0.5968, loss: 0.5968, grad_norm: 3.1806, top1_acc/aux0: 0.8119, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.7159, loss/aux0: 0.7159, top1_acc/aux1: 0.8346, top5_acc/aux1: 0.9539, loss_cls/aux1: 0.6358, loss/aux1: 0.6358, top1_acc/aux2: 0.8018, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.7974, loss/aux2: 0.7974 2020-10-23 23:36:07,508 - mmaction - INFO - Epoch [81][60/396] lr: 1.500e-04, eta: 1:52:38, time: 0.912, data_time: 0.000, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9490, loss_cls: 0.5943, loss: 0.5943, grad_norm: 3.2930, top1_acc/aux0: 0.8140, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7166, loss/aux0: 0.7166, top1_acc/aux1: 0.8328, top5_acc/aux1: 0.9534, loss_cls/aux1: 0.6342, loss/aux1: 0.6342, top1_acc/aux2: 0.7906, top5_acc/aux2: 0.9258, loss_cls/aux2: 0.8279, loss/aux2: 0.8279 2020-10-23 23:36:51,970 - mmaction - INFO - Epoch [81][80/396] lr: 1.500e-04, eta: 1:52:21, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.8443, top5_acc: 0.9479, loss_cls: 0.6145, loss: 0.6145, grad_norm: 3.2658, top1_acc/aux0: 0.8155, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7040, loss/aux0: 0.7040, top1_acc/aux1: 0.8273, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6411, loss/aux1: 0.6411, top1_acc/aux2: 0.7951, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7835, loss/aux2: 0.7835 2020-10-23 23:37:37,698 - mmaction - INFO - Epoch [81][100/396] lr: 1.500e-04, eta: 1:52:05, time: 0.969, data_time: 0.000, memory: 8337, top1_acc: 0.8315, top5_acc: 0.9432, loss_cls: 0.6509, loss: 0.6509, grad_norm: 3.3254, top1_acc/aux0: 0.8101, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.7114, loss/aux0: 0.7114, top1_acc/aux1: 0.8299, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6449, loss/aux1: 0.6449, top1_acc/aux2: 0.7958, top5_acc/aux2: 0.9346, loss_cls/aux2: 0.7658, loss/aux2: 0.7658 2020-10-23 23:38:21,158 - mmaction - INFO - Epoch [81][120/396] lr: 1.500e-04, eta: 1:51:48, time: 0.880, data_time: 0.003, memory: 8337, top1_acc: 0.8438, top5_acc: 0.9523, loss_cls: 0.6063, loss: 0.6063, grad_norm: 3.3787, top1_acc/aux0: 0.8071, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7226, loss/aux0: 0.7226, top1_acc/aux1: 0.8401, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6196, loss/aux1: 0.6196, top1_acc/aux2: 0.7917, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.8014, loss/aux2: 0.8014 2020-10-23 23:39:08,788 - mmaction - INFO - Epoch [81][140/396] lr: 1.500e-04, eta: 1:51:31, time: 0.953, data_time: 0.000, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9471, loss_cls: 0.6057, loss: 0.6057, grad_norm: 3.1958, top1_acc/aux0: 0.8100, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.7151, loss/aux0: 0.7151, top1_acc/aux1: 0.8378, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6259, loss/aux1: 0.6259, top1_acc/aux2: 0.7911, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.8016, loss/aux2: 0.8016 2020-10-23 23:39:55,707 - mmaction - INFO - Epoch [81][160/396] lr: 1.500e-04, eta: 1:51:14, time: 0.956, data_time: 0.000, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9510, loss_cls: 0.6172, loss: 0.6172, grad_norm: 3.3358, top1_acc/aux0: 0.8080, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7252, loss/aux0: 0.7252, top1_acc/aux1: 0.8328, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6373, loss/aux1: 0.6373, top1_acc/aux2: 0.7961, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7776, loss/aux2: 0.7776 2020-10-23 23:40:39,292 - mmaction - INFO - Epoch [81][180/396] lr: 1.500e-04, eta: 1:50:57, time: 0.879, data_time: 0.006, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9479, loss_cls: 0.6196, loss: 0.6196, grad_norm: 3.2822, top1_acc/aux0: 0.8095, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7184, loss/aux0: 0.7184, top1_acc/aux1: 0.8344, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6320, loss/aux1: 0.6320, top1_acc/aux2: 0.7956, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.7960, loss/aux2: 0.7960 2020-10-23 23:41:44,788 - mmaction - INFO - Epoch [81][200/396] lr: 1.500e-04, eta: 1:50:44, time: 1.730, data_time: 0.000, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9487, loss_cls: 0.6164, loss: 0.6164, grad_norm: 3.2946, top1_acc/aux0: 0.8137, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.7015, loss/aux0: 0.7015, top1_acc/aux1: 0.8344, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6295, loss/aux1: 0.6295, top1_acc/aux2: 0.7844, top5_acc/aux2: 0.9237, loss_cls/aux2: 0.8215, loss/aux2: 0.8215 2020-10-23 23:42:35,556 - mmaction - INFO - Epoch [81][220/396] lr: 1.500e-04, eta: 1:50:27, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9568, loss_cls: 0.5802, loss: 0.5802, grad_norm: 3.2662, top1_acc/aux0: 0.8150, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.6969, loss/aux0: 0.6969, top1_acc/aux1: 0.8263, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.6643, loss/aux1: 0.6643, top1_acc/aux2: 0.7938, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.7948, loss/aux2: 0.7948 2020-10-23 23:43:20,036 - mmaction - INFO - Epoch [81][240/396] lr: 1.500e-04, eta: 1:50:10, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9479, loss_cls: 0.5978, loss: 0.5978, grad_norm: 3.2749, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.7015, loss/aux0: 0.7015, top1_acc/aux1: 0.8336, top5_acc/aux1: 0.9490, loss_cls/aux1: 0.6522, loss/aux1: 0.6522, top1_acc/aux2: 0.7953, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.7868, loss/aux2: 0.7868 2020-10-23 23:44:03,627 - mmaction - INFO - Epoch [81][260/396] lr: 1.500e-04, eta: 1:49:53, time: 0.829, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9461, loss_cls: 0.6105, loss: 0.6105, grad_norm: 3.2099, top1_acc/aux0: 0.8155, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7087, loss/aux0: 0.7087, top1_acc/aux1: 0.8414, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6242, loss/aux1: 0.6242, top1_acc/aux2: 0.7948, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7727, loss/aux2: 0.7727 2020-10-23 23:44:50,463 - mmaction - INFO - Epoch [81][280/396] lr: 1.500e-04, eta: 1:49:36, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9503, loss_cls: 0.5847, loss: 0.5847, grad_norm: 3.2205, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9383, loss_cls/aux0: 0.7089, loss/aux0: 0.7089, top1_acc/aux1: 0.8359, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6238, loss/aux1: 0.6238, top1_acc/aux2: 0.8010, top5_acc/aux2: 0.9352, loss_cls/aux2: 0.7650, loss/aux2: 0.7650 2020-10-23 23:45:36,039 - mmaction - INFO - Epoch [81][300/396] lr: 1.500e-04, eta: 1:49:19, time: 0.963, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9497, loss_cls: 0.5882, loss: 0.5882, grad_norm: 3.2590, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9378, loss_cls/aux0: 0.7053, loss/aux0: 0.7053, top1_acc/aux1: 0.8310, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6419, loss/aux1: 0.6419, top1_acc/aux2: 0.7940, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7822, loss/aux2: 0.7822 2020-10-23 23:46:21,740 - mmaction - INFO - Epoch [81][320/396] lr: 1.500e-04, eta: 1:49:02, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9529, loss_cls: 0.5934, loss: 0.5934, grad_norm: 3.3440, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7101, loss/aux0: 0.7101, top1_acc/aux1: 0.8214, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6721, loss/aux1: 0.6721, top1_acc/aux2: 0.7891, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.7939, loss/aux2: 0.7939 2020-10-23 23:47:05,646 - mmaction - INFO - Epoch [81][340/396] lr: 1.500e-04, eta: 1:48:45, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9479, loss_cls: 0.6006, loss: 0.6006, grad_norm: 3.2381, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9381, loss_cls/aux0: 0.7151, loss/aux0: 0.7151, top1_acc/aux1: 0.8227, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6804, loss/aux1: 0.6804, top1_acc/aux2: 0.7875, top5_acc/aux2: 0.9286, loss_cls/aux2: 0.8136, loss/aux2: 0.8136 2020-10-23 23:47:49,817 - mmaction - INFO - Epoch [81][360/396] lr: 1.500e-04, eta: 1:48:28, time: 0.866, data_time: 0.000, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9437, loss_cls: 0.6055, loss: 0.6055, grad_norm: 3.2906, top1_acc/aux0: 0.8145, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7071, loss/aux0: 0.7071, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9453, loss_cls/aux1: 0.6757, loss/aux1: 0.6757, top1_acc/aux2: 0.8013, top5_acc/aux2: 0.9372, loss_cls/aux2: 0.7708, loss/aux2: 0.7708 2020-10-23 23:48:34,889 - mmaction - INFO - Epoch [81][380/396] lr: 1.500e-04, eta: 1:48:11, time: 0.870, data_time: 0.005, memory: 8337, top1_acc: 0.8521, top5_acc: 0.9534, loss_cls: 0.5775, loss: 0.5775, grad_norm: 3.1969, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.7034, loss/aux0: 0.7034, top1_acc/aux1: 0.8357, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6250, loss/aux1: 0.6250, top1_acc/aux2: 0.7995, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7664, loss/aux2: 0.7664 2020-10-23 23:49:13,124 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-10-23 23:52:47,387 - mmaction - INFO - Epoch [82][20/396] lr: 1.500e-04, eta: 1:47:36, time: 0.828, data_time: 0.000, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9456, loss_cls: 0.6055, loss: 0.6055, grad_norm: 3.2287, top1_acc/aux0: 0.8171, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6950, loss/aux0: 0.6950, top1_acc/aux1: 0.8417, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6182, loss/aux1: 0.6182, top1_acc/aux2: 0.7828, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8547, loss/aux2: 0.8547 2020-10-23 23:54:12,325 - mmaction - INFO - Epoch [82][40/396] lr: 1.500e-04, eta: 1:47:23, time: 1.784, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9484, loss_cls: 0.6281, loss: 0.6281, grad_norm: 3.2001, top1_acc/aux0: 0.8199, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6839, loss/aux0: 0.6839, top1_acc/aux1: 0.8404, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6296, loss/aux1: 0.6296, top1_acc/aux2: 0.7987, top5_acc/aux2: 0.9352, loss_cls/aux2: 0.7807, loss/aux2: 0.7807 2020-10-23 23:55:35,148 - mmaction - INFO - Epoch [82][60/396] lr: 1.500e-04, eta: 1:47:10, time: 1.689, data_time: 0.000, memory: 8337, top1_acc: 0.8521, top5_acc: 0.9586, loss_cls: 0.5650, loss: 0.5650, grad_norm: 3.3528, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7025, loss/aux0: 0.7025, top1_acc/aux1: 0.8359, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6394, loss/aux1: 0.6394, top1_acc/aux2: 0.8070, top5_acc/aux2: 0.9401, loss_cls/aux2: 0.7362, loss/aux2: 0.7362 2020-10-23 23:56:56,010 - mmaction - INFO - Epoch [82][80/396] lr: 1.500e-04, eta: 1:46:57, time: 1.659, data_time: 0.000, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9500, loss_cls: 0.6013, loss: 0.6013, grad_norm: 3.1756, top1_acc/aux0: 0.8104, top5_acc/aux0: 0.9380, loss_cls/aux0: 0.7132, loss/aux0: 0.7132, top1_acc/aux1: 0.8315, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6514, loss/aux1: 0.6514, top1_acc/aux2: 0.8049, top5_acc/aux2: 0.9352, loss_cls/aux2: 0.7401, loss/aux2: 0.7401 2020-10-23 23:57:43,854 - mmaction - INFO - Epoch [82][100/396] lr: 1.500e-04, eta: 1:46:40, time: 0.921, data_time: 0.000, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9464, loss_cls: 0.6034, loss: 0.6034, grad_norm: 3.2486, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7074, loss/aux0: 0.7074, top1_acc/aux1: 0.8380, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6415, loss/aux1: 0.6415, top1_acc/aux2: 0.8018, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7524, loss/aux2: 0.7524 2020-10-23 23:58:27,542 - mmaction - INFO - Epoch [82][120/396] lr: 1.500e-04, eta: 1:46:22, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9510, loss_cls: 0.5808, loss: 0.5808, grad_norm: 3.2912, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7198, loss/aux0: 0.7198, top1_acc/aux1: 0.8383, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6360, loss/aux1: 0.6360, top1_acc/aux2: 0.8042, top5_acc/aux2: 0.9375, loss_cls/aux2: 0.7590, loss/aux2: 0.7590 2020-10-23 23:59:14,156 - mmaction - INFO - Epoch [82][140/396] lr: 1.500e-04, eta: 1:46:06, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.8552, top5_acc: 0.9523, loss_cls: 0.5754, loss: 0.5754, grad_norm: 3.2789, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7015, loss/aux0: 0.7015, top1_acc/aux1: 0.8310, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6491, loss/aux1: 0.6491, top1_acc/aux2: 0.8057, top5_acc/aux2: 0.9313, loss_cls/aux2: 0.7738, loss/aux2: 0.7738 2020-10-24 00:00:00,098 - mmaction - INFO - Epoch [82][160/396] lr: 1.500e-04, eta: 1:45:49, time: 0.875, data_time: 0.000, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9549, loss_cls: 0.5835, loss: 0.5835, grad_norm: 3.1723, top1_acc/aux0: 0.8165, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.6969, loss/aux0: 0.6969, top1_acc/aux1: 0.8367, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6101, loss/aux1: 0.6101, top1_acc/aux2: 0.8083, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.7787, loss/aux2: 0.7787 2020-10-24 00:00:49,115 - mmaction - INFO - Epoch [82][180/396] lr: 1.500e-04, eta: 1:45:32, time: 0.923, data_time: 0.011, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9471, loss_cls: 0.5885, loss: 0.5885, grad_norm: 3.2447, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7028, loss/aux0: 0.7028, top1_acc/aux1: 0.8341, top5_acc/aux1: 0.9583, loss_cls/aux1: 0.6138, loss/aux1: 0.6138, top1_acc/aux2: 0.8096, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7560, loss/aux2: 0.7560 2020-10-24 00:01:34,219 - mmaction - INFO - Epoch [82][200/396] lr: 1.500e-04, eta: 1:45:14, time: 0.859, data_time: 0.000, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9482, loss_cls: 0.5885, loss: 0.5885, grad_norm: 3.2300, top1_acc/aux0: 0.8158, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6946, loss/aux0: 0.6946, top1_acc/aux1: 0.8268, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6580, loss/aux1: 0.6580, top1_acc/aux2: 0.7987, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.7759, loss/aux2: 0.7759 2020-10-24 00:02:20,755 - mmaction - INFO - Epoch [82][220/396] lr: 1.500e-04, eta: 1:44:57, time: 0.941, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9458, loss_cls: 0.6101, loss: 0.6101, grad_norm: 3.2344, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7020, loss/aux0: 0.7020, top1_acc/aux1: 0.8349, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6306, loss/aux1: 0.6306, top1_acc/aux2: 0.8026, top5_acc/aux2: 0.9359, loss_cls/aux2: 0.7521, loss/aux2: 0.7521 2020-10-24 00:03:06,895 - mmaction - INFO - Epoch [82][240/396] lr: 1.500e-04, eta: 1:44:41, time: 1.078, data_time: 0.000, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9518, loss_cls: 0.5867, loss: 0.5867, grad_norm: 3.2464, top1_acc/aux0: 0.8153, top5_acc/aux0: 0.9384, loss_cls/aux0: 0.7085, loss/aux0: 0.7085, top1_acc/aux1: 0.8349, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6326, loss/aux1: 0.6326, top1_acc/aux2: 0.7982, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7529, loss/aux2: 0.7529 2020-10-24 00:03:48,119 - mmaction - INFO - Epoch [82][260/396] lr: 1.500e-04, eta: 1:44:24, time: 0.827, data_time: 0.000, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9521, loss_cls: 0.5622, loss: 0.5622, grad_norm: 3.2540, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6972, loss/aux0: 0.6972, top1_acc/aux1: 0.8260, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6685, loss/aux1: 0.6685, top1_acc/aux2: 0.7987, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.7789, loss/aux2: 0.7789 2020-10-24 00:04:41,045 - mmaction - INFO - Epoch [82][280/396] lr: 1.500e-04, eta: 1:44:08, time: 1.093, data_time: 0.000, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9445, loss_cls: 0.6011, loss: 0.6011, grad_norm: 3.2062, top1_acc/aux0: 0.8165, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6980, loss/aux0: 0.6980, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6424, loss/aux1: 0.6424, top1_acc/aux2: 0.8049, top5_acc/aux2: 0.9294, loss_cls/aux2: 0.7654, loss/aux2: 0.7654 2020-10-24 00:05:25,317 - mmaction - INFO - Epoch [82][300/396] lr: 1.500e-04, eta: 1:43:50, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9518, loss_cls: 0.5827, loss: 0.5827, grad_norm: 3.2825, top1_acc/aux0: 0.8136, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7126, loss/aux0: 0.7126, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6291, loss/aux1: 0.6291, top1_acc/aux2: 0.7997, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.7571, loss/aux2: 0.7571 2020-10-24 00:06:13,423 - mmaction - INFO - Epoch [82][320/396] lr: 1.500e-04, eta: 1:43:34, time: 0.969, data_time: 0.000, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9510, loss_cls: 0.5895, loss: 0.5895, grad_norm: 3.2801, top1_acc/aux0: 0.8124, top5_acc/aux0: 0.9386, loss_cls/aux0: 0.7199, loss/aux0: 0.7199, top1_acc/aux1: 0.8315, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6437, loss/aux1: 0.6437, top1_acc/aux2: 0.8023, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.7571, loss/aux2: 0.7571 2020-10-24 00:07:00,307 - mmaction - INFO - Epoch [82][340/396] lr: 1.500e-04, eta: 1:43:17, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9461, loss_cls: 0.6154, loss: 0.6154, grad_norm: 3.3405, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7214, loss/aux0: 0.7214, top1_acc/aux1: 0.8313, top5_acc/aux1: 0.9490, loss_cls/aux1: 0.6452, loss/aux1: 0.6452, top1_acc/aux2: 0.8055, top5_acc/aux2: 0.9359, loss_cls/aux2: 0.7535, loss/aux2: 0.7535 2020-10-24 00:07:49,430 - mmaction - INFO - Epoch [82][360/396] lr: 1.500e-04, eta: 1:43:00, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9542, loss_cls: 0.5891, loss: 0.5891, grad_norm: 3.3390, top1_acc/aux0: 0.8116, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7075, loss/aux0: 0.7075, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6409, loss/aux1: 0.6409, top1_acc/aux2: 0.7961, top5_acc/aux2: 0.9331, loss_cls/aux2: 0.7839, loss/aux2: 0.7839 2020-10-24 00:08:33,203 - mmaction - INFO - Epoch [82][380/396] lr: 1.500e-04, eta: 1:42:43, time: 0.907, data_time: 0.195, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9500, loss_cls: 0.6074, loss: 0.6074, grad_norm: 3.2070, top1_acc/aux0: 0.8108, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6995, loss/aux0: 0.6995, top1_acc/aux1: 0.8297, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6380, loss/aux1: 0.6380, top1_acc/aux2: 0.7909, top5_acc/aux2: 0.9247, loss_cls/aux2: 0.8175, loss/aux2: 0.8175 2020-10-24 00:09:19,137 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-10-24 00:13:15,620 - mmaction - INFO - Epoch [83][20/396] lr: 1.500e-04, eta: 1:42:09, time: 0.984, data_time: 0.000, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9518, loss_cls: 0.5772, loss: 0.5772, grad_norm: 3.2453, top1_acc/aux0: 0.8206, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6889, loss/aux0: 0.6889, top1_acc/aux1: 0.8307, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6378, loss/aux1: 0.6378, top1_acc/aux2: 0.8063, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.7778, loss/aux2: 0.7778 2020-10-24 00:13:58,143 - mmaction - INFO - Epoch [83][40/396] lr: 1.500e-04, eta: 1:41:52, time: 0.937, data_time: 0.000, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9492, loss_cls: 0.5917, loss: 0.5917, grad_norm: 3.3457, top1_acc/aux0: 0.8165, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7071, loss/aux0: 0.7071, top1_acc/aux1: 0.8336, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6303, loss/aux1: 0.6303, top1_acc/aux2: 0.8005, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.7766, loss/aux2: 0.7766 2020-10-24 00:14:44,062 - mmaction - INFO - Epoch [83][60/396] lr: 1.500e-04, eta: 1:41:36, time: 0.958, data_time: 0.000, memory: 8337, top1_acc: 0.8589, top5_acc: 0.9534, loss_cls: 0.5650, loss: 0.5650, grad_norm: 3.1395, top1_acc/aux0: 0.8131, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7113, loss/aux0: 0.7113, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6274, loss/aux1: 0.6274, top1_acc/aux2: 0.8026, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7585, loss/aux2: 0.7585 2020-10-24 00:15:29,054 - mmaction - INFO - Epoch [83][80/396] lr: 1.500e-04, eta: 1:41:18, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9453, loss_cls: 0.6135, loss: 0.6135, grad_norm: 3.2790, top1_acc/aux0: 0.8116, top5_acc/aux0: 0.9392, loss_cls/aux0: 0.7092, loss/aux0: 0.7092, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6430, loss/aux1: 0.6430, top1_acc/aux2: 0.8010, top5_acc/aux2: 0.9349, loss_cls/aux2: 0.7761, loss/aux2: 0.7761 2020-10-24 00:16:12,280 - mmaction - INFO - Epoch [83][100/396] lr: 1.500e-04, eta: 1:41:01, time: 0.851, data_time: 0.000, memory: 8337, top1_acc: 0.8365, top5_acc: 0.9484, loss_cls: 0.6301, loss: 0.6301, grad_norm: 3.2037, top1_acc/aux0: 0.8145, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7114, loss/aux0: 0.7114, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6530, loss/aux1: 0.6530, top1_acc/aux2: 0.8042, top5_acc/aux2: 0.9346, loss_cls/aux2: 0.7821, loss/aux2: 0.7821 2020-10-24 00:16:59,039 - mmaction - INFO - Epoch [83][120/396] lr: 1.500e-04, eta: 1:40:45, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9477, loss_cls: 0.6144, loss: 0.6144, grad_norm: 3.3136, top1_acc/aux0: 0.8179, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7059, loss/aux0: 0.7059, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6392, loss/aux1: 0.6392, top1_acc/aux2: 0.8107, top5_acc/aux2: 0.9375, loss_cls/aux2: 0.7391, loss/aux2: 0.7391 2020-10-24 00:17:44,660 - mmaction - INFO - Epoch [83][140/396] lr: 1.500e-04, eta: 1:40:28, time: 0.938, data_time: 0.000, memory: 8337, top1_acc: 0.8396, top5_acc: 0.9490, loss_cls: 0.6166, loss: 0.6166, grad_norm: 3.2649, top1_acc/aux0: 0.8149, top5_acc/aux0: 0.9367, loss_cls/aux0: 0.7123, loss/aux0: 0.7123, top1_acc/aux1: 0.8388, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6214, loss/aux1: 0.6214, top1_acc/aux2: 0.8008, top5_acc/aux2: 0.9359, loss_cls/aux2: 0.7525, loss/aux2: 0.7525 2020-10-24 00:18:31,455 - mmaction - INFO - Epoch [83][160/396] lr: 1.500e-04, eta: 1:40:10, time: 0.880, data_time: 0.000, memory: 8337, top1_acc: 0.8563, top5_acc: 0.9544, loss_cls: 0.5647, loss: 0.5647, grad_norm: 3.1628, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9365, loss_cls/aux0: 0.7068, loss/aux0: 0.7068, top1_acc/aux1: 0.8437, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.5999, loss/aux1: 0.5999, top1_acc/aux2: 0.8013, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7667, loss/aux2: 0.7667 2020-10-24 00:19:15,251 - mmaction - INFO - Epoch [83][180/396] lr: 1.500e-04, eta: 1:39:53, time: 0.844, data_time: 0.000, memory: 8337, top1_acc: 0.8383, top5_acc: 0.9424, loss_cls: 0.6284, loss: 0.6284, grad_norm: 3.3086, top1_acc/aux0: 0.8149, top5_acc/aux0: 0.9377, loss_cls/aux0: 0.7055, loss/aux0: 0.7055, top1_acc/aux1: 0.8432, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6149, loss/aux1: 0.6149, top1_acc/aux2: 0.8091, top5_acc/aux2: 0.9398, loss_cls/aux2: 0.7496, loss/aux2: 0.7496 2020-10-24 00:20:01,960 - mmaction - INFO - Epoch [83][200/396] lr: 1.500e-04, eta: 1:39:36, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9513, loss_cls: 0.6046, loss: 0.6046, grad_norm: 3.2428, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7133, loss/aux0: 0.7133, top1_acc/aux1: 0.8380, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6319, loss/aux1: 0.6319, top1_acc/aux2: 0.8112, top5_acc/aux2: 0.9401, loss_cls/aux2: 0.7393, loss/aux2: 0.7393 2020-10-24 00:20:49,315 - mmaction - INFO - Epoch [83][220/396] lr: 1.500e-04, eta: 1:39:19, time: 1.060, data_time: 0.000, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9568, loss_cls: 0.5547, loss: 0.5547, grad_norm: 3.1998, top1_acc/aux0: 0.8119, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.7060, loss/aux0: 0.7060, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9570, loss_cls/aux1: 0.6072, loss/aux1: 0.6072, top1_acc/aux2: 0.8042, top5_acc/aux2: 0.9326, loss_cls/aux2: 0.7524, loss/aux2: 0.7524 2020-10-24 00:21:33,477 - mmaction - INFO - Epoch [83][240/396] lr: 1.500e-04, eta: 1:39:02, time: 0.849, data_time: 0.000, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9471, loss_cls: 0.6025, loss: 0.6025, grad_norm: 3.2427, top1_acc/aux0: 0.8165, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6949, loss/aux0: 0.6949, top1_acc/aux1: 0.8367, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6030, loss/aux1: 0.6030, top1_acc/aux2: 0.7906, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.7947, loss/aux2: 0.7947 2020-10-24 00:22:19,775 - mmaction - INFO - Epoch [83][260/396] lr: 1.500e-04, eta: 1:38:45, time: 0.883, data_time: 0.000, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9482, loss_cls: 0.6026, loss: 0.6026, grad_norm: 3.2842, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.6958, loss/aux0: 0.6958, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6247, loss/aux1: 0.6247, top1_acc/aux2: 0.7898, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7914, loss/aux2: 0.7914 2020-10-24 00:23:05,957 - mmaction - INFO - Epoch [83][280/396] lr: 1.500e-04, eta: 1:38:28, time: 0.903, data_time: 0.000, memory: 8337, top1_acc: 0.8531, top5_acc: 0.9529, loss_cls: 0.5653, loss: 0.5653, grad_norm: 3.2516, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7025, loss/aux0: 0.7025, top1_acc/aux1: 0.8273, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6531, loss/aux1: 0.6531, top1_acc/aux2: 0.8049, top5_acc/aux2: 0.9299, loss_cls/aux2: 0.7587, loss/aux2: 0.7587 2020-10-24 00:23:51,084 - mmaction - INFO - Epoch [83][300/396] lr: 1.500e-04, eta: 1:38:11, time: 0.885, data_time: 0.286, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9565, loss_cls: 0.5572, loss: 0.5572, grad_norm: 3.2288, top1_acc/aux0: 0.8092, top5_acc/aux0: 0.9371, loss_cls/aux0: 0.7169, loss/aux0: 0.7169, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6492, loss/aux1: 0.6492, top1_acc/aux2: 0.8148, top5_acc/aux2: 0.9326, loss_cls/aux2: 0.7410, loss/aux2: 0.7410 2020-10-24 00:24:34,494 - mmaction - INFO - Epoch [83][320/396] lr: 1.500e-04, eta: 1:37:53, time: 0.836, data_time: 0.190, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9505, loss_cls: 0.5759, loss: 0.5759, grad_norm: 3.1650, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9392, loss_cls/aux0: 0.7093, loss/aux0: 0.7093, top1_acc/aux1: 0.8365, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6401, loss/aux1: 0.6401, top1_acc/aux2: 0.8089, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.7405, loss/aux2: 0.7405 2020-10-24 00:25:19,551 - mmaction - INFO - Epoch [83][340/396] lr: 1.500e-04, eta: 1:37:36, time: 0.902, data_time: 0.224, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9578, loss_cls: 0.5588, loss: 0.5588, grad_norm: 3.2772, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6926, loss/aux0: 0.6926, top1_acc/aux1: 0.8398, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6125, loss/aux1: 0.6125, top1_acc/aux2: 0.7951, top5_acc/aux2: 0.9336, loss_cls/aux2: 0.7668, loss/aux2: 0.7668 2020-10-24 00:26:03,927 - mmaction - INFO - Epoch [83][360/396] lr: 1.500e-04, eta: 1:37:19, time: 0.846, data_time: 0.000, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9500, loss_cls: 0.5927, loss: 0.5927, grad_norm: 3.2986, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.7017, loss/aux0: 0.7017, top1_acc/aux1: 0.8409, top5_acc/aux1: 0.9578, loss_cls/aux1: 0.5737, loss/aux1: 0.5737, top1_acc/aux2: 0.7997, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7713, loss/aux2: 0.7713 2020-10-24 00:26:51,247 - mmaction - INFO - Epoch [83][380/396] lr: 1.500e-04, eta: 1:37:02, time: 0.990, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9552, loss_cls: 0.5772, loss: 0.5772, grad_norm: 3.2287, top1_acc/aux0: 0.8129, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7062, loss/aux0: 0.7062, top1_acc/aux1: 0.8401, top5_acc/aux1: 0.9591, loss_cls/aux1: 0.5895, loss/aux1: 0.5895, top1_acc/aux2: 0.8049, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.7738, loss/aux2: 0.7738 2020-10-24 00:27:30,224 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-10-24 00:31:08,186 - mmaction - INFO - Epoch [84][20/396] lr: 1.500e-04, eta: 1:36:28, time: 0.828, data_time: 0.000, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9568, loss_cls: 0.5748, loss: 0.5748, grad_norm: 3.1998, top1_acc/aux0: 0.8108, top5_acc/aux0: 0.9374, loss_cls/aux0: 0.7103, loss/aux0: 0.7103, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6414, loss/aux1: 0.6414, top1_acc/aux2: 0.7984, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.7976, loss/aux2: 0.7976 2020-10-24 00:31:56,235 - mmaction - INFO - Epoch [84][40/396] lr: 1.500e-04, eta: 1:36:11, time: 0.920, data_time: 0.000, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9562, loss_cls: 0.5679, loss: 0.5679, grad_norm: 3.2043, top1_acc/aux0: 0.8116, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7026, loss/aux0: 0.7026, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6233, loss/aux1: 0.6233, top1_acc/aux2: 0.8031, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.7869, loss/aux2: 0.7869 2020-10-24 00:32:42,552 - mmaction - INFO - Epoch [84][60/396] lr: 1.500e-04, eta: 1:35:54, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9484, loss_cls: 0.5951, loss: 0.5951, grad_norm: 3.2393, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6911, loss/aux0: 0.6911, top1_acc/aux1: 0.8362, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6263, loss/aux1: 0.6263, top1_acc/aux2: 0.8003, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.7718, loss/aux2: 0.7718 2020-10-24 00:33:26,778 - mmaction - INFO - Epoch [84][80/396] lr: 1.500e-04, eta: 1:35:37, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9464, loss_cls: 0.6023, loss: 0.6023, grad_norm: 3.2588, top1_acc/aux0: 0.8173, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6976, loss/aux0: 0.6976, top1_acc/aux1: 0.8292, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6337, loss/aux1: 0.6337, top1_acc/aux2: 0.7992, top5_acc/aux2: 0.9378, loss_cls/aux2: 0.7525, loss/aux2: 0.7525 2020-10-24 00:34:12,603 - mmaction - INFO - Epoch [84][100/396] lr: 1.500e-04, eta: 1:35:20, time: 0.914, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9523, loss_cls: 0.5735, loss: 0.5735, grad_norm: 3.2869, top1_acc/aux0: 0.8127, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7113, loss/aux0: 0.7113, top1_acc/aux1: 0.8357, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6325, loss/aux1: 0.6325, top1_acc/aux2: 0.7961, top5_acc/aux2: 0.9349, loss_cls/aux2: 0.7618, loss/aux2: 0.7618 2020-10-24 00:34:58,391 - mmaction - INFO - Epoch [84][120/396] lr: 1.500e-04, eta: 1:35:03, time: 0.867, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9552, loss_cls: 0.5839, loss: 0.5839, grad_norm: 3.2535, top1_acc/aux0: 0.8149, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7050, loss/aux0: 0.7050, top1_acc/aux1: 0.8378, top5_acc/aux1: 0.9471, loss_cls/aux1: 0.6387, loss/aux1: 0.6387, top1_acc/aux2: 0.7982, top5_acc/aux2: 0.9370, loss_cls/aux2: 0.7536, loss/aux2: 0.7536 2020-10-24 00:35:44,544 - mmaction - INFO - Epoch [84][140/396] lr: 1.500e-04, eta: 1:34:46, time: 1.014, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9490, loss_cls: 0.5970, loss: 0.5970, grad_norm: 3.2090, top1_acc/aux0: 0.8192, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6820, loss/aux0: 0.6820, top1_acc/aux1: 0.8367, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6274, loss/aux1: 0.6274, top1_acc/aux2: 0.8057, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7388, loss/aux2: 0.7388 2020-10-24 00:36:29,253 - mmaction - INFO - Epoch [84][160/396] lr: 1.500e-04, eta: 1:34:29, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9536, loss_cls: 0.5802, loss: 0.5802, grad_norm: 3.3058, top1_acc/aux0: 0.8178, top5_acc/aux0: 0.9455, loss_cls/aux0: 0.6810, loss/aux0: 0.6810, top1_acc/aux1: 0.8344, top5_acc/aux1: 0.9578, loss_cls/aux1: 0.6235, loss/aux1: 0.6235, top1_acc/aux2: 0.8044, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7543, loss/aux2: 0.7543 2020-10-24 00:37:16,795 - mmaction - INFO - Epoch [84][180/396] lr: 1.500e-04, eta: 1:34:13, time: 1.012, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9542, loss_cls: 0.5636, loss: 0.5636, grad_norm: 3.2729, top1_acc/aux0: 0.8131, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.7020, loss/aux0: 0.7020, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6495, loss/aux1: 0.6495, top1_acc/aux2: 0.8060, top5_acc/aux2: 0.9359, loss_cls/aux2: 0.7489, loss/aux2: 0.7489 2020-10-24 00:37:59,596 - mmaction - INFO - Epoch [84][200/396] lr: 1.500e-04, eta: 1:33:55, time: 0.858, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9508, loss_cls: 0.6044, loss: 0.6044, grad_norm: 3.3008, top1_acc/aux0: 0.8113, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7202, loss/aux0: 0.7202, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6596, loss/aux1: 0.6596, top1_acc/aux2: 0.7984, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7815, loss/aux2: 0.7815 2020-10-24 00:38:48,455 - mmaction - INFO - Epoch [84][220/396] lr: 1.500e-04, eta: 1:33:38, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.8492, top5_acc: 0.9536, loss_cls: 0.5814, loss: 0.5814, grad_norm: 3.2665, top1_acc/aux0: 0.8116, top5_acc/aux0: 0.9373, loss_cls/aux0: 0.7231, loss/aux0: 0.7231, top1_acc/aux1: 0.8312, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6344, loss/aux1: 0.6344, top1_acc/aux2: 0.8003, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.7757, loss/aux2: 0.7757 2020-10-24 00:39:32,583 - mmaction - INFO - Epoch [84][240/396] lr: 1.500e-04, eta: 1:33:21, time: 0.791, data_time: 0.000, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9497, loss_cls: 0.5938, loss: 0.5938, grad_norm: 3.1948, top1_acc/aux0: 0.8110, top5_acc/aux0: 0.9360, loss_cls/aux0: 0.7237, loss/aux0: 0.7237, top1_acc/aux1: 0.8362, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6119, loss/aux1: 0.6119, top1_acc/aux2: 0.8039, top5_acc/aux2: 0.9312, loss_cls/aux2: 0.7686, loss/aux2: 0.7686 2020-10-24 00:40:16,139 - mmaction - INFO - Epoch [84][260/396] lr: 1.500e-04, eta: 1:33:03, time: 0.770, data_time: 0.000, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9451, loss_cls: 0.5908, loss: 0.5908, grad_norm: 3.2932, top1_acc/aux0: 0.8103, top5_acc/aux0: 0.9370, loss_cls/aux0: 0.7252, loss/aux0: 0.7252, top1_acc/aux1: 0.8359, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6250, loss/aux1: 0.6250, top1_acc/aux2: 0.7922, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.7975, loss/aux2: 0.7975 2020-10-24 00:41:02,707 - mmaction - INFO - Epoch [84][280/396] lr: 1.500e-04, eta: 1:32:46, time: 0.823, data_time: 0.001, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9510, loss_cls: 0.5884, loss: 0.5884, grad_norm: 3.3374, top1_acc/aux0: 0.8114, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7130, loss/aux0: 0.7130, top1_acc/aux1: 0.8294, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6536, loss/aux1: 0.6536, top1_acc/aux2: 0.7924, top5_acc/aux2: 0.9336, loss_cls/aux2: 0.7763, loss/aux2: 0.7763 2020-10-24 00:41:49,768 - mmaction - INFO - Epoch [84][300/396] lr: 1.500e-04, eta: 1:32:29, time: 0.918, data_time: 0.000, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9495, loss_cls: 0.5984, loss: 0.5984, grad_norm: 3.2323, top1_acc/aux0: 0.8168, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6937, loss/aux0: 0.6937, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6553, loss/aux1: 0.6553, top1_acc/aux2: 0.8023, top5_acc/aux2: 0.9370, loss_cls/aux2: 0.7563, loss/aux2: 0.7563 2020-10-24 00:42:36,757 - mmaction - INFO - Epoch [84][320/396] lr: 1.500e-04, eta: 1:32:12, time: 0.954, data_time: 0.000, memory: 8337, top1_acc: 0.8466, top5_acc: 0.9531, loss_cls: 0.5846, loss: 0.5846, grad_norm: 3.2676, top1_acc/aux0: 0.8129, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.7081, loss/aux0: 0.7081, top1_acc/aux1: 0.8299, top5_acc/aux1: 0.9570, loss_cls/aux1: 0.6252, loss/aux1: 0.6252, top1_acc/aux2: 0.8130, top5_acc/aux2: 0.9401, loss_cls/aux2: 0.7289, loss/aux2: 0.7289 2020-10-24 00:43:20,214 - mmaction - INFO - Epoch [84][340/396] lr: 1.500e-04, eta: 1:31:55, time: 0.918, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9495, loss_cls: 0.6224, loss: 0.6224, grad_norm: 3.3129, top1_acc/aux0: 0.8107, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7121, loss/aux0: 0.7121, top1_acc/aux1: 0.8315, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6342, loss/aux1: 0.6342, top1_acc/aux2: 0.8130, top5_acc/aux2: 0.9362, loss_cls/aux2: 0.7429, loss/aux2: 0.7429 2020-10-24 00:44:05,461 - mmaction - INFO - Epoch [84][360/396] lr: 1.500e-04, eta: 1:31:38, time: 0.911, data_time: 0.000, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9565, loss_cls: 0.5795, loss: 0.5795, grad_norm: 3.2893, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6942, loss/aux0: 0.6942, top1_acc/aux1: 0.8216, top5_acc/aux1: 0.9456, loss_cls/aux1: 0.6725, loss/aux1: 0.6725, top1_acc/aux2: 0.8109, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7591, loss/aux2: 0.7591 2020-10-24 00:44:49,796 - mmaction - INFO - Epoch [84][380/396] lr: 1.500e-04, eta: 1:31:20, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9510, loss_cls: 0.5946, loss: 0.5946, grad_norm: 3.2269, top1_acc/aux0: 0.8147, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.7003, loss/aux0: 0.7003, top1_acc/aux1: 0.8273, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6582, loss/aux1: 0.6582, top1_acc/aux2: 0.8117, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7536, loss/aux2: 0.7536 2020-10-24 00:45:27,372 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-10-24 00:49:07,599 - mmaction - INFO - Epoch [85][20/396] lr: 1.500e-04, eta: 1:30:47, time: 0.969, data_time: 0.049, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9534, loss_cls: 0.5627, loss: 0.5627, grad_norm: 3.2928, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6988, loss/aux0: 0.6988, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6433, loss/aux1: 0.6433, top1_acc/aux2: 0.7938, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.8060, loss/aux2: 0.8060 2020-10-24 00:49:53,080 - mmaction - INFO - Epoch [85][40/396] lr: 1.500e-04, eta: 1:30:30, time: 0.857, data_time: 0.000, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9529, loss_cls: 0.5824, loss: 0.5824, grad_norm: 3.2049, top1_acc/aux0: 0.8153, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6961, loss/aux0: 0.6961, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6380, loss/aux1: 0.6380, top1_acc/aux2: 0.8008, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.7755, loss/aux2: 0.7755 2020-10-24 00:50:39,336 - mmaction - INFO - Epoch [85][60/396] lr: 1.500e-04, eta: 1:30:13, time: 0.932, data_time: 0.000, memory: 8337, top1_acc: 0.8398, top5_acc: 0.9474, loss_cls: 0.6150, loss: 0.6150, grad_norm: 3.2685, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6851, loss/aux0: 0.6851, top1_acc/aux1: 0.8375, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6255, loss/aux1: 0.6255, top1_acc/aux2: 0.8016, top5_acc/aux2: 0.9352, loss_cls/aux2: 0.7688, loss/aux2: 0.7688 2020-10-24 00:51:23,816 - mmaction - INFO - Epoch [85][80/396] lr: 1.500e-04, eta: 1:29:55, time: 0.794, data_time: 0.000, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9490, loss_cls: 0.5658, loss: 0.5658, grad_norm: 3.2893, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6870, loss/aux0: 0.6870, top1_acc/aux1: 0.8393, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6162, loss/aux1: 0.6162, top1_acc/aux2: 0.7969, top5_acc/aux2: 0.9393, loss_cls/aux2: 0.7564, loss/aux2: 0.7564 2020-10-24 00:52:12,218 - mmaction - INFO - Epoch [85][100/396] lr: 1.500e-04, eta: 1:29:39, time: 1.075, data_time: 0.000, memory: 8337, top1_acc: 0.8552, top5_acc: 0.9568, loss_cls: 0.5712, loss: 0.5712, grad_norm: 3.2778, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.6948, loss/aux0: 0.6948, top1_acc/aux1: 0.8451, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6075, loss/aux1: 0.6075, top1_acc/aux2: 0.8089, top5_acc/aux2: 0.9414, loss_cls/aux2: 0.7279, loss/aux2: 0.7279 2020-10-24 00:52:57,817 - mmaction - INFO - Epoch [85][120/396] lr: 1.500e-04, eta: 1:29:22, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.8557, top5_acc: 0.9544, loss_cls: 0.5645, loss: 0.5645, grad_norm: 3.2428, top1_acc/aux0: 0.8212, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6933, loss/aux0: 0.6933, top1_acc/aux1: 0.8482, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6011, loss/aux1: 0.6011, top1_acc/aux2: 0.8135, top5_acc/aux2: 0.9346, loss_cls/aux2: 0.7438, loss/aux2: 0.7438 2020-10-24 00:53:40,151 - mmaction - INFO - Epoch [85][140/396] lr: 1.500e-04, eta: 1:29:05, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.8562, top5_acc: 0.9539, loss_cls: 0.5772, loss: 0.5772, grad_norm: 3.2169, top1_acc/aux0: 0.8209, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6894, loss/aux0: 0.6894, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6248, loss/aux1: 0.6248, top1_acc/aux2: 0.8151, top5_acc/aux2: 0.9326, loss_cls/aux2: 0.7364, loss/aux2: 0.7364 2020-10-24 00:54:28,121 - mmaction - INFO - Epoch [85][160/396] lr: 1.500e-04, eta: 1:28:49, time: 1.044, data_time: 0.000, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9466, loss_cls: 0.6110, loss: 0.6110, grad_norm: 3.2732, top1_acc/aux0: 0.8207, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6872, loss/aux0: 0.6872, top1_acc/aux1: 0.8266, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6420, loss/aux1: 0.6420, top1_acc/aux2: 0.8151, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7347, loss/aux2: 0.7347 2020-10-24 00:55:11,557 - mmaction - INFO - Epoch [85][180/396] lr: 1.500e-04, eta: 1:28:31, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9505, loss_cls: 0.5795, loss: 0.5795, grad_norm: 3.1733, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7035, loss/aux0: 0.7035, top1_acc/aux1: 0.8354, top5_acc/aux1: 0.9539, loss_cls/aux1: 0.6255, loss/aux1: 0.6255, top1_acc/aux2: 0.8068, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7604, loss/aux2: 0.7604 2020-10-24 00:55:56,397 - mmaction - INFO - Epoch [85][200/396] lr: 1.500e-04, eta: 1:28:14, time: 0.885, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9497, loss_cls: 0.5872, loss: 0.5872, grad_norm: 3.2603, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.7071, loss/aux0: 0.7071, top1_acc/aux1: 0.8305, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6427, loss/aux1: 0.6427, top1_acc/aux2: 0.8029, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7704, loss/aux2: 0.7704 2020-10-24 00:56:44,059 - mmaction - INFO - Epoch [85][220/396] lr: 1.500e-04, eta: 1:27:57, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9492, loss_cls: 0.5798, loss: 0.5798, grad_norm: 3.2249, top1_acc/aux0: 0.8139, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.7018, loss/aux0: 0.7018, top1_acc/aux1: 0.8224, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6573, loss/aux1: 0.6573, top1_acc/aux2: 0.7914, top5_acc/aux2: 0.9266, loss_cls/aux2: 0.8079, loss/aux2: 0.8079 2020-10-24 00:57:28,213 - mmaction - INFO - Epoch [85][240/396] lr: 1.500e-04, eta: 1:27:40, time: 0.895, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9503, loss_cls: 0.5967, loss: 0.5967, grad_norm: 3.2828, top1_acc/aux0: 0.8098, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.7109, loss/aux0: 0.7109, top1_acc/aux1: 0.8263, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6512, loss/aux1: 0.6512, top1_acc/aux2: 0.7977, top5_acc/aux2: 0.9336, loss_cls/aux2: 0.7822, loss/aux2: 0.7822 2020-10-24 00:58:12,681 - mmaction - INFO - Epoch [85][260/396] lr: 1.500e-04, eta: 1:27:23, time: 0.894, data_time: 0.000, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9521, loss_cls: 0.5885, loss: 0.5885, grad_norm: 3.2170, top1_acc/aux0: 0.8108, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6971, loss/aux0: 0.6971, top1_acc/aux1: 0.8315, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6408, loss/aux1: 0.6408, top1_acc/aux2: 0.8112, top5_acc/aux2: 0.9424, loss_cls/aux2: 0.7312, loss/aux2: 0.7312 2020-10-24 00:58:59,106 - mmaction - INFO - Epoch [85][280/396] lr: 1.500e-04, eta: 1:27:06, time: 0.984, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9534, loss_cls: 0.5812, loss: 0.5812, grad_norm: 3.2972, top1_acc/aux0: 0.8102, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7038, loss/aux0: 0.7038, top1_acc/aux1: 0.8305, top5_acc/aux1: 0.9568, loss_cls/aux1: 0.6285, loss/aux1: 0.6285, top1_acc/aux2: 0.8078, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7527, loss/aux2: 0.7527 2020-10-24 00:59:43,703 - mmaction - INFO - Epoch [85][300/396] lr: 1.500e-04, eta: 1:26:49, time: 0.957, data_time: 0.000, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9562, loss_cls: 0.5849, loss: 0.5849, grad_norm: 3.3086, top1_acc/aux0: 0.8105, top5_acc/aux0: 0.9369, loss_cls/aux0: 0.7126, loss/aux0: 0.7126, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6393, loss/aux1: 0.6393, top1_acc/aux2: 0.8016, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.7679, loss/aux2: 0.7679 2020-10-24 01:00:26,783 - mmaction - INFO - Epoch [85][320/396] lr: 1.500e-04, eta: 1:26:32, time: 0.831, data_time: 0.224, memory: 8337, top1_acc: 0.8531, top5_acc: 0.9536, loss_cls: 0.5735, loss: 0.5735, grad_norm: 3.3231, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7014, loss/aux0: 0.7014, top1_acc/aux1: 0.8336, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6322, loss/aux1: 0.6322, top1_acc/aux2: 0.8016, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.7701, loss/aux2: 0.7701 2020-10-24 01:01:13,171 - mmaction - INFO - Epoch [85][340/396] lr: 1.500e-04, eta: 1:26:15, time: 0.909, data_time: 0.004, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9565, loss_cls: 0.5547, loss: 0.5547, grad_norm: 3.2864, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6945, loss/aux0: 0.6945, top1_acc/aux1: 0.8331, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6329, loss/aux1: 0.6329, top1_acc/aux2: 0.8016, top5_acc/aux2: 0.9305, loss_cls/aux2: 0.7789, loss/aux2: 0.7789 2020-10-24 01:01:59,287 - mmaction - INFO - Epoch [85][360/396] lr: 1.500e-04, eta: 1:25:58, time: 0.877, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9477, loss_cls: 0.6088, loss: 0.6088, grad_norm: 3.3022, top1_acc/aux0: 0.8160, top5_acc/aux0: 0.9442, loss_cls/aux0: 0.6904, loss/aux0: 0.6904, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6302, loss/aux1: 0.6302, top1_acc/aux2: 0.7961, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7790, loss/aux2: 0.7790 2020-10-24 01:02:43,897 - mmaction - INFO - Epoch [85][380/396] lr: 1.500e-04, eta: 1:25:41, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9503, loss_cls: 0.5866, loss: 0.5866, grad_norm: 3.2918, top1_acc/aux0: 0.8131, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.6984, loss/aux0: 0.6984, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6234, loss/aux1: 0.6234, top1_acc/aux2: 0.7979, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7801, loss/aux2: 0.7801 2020-10-24 01:03:24,336 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-10-24 01:04:14,872 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-24 01:04:15,012 - mmaction - INFO - top1_acc 0.8082 top5_acc 0.9498 2020-10-24 01:04:15,012 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-24 01:04:15,055 - mmaction - INFO - mean_acc 0.8085 2020-10-24 01:04:15,056 - mmaction - INFO - Now best checkpoint is epoch_85.pth 2020-10-24 01:04:15,064 - mmaction - INFO - Epoch(val) [85][396] top1_acc: 0.8082, top5_acc: 0.9498, mean_class_accuracy: 0.8085 2020-10-24 01:07:25,365 - mmaction - INFO - Epoch [86][20/396] lr: 1.500e-04, eta: 1:25:07, time: 0.839, data_time: 0.000, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9497, loss_cls: 0.5987, loss: 0.5987, grad_norm: 3.1780, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7064, loss/aux0: 0.7064, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9594, loss_cls/aux1: 0.6141, loss/aux1: 0.6141, top1_acc/aux2: 0.8000, top5_acc/aux2: 0.9422, loss_cls/aux2: 0.7453, loss/aux2: 0.7453 2020-10-24 01:08:09,558 - mmaction - INFO - Epoch [86][40/396] lr: 1.500e-04, eta: 1:24:50, time: 0.905, data_time: 0.000, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9516, loss_cls: 0.5770, loss: 0.5770, grad_norm: 3.2051, top1_acc/aux0: 0.8163, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6998, loss/aux0: 0.6998, top1_acc/aux1: 0.8388, top5_acc/aux1: 0.9573, loss_cls/aux1: 0.6012, loss/aux1: 0.6012, top1_acc/aux2: 0.8016, top5_acc/aux2: 0.9375, loss_cls/aux2: 0.7545, loss/aux2: 0.7545 2020-10-24 01:08:53,406 - mmaction - INFO - Epoch [86][60/396] lr: 1.500e-04, eta: 1:24:32, time: 0.842, data_time: 0.000, memory: 8337, top1_acc: 0.8552, top5_acc: 0.9526, loss_cls: 0.5682, loss: 0.5682, grad_norm: 3.2398, top1_acc/aux0: 0.8163, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6914, loss/aux0: 0.6914, top1_acc/aux1: 0.8443, top5_acc/aux1: 0.9568, loss_cls/aux1: 0.5972, loss/aux1: 0.5972, top1_acc/aux2: 0.8026, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.7685, loss/aux2: 0.7685 2020-10-24 01:09:36,633 - mmaction - INFO - Epoch [86][80/396] lr: 1.500e-04, eta: 1:24:15, time: 0.850, data_time: 0.000, memory: 8337, top1_acc: 0.8596, top5_acc: 0.9568, loss_cls: 0.5492, loss: 0.5492, grad_norm: 3.2780, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6984, loss/aux0: 0.6984, top1_acc/aux1: 0.8432, top5_acc/aux1: 0.9581, loss_cls/aux1: 0.6009, loss/aux1: 0.6009, top1_acc/aux2: 0.8005, top5_acc/aux2: 0.9292, loss_cls/aux2: 0.7724, loss/aux2: 0.7724 2020-10-24 01:10:22,354 - mmaction - INFO - Epoch [86][100/396] lr: 1.500e-04, eta: 1:23:58, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9534, loss_cls: 0.5807, loss: 0.5807, grad_norm: 3.1750, top1_acc/aux0: 0.8117, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.7106, loss/aux0: 0.7106, top1_acc/aux1: 0.8448, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.5994, loss/aux1: 0.5994, top1_acc/aux2: 0.8089, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7487, loss/aux2: 0.7487 2020-10-24 01:11:07,688 - mmaction - INFO - Epoch [86][120/396] lr: 1.500e-04, eta: 1:23:41, time: 0.896, data_time: 0.000, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9563, loss_cls: 0.5519, loss: 0.5519, grad_norm: 3.2669, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.7024, loss/aux0: 0.7024, top1_acc/aux1: 0.8385, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6111, loss/aux1: 0.6111, top1_acc/aux2: 0.8143, top5_acc/aux2: 0.9398, loss_cls/aux2: 0.7228, loss/aux2: 0.7228 2020-10-24 01:11:53,047 - mmaction - INFO - Epoch [86][140/396] lr: 1.500e-04, eta: 1:23:24, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9503, loss_cls: 0.6107, loss: 0.6107, grad_norm: 3.3822, top1_acc/aux0: 0.8181, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.6887, loss/aux0: 0.6887, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6225, loss/aux1: 0.6225, top1_acc/aux2: 0.8052, top5_acc/aux2: 0.9398, loss_cls/aux2: 0.7406, loss/aux2: 0.7406 2020-10-24 01:12:37,399 - mmaction - INFO - Epoch [86][160/396] lr: 1.500e-04, eta: 1:23:06, time: 0.852, data_time: 0.000, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9549, loss_cls: 0.5755, loss: 0.5755, grad_norm: 3.2943, top1_acc/aux0: 0.8186, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.6914, loss/aux0: 0.6914, top1_acc/aux1: 0.8273, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6254, loss/aux1: 0.6254, top1_acc/aux2: 0.7971, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.7808, loss/aux2: 0.7808 2020-10-24 01:13:22,581 - mmaction - INFO - Epoch [86][180/396] lr: 1.500e-04, eta: 1:22:49, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.8437, top5_acc: 0.9471, loss_cls: 0.6001, loss: 0.6001, grad_norm: 3.2777, top1_acc/aux0: 0.8194, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.6899, loss/aux0: 0.6899, top1_acc/aux1: 0.8310, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6247, loss/aux1: 0.6247, top1_acc/aux2: 0.8049, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7476, loss/aux2: 0.7476 2020-10-24 01:14:06,826 - mmaction - INFO - Epoch [86][200/396] lr: 1.500e-04, eta: 1:22:32, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9492, loss_cls: 0.5759, loss: 0.5759, grad_norm: 3.3035, top1_acc/aux0: 0.8179, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6865, loss/aux0: 0.6865, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6324, loss/aux1: 0.6324, top1_acc/aux2: 0.8076, top5_acc/aux2: 0.9406, loss_cls/aux2: 0.7492, loss/aux2: 0.7492 2020-10-24 01:14:54,815 - mmaction - INFO - Epoch [86][220/396] lr: 1.500e-04, eta: 1:22:15, time: 0.932, data_time: 0.000, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9529, loss_cls: 0.5665, loss: 0.5665, grad_norm: 3.2354, top1_acc/aux0: 0.8150, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6978, loss/aux0: 0.6978, top1_acc/aux1: 0.8328, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6321, loss/aux1: 0.6321, top1_acc/aux2: 0.8031, top5_acc/aux2: 0.9359, loss_cls/aux2: 0.7639, loss/aux2: 0.7639 2020-10-24 01:15:38,456 - mmaction - INFO - Epoch [86][240/396] lr: 1.500e-04, eta: 1:21:58, time: 0.880, data_time: 0.000, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9539, loss_cls: 0.5687, loss: 0.5687, grad_norm: 3.3137, top1_acc/aux0: 0.8158, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.7007, loss/aux0: 0.7007, top1_acc/aux1: 0.8328, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6332, loss/aux1: 0.6332, top1_acc/aux2: 0.7969, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7684, loss/aux2: 0.7684 2020-10-24 01:16:21,514 - mmaction - INFO - Epoch [86][260/396] lr: 1.500e-04, eta: 1:21:40, time: 0.781, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9539, loss_cls: 0.5956, loss: 0.5956, grad_norm: 3.3099, top1_acc/aux0: 0.8155, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.7031, loss/aux0: 0.7031, top1_acc/aux1: 0.8372, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6157, loss/aux1: 0.6157, top1_acc/aux2: 0.7862, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.8072, loss/aux2: 0.8072 2020-10-24 01:17:07,302 - mmaction - INFO - Epoch [86][280/396] lr: 1.500e-04, eta: 1:21:23, time: 0.829, data_time: 0.000, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9487, loss_cls: 0.5941, loss: 0.5941, grad_norm: 3.2888, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7081, loss/aux0: 0.7081, top1_acc/aux1: 0.8464, top5_acc/aux1: 0.9573, loss_cls/aux1: 0.6008, loss/aux1: 0.6008, top1_acc/aux2: 0.7836, top5_acc/aux2: 0.9227, loss_cls/aux2: 0.8330, loss/aux2: 0.8330 2020-10-24 01:17:52,111 - mmaction - INFO - Epoch [86][300/396] lr: 1.500e-04, eta: 1:21:06, time: 0.912, data_time: 0.001, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9500, loss_cls: 0.5876, loss: 0.5876, grad_norm: 3.3153, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6982, loss/aux0: 0.6982, top1_acc/aux1: 0.8383, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6313, loss/aux1: 0.6313, top1_acc/aux2: 0.7888, top5_acc/aux2: 0.9263, loss_cls/aux2: 0.8208, loss/aux2: 0.8208 2020-10-24 01:18:37,976 - mmaction - INFO - Epoch [86][320/396] lr: 1.500e-04, eta: 1:20:49, time: 1.003, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9487, loss_cls: 0.5925, loss: 0.5925, grad_norm: 3.3023, top1_acc/aux0: 0.8184, top5_acc/aux0: 0.9452, loss_cls/aux0: 0.6849, loss/aux0: 0.6849, top1_acc/aux1: 0.8307, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6390, loss/aux1: 0.6390, top1_acc/aux2: 0.8055, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7356, loss/aux2: 0.7356 2020-10-24 01:19:22,233 - mmaction - INFO - Epoch [86][340/396] lr: 1.500e-04, eta: 1:20:32, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9513, loss_cls: 0.5862, loss: 0.5862, grad_norm: 3.2923, top1_acc/aux0: 0.8157, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6904, loss/aux0: 0.6904, top1_acc/aux1: 0.8346, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6212, loss/aux1: 0.6212, top1_acc/aux2: 0.8151, top5_acc/aux2: 0.9406, loss_cls/aux2: 0.7106, loss/aux2: 0.7106 2020-10-24 01:20:07,341 - mmaction - INFO - Epoch [86][360/396] lr: 1.500e-04, eta: 1:20:15, time: 0.955, data_time: 0.000, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9565, loss_cls: 0.5478, loss: 0.5478, grad_norm: 3.2631, top1_acc/aux0: 0.8127, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7104, loss/aux0: 0.7104, top1_acc/aux1: 0.8346, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6322, loss/aux1: 0.6322, top1_acc/aux2: 0.8156, top5_acc/aux2: 0.9393, loss_cls/aux2: 0.7211, loss/aux2: 0.7211 2020-10-24 01:20:54,528 - mmaction - INFO - Epoch [86][380/396] lr: 1.500e-04, eta: 1:19:58, time: 0.943, data_time: 0.000, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9544, loss_cls: 0.5859, loss: 0.5859, grad_norm: 3.3221, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.7157, loss/aux0: 0.7157, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6471, loss/aux1: 0.6471, top1_acc/aux2: 0.8128, top5_acc/aux2: 0.9391, loss_cls/aux2: 0.7223, loss/aux2: 0.7223 2020-10-24 01:21:30,427 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-10-24 01:24:44,297 - mmaction - INFO - Epoch [87][20/396] lr: 1.500e-04, eta: 1:19:24, time: 0.833, data_time: 0.000, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9518, loss_cls: 0.5665, loss: 0.5665, grad_norm: 3.1831, top1_acc/aux0: 0.8157, top5_acc/aux0: 0.9372, loss_cls/aux0: 0.7159, loss/aux0: 0.7159, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6228, loss/aux1: 0.6228, top1_acc/aux2: 0.8031, top5_acc/aux2: 0.9349, loss_cls/aux2: 0.7595, loss/aux2: 0.7595 2020-10-24 01:25:29,483 - mmaction - INFO - Epoch [87][40/396] lr: 1.500e-04, eta: 1:19:07, time: 0.917, data_time: 0.000, memory: 8337, top1_acc: 0.8628, top5_acc: 0.9555, loss_cls: 0.5477, loss: 0.5477, grad_norm: 3.2469, top1_acc/aux0: 0.8145, top5_acc/aux0: 0.9375, loss_cls/aux0: 0.7118, loss/aux0: 0.7118, top1_acc/aux1: 0.8268, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6221, loss/aux1: 0.6221, top1_acc/aux2: 0.8107, top5_acc/aux2: 0.9375, loss_cls/aux2: 0.7371, loss/aux2: 0.7371 2020-10-24 01:26:14,191 - mmaction - INFO - Epoch [87][60/396] lr: 1.500e-04, eta: 1:18:50, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9518, loss_cls: 0.5844, loss: 0.5844, grad_norm: 3.3063, top1_acc/aux0: 0.8142, top5_acc/aux0: 0.9392, loss_cls/aux0: 0.7032, loss/aux0: 0.7032, top1_acc/aux1: 0.8219, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6481, loss/aux1: 0.6481, top1_acc/aux2: 0.8047, top5_acc/aux2: 0.9341, loss_cls/aux2: 0.7559, loss/aux2: 0.7559 2020-10-24 01:26:59,126 - mmaction - INFO - Epoch [87][80/396] lr: 1.500e-04, eta: 1:18:33, time: 0.992, data_time: 0.000, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9549, loss_cls: 0.5932, loss: 0.5932, grad_norm: 3.2461, top1_acc/aux0: 0.8171, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6883, loss/aux0: 0.6883, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6577, loss/aux1: 0.6577, top1_acc/aux2: 0.7948, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.7955, loss/aux2: 0.7955 2020-10-24 01:27:43,571 - mmaction - INFO - Epoch [87][100/396] lr: 1.500e-04, eta: 1:18:16, time: 0.847, data_time: 0.000, memory: 8337, top1_acc: 0.8432, top5_acc: 0.9458, loss_cls: 0.6028, loss: 0.6028, grad_norm: 3.1970, top1_acc/aux0: 0.8179, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6828, loss/aux0: 0.6828, top1_acc/aux1: 0.8263, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6558, loss/aux1: 0.6558, top1_acc/aux2: 0.8026, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.7547, loss/aux2: 0.7547 2020-10-24 01:28:27,547 - mmaction - INFO - Epoch [87][120/396] lr: 1.500e-04, eta: 1:17:59, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9469, loss_cls: 0.6018, loss: 0.6018, grad_norm: 3.3652, top1_acc/aux0: 0.8137, top5_acc/aux0: 0.9447, loss_cls/aux0: 0.6900, loss/aux0: 0.6900, top1_acc/aux1: 0.8310, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6503, loss/aux1: 0.6503, top1_acc/aux2: 0.7997, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.7623, loss/aux2: 0.7623 2020-10-24 01:29:15,966 - mmaction - INFO - Epoch [87][140/396] lr: 1.500e-04, eta: 1:17:42, time: 0.975, data_time: 0.000, memory: 8337, top1_acc: 0.8430, top5_acc: 0.9464, loss_cls: 0.6314, loss: 0.6314, grad_norm: 3.3236, top1_acc/aux0: 0.8142, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6904, loss/aux0: 0.6904, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6301, loss/aux1: 0.6301, top1_acc/aux2: 0.7987, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.7921, loss/aux2: 0.7921 2020-10-24 01:29:57,867 - mmaction - INFO - Epoch [87][160/396] lr: 1.500e-04, eta: 1:17:25, time: 0.806, data_time: 0.000, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9549, loss_cls: 0.5764, loss: 0.5764, grad_norm: 3.2952, top1_acc/aux0: 0.8181, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6875, loss/aux0: 0.6875, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6328, loss/aux1: 0.6328, top1_acc/aux2: 0.8094, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7465, loss/aux2: 0.7465 2020-10-24 01:30:43,000 - mmaction - INFO - Epoch [87][180/396] lr: 1.500e-04, eta: 1:17:07, time: 0.860, data_time: 0.000, memory: 8337, top1_acc: 0.8456, top5_acc: 0.9474, loss_cls: 0.5995, loss: 0.5995, grad_norm: 3.2694, top1_acc/aux0: 0.8155, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.7001, loss/aux0: 0.7001, top1_acc/aux1: 0.8294, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6373, loss/aux1: 0.6373, top1_acc/aux2: 0.8049, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7379, loss/aux2: 0.7379 2020-10-24 01:31:29,136 - mmaction - INFO - Epoch [87][200/396] lr: 1.500e-04, eta: 1:16:50, time: 0.907, data_time: 0.038, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9505, loss_cls: 0.5685, loss: 0.5685, grad_norm: 3.2448, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7084, loss/aux0: 0.7084, top1_acc/aux1: 0.8318, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6430, loss/aux1: 0.6430, top1_acc/aux2: 0.8052, top5_acc/aux2: 0.9417, loss_cls/aux2: 0.7418, loss/aux2: 0.7418 2020-10-24 01:32:13,464 - mmaction - INFO - Epoch [87][220/396] lr: 1.500e-04, eta: 1:16:33, time: 0.913, data_time: 0.000, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9482, loss_cls: 0.6067, loss: 0.6067, grad_norm: 3.2530, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7078, loss/aux0: 0.7078, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6305, loss/aux1: 0.6305, top1_acc/aux2: 0.8023, top5_acc/aux2: 0.9378, loss_cls/aux2: 0.7604, loss/aux2: 0.7604 2020-10-24 01:32:59,550 - mmaction - INFO - Epoch [87][240/396] lr: 1.500e-04, eta: 1:16:16, time: 0.968, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9536, loss_cls: 0.5722, loss: 0.5722, grad_norm: 3.2789, top1_acc/aux0: 0.8145, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.7022, loss/aux0: 0.7022, top1_acc/aux1: 0.8385, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6007, loss/aux1: 0.6007, top1_acc/aux2: 0.7995, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.7687, loss/aux2: 0.7687 2020-10-24 01:33:45,961 - mmaction - INFO - Epoch [87][260/396] lr: 1.500e-04, eta: 1:15:59, time: 0.861, data_time: 0.000, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9432, loss_cls: 0.6098, loss: 0.6098, grad_norm: 3.3727, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6899, loss/aux0: 0.6899, top1_acc/aux1: 0.8349, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6259, loss/aux1: 0.6259, top1_acc/aux2: 0.8109, top5_acc/aux2: 0.9398, loss_cls/aux2: 0.7324, loss/aux2: 0.7324 2020-10-24 01:34:32,360 - mmaction - INFO - Epoch [87][280/396] lr: 1.500e-04, eta: 1:15:42, time: 0.974, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9529, loss_cls: 0.5856, loss: 0.5856, grad_norm: 3.3398, top1_acc/aux0: 0.8119, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.7033, loss/aux0: 0.7033, top1_acc/aux1: 0.8299, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6474, loss/aux1: 0.6474, top1_acc/aux2: 0.8125, top5_acc/aux2: 0.9484, loss_cls/aux2: 0.7299, loss/aux2: 0.7299 2020-10-24 01:35:16,036 - mmaction - INFO - Epoch [87][300/396] lr: 1.500e-04, eta: 1:15:25, time: 0.874, data_time: 0.000, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9500, loss_cls: 0.6052, loss: 0.6052, grad_norm: 3.2832, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.7017, loss/aux0: 0.7017, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6308, loss/aux1: 0.6308, top1_acc/aux2: 0.8099, top5_acc/aux2: 0.9466, loss_cls/aux2: 0.7318, loss/aux2: 0.7318 2020-10-24 01:36:00,007 - mmaction - INFO - Epoch [87][320/396] lr: 1.500e-04, eta: 1:15:08, time: 0.872, data_time: 0.000, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9544, loss_cls: 0.5716, loss: 0.5716, grad_norm: 3.2995, top1_acc/aux0: 0.8150, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.7007, loss/aux0: 0.7007, top1_acc/aux1: 0.8362, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6203, loss/aux1: 0.6203, top1_acc/aux2: 0.8076, top5_acc/aux2: 0.9396, loss_cls/aux2: 0.7346, loss/aux2: 0.7346 2020-10-24 01:36:45,253 - mmaction - INFO - Epoch [87][340/396] lr: 1.500e-04, eta: 1:14:50, time: 0.871, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9500, loss_cls: 0.5859, loss: 0.5859, grad_norm: 3.2680, top1_acc/aux0: 0.8166, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7059, loss/aux0: 0.7059, top1_acc/aux1: 0.8378, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6125, loss/aux1: 0.6125, top1_acc/aux2: 0.8096, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7341, loss/aux2: 0.7341 2020-10-24 01:37:29,145 - mmaction - INFO - Epoch [87][360/396] lr: 1.500e-04, eta: 1:14:33, time: 0.823, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9516, loss_cls: 0.5953, loss: 0.5953, grad_norm: 3.2580, top1_acc/aux0: 0.8171, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.6964, loss/aux0: 0.6964, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9539, loss_cls/aux1: 0.6397, loss/aux1: 0.6397, top1_acc/aux2: 0.8091, top5_acc/aux2: 0.9362, loss_cls/aux2: 0.7396, loss/aux2: 0.7396 2020-10-24 01:38:14,365 - mmaction - INFO - Epoch [87][380/396] lr: 1.500e-04, eta: 1:14:16, time: 0.959, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9513, loss_cls: 0.5795, loss: 0.5795, grad_norm: 3.3403, top1_acc/aux0: 0.8152, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.7004, loss/aux0: 0.7004, top1_acc/aux1: 0.8307, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6380, loss/aux1: 0.6380, top1_acc/aux2: 0.7969, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.7879, loss/aux2: 0.7879 2020-10-24 01:38:50,538 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-10-24 01:42:11,153 - mmaction - INFO - Epoch [88][20/396] lr: 1.500e-04, eta: 1:13:43, time: 0.823, data_time: 0.000, memory: 8337, top1_acc: 0.8443, top5_acc: 0.9443, loss_cls: 0.6103, loss: 0.6103, grad_norm: 3.2826, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6966, loss/aux0: 0.6966, top1_acc/aux1: 0.8427, top5_acc/aux1: 0.9464, loss_cls/aux1: 0.6336, loss/aux1: 0.6336, top1_acc/aux2: 0.7964, top5_acc/aux2: 0.9271, loss_cls/aux2: 0.8047, loss/aux2: 0.8047 2020-10-24 01:42:55,239 - mmaction - INFO - Epoch [88][40/396] lr: 1.500e-04, eta: 1:13:26, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.8568, top5_acc: 0.9500, loss_cls: 0.5693, loss: 0.5693, grad_norm: 3.2201, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6953, loss/aux0: 0.6953, top1_acc/aux1: 0.8456, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6208, loss/aux1: 0.6208, top1_acc/aux2: 0.7987, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.7848, loss/aux2: 0.7848 2020-10-24 01:43:39,663 - mmaction - INFO - Epoch [88][60/396] lr: 1.500e-04, eta: 1:13:09, time: 0.888, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9534, loss_cls: 0.5724, loss: 0.5724, grad_norm: 3.2788, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7053, loss/aux0: 0.7053, top1_acc/aux1: 0.8419, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6243, loss/aux1: 0.6243, top1_acc/aux2: 0.7964, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.7834, loss/aux2: 0.7834 2020-10-24 01:44:23,544 - mmaction - INFO - Epoch [88][80/396] lr: 1.500e-04, eta: 1:12:51, time: 0.920, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9479, loss_cls: 0.6099, loss: 0.6099, grad_norm: 3.2672, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7010, loss/aux0: 0.7010, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6518, loss/aux1: 0.6518, top1_acc/aux2: 0.7930, top5_acc/aux2: 0.9255, loss_cls/aux2: 0.7937, loss/aux2: 0.7937 2020-10-24 01:45:09,212 - mmaction - INFO - Epoch [88][100/396] lr: 1.500e-04, eta: 1:12:34, time: 0.917, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9521, loss_cls: 0.5801, loss: 0.5801, grad_norm: 3.3401, top1_acc/aux0: 0.8173, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6942, loss/aux0: 0.6942, top1_acc/aux1: 0.8297, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6445, loss/aux1: 0.6445, top1_acc/aux2: 0.8005, top5_acc/aux2: 0.9331, loss_cls/aux2: 0.7678, loss/aux2: 0.7678 2020-10-24 01:45:53,941 - mmaction - INFO - Epoch [88][120/396] lr: 1.500e-04, eta: 1:12:17, time: 0.892, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9484, loss_cls: 0.5970, loss: 0.5970, grad_norm: 3.2341, top1_acc/aux0: 0.8178, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6897, loss/aux0: 0.6897, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6340, loss/aux1: 0.6340, top1_acc/aux2: 0.8047, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7415, loss/aux2: 0.7415 2020-10-24 01:46:39,024 - mmaction - INFO - Epoch [88][140/396] lr: 1.500e-04, eta: 1:12:00, time: 0.861, data_time: 0.000, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9539, loss_cls: 0.5730, loss: 0.5730, grad_norm: 3.2953, top1_acc/aux0: 0.8194, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6800, loss/aux0: 0.6800, top1_acc/aux1: 0.8346, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6393, loss/aux1: 0.6393, top1_acc/aux2: 0.8076, top5_acc/aux2: 0.9380, loss_cls/aux2: 0.7199, loss/aux2: 0.7199 2020-10-24 01:47:21,996 - mmaction - INFO - Epoch [88][160/396] lr: 1.500e-04, eta: 1:11:42, time: 0.752, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9581, loss_cls: 0.5700, loss: 0.5700, grad_norm: 3.3124, top1_acc/aux0: 0.8176, top5_acc/aux0: 0.9398, loss_cls/aux0: 0.6933, loss/aux0: 0.6933, top1_acc/aux1: 0.8344, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6391, loss/aux1: 0.6391, top1_acc/aux2: 0.8128, top5_acc/aux2: 0.9409, loss_cls/aux2: 0.7102, loss/aux2: 0.7102 2020-10-24 01:48:06,017 - mmaction - INFO - Epoch [88][180/396] lr: 1.500e-04, eta: 1:11:25, time: 0.852, data_time: 0.000, memory: 8337, top1_acc: 0.8458, top5_acc: 0.9443, loss_cls: 0.6085, loss: 0.6085, grad_norm: 3.2368, top1_acc/aux0: 0.8139, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.6999, loss/aux0: 0.6999, top1_acc/aux1: 0.8294, top5_acc/aux1: 0.9581, loss_cls/aux1: 0.6383, loss/aux1: 0.6383, top1_acc/aux2: 0.8122, top5_acc/aux2: 0.9385, loss_cls/aux2: 0.7262, loss/aux2: 0.7262 2020-10-24 01:48:51,304 - mmaction - INFO - Epoch [88][200/396] lr: 1.500e-04, eta: 1:11:08, time: 0.917, data_time: 0.000, memory: 8337, top1_acc: 0.8620, top5_acc: 0.9539, loss_cls: 0.5518, loss: 0.5518, grad_norm: 3.2549, top1_acc/aux0: 0.8133, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.7030, loss/aux0: 0.7030, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.6315, loss/aux1: 0.6315, top1_acc/aux2: 0.8078, top5_acc/aux2: 0.9375, loss_cls/aux2: 0.7450, loss/aux2: 0.7450 2020-10-24 01:49:36,218 - mmaction - INFO - Epoch [88][220/396] lr: 1.500e-04, eta: 1:10:51, time: 0.918, data_time: 0.000, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9503, loss_cls: 0.5773, loss: 0.5773, grad_norm: 3.2880, top1_acc/aux0: 0.8110, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7164, loss/aux0: 0.7164, top1_acc/aux1: 0.8313, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6396, loss/aux1: 0.6396, top1_acc/aux2: 0.8023, top5_acc/aux2: 0.9380, loss_cls/aux2: 0.7526, loss/aux2: 0.7526 2020-10-24 01:50:22,147 - mmaction - INFO - Epoch [88][240/396] lr: 1.500e-04, eta: 1:10:34, time: 0.962, data_time: 0.000, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9516, loss_cls: 0.5904, loss: 0.5904, grad_norm: 3.2437, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7081, loss/aux0: 0.7081, top1_acc/aux1: 0.8393, top5_acc/aux1: 0.9539, loss_cls/aux1: 0.6230, loss/aux1: 0.6230, top1_acc/aux2: 0.8018, top5_acc/aux2: 0.9396, loss_cls/aux2: 0.7499, loss/aux2: 0.7499 2020-10-24 01:51:06,881 - mmaction - INFO - Epoch [88][260/396] lr: 1.500e-04, eta: 1:10:17, time: 0.942, data_time: 0.000, memory: 8337, top1_acc: 0.8443, top5_acc: 0.9508, loss_cls: 0.5920, loss: 0.5920, grad_norm: 3.3268, top1_acc/aux0: 0.8134, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7096, loss/aux0: 0.7096, top1_acc/aux1: 0.8409, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6102, loss/aux1: 0.6102, top1_acc/aux2: 0.8068, top5_acc/aux2: 0.9378, loss_cls/aux2: 0.7542, loss/aux2: 0.7542 2020-10-24 01:51:55,631 - mmaction - INFO - Epoch [88][280/396] lr: 1.500e-04, eta: 1:10:00, time: 1.043, data_time: 0.000, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9609, loss_cls: 0.5406, loss: 0.5406, grad_norm: 3.2934, top1_acc/aux0: 0.8136, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.7070, loss/aux0: 0.7070, top1_acc/aux1: 0.8346, top5_acc/aux1: 0.9539, loss_cls/aux1: 0.6173, loss/aux1: 0.6173, top1_acc/aux2: 0.7909, top5_acc/aux2: 0.9258, loss_cls/aux2: 0.8195, loss/aux2: 0.8195 2020-10-24 01:52:43,070 - mmaction - INFO - Epoch [88][300/396] lr: 1.500e-04, eta: 1:09:43, time: 0.971, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9492, loss_cls: 0.5881, loss: 0.5881, grad_norm: 3.2034, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6858, loss/aux0: 0.6858, top1_acc/aux1: 0.8359, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6082, loss/aux1: 0.6082, top1_acc/aux2: 0.7924, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.7917, loss/aux2: 0.7917 2020-10-24 01:53:28,049 - mmaction - INFO - Epoch [88][320/396] lr: 1.500e-04, eta: 1:09:26, time: 0.892, data_time: 0.000, memory: 8337, top1_acc: 0.8646, top5_acc: 0.9562, loss_cls: 0.5619, loss: 0.5619, grad_norm: 3.2818, top1_acc/aux0: 0.8166, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.6920, loss/aux0: 0.6920, top1_acc/aux1: 0.8380, top5_acc/aux1: 0.9568, loss_cls/aux1: 0.6071, loss/aux1: 0.6071, top1_acc/aux2: 0.8128, top5_acc/aux2: 0.9385, loss_cls/aux2: 0.7101, loss/aux2: 0.7101 2020-10-24 01:54:13,381 - mmaction - INFO - Epoch [88][340/396] lr: 1.500e-04, eta: 1:09:09, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9487, loss_cls: 0.5893, loss: 0.5893, grad_norm: 3.2538, top1_acc/aux0: 0.8144, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7046, loss/aux0: 0.7046, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6175, loss/aux1: 0.6175, top1_acc/aux2: 0.8086, top5_acc/aux2: 0.9396, loss_cls/aux2: 0.7221, loss/aux2: 0.7221 2020-10-24 01:54:57,519 - mmaction - INFO - Epoch [88][360/396] lr: 1.500e-04, eta: 1:08:52, time: 0.951, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9513, loss_cls: 0.5927, loss: 0.5927, grad_norm: 3.2827, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.6986, loss/aux0: 0.6986, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6233, loss/aux1: 0.6233, top1_acc/aux2: 0.8125, top5_acc/aux2: 0.9367, loss_cls/aux2: 0.7174, loss/aux2: 0.7174 2020-10-24 01:55:41,579 - mmaction - INFO - Epoch [88][380/396] lr: 1.500e-04, eta: 1:08:35, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9505, loss_cls: 0.5806, loss: 0.5806, grad_norm: 3.2759, top1_acc/aux0: 0.8179, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6842, loss/aux0: 0.6842, top1_acc/aux1: 0.8279, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6336, loss/aux1: 0.6336, top1_acc/aux2: 0.8185, top5_acc/aux2: 0.9398, loss_cls/aux2: 0.7104, loss/aux2: 0.7104 2020-10-24 01:56:16,561 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-10-24 01:59:57,655 - mmaction - INFO - Epoch [89][20/396] lr: 1.500e-04, eta: 1:08:02, time: 0.853, data_time: 0.000, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9583, loss_cls: 0.5480, loss: 0.5480, grad_norm: 3.3022, top1_acc/aux0: 0.8226, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6824, loss/aux0: 0.6824, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6604, loss/aux1: 0.6604, top1_acc/aux2: 0.7995, top5_acc/aux2: 0.9385, loss_cls/aux2: 0.7697, loss/aux2: 0.7697 2020-10-24 02:00:44,336 - mmaction - INFO - Epoch [89][40/396] lr: 1.500e-04, eta: 1:07:45, time: 0.994, data_time: 0.000, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9594, loss_cls: 0.5533, loss: 0.5533, grad_norm: 3.2759, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6941, loss/aux0: 0.6941, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6267, loss/aux1: 0.6267, top1_acc/aux2: 0.7966, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7840, loss/aux2: 0.7840 2020-10-24 02:01:28,209 - mmaction - INFO - Epoch [89][60/396] lr: 1.500e-04, eta: 1:07:28, time: 0.944, data_time: 0.000, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9469, loss_cls: 0.6191, loss: 0.6191, grad_norm: 3.3126, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7029, loss/aux0: 0.7029, top1_acc/aux1: 0.8432, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6018, loss/aux1: 0.6018, top1_acc/aux2: 0.7922, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.7868, loss/aux2: 0.7868 2020-10-24 02:02:10,311 - mmaction - INFO - Epoch [89][80/396] lr: 1.500e-04, eta: 1:07:10, time: 0.815, data_time: 0.008, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9578, loss_cls: 0.5759, loss: 0.5759, grad_norm: 3.3123, top1_acc/aux0: 0.8153, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.6953, loss/aux0: 0.6953, top1_acc/aux1: 0.8365, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6171, loss/aux1: 0.6171, top1_acc/aux2: 0.7940, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7772, loss/aux2: 0.7772 2020-10-24 02:02:55,190 - mmaction - INFO - Epoch [89][100/396] lr: 1.500e-04, eta: 1:06:53, time: 0.867, data_time: 0.000, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9479, loss_cls: 0.5947, loss: 0.5947, grad_norm: 3.2812, top1_acc/aux0: 0.8152, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6940, loss/aux0: 0.6940, top1_acc/aux1: 0.8302, top5_acc/aux1: 0.9471, loss_cls/aux1: 0.6195, loss/aux1: 0.6195, top1_acc/aux2: 0.8086, top5_acc/aux2: 0.9391, loss_cls/aux2: 0.7293, loss/aux2: 0.7293 2020-10-24 02:03:39,956 - mmaction - INFO - Epoch [89][120/396] lr: 1.500e-04, eta: 1:06:36, time: 0.910, data_time: 0.020, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9487, loss_cls: 0.5962, loss: 0.5962, grad_norm: 3.2876, top1_acc/aux0: 0.8166, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6900, loss/aux0: 0.6900, top1_acc/aux1: 0.8362, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6238, loss/aux1: 0.6238, top1_acc/aux2: 0.8107, top5_acc/aux2: 0.9398, loss_cls/aux2: 0.7214, loss/aux2: 0.7214 2020-10-24 02:04:24,648 - mmaction - INFO - Epoch [89][140/396] lr: 1.500e-04, eta: 1:06:19, time: 0.893, data_time: 0.031, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9471, loss_cls: 0.5901, loss: 0.5901, grad_norm: 3.3377, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6923, loss/aux0: 0.6923, top1_acc/aux1: 0.8451, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6130, loss/aux1: 0.6130, top1_acc/aux2: 0.7997, top5_acc/aux2: 0.9331, loss_cls/aux2: 0.7740, loss/aux2: 0.7740 2020-10-24 02:05:10,374 - mmaction - INFO - Epoch [89][160/396] lr: 1.500e-04, eta: 1:06:02, time: 0.914, data_time: 0.001, memory: 8337, top1_acc: 0.8466, top5_acc: 0.9469, loss_cls: 0.5879, loss: 0.5879, grad_norm: 3.2364, top1_acc/aux0: 0.8162, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.7014, loss/aux0: 0.7014, top1_acc/aux1: 0.8331, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6337, loss/aux1: 0.6337, top1_acc/aux2: 0.7896, top5_acc/aux2: 0.9352, loss_cls/aux2: 0.7773, loss/aux2: 0.7773 2020-10-24 02:05:53,613 - mmaction - INFO - Epoch [89][180/396] lr: 1.500e-04, eta: 1:05:45, time: 0.872, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9526, loss_cls: 0.5843, loss: 0.5843, grad_norm: 3.3965, top1_acc/aux0: 0.8171, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6906, loss/aux0: 0.6906, top1_acc/aux1: 0.8242, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6437, loss/aux1: 0.6437, top1_acc/aux2: 0.7885, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7890, loss/aux2: 0.7890 2020-10-24 02:06:38,646 - mmaction - INFO - Epoch [89][200/396] lr: 1.500e-04, eta: 1:05:27, time: 0.899, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9505, loss_cls: 0.5889, loss: 0.5889, grad_norm: 3.2505, top1_acc/aux0: 0.8173, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6821, loss/aux0: 0.6821, top1_acc/aux1: 0.8349, top5_acc/aux1: 0.9568, loss_cls/aux1: 0.6103, loss/aux1: 0.6103, top1_acc/aux2: 0.8005, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7874, loss/aux2: 0.7874 2020-10-24 02:07:24,201 - mmaction - INFO - Epoch [89][220/396] lr: 1.500e-04, eta: 1:05:10, time: 0.832, data_time: 0.000, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9503, loss_cls: 0.5948, loss: 0.5948, grad_norm: 3.2625, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.6834, loss/aux0: 0.6834, top1_acc/aux1: 0.8349, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6144, loss/aux1: 0.6144, top1_acc/aux2: 0.8052, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7481, loss/aux2: 0.7481 2020-10-24 02:08:12,618 - mmaction - INFO - Epoch [89][240/396] lr: 1.500e-04, eta: 1:04:53, time: 0.983, data_time: 0.000, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9490, loss_cls: 0.5993, loss: 0.5993, grad_norm: 3.2977, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.6924, loss/aux0: 0.6924, top1_acc/aux1: 0.8281, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6432, loss/aux1: 0.6432, top1_acc/aux2: 0.8078, top5_acc/aux2: 0.9312, loss_cls/aux2: 0.7503, loss/aux2: 0.7503 2020-10-24 02:08:55,244 - mmaction - INFO - Epoch [89][260/396] lr: 1.500e-04, eta: 1:04:36, time: 0.905, data_time: 0.000, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9576, loss_cls: 0.5562, loss: 0.5562, grad_norm: 3.2285, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6866, loss/aux0: 0.6866, top1_acc/aux1: 0.8255, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6638, loss/aux1: 0.6638, top1_acc/aux2: 0.8086, top5_acc/aux2: 0.9378, loss_cls/aux2: 0.7443, loss/aux2: 0.7443 2020-10-24 02:09:38,844 - mmaction - INFO - Epoch [89][280/396] lr: 1.500e-04, eta: 1:04:19, time: 0.838, data_time: 0.000, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9583, loss_cls: 0.5588, loss: 0.5588, grad_norm: 3.2778, top1_acc/aux0: 0.8160, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.6986, loss/aux0: 0.6986, top1_acc/aux1: 0.8346, top5_acc/aux1: 0.9568, loss_cls/aux1: 0.6137, loss/aux1: 0.6137, top1_acc/aux2: 0.8125, top5_acc/aux2: 0.9456, loss_cls/aux2: 0.7043, loss/aux2: 0.7043 2020-10-24 02:10:25,315 - mmaction - INFO - Epoch [89][300/396] lr: 1.500e-04, eta: 1:04:01, time: 0.905, data_time: 0.000, memory: 8337, top1_acc: 0.8422, top5_acc: 0.9513, loss_cls: 0.5945, loss: 0.5945, grad_norm: 3.2548, top1_acc/aux0: 0.8141, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.7064, loss/aux0: 0.7064, top1_acc/aux1: 0.8391, top5_acc/aux1: 0.9612, loss_cls/aux1: 0.5779, loss/aux1: 0.5779, top1_acc/aux2: 0.8081, top5_acc/aux2: 0.9388, loss_cls/aux2: 0.7154, loss/aux2: 0.7154 2020-10-24 02:11:12,929 - mmaction - INFO - Epoch [89][320/396] lr: 1.500e-04, eta: 1:03:44, time: 0.950, data_time: 0.000, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9539, loss_cls: 0.5586, loss: 0.5586, grad_norm: 3.2781, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6827, loss/aux0: 0.6827, top1_acc/aux1: 0.8367, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.6089, loss/aux1: 0.6089, top1_acc/aux2: 0.8010, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7332, loss/aux2: 0.7332 2020-10-24 02:11:56,640 - mmaction - INFO - Epoch [89][340/396] lr: 1.500e-04, eta: 1:03:27, time: 0.830, data_time: 0.000, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9500, loss_cls: 0.5596, loss: 0.5596, grad_norm: 3.2630, top1_acc/aux0: 0.8173, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.6873, loss/aux0: 0.6873, top1_acc/aux1: 0.8341, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6356, loss/aux1: 0.6356, top1_acc/aux2: 0.8068, top5_acc/aux2: 0.9362, loss_cls/aux2: 0.7335, loss/aux2: 0.7335 2020-10-24 02:12:41,179 - mmaction - INFO - Epoch [89][360/396] lr: 1.500e-04, eta: 1:03:10, time: 0.907, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9531, loss_cls: 0.5829, loss: 0.5829, grad_norm: 3.2710, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6960, loss/aux0: 0.6960, top1_acc/aux1: 0.8372, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6126, loss/aux1: 0.6126, top1_acc/aux2: 0.8102, top5_acc/aux2: 0.9349, loss_cls/aux2: 0.7443, loss/aux2: 0.7443 2020-10-24 02:13:28,219 - mmaction - INFO - Epoch [89][380/396] lr: 1.500e-04, eta: 1:02:53, time: 0.957, data_time: 0.001, memory: 8337, top1_acc: 0.8641, top5_acc: 0.9578, loss_cls: 0.5434, loss: 0.5434, grad_norm: 3.2646, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6988, loss/aux0: 0.6988, top1_acc/aux1: 0.8430, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6101, loss/aux1: 0.6101, top1_acc/aux2: 0.8044, top5_acc/aux2: 0.9276, loss_cls/aux2: 0.7790, loss/aux2: 0.7790 2020-10-24 02:14:08,345 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-10-24 02:17:19,995 - mmaction - INFO - Epoch [90][20/396] lr: 1.500e-04, eta: 1:02:20, time: 0.851, data_time: 0.002, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9487, loss_cls: 0.5972, loss: 0.5972, grad_norm: 3.3309, top1_acc/aux0: 0.8186, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6899, loss/aux0: 0.6899, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6150, loss/aux1: 0.6150, top1_acc/aux2: 0.8052, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7775, loss/aux2: 0.7775 2020-10-24 02:18:06,838 - mmaction - INFO - Epoch [90][40/396] lr: 1.500e-04, eta: 1:02:03, time: 1.004, data_time: 0.000, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9552, loss_cls: 0.5546, loss: 0.5546, grad_norm: 3.1914, top1_acc/aux0: 0.8196, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6852, loss/aux0: 0.6852, top1_acc/aux1: 0.8344, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6290, loss/aux1: 0.6290, top1_acc/aux2: 0.8000, top5_acc/aux2: 0.9349, loss_cls/aux2: 0.7843, loss/aux2: 0.7843 2020-10-24 02:18:52,469 - mmaction - INFO - Epoch [90][60/396] lr: 1.500e-04, eta: 1:01:46, time: 0.944, data_time: 0.000, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9513, loss_cls: 0.6051, loss: 0.6051, grad_norm: 3.2698, top1_acc/aux0: 0.8197, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6832, loss/aux0: 0.6832, top1_acc/aux1: 0.8370, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6296, loss/aux1: 0.6296, top1_acc/aux2: 0.8042, top5_acc/aux2: 0.9346, loss_cls/aux2: 0.7584, loss/aux2: 0.7584 2020-10-24 02:19:37,394 - mmaction - INFO - Epoch [90][80/396] lr: 1.500e-04, eta: 1:01:29, time: 0.872, data_time: 0.000, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9562, loss_cls: 0.6017, loss: 0.6017, grad_norm: 3.3286, top1_acc/aux0: 0.8173, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.6964, loss/aux0: 0.6964, top1_acc/aux1: 0.8365, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6143, loss/aux1: 0.6143, top1_acc/aux2: 0.8010, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.7660, loss/aux2: 0.7660 2020-10-24 02:20:22,278 - mmaction - INFO - Epoch [90][100/396] lr: 1.500e-04, eta: 1:01:12, time: 0.912, data_time: 0.059, memory: 8337, top1_acc: 0.8438, top5_acc: 0.9518, loss_cls: 0.6057, loss: 0.6057, grad_norm: 3.2803, top1_acc/aux0: 0.8123, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7122, loss/aux0: 0.7122, top1_acc/aux1: 0.8383, top5_acc/aux1: 0.9583, loss_cls/aux1: 0.6030, loss/aux1: 0.6030, top1_acc/aux2: 0.7977, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.7675, loss/aux2: 0.7675 2020-10-24 02:21:08,596 - mmaction - INFO - Epoch [90][120/396] lr: 1.500e-04, eta: 1:00:55, time: 0.914, data_time: 0.000, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9547, loss_cls: 0.5504, loss: 0.5504, grad_norm: 3.2736, top1_acc/aux0: 0.8108, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.7081, loss/aux0: 0.7081, top1_acc/aux1: 0.8344, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6120, loss/aux1: 0.6120, top1_acc/aux2: 0.8049, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7443, loss/aux2: 0.7443 2020-10-24 02:21:53,057 - mmaction - INFO - Epoch [90][140/396] lr: 1.500e-04, eta: 1:00:37, time: 0.896, data_time: 0.000, memory: 8337, top1_acc: 0.8378, top5_acc: 0.9508, loss_cls: 0.6095, loss: 0.6095, grad_norm: 3.2752, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6933, loss/aux0: 0.6933, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9568, loss_cls/aux1: 0.6163, loss/aux1: 0.6163, top1_acc/aux2: 0.8052, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.7539, loss/aux2: 0.7539 2020-10-24 02:22:38,460 - mmaction - INFO - Epoch [90][160/396] lr: 1.500e-04, eta: 1:00:20, time: 0.874, data_time: 0.000, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9565, loss_cls: 0.5472, loss: 0.5472, grad_norm: 3.1861, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6872, loss/aux0: 0.6872, top1_acc/aux1: 0.8391, top5_acc/aux1: 0.9576, loss_cls/aux1: 0.6035, loss/aux1: 0.6035, top1_acc/aux2: 0.8083, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7410, loss/aux2: 0.7410 2020-10-24 02:23:22,112 - mmaction - INFO - Epoch [90][180/396] lr: 1.500e-04, eta: 1:00:03, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.8404, top5_acc: 0.9479, loss_cls: 0.6186, loss: 0.6186, grad_norm: 3.3248, top1_acc/aux0: 0.8145, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6979, loss/aux0: 0.6979, top1_acc/aux1: 0.8362, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6149, loss/aux1: 0.6149, top1_acc/aux2: 0.7953, top5_acc/aux2: 0.9359, loss_cls/aux2: 0.7653, loss/aux2: 0.7653 2020-10-24 02:24:06,497 - mmaction - INFO - Epoch [90][200/396] lr: 1.500e-04, eta: 0:59:46, time: 0.898, data_time: 0.000, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9469, loss_cls: 0.6117, loss: 0.6117, grad_norm: 3.2964, top1_acc/aux0: 0.8154, top5_acc/aux0: 0.9439, loss_cls/aux0: 0.6914, loss/aux0: 0.6914, top1_acc/aux1: 0.8362, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6316, loss/aux1: 0.6316, top1_acc/aux2: 0.7935, top5_acc/aux2: 0.9341, loss_cls/aux2: 0.7765, loss/aux2: 0.7765 2020-10-24 02:24:52,794 - mmaction - INFO - Epoch [90][220/396] lr: 1.500e-04, eta: 0:59:29, time: 0.979, data_time: 0.000, memory: 8337, top1_acc: 0.8521, top5_acc: 0.9523, loss_cls: 0.5772, loss: 0.5772, grad_norm: 3.3576, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.6971, loss/aux0: 0.6971, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6389, loss/aux1: 0.6389, top1_acc/aux2: 0.8016, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7690, loss/aux2: 0.7690 2020-10-24 02:25:35,656 - mmaction - INFO - Epoch [90][240/396] lr: 1.500e-04, eta: 0:59:11, time: 0.781, data_time: 0.000, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9581, loss_cls: 0.5455, loss: 0.5455, grad_norm: 3.2442, top1_acc/aux0: 0.8131, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7076, loss/aux0: 0.7076, top1_acc/aux1: 0.8302, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6318, loss/aux1: 0.6318, top1_acc/aux2: 0.7984, top5_acc/aux2: 0.9292, loss_cls/aux2: 0.7739, loss/aux2: 0.7739 2020-10-24 02:26:22,232 - mmaction - INFO - Epoch [90][260/396] lr: 1.500e-04, eta: 0:58:54, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9560, loss_cls: 0.5543, loss: 0.5543, grad_norm: 3.2821, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.7008, loss/aux0: 0.7008, top1_acc/aux1: 0.8255, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6316, loss/aux1: 0.6316, top1_acc/aux2: 0.8070, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7359, loss/aux2: 0.7359 2020-10-24 02:27:08,746 - mmaction - INFO - Epoch [90][280/396] lr: 1.500e-04, eta: 0:58:37, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9495, loss_cls: 0.5890, loss: 0.5890, grad_norm: 3.2720, top1_acc/aux0: 0.8162, top5_acc/aux0: 0.9403, loss_cls/aux0: 0.7032, loss/aux0: 0.7032, top1_acc/aux1: 0.8339, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6040, loss/aux1: 0.6040, top1_acc/aux2: 0.8117, top5_acc/aux2: 0.9370, loss_cls/aux2: 0.7094, loss/aux2: 0.7094 2020-10-24 02:27:52,159 - mmaction - INFO - Epoch [90][300/396] lr: 1.500e-04, eta: 0:58:20, time: 0.881, data_time: 0.000, memory: 8337, top1_acc: 0.8492, top5_acc: 0.9518, loss_cls: 0.5758, loss: 0.5758, grad_norm: 3.2647, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7034, loss/aux0: 0.7034, top1_acc/aux1: 0.8401, top5_acc/aux1: 0.9555, loss_cls/aux1: 0.6016, loss/aux1: 0.6016, top1_acc/aux2: 0.8094, top5_acc/aux2: 0.9380, loss_cls/aux2: 0.7282, loss/aux2: 0.7282 2020-10-24 02:28:36,291 - mmaction - INFO - Epoch [90][320/396] lr: 1.500e-04, eta: 0:58:03, time: 0.907, data_time: 0.269, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9523, loss_cls: 0.5687, loss: 0.5687, grad_norm: 3.3117, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6991, loss/aux0: 0.6991, top1_acc/aux1: 0.8302, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6296, loss/aux1: 0.6296, top1_acc/aux2: 0.8109, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7372, loss/aux2: 0.7372 2020-10-24 02:29:19,219 - mmaction - INFO - Epoch [90][340/396] lr: 1.500e-04, eta: 0:57:45, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9583, loss_cls: 0.5549, loss: 0.5549, grad_norm: 3.3551, top1_acc/aux0: 0.8184, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.6952, loss/aux0: 0.6952, top1_acc/aux1: 0.8307, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6205, loss/aux1: 0.6205, top1_acc/aux2: 0.8044, top5_acc/aux2: 0.9385, loss_cls/aux2: 0.7344, loss/aux2: 0.7344 2020-10-24 02:30:06,221 - mmaction - INFO - Epoch [90][360/396] lr: 1.500e-04, eta: 0:57:28, time: 0.929, data_time: 0.000, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9510, loss_cls: 0.5896, loss: 0.5896, grad_norm: 3.2246, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6970, loss/aux0: 0.6970, top1_acc/aux1: 0.8331, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6214, loss/aux1: 0.6214, top1_acc/aux2: 0.8034, top5_acc/aux2: 0.9393, loss_cls/aux2: 0.7343, loss/aux2: 0.7343 2020-10-24 02:30:54,346 - mmaction - INFO - Epoch [90][380/396] lr: 1.500e-04, eta: 0:57:11, time: 0.944, data_time: 0.000, memory: 8337, top1_acc: 0.8531, top5_acc: 0.9500, loss_cls: 0.5852, loss: 0.5852, grad_norm: 3.3286, top1_acc/aux0: 0.8132, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.7044, loss/aux0: 0.7044, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6326, loss/aux1: 0.6326, top1_acc/aux2: 0.8023, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7520, loss/aux2: 0.7520 2020-10-24 02:31:34,057 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-10-24 02:32:21,654 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-24 02:32:21,792 - mmaction - INFO - top1_acc 0.8080 top5_acc 0.9504 2020-10-24 02:32:21,793 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-24 02:32:21,862 - mmaction - INFO - mean_acc 0.8084 2020-10-24 02:32:21,863 - mmaction - INFO - Epoch(val) [90][396] top1_acc: 0.8080, top5_acc: 0.9504, mean_class_accuracy: 0.8084 2020-10-24 02:35:34,621 - mmaction - INFO - Epoch [91][20/396] lr: 1.500e-04, eta: 0:56:38, time: 0.831, data_time: 0.000, memory: 8337, top1_acc: 0.8539, top5_acc: 0.9536, loss_cls: 0.5716, loss: 0.5716, grad_norm: 3.2931, top1_acc/aux0: 0.8115, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7008, loss/aux0: 0.7008, top1_acc/aux1: 0.8266, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6645, loss/aux1: 0.6645, top1_acc/aux2: 0.8141, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7206, loss/aux2: 0.7206 2020-10-24 02:36:20,406 - mmaction - INFO - Epoch [91][40/396] lr: 1.500e-04, eta: 0:56:21, time: 0.847, data_time: 0.000, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9518, loss_cls: 0.5794, loss: 0.5794, grad_norm: 3.2651, top1_acc/aux0: 0.8124, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6984, loss/aux0: 0.6984, top1_acc/aux1: 0.8214, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6778, loss/aux1: 0.6778, top1_acc/aux2: 0.8029, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7440, loss/aux2: 0.7440 2020-10-24 02:37:06,776 - mmaction - INFO - Epoch [91][60/396] lr: 1.500e-04, eta: 0:56:04, time: 0.895, data_time: 0.000, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9513, loss_cls: 0.5859, loss: 0.5859, grad_norm: 3.3061, top1_acc/aux0: 0.8129, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6877, loss/aux0: 0.6877, top1_acc/aux1: 0.8268, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6665, loss/aux1: 0.6665, top1_acc/aux2: 0.7901, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7782, loss/aux2: 0.7782 2020-10-24 02:37:49,594 - mmaction - INFO - Epoch [91][80/396] lr: 1.500e-04, eta: 0:55:47, time: 0.892, data_time: 0.267, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9490, loss_cls: 0.5995, loss: 0.5995, grad_norm: 3.3220, top1_acc/aux0: 0.8127, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6891, loss/aux0: 0.6891, top1_acc/aux1: 0.8383, top5_acc/aux1: 0.9539, loss_cls/aux1: 0.6287, loss/aux1: 0.6287, top1_acc/aux2: 0.7943, top5_acc/aux2: 0.9312, loss_cls/aux2: 0.7834, loss/aux2: 0.7834 2020-10-24 02:38:33,578 - mmaction - INFO - Epoch [91][100/396] lr: 1.500e-04, eta: 0:55:29, time: 0.846, data_time: 0.000, memory: 8337, top1_acc: 0.8393, top5_acc: 0.9518, loss_cls: 0.6042, loss: 0.6042, grad_norm: 3.2541, top1_acc/aux0: 0.8175, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6838, loss/aux0: 0.6838, top1_acc/aux1: 0.8370, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6257, loss/aux1: 0.6257, top1_acc/aux2: 0.8107, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.7391, loss/aux2: 0.7391 2020-10-24 02:39:19,526 - mmaction - INFO - Epoch [91][120/396] lr: 1.500e-04, eta: 0:55:12, time: 0.829, data_time: 0.000, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9565, loss_cls: 0.5652, loss: 0.5652, grad_norm: 3.2964, top1_acc/aux0: 0.8201, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6787, loss/aux0: 0.6787, top1_acc/aux1: 0.8310, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6394, loss/aux1: 0.6394, top1_acc/aux2: 0.8138, top5_acc/aux2: 0.9346, loss_cls/aux2: 0.7252, loss/aux2: 0.7252 2020-10-24 02:40:02,995 - mmaction - INFO - Epoch [91][140/396] lr: 1.500e-04, eta: 0:54:55, time: 0.851, data_time: 0.000, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9568, loss_cls: 0.5630, loss: 0.5630, grad_norm: 3.3185, top1_acc/aux0: 0.8175, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6920, loss/aux0: 0.6920, top1_acc/aux1: 0.8258, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6469, loss/aux1: 0.6469, top1_acc/aux2: 0.8013, top5_acc/aux2: 0.9331, loss_cls/aux2: 0.7578, loss/aux2: 0.7578 2020-10-24 02:40:51,416 - mmaction - INFO - Epoch [91][160/396] lr: 1.500e-04, eta: 0:54:38, time: 0.992, data_time: 0.000, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9516, loss_cls: 0.5746, loss: 0.5746, grad_norm: 3.3164, top1_acc/aux0: 0.8126, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7051, loss/aux0: 0.7051, top1_acc/aux1: 0.8310, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6375, loss/aux1: 0.6375, top1_acc/aux2: 0.8063, top5_acc/aux2: 0.9370, loss_cls/aux2: 0.7492, loss/aux2: 0.7492 2020-10-24 02:41:33,980 - mmaction - INFO - Epoch [91][180/396] lr: 1.500e-04, eta: 0:54:21, time: 0.861, data_time: 0.000, memory: 8337, top1_acc: 0.8661, top5_acc: 0.9596, loss_cls: 0.5454, loss: 0.5454, grad_norm: 3.3133, top1_acc/aux0: 0.8123, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7103, loss/aux0: 0.7103, top1_acc/aux1: 0.8326, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6417, loss/aux1: 0.6417, top1_acc/aux2: 0.8133, top5_acc/aux2: 0.9380, loss_cls/aux2: 0.7358, loss/aux2: 0.7358 2020-10-24 02:42:19,579 - mmaction - INFO - Epoch [91][200/396] lr: 1.500e-04, eta: 0:54:03, time: 0.903, data_time: 0.000, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9508, loss_cls: 0.5843, loss: 0.5843, grad_norm: 3.2382, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9415, loss_cls/aux0: 0.6986, loss/aux0: 0.6986, top1_acc/aux1: 0.8315, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6351, loss/aux1: 0.6351, top1_acc/aux2: 0.8031, top5_acc/aux2: 0.9346, loss_cls/aux2: 0.7547, loss/aux2: 0.7547 2020-10-24 02:43:05,302 - mmaction - INFO - Epoch [91][220/396] lr: 1.500e-04, eta: 0:53:46, time: 0.808, data_time: 0.000, memory: 8337, top1_acc: 0.8607, top5_acc: 0.9568, loss_cls: 0.5496, loss: 0.5496, grad_norm: 3.2971, top1_acc/aux0: 0.8152, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.7022, loss/aux0: 0.7022, top1_acc/aux1: 0.8346, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6061, loss/aux1: 0.6061, top1_acc/aux2: 0.8055, top5_acc/aux2: 0.9393, loss_cls/aux2: 0.7345, loss/aux2: 0.7345 2020-10-24 02:43:50,160 - mmaction - INFO - Epoch [91][240/396] lr: 1.500e-04, eta: 0:53:29, time: 0.906, data_time: 0.001, memory: 8337, top1_acc: 0.8589, top5_acc: 0.9508, loss_cls: 0.5565, loss: 0.5565, grad_norm: 3.2033, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9388, loss_cls/aux0: 0.7030, loss/aux0: 0.7030, top1_acc/aux1: 0.8370, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6017, loss/aux1: 0.6017, top1_acc/aux2: 0.8180, top5_acc/aux2: 0.9414, loss_cls/aux2: 0.7070, loss/aux2: 0.7070 2020-10-24 02:44:38,934 - mmaction - INFO - Epoch [91][260/396] lr: 1.500e-04, eta: 0:53:12, time: 0.983, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9513, loss_cls: 0.5797, loss: 0.5797, grad_norm: 3.2780, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7035, loss/aux0: 0.7035, top1_acc/aux1: 0.8443, top5_acc/aux1: 0.9568, loss_cls/aux1: 0.5925, loss/aux1: 0.5925, top1_acc/aux2: 0.8214, top5_acc/aux2: 0.9370, loss_cls/aux2: 0.7218, loss/aux2: 0.7218 2020-10-24 02:45:22,914 - mmaction - INFO - Epoch [91][280/396] lr: 1.500e-04, eta: 0:52:55, time: 0.946, data_time: 0.000, memory: 8337, top1_acc: 0.8581, top5_acc: 0.9591, loss_cls: 0.5491, loss: 0.5491, grad_norm: 3.2785, top1_acc/aux0: 0.8181, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.6993, loss/aux0: 0.6993, top1_acc/aux1: 0.8414, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6123, loss/aux1: 0.6123, top1_acc/aux2: 0.8177, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7304, loss/aux2: 0.7304 2020-10-24 02:46:07,293 - mmaction - INFO - Epoch [91][300/396] lr: 1.500e-04, eta: 0:52:38, time: 0.922, data_time: 0.000, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9576, loss_cls: 0.5578, loss: 0.5578, grad_norm: 3.3055, top1_acc/aux0: 0.8142, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7025, loss/aux0: 0.7025, top1_acc/aux1: 0.8362, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6327, loss/aux1: 0.6327, top1_acc/aux2: 0.8130, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7495, loss/aux2: 0.7495 2020-10-24 02:46:53,215 - mmaction - INFO - Epoch [91][320/396] lr: 1.500e-04, eta: 0:52:21, time: 0.962, data_time: 0.000, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9544, loss_cls: 0.5517, loss: 0.5517, grad_norm: 3.2396, top1_acc/aux0: 0.8096, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7072, loss/aux0: 0.7072, top1_acc/aux1: 0.8331, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6187, loss/aux1: 0.6187, top1_acc/aux2: 0.8133, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.7453, loss/aux2: 0.7453 2020-10-24 02:47:36,841 - mmaction - INFO - Epoch [91][340/396] lr: 1.500e-04, eta: 0:52:03, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9539, loss_cls: 0.5821, loss: 0.5821, grad_norm: 3.2769, top1_acc/aux0: 0.8099, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.7027, loss/aux0: 0.7027, top1_acc/aux1: 0.8346, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6235, loss/aux1: 0.6235, top1_acc/aux2: 0.8083, top5_acc/aux2: 0.9372, loss_cls/aux2: 0.7489, loss/aux2: 0.7489 2020-10-24 02:48:24,209 - mmaction - INFO - Epoch [91][360/396] lr: 1.500e-04, eta: 0:51:46, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.8451, top5_acc: 0.9529, loss_cls: 0.5814, loss: 0.5814, grad_norm: 3.2870, top1_acc/aux0: 0.8122, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6985, loss/aux0: 0.6985, top1_acc/aux1: 0.8448, top5_acc/aux1: 0.9555, loss_cls/aux1: 0.6110, loss/aux1: 0.6110, top1_acc/aux2: 0.8042, top5_acc/aux2: 0.9378, loss_cls/aux2: 0.7611, loss/aux2: 0.7611 2020-10-24 02:49:10,050 - mmaction - INFO - Epoch [91][380/396] lr: 1.500e-04, eta: 0:51:29, time: 0.980, data_time: 0.000, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9500, loss_cls: 0.5877, loss: 0.5877, grad_norm: 3.3154, top1_acc/aux0: 0.8172, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6855, loss/aux0: 0.6855, top1_acc/aux1: 0.8396, top5_acc/aux1: 0.9589, loss_cls/aux1: 0.6073, loss/aux1: 0.6073, top1_acc/aux2: 0.8034, top5_acc/aux2: 0.9388, loss_cls/aux2: 0.7458, loss/aux2: 0.7458 2020-10-24 02:49:46,092 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-10-24 02:52:55,784 - mmaction - INFO - Epoch [92][20/396] lr: 1.500e-04, eta: 0:50:57, time: 0.841, data_time: 0.000, memory: 8337, top1_acc: 0.8430, top5_acc: 0.9443, loss_cls: 0.6109, loss: 0.6109, grad_norm: 3.3267, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9389, loss_cls/aux0: 0.7096, loss/aux0: 0.7096, top1_acc/aux1: 0.8536, top5_acc/aux1: 0.9578, loss_cls/aux1: 0.5626, loss/aux1: 0.5626, top1_acc/aux2: 0.8042, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.7518, loss/aux2: 0.7518 2020-10-24 02:53:41,059 - mmaction - INFO - Epoch [92][40/396] lr: 1.500e-04, eta: 0:50:39, time: 0.826, data_time: 0.000, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9552, loss_cls: 0.5760, loss: 0.5760, grad_norm: 3.3017, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7088, loss/aux0: 0.7088, top1_acc/aux1: 0.8414, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.5962, loss/aux1: 0.5962, top1_acc/aux2: 0.8068, top5_acc/aux2: 0.9336, loss_cls/aux2: 0.7270, loss/aux2: 0.7270 2020-10-24 02:54:25,152 - mmaction - INFO - Epoch [92][60/396] lr: 1.500e-04, eta: 0:50:22, time: 0.846, data_time: 0.000, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9563, loss_cls: 0.5474, loss: 0.5474, grad_norm: 3.2460, top1_acc/aux0: 0.8178, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6853, loss/aux0: 0.6853, top1_acc/aux1: 0.8336, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6374, loss/aux1: 0.6374, top1_acc/aux2: 0.8008, top5_acc/aux2: 0.9326, loss_cls/aux2: 0.7508, loss/aux2: 0.7508 2020-10-24 02:55:11,852 - mmaction - INFO - Epoch [92][80/396] lr: 1.500e-04, eta: 0:50:05, time: 0.935, data_time: 0.000, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9469, loss_cls: 0.6160, loss: 0.6160, grad_norm: 3.3109, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6891, loss/aux0: 0.6891, top1_acc/aux1: 0.8398, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6192, loss/aux1: 0.6192, top1_acc/aux2: 0.8000, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7680, loss/aux2: 0.7680 2020-10-24 02:55:55,987 - mmaction - INFO - Epoch [92][100/396] lr: 1.500e-04, eta: 0:49:48, time: 0.868, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9495, loss_cls: 0.5854, loss: 0.5854, grad_norm: 3.3033, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6993, loss/aux0: 0.6993, top1_acc/aux1: 0.8401, top5_acc/aux1: 0.9539, loss_cls/aux1: 0.6040, loss/aux1: 0.6040, top1_acc/aux2: 0.8010, top5_acc/aux2: 0.9372, loss_cls/aux2: 0.7478, loss/aux2: 0.7478 2020-10-24 02:56:40,994 - mmaction - INFO - Epoch [92][120/396] lr: 1.500e-04, eta: 0:49:31, time: 0.913, data_time: 0.197, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9508, loss_cls: 0.6045, loss: 0.6045, grad_norm: 3.2394, top1_acc/aux0: 0.8150, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.6899, loss/aux0: 0.6899, top1_acc/aux1: 0.8388, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6219, loss/aux1: 0.6219, top1_acc/aux2: 0.7974, top5_acc/aux2: 0.9362, loss_cls/aux2: 0.7578, loss/aux2: 0.7578 2020-10-24 02:57:24,302 - mmaction - INFO - Epoch [92][140/396] lr: 1.500e-04, eta: 0:49:13, time: 0.910, data_time: 0.056, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9555, loss_cls: 0.5905, loss: 0.5905, grad_norm: 3.2623, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.6923, loss/aux0: 0.6923, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6272, loss/aux1: 0.6272, top1_acc/aux2: 0.7979, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7773, loss/aux2: 0.7773 2020-10-24 02:58:07,737 - mmaction - INFO - Epoch [92][160/396] lr: 1.500e-04, eta: 0:48:56, time: 0.793, data_time: 0.000, memory: 8337, top1_acc: 0.8667, top5_acc: 0.9586, loss_cls: 0.5345, loss: 0.5345, grad_norm: 3.2910, top1_acc/aux0: 0.8156, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6976, loss/aux0: 0.6976, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6362, loss/aux1: 0.6362, top1_acc/aux2: 0.7974, top5_acc/aux2: 0.9299, loss_cls/aux2: 0.7920, loss/aux2: 0.7920 2020-10-24 02:58:53,168 - mmaction - INFO - Epoch [92][180/396] lr: 1.500e-04, eta: 0:48:39, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.8448, top5_acc: 0.9477, loss_cls: 0.6050, loss: 0.6050, grad_norm: 3.4137, top1_acc/aux0: 0.8127, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6990, loss/aux0: 0.6990, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6291, loss/aux1: 0.6291, top1_acc/aux2: 0.7997, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7571, loss/aux2: 0.7571 2020-10-24 02:59:36,934 - mmaction - INFO - Epoch [92][200/396] lr: 1.500e-04, eta: 0:48:22, time: 0.920, data_time: 0.000, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9466, loss_cls: 0.6254, loss: 0.6254, grad_norm: 3.3097, top1_acc/aux0: 0.8111, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7029, loss/aux0: 0.7029, top1_acc/aux1: 0.8417, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.6088, loss/aux1: 0.6088, top1_acc/aux2: 0.8060, top5_acc/aux2: 0.9404, loss_cls/aux2: 0.7174, loss/aux2: 0.7174 2020-10-24 03:00:25,157 - mmaction - INFO - Epoch [92][220/396] lr: 1.500e-04, eta: 0:48:05, time: 1.086, data_time: 0.002, memory: 8337, top1_acc: 0.8633, top5_acc: 0.9576, loss_cls: 0.5408, loss: 0.5408, grad_norm: 3.2714, top1_acc/aux0: 0.8098, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7118, loss/aux0: 0.7118, top1_acc/aux1: 0.8365, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6345, loss/aux1: 0.6345, top1_acc/aux2: 0.8081, top5_acc/aux2: 0.9362, loss_cls/aux2: 0.7284, loss/aux2: 0.7284 2020-10-24 03:01:12,287 - mmaction - INFO - Epoch [92][240/396] lr: 1.500e-04, eta: 0:47:48, time: 0.962, data_time: 0.000, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9542, loss_cls: 0.5471, loss: 0.5471, grad_norm: 3.2368, top1_acc/aux0: 0.8158, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.6995, loss/aux0: 0.6995, top1_acc/aux1: 0.8299, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6349, loss/aux1: 0.6349, top1_acc/aux2: 0.8083, top5_acc/aux2: 0.9375, loss_cls/aux2: 0.7376, loss/aux2: 0.7376 2020-10-24 03:01:55,158 - mmaction - INFO - Epoch [92][260/396] lr: 1.500e-04, eta: 0:47:31, time: 0.885, data_time: 0.154, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9510, loss_cls: 0.6007, loss: 0.6007, grad_norm: 3.2985, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6853, loss/aux0: 0.6853, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6298, loss/aux1: 0.6298, top1_acc/aux2: 0.8057, top5_acc/aux2: 0.9391, loss_cls/aux2: 0.7399, loss/aux2: 0.7399 2020-10-24 03:02:39,587 - mmaction - INFO - Epoch [92][280/396] lr: 1.500e-04, eta: 0:47:13, time: 0.884, data_time: 0.259, memory: 8337, top1_acc: 0.8414, top5_acc: 0.9484, loss_cls: 0.6143, loss: 0.6143, grad_norm: 3.3617, top1_acc/aux0: 0.8149, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.6915, loss/aux0: 0.6915, top1_acc/aux1: 0.8297, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6430, loss/aux1: 0.6430, top1_acc/aux2: 0.7992, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7545, loss/aux2: 0.7545 2020-10-24 03:03:25,226 - mmaction - INFO - Epoch [92][300/396] lr: 1.500e-04, eta: 0:46:56, time: 0.896, data_time: 0.000, memory: 8337, top1_acc: 0.8479, top5_acc: 0.9503, loss_cls: 0.5985, loss: 0.5985, grad_norm: 3.3099, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.6915, loss/aux0: 0.6915, top1_acc/aux1: 0.8341, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6455, loss/aux1: 0.6455, top1_acc/aux2: 0.8042, top5_acc/aux2: 0.9411, loss_cls/aux2: 0.7470, loss/aux2: 0.7470 2020-10-24 03:04:10,456 - mmaction - INFO - Epoch [92][320/396] lr: 1.500e-04, eta: 0:46:39, time: 0.905, data_time: 0.000, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9484, loss_cls: 0.5915, loss: 0.5915, grad_norm: 3.2916, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.6905, loss/aux0: 0.6905, top1_acc/aux1: 0.8357, top5_acc/aux1: 0.9471, loss_cls/aux1: 0.6421, loss/aux1: 0.6421, top1_acc/aux2: 0.8107, top5_acc/aux2: 0.9427, loss_cls/aux2: 0.7413, loss/aux2: 0.7413 2020-10-24 03:04:58,637 - mmaction - INFO - Epoch [92][340/396] lr: 1.500e-04, eta: 0:46:22, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.8438, top5_acc: 0.9464, loss_cls: 0.6069, loss: 0.6069, grad_norm: 3.3030, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.6956, loss/aux0: 0.6956, top1_acc/aux1: 0.8372, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6222, loss/aux1: 0.6222, top1_acc/aux2: 0.8034, top5_acc/aux2: 0.9362, loss_cls/aux2: 0.7533, loss/aux2: 0.7533 2020-10-24 03:05:44,439 - mmaction - INFO - Epoch [92][360/396] lr: 1.500e-04, eta: 0:46:05, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9523, loss_cls: 0.5907, loss: 0.5907, grad_norm: 3.3794, top1_acc/aux0: 0.8216, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6915, loss/aux0: 0.6915, top1_acc/aux1: 0.8299, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6341, loss/aux1: 0.6341, top1_acc/aux2: 0.8031, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.7520, loss/aux2: 0.7520 2020-10-24 03:06:30,372 - mmaction - INFO - Epoch [92][380/396] lr: 1.500e-04, eta: 0:45:48, time: 1.035, data_time: 0.051, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9490, loss_cls: 0.5931, loss: 0.5931, grad_norm: 3.3084, top1_acc/aux0: 0.8165, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7038, loss/aux0: 0.7038, top1_acc/aux1: 0.8326, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6302, loss/aux1: 0.6302, top1_acc/aux2: 0.8104, top5_acc/aux2: 0.9341, loss_cls/aux2: 0.7395, loss/aux2: 0.7395 2020-10-24 03:07:11,749 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-10-24 03:11:08,277 - mmaction - INFO - Epoch [93][20/396] lr: 1.500e-04, eta: 0:45:15, time: 0.863, data_time: 0.000, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9466, loss_cls: 0.5806, loss: 0.5806, grad_norm: 3.3041, top1_acc/aux0: 0.8140, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6987, loss/aux0: 0.6987, top1_acc/aux1: 0.8432, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6054, loss/aux1: 0.6054, top1_acc/aux2: 0.7880, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7700, loss/aux2: 0.7700 2020-10-24 03:11:52,865 - mmaction - INFO - Epoch [93][40/396] lr: 1.500e-04, eta: 0:44:58, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9536, loss_cls: 0.5878, loss: 0.5878, grad_norm: 3.2924, top1_acc/aux0: 0.8153, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.6949, loss/aux0: 0.6949, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6441, loss/aux1: 0.6441, top1_acc/aux2: 0.7992, top5_acc/aux2: 0.9349, loss_cls/aux2: 0.7474, loss/aux2: 0.7474 2020-10-24 03:12:37,399 - mmaction - INFO - Epoch [93][60/396] lr: 1.500e-04, eta: 0:44:41, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9490, loss_cls: 0.6042, loss: 0.6042, grad_norm: 3.3239, top1_acc/aux0: 0.8202, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.6851, loss/aux0: 0.6851, top1_acc/aux1: 0.8214, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6644, loss/aux1: 0.6644, top1_acc/aux2: 0.8122, top5_acc/aux2: 0.9385, loss_cls/aux2: 0.7060, loss/aux2: 0.7060 2020-10-24 03:13:21,969 - mmaction - INFO - Epoch [93][80/396] lr: 1.500e-04, eta: 0:44:24, time: 0.829, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9521, loss_cls: 0.5843, loss: 0.5843, grad_norm: 3.3316, top1_acc/aux0: 0.8196, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.6907, loss/aux0: 0.6907, top1_acc/aux1: 0.8365, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.6039, loss/aux1: 0.6039, top1_acc/aux2: 0.8013, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7364, loss/aux2: 0.7364 2020-10-24 03:14:07,561 - mmaction - INFO - Epoch [93][100/396] lr: 1.500e-04, eta: 0:44:07, time: 0.960, data_time: 0.000, memory: 8337, top1_acc: 0.8607, top5_acc: 0.9563, loss_cls: 0.5462, loss: 0.5462, grad_norm: 3.2394, top1_acc/aux0: 0.8165, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6907, loss/aux0: 0.6907, top1_acc/aux1: 0.8424, top5_acc/aux1: 0.9562, loss_cls/aux1: 0.5970, loss/aux1: 0.5970, top1_acc/aux2: 0.7964, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.7679, loss/aux2: 0.7679 2020-10-24 03:14:52,334 - mmaction - INFO - Epoch [93][120/396] lr: 1.500e-04, eta: 0:43:49, time: 0.850, data_time: 0.000, memory: 8337, top1_acc: 0.8406, top5_acc: 0.9456, loss_cls: 0.6149, loss: 0.6149, grad_norm: 3.3310, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6800, loss/aux0: 0.6800, top1_acc/aux1: 0.8404, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6066, loss/aux1: 0.6066, top1_acc/aux2: 0.8026, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7601, loss/aux2: 0.7601 2020-10-24 03:15:36,310 - mmaction - INFO - Epoch [93][140/396] lr: 1.500e-04, eta: 0:43:32, time: 0.858, data_time: 0.000, memory: 8337, top1_acc: 0.8562, top5_acc: 0.9529, loss_cls: 0.5584, loss: 0.5584, grad_norm: 3.2008, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9430, loss_cls/aux0: 0.6840, loss/aux0: 0.6840, top1_acc/aux1: 0.8464, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.5942, loss/aux1: 0.5942, top1_acc/aux2: 0.8039, top5_acc/aux2: 0.9367, loss_cls/aux2: 0.7504, loss/aux2: 0.7504 2020-10-24 03:16:21,746 - mmaction - INFO - Epoch [93][160/396] lr: 1.500e-04, eta: 0:43:15, time: 0.811, data_time: 0.000, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9536, loss_cls: 0.5853, loss: 0.5853, grad_norm: 3.3315, top1_acc/aux0: 0.8155, top5_acc/aux0: 0.9415, loss_cls/aux0: 0.6946, loss/aux0: 0.6946, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.6550, loss/aux1: 0.6550, top1_acc/aux2: 0.8029, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7513, loss/aux2: 0.7513 2020-10-24 03:17:06,340 - mmaction - INFO - Epoch [93][180/396] lr: 1.500e-04, eta: 0:42:57, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9492, loss_cls: 0.5693, loss: 0.5693, grad_norm: 3.2820, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.6893, loss/aux0: 0.6893, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9443, loss_cls/aux1: 0.6794, loss/aux1: 0.6794, top1_acc/aux2: 0.8010, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7757, loss/aux2: 0.7757 2020-10-24 03:17:52,976 - mmaction - INFO - Epoch [93][200/396] lr: 1.500e-04, eta: 0:42:40, time: 0.957, data_time: 0.000, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9549, loss_cls: 0.5602, loss: 0.5602, grad_norm: 3.2500, top1_acc/aux0: 0.8206, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6810, loss/aux0: 0.6810, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6443, loss/aux1: 0.6443, top1_acc/aux2: 0.8052, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7827, loss/aux2: 0.7827 2020-10-24 03:18:36,587 - mmaction - INFO - Epoch [93][220/396] lr: 1.500e-04, eta: 0:42:23, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9547, loss_cls: 0.5597, loss: 0.5597, grad_norm: 3.2580, top1_acc/aux0: 0.8171, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6845, loss/aux0: 0.6845, top1_acc/aux1: 0.8326, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6268, loss/aux1: 0.6268, top1_acc/aux2: 0.8047, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7749, loss/aux2: 0.7749 2020-10-24 03:19:23,198 - mmaction - INFO - Epoch [93][240/396] lr: 1.500e-04, eta: 0:42:06, time: 0.984, data_time: 0.000, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9581, loss_cls: 0.5508, loss: 0.5508, grad_norm: 3.3273, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6950, loss/aux0: 0.6950, top1_acc/aux1: 0.8383, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6128, loss/aux1: 0.6128, top1_acc/aux2: 0.8026, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.7673, loss/aux2: 0.7673 2020-10-24 03:20:09,022 - mmaction - INFO - Epoch [93][260/396] lr: 1.500e-04, eta: 0:41:49, time: 0.934, data_time: 0.000, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9562, loss_cls: 0.5694, loss: 0.5694, grad_norm: 3.3197, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.7011, loss/aux0: 0.7011, top1_acc/aux1: 0.8383, top5_acc/aux1: 0.9534, loss_cls/aux1: 0.6248, loss/aux1: 0.6248, top1_acc/aux2: 0.8052, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7419, loss/aux2: 0.7419 2020-10-24 03:20:54,200 - mmaction - INFO - Epoch [93][280/396] lr: 1.500e-04, eta: 0:41:32, time: 0.812, data_time: 0.000, memory: 8337, top1_acc: 0.8583, top5_acc: 0.9531, loss_cls: 0.5675, loss: 0.5675, grad_norm: 3.3771, top1_acc/aux0: 0.8145, top5_acc/aux0: 0.9391, loss_cls/aux0: 0.7030, loss/aux0: 0.7030, top1_acc/aux1: 0.8307, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6309, loss/aux1: 0.6309, top1_acc/aux2: 0.8083, top5_acc/aux2: 0.9375, loss_cls/aux2: 0.7329, loss/aux2: 0.7329 2020-10-24 03:21:37,438 - mmaction - INFO - Epoch [93][300/396] lr: 1.500e-04, eta: 0:41:14, time: 0.797, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9549, loss_cls: 0.5502, loss: 0.5502, grad_norm: 3.2714, top1_acc/aux0: 0.8160, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6994, loss/aux0: 0.6994, top1_acc/aux1: 0.8354, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6071, loss/aux1: 0.6071, top1_acc/aux2: 0.8008, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7685, loss/aux2: 0.7685 2020-10-24 03:22:25,182 - mmaction - INFO - Epoch [93][320/396] lr: 1.500e-04, eta: 0:40:57, time: 0.894, data_time: 0.000, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9531, loss_cls: 0.5741, loss: 0.5741, grad_norm: 3.2858, top1_acc/aux0: 0.8162, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6964, loss/aux0: 0.6964, top1_acc/aux1: 0.8344, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6279, loss/aux1: 0.6279, top1_acc/aux2: 0.8089, top5_acc/aux2: 0.9393, loss_cls/aux2: 0.7387, loss/aux2: 0.7387 2020-10-24 03:23:07,910 - mmaction - INFO - Epoch [93][340/396] lr: 1.500e-04, eta: 0:40:40, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9549, loss_cls: 0.5542, loss: 0.5542, grad_norm: 3.1431, top1_acc/aux0: 0.8140, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7049, loss/aux0: 0.7049, top1_acc/aux1: 0.8229, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6538, loss/aux1: 0.6538, top1_acc/aux2: 0.8148, top5_acc/aux2: 0.9406, loss_cls/aux2: 0.7207, loss/aux2: 0.7207 2020-10-24 03:23:54,858 - mmaction - INFO - Epoch [93][360/396] lr: 1.500e-04, eta: 0:40:23, time: 1.015, data_time: 0.000, memory: 8337, top1_acc: 0.8453, top5_acc: 0.9516, loss_cls: 0.5989, loss: 0.5989, grad_norm: 3.2487, top1_acc/aux0: 0.8137, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7079, loss/aux0: 0.7079, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6442, loss/aux1: 0.6442, top1_acc/aux2: 0.7971, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7653, loss/aux2: 0.7653 2020-10-24 03:24:39,552 - mmaction - INFO - Epoch [93][380/396] lr: 1.500e-04, eta: 0:40:05, time: 0.852, data_time: 0.000, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9445, loss_cls: 0.6361, loss: 0.6361, grad_norm: 3.3866, top1_acc/aux0: 0.8166, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6980, loss/aux0: 0.6980, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6427, loss/aux1: 0.6427, top1_acc/aux2: 0.7977, top5_acc/aux2: 0.9305, loss_cls/aux2: 0.7719, loss/aux2: 0.7719 2020-10-24 03:25:16,655 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-10-24 03:28:32,836 - mmaction - INFO - Epoch [94][20/396] lr: 1.500e-04, eta: 0:39:33, time: 0.869, data_time: 0.277, memory: 8337, top1_acc: 0.8583, top5_acc: 0.9516, loss_cls: 0.5603, loss: 0.5603, grad_norm: 3.2481, top1_acc/aux0: 0.8132, top5_acc/aux0: 0.9362, loss_cls/aux0: 0.7175, loss/aux0: 0.7175, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9490, loss_cls/aux1: 0.6502, loss/aux1: 0.6502, top1_acc/aux2: 0.8292, top5_acc/aux2: 0.9417, loss_cls/aux2: 0.6820, loss/aux2: 0.6820 2020-10-24 03:29:19,229 - mmaction - INFO - Epoch [94][40/396] lr: 1.500e-04, eta: 0:39:16, time: 0.851, data_time: 0.247, memory: 8337, top1_acc: 0.8482, top5_acc: 0.9521, loss_cls: 0.5929, loss: 0.5929, grad_norm: 3.2387, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9390, loss_cls/aux0: 0.7061, loss/aux0: 0.7061, top1_acc/aux1: 0.8312, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6385, loss/aux1: 0.6385, top1_acc/aux2: 0.8182, top5_acc/aux2: 0.9375, loss_cls/aux2: 0.7083, loss/aux2: 0.7083 2020-10-24 03:30:05,688 - mmaction - INFO - Epoch [94][60/396] lr: 1.500e-04, eta: 0:38:59, time: 0.910, data_time: 0.301, memory: 8337, top1_acc: 0.8521, top5_acc: 0.9557, loss_cls: 0.5790, loss: 0.5790, grad_norm: 3.2949, top1_acc/aux0: 0.8170, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6894, loss/aux0: 0.6894, top1_acc/aux1: 0.8299, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6263, loss/aux1: 0.6263, top1_acc/aux2: 0.8057, top5_acc/aux2: 0.9359, loss_cls/aux2: 0.7342, loss/aux2: 0.7342 2020-10-24 03:30:50,147 - mmaction - INFO - Epoch [94][80/396] lr: 1.500e-04, eta: 0:38:42, time: 0.935, data_time: 0.299, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9500, loss_cls: 0.5821, loss: 0.5821, grad_norm: 3.3184, top1_acc/aux0: 0.8186, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.6877, loss/aux0: 0.6877, top1_acc/aux1: 0.8326, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6266, loss/aux1: 0.6266, top1_acc/aux2: 0.8055, top5_acc/aux2: 0.9388, loss_cls/aux2: 0.7404, loss/aux2: 0.7404 2020-10-24 03:31:37,419 - mmaction - INFO - Epoch [94][100/396] lr: 1.500e-04, eta: 0:38:25, time: 0.882, data_time: 0.115, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9508, loss_cls: 0.6108, loss: 0.6108, grad_norm: 3.2707, top1_acc/aux0: 0.8198, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.6855, loss/aux0: 0.6855, top1_acc/aux1: 0.8359, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6336, loss/aux1: 0.6336, top1_acc/aux2: 0.8102, top5_acc/aux2: 0.9391, loss_cls/aux2: 0.7419, loss/aux2: 0.7419 2020-10-24 03:32:20,849 - mmaction - INFO - Epoch [94][120/396] lr: 1.500e-04, eta: 0:38:07, time: 0.850, data_time: 0.251, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9482, loss_cls: 0.5855, loss: 0.5855, grad_norm: 3.3234, top1_acc/aux0: 0.8170, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.6965, loss/aux0: 0.6965, top1_acc/aux1: 0.8430, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6137, loss/aux1: 0.6137, top1_acc/aux2: 0.8010, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7693, loss/aux2: 0.7693 2020-10-24 03:33:06,157 - mmaction - INFO - Epoch [94][140/396] lr: 1.500e-04, eta: 0:37:50, time: 0.938, data_time: 0.087, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9510, loss_cls: 0.6110, loss: 0.6110, grad_norm: 3.2849, top1_acc/aux0: 0.8127, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7122, loss/aux0: 0.7122, top1_acc/aux1: 0.8453, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6046, loss/aux1: 0.6046, top1_acc/aux2: 0.8000, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7712, loss/aux2: 0.7712 2020-10-24 03:33:50,383 - mmaction - INFO - Epoch [94][160/396] lr: 1.500e-04, eta: 0:37:33, time: 0.941, data_time: 0.000, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9497, loss_cls: 0.5724, loss: 0.5724, grad_norm: 3.3184, top1_acc/aux0: 0.8130, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.7086, loss/aux0: 0.7086, top1_acc/aux1: 0.8380, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6384, loss/aux1: 0.6384, top1_acc/aux2: 0.8005, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7842, loss/aux2: 0.7842 2020-10-24 03:34:35,547 - mmaction - INFO - Epoch [94][180/396] lr: 1.500e-04, eta: 0:37:16, time: 0.948, data_time: 0.000, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9518, loss_cls: 0.5670, loss: 0.5670, grad_norm: 3.2118, top1_acc/aux0: 0.8163, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.6978, loss/aux0: 0.6978, top1_acc/aux1: 0.8297, top5_acc/aux1: 0.9482, loss_cls/aux1: 0.6484, loss/aux1: 0.6484, top1_acc/aux2: 0.7943, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.7920, loss/aux2: 0.7920 2020-10-24 03:35:21,383 - mmaction - INFO - Epoch [94][200/396] lr: 1.500e-04, eta: 0:36:59, time: 0.968, data_time: 0.035, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9555, loss_cls: 0.5723, loss: 0.5723, grad_norm: 3.2471, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9448, loss_cls/aux0: 0.6921, loss/aux0: 0.6921, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6289, loss/aux1: 0.6289, top1_acc/aux2: 0.8078, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7351, loss/aux2: 0.7351 2020-10-24 03:36:07,070 - mmaction - INFO - Epoch [94][220/396] lr: 1.500e-04, eta: 0:36:42, time: 0.969, data_time: 0.000, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9448, loss_cls: 0.5973, loss: 0.5973, grad_norm: 3.2722, top1_acc/aux0: 0.8123, top5_acc/aux0: 0.9440, loss_cls/aux0: 0.6991, loss/aux0: 0.6991, top1_acc/aux1: 0.8445, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.5975, loss/aux1: 0.5975, top1_acc/aux2: 0.8125, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.7227, loss/aux2: 0.7227 2020-10-24 03:36:51,993 - mmaction - INFO - Epoch [94][240/396] lr: 1.500e-04, eta: 0:36:24, time: 0.911, data_time: 0.000, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9589, loss_cls: 0.5452, loss: 0.5452, grad_norm: 3.3316, top1_acc/aux0: 0.8132, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6980, loss/aux0: 0.6980, top1_acc/aux1: 0.8385, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6036, loss/aux1: 0.6036, top1_acc/aux2: 0.8096, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7383, loss/aux2: 0.7383 2020-10-24 03:37:39,314 - mmaction - INFO - Epoch [94][260/396] lr: 1.500e-04, eta: 0:36:07, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9542, loss_cls: 0.5615, loss: 0.5615, grad_norm: 3.2485, top1_acc/aux0: 0.8184, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6898, loss/aux0: 0.6898, top1_acc/aux1: 0.8250, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6435, loss/aux1: 0.6435, top1_acc/aux2: 0.8107, top5_acc/aux2: 0.9380, loss_cls/aux2: 0.7392, loss/aux2: 0.7392 2020-10-24 03:38:23,763 - mmaction - INFO - Epoch [94][280/396] lr: 1.500e-04, eta: 0:35:50, time: 0.871, data_time: 0.000, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9547, loss_cls: 0.5731, loss: 0.5731, grad_norm: 3.3673, top1_acc/aux0: 0.8170, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6931, loss/aux0: 0.6931, top1_acc/aux1: 0.8339, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6293, loss/aux1: 0.6293, top1_acc/aux2: 0.8099, top5_acc/aux2: 0.9372, loss_cls/aux2: 0.7382, loss/aux2: 0.7382 2020-10-24 03:39:07,292 - mmaction - INFO - Epoch [94][300/396] lr: 1.500e-04, eta: 0:35:33, time: 0.901, data_time: 0.043, memory: 8337, top1_acc: 0.8445, top5_acc: 0.9518, loss_cls: 0.5914, loss: 0.5914, grad_norm: 3.2701, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6965, loss/aux0: 0.6965, top1_acc/aux1: 0.8359, top5_acc/aux1: 0.9539, loss_cls/aux1: 0.6194, loss/aux1: 0.6194, top1_acc/aux2: 0.8034, top5_acc/aux2: 0.9286, loss_cls/aux2: 0.7688, loss/aux2: 0.7688 2020-10-24 03:39:52,960 - mmaction - INFO - Epoch [94][320/396] lr: 1.500e-04, eta: 0:35:16, time: 0.956, data_time: 0.291, memory: 8337, top1_acc: 0.8466, top5_acc: 0.9490, loss_cls: 0.5911, loss: 0.5911, grad_norm: 3.3798, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7098, loss/aux0: 0.7098, top1_acc/aux1: 0.8208, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6534, loss/aux1: 0.6534, top1_acc/aux2: 0.8073, top5_acc/aux2: 0.9253, loss_cls/aux2: 0.7693, loss/aux2: 0.7693 2020-10-24 03:40:35,817 - mmaction - INFO - Epoch [94][340/396] lr: 1.500e-04, eta: 0:34:58, time: 0.907, data_time: 0.000, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9490, loss_cls: 0.5830, loss: 0.5830, grad_norm: 3.2619, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.7035, loss/aux0: 0.7035, top1_acc/aux1: 0.8240, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6419, loss/aux1: 0.6419, top1_acc/aux2: 0.8115, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7552, loss/aux2: 0.7552 2020-10-24 03:41:22,112 - mmaction - INFO - Epoch [94][360/396] lr: 1.500e-04, eta: 0:34:41, time: 0.907, data_time: 0.000, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9549, loss_cls: 0.5607, loss: 0.5607, grad_norm: 3.2613, top1_acc/aux0: 0.8186, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6826, loss/aux0: 0.6826, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9534, loss_cls/aux1: 0.6285, loss/aux1: 0.6285, top1_acc/aux2: 0.8115, top5_acc/aux2: 0.9422, loss_cls/aux2: 0.7319, loss/aux2: 0.7319 2020-10-24 03:42:01,974 - mmaction - INFO - Epoch [94][380/396] lr: 1.500e-04, eta: 0:34:24, time: 0.806, data_time: 0.000, memory: 8337, top1_acc: 0.8562, top5_acc: 0.9573, loss_cls: 0.5649, loss: 0.5649, grad_norm: 3.2434, top1_acc/aux0: 0.8174, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.6922, loss/aux0: 0.6922, top1_acc/aux1: 0.8372, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6231, loss/aux1: 0.6231, top1_acc/aux2: 0.8138, top5_acc/aux2: 0.9396, loss_cls/aux2: 0.7250, loss/aux2: 0.7250 2020-10-24 03:42:38,913 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-10-24 03:46:06,765 - mmaction - INFO - Epoch [95][20/396] lr: 1.500e-04, eta: 0:33:52, time: 0.882, data_time: 0.000, memory: 8337, top1_acc: 0.8409, top5_acc: 0.9547, loss_cls: 0.6044, loss: 0.6044, grad_norm: 3.1847, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9419, loss_cls/aux0: 0.6740, loss/aux0: 0.6740, top1_acc/aux1: 0.8344, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6245, loss/aux1: 0.6245, top1_acc/aux2: 0.8229, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.6983, loss/aux2: 0.6983 2020-10-24 03:46:53,612 - mmaction - INFO - Epoch [95][40/396] lr: 1.500e-04, eta: 0:33:35, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9544, loss_cls: 0.5425, loss: 0.5425, grad_norm: 3.1991, top1_acc/aux0: 0.8209, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6787, loss/aux0: 0.6787, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6348, loss/aux1: 0.6348, top1_acc/aux2: 0.8091, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.7310, loss/aux2: 0.7310 2020-10-24 03:47:36,698 - mmaction - INFO - Epoch [95][60/396] lr: 1.500e-04, eta: 0:33:18, time: 0.939, data_time: 0.000, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9510, loss_cls: 0.5927, loss: 0.5927, grad_norm: 3.3330, top1_acc/aux0: 0.8168, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6948, loss/aux0: 0.6948, top1_acc/aux1: 0.8258, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6487, loss/aux1: 0.6487, top1_acc/aux2: 0.8047, top5_acc/aux2: 0.9352, loss_cls/aux2: 0.7460, loss/aux2: 0.7460 2020-10-24 03:48:26,070 - mmaction - INFO - Epoch [95][80/396] lr: 1.500e-04, eta: 0:33:01, time: 0.953, data_time: 0.000, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9596, loss_cls: 0.5437, loss: 0.5437, grad_norm: 3.3325, top1_acc/aux0: 0.8111, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7066, loss/aux0: 0.7066, top1_acc/aux1: 0.8312, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6292, loss/aux1: 0.6292, top1_acc/aux2: 0.8026, top5_acc/aux2: 0.9380, loss_cls/aux2: 0.7506, loss/aux2: 0.7506 2020-10-24 03:49:14,291 - mmaction - INFO - Epoch [95][100/396] lr: 1.500e-04, eta: 0:32:44, time: 1.009, data_time: 0.000, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9531, loss_cls: 0.5578, loss: 0.5578, grad_norm: 3.2351, top1_acc/aux0: 0.8135, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.6951, loss/aux0: 0.6951, top1_acc/aux1: 0.8372, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6210, loss/aux1: 0.6210, top1_acc/aux2: 0.7927, top5_acc/aux2: 0.9388, loss_cls/aux2: 0.7713, loss/aux2: 0.7713 2020-10-24 03:49:57,683 - mmaction - INFO - Epoch [95][120/396] lr: 1.500e-04, eta: 0:32:26, time: 0.889, data_time: 0.000, memory: 8337, top1_acc: 0.8555, top5_acc: 0.9602, loss_cls: 0.5458, loss: 0.5458, grad_norm: 3.2626, top1_acc/aux0: 0.8151, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6930, loss/aux0: 0.6930, top1_acc/aux1: 0.8299, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6534, loss/aux1: 0.6534, top1_acc/aux2: 0.8044, top5_acc/aux2: 0.9388, loss_cls/aux2: 0.7426, loss/aux2: 0.7426 2020-10-24 03:50:42,585 - mmaction - INFO - Epoch [95][140/396] lr: 1.500e-04, eta: 0:32:09, time: 0.925, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9529, loss_cls: 0.5843, loss: 0.5843, grad_norm: 3.3926, top1_acc/aux0: 0.8147, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6939, loss/aux0: 0.6939, top1_acc/aux1: 0.8281, top5_acc/aux1: 0.9469, loss_cls/aux1: 0.6590, loss/aux1: 0.6590, top1_acc/aux2: 0.8120, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7352, loss/aux2: 0.7352 2020-10-24 03:51:25,755 - mmaction - INFO - Epoch [95][160/396] lr: 1.500e-04, eta: 0:31:52, time: 0.795, data_time: 0.039, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9578, loss_cls: 0.5404, loss: 0.5404, grad_norm: 3.2929, top1_acc/aux0: 0.8173, top5_acc/aux0: 0.9415, loss_cls/aux0: 0.6903, loss/aux0: 0.6903, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9477, loss_cls/aux1: 0.6552, loss/aux1: 0.6552, top1_acc/aux2: 0.8094, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.7543, loss/aux2: 0.7543 2020-10-24 03:52:10,580 - mmaction - INFO - Epoch [95][180/396] lr: 1.500e-04, eta: 0:31:34, time: 0.811, data_time: 0.108, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9529, loss_cls: 0.5688, loss: 0.5688, grad_norm: 3.2583, top1_acc/aux0: 0.8204, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6806, loss/aux0: 0.6806, top1_acc/aux1: 0.8299, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6531, loss/aux1: 0.6531, top1_acc/aux2: 0.8065, top5_acc/aux2: 0.9279, loss_cls/aux2: 0.7565, loss/aux2: 0.7565 2020-10-24 03:52:57,982 - mmaction - INFO - Epoch [95][200/396] lr: 1.500e-04, eta: 0:31:17, time: 0.976, data_time: 0.000, memory: 8337, top1_acc: 0.8495, top5_acc: 0.9568, loss_cls: 0.5576, loss: 0.5576, grad_norm: 3.2750, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6765, loss/aux0: 0.6765, top1_acc/aux1: 0.8328, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6266, loss/aux1: 0.6266, top1_acc/aux2: 0.8003, top5_acc/aux2: 0.9349, loss_cls/aux2: 0.7579, loss/aux2: 0.7579 2020-10-24 03:53:41,275 - mmaction - INFO - Epoch [95][220/396] lr: 1.500e-04, eta: 0:31:00, time: 0.868, data_time: 0.210, memory: 8337, top1_acc: 0.8383, top5_acc: 0.9479, loss_cls: 0.6121, loss: 0.6121, grad_norm: 3.3730, top1_acc/aux0: 0.8127, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6993, loss/aux0: 0.6993, top1_acc/aux1: 0.8365, top5_acc/aux1: 0.9586, loss_cls/aux1: 0.6084, loss/aux1: 0.6084, top1_acc/aux2: 0.8081, top5_acc/aux2: 0.9404, loss_cls/aux2: 0.7359, loss/aux2: 0.7359 2020-10-24 03:54:26,650 - mmaction - INFO - Epoch [95][240/396] lr: 1.500e-04, eta: 0:30:43, time: 0.921, data_time: 0.099, memory: 8337, top1_acc: 0.8388, top5_acc: 0.9479, loss_cls: 0.6017, loss: 0.6017, grad_norm: 3.3658, top1_acc/aux0: 0.8155, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6981, loss/aux0: 0.6981, top1_acc/aux1: 0.8393, top5_acc/aux1: 0.9594, loss_cls/aux1: 0.6053, loss/aux1: 0.6053, top1_acc/aux2: 0.8076, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7464, loss/aux2: 0.7464 2020-10-24 03:55:12,270 - mmaction - INFO - Epoch [95][260/396] lr: 1.500e-04, eta: 0:30:26, time: 0.883, data_time: 0.008, memory: 8337, top1_acc: 0.8516, top5_acc: 0.9490, loss_cls: 0.5922, loss: 0.5922, grad_norm: 3.3246, top1_acc/aux0: 0.8188, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6911, loss/aux0: 0.6911, top1_acc/aux1: 0.8349, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6167, loss/aux1: 0.6167, top1_acc/aux2: 0.8018, top5_acc/aux2: 0.9276, loss_cls/aux2: 0.7790, loss/aux2: 0.7790 2020-10-24 03:55:55,494 - mmaction - INFO - Epoch [95][280/396] lr: 1.500e-04, eta: 0:30:08, time: 0.848, data_time: 0.000, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9586, loss_cls: 0.5408, loss: 0.5408, grad_norm: 3.2724, top1_acc/aux0: 0.8139, top5_acc/aux0: 0.9396, loss_cls/aux0: 0.7070, loss/aux0: 0.7070, top1_acc/aux1: 0.8328, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6236, loss/aux1: 0.6236, top1_acc/aux2: 0.8128, top5_acc/aux2: 0.9294, loss_cls/aux2: 0.7572, loss/aux2: 0.7572 2020-10-24 03:56:44,979 - mmaction - INFO - Epoch [95][300/396] lr: 1.500e-04, eta: 0:29:51, time: 1.017, data_time: 0.000, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9544, loss_cls: 0.5680, loss: 0.5680, grad_norm: 3.3141, top1_acc/aux0: 0.8147, top5_acc/aux0: 0.9382, loss_cls/aux0: 0.7137, loss/aux0: 0.7137, top1_acc/aux1: 0.8417, top5_acc/aux1: 0.9508, loss_cls/aux1: 0.6045, loss/aux1: 0.6045, top1_acc/aux2: 0.8117, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7416, loss/aux2: 0.7416 2020-10-24 03:57:27,179 - mmaction - INFO - Epoch [95][320/396] lr: 1.500e-04, eta: 0:29:34, time: 0.891, data_time: 0.000, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9557, loss_cls: 0.5676, loss: 0.5676, grad_norm: 3.3292, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.7107, loss/aux0: 0.7107, top1_acc/aux1: 0.8474, top5_acc/aux1: 0.9555, loss_cls/aux1: 0.5900, loss/aux1: 0.5900, top1_acc/aux2: 0.8047, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7580, loss/aux2: 0.7580 2020-10-24 03:58:11,898 - mmaction - INFO - Epoch [95][340/396] lr: 1.500e-04, eta: 0:29:17, time: 0.932, data_time: 0.160, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9521, loss_cls: 0.5806, loss: 0.5806, grad_norm: 3.3319, top1_acc/aux0: 0.8136, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6970, loss/aux0: 0.6970, top1_acc/aux1: 0.8438, top5_acc/aux1: 0.9576, loss_cls/aux1: 0.5954, loss/aux1: 0.5954, top1_acc/aux2: 0.8042, top5_acc/aux2: 0.9372, loss_cls/aux2: 0.7601, loss/aux2: 0.7601 2020-10-24 03:58:55,563 - mmaction - INFO - Epoch [95][360/396] lr: 1.500e-04, eta: 0:29:00, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9521, loss_cls: 0.5749, loss: 0.5749, grad_norm: 3.2489, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6883, loss/aux0: 0.6883, top1_acc/aux1: 0.8388, top5_acc/aux1: 0.9581, loss_cls/aux1: 0.6065, loss/aux1: 0.6065, top1_acc/aux2: 0.8044, top5_acc/aux2: 0.9404, loss_cls/aux2: 0.7554, loss/aux2: 0.7554 2020-10-24 03:59:40,701 - mmaction - INFO - Epoch [95][380/396] lr: 1.500e-04, eta: 0:28:42, time: 0.841, data_time: 0.000, memory: 8337, top1_acc: 0.8552, top5_acc: 0.9562, loss_cls: 0.5729, loss: 0.5729, grad_norm: 3.3829, top1_acc/aux0: 0.8144, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.7035, loss/aux0: 0.7035, top1_acc/aux1: 0.8372, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6240, loss/aux1: 0.6240, top1_acc/aux2: 0.8060, top5_acc/aux2: 0.9367, loss_cls/aux2: 0.7538, loss/aux2: 0.7538 2020-10-24 04:00:17,700 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-10-24 04:01:08,349 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-24 04:01:08,483 - mmaction - INFO - top1_acc 0.8094 top5_acc 0.9498 2020-10-24 04:01:08,483 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-24 04:01:08,577 - mmaction - INFO - mean_acc 0.8099 2020-10-24 04:01:08,577 - mmaction - INFO - Now best checkpoint is epoch_95.pth 2020-10-24 04:01:08,634 - mmaction - INFO - Epoch(val) [95][396] top1_acc: 0.8094, top5_acc: 0.9498, mean_class_accuracy: 0.8099 2020-10-24 04:04:23,544 - mmaction - INFO - Epoch [96][20/396] lr: 1.500e-04, eta: 0:28:11, time: 0.949, data_time: 0.027, memory: 8337, top1_acc: 0.8461, top5_acc: 0.9518, loss_cls: 0.5905, loss: 0.5905, grad_norm: 3.3874, top1_acc/aux0: 0.8126, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.7069, loss/aux0: 0.7069, top1_acc/aux1: 0.8391, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6284, loss/aux1: 0.6284, top1_acc/aux2: 0.8094, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7626, loss/aux2: 0.7626 2020-10-24 04:05:08,401 - mmaction - INFO - Epoch [96][40/396] lr: 1.500e-04, eta: 0:27:53, time: 0.920, data_time: 0.030, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9516, loss_cls: 0.5573, loss: 0.5573, grad_norm: 3.2245, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6879, loss/aux0: 0.6879, top1_acc/aux1: 0.8398, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6254, loss/aux1: 0.6254, top1_acc/aux2: 0.8083, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7642, loss/aux2: 0.7642 2020-10-24 04:05:51,283 - mmaction - INFO - Epoch [96][60/396] lr: 1.500e-04, eta: 0:27:36, time: 0.813, data_time: 0.000, memory: 8337, top1_acc: 0.8518, top5_acc: 0.9531, loss_cls: 0.5696, loss: 0.5696, grad_norm: 3.3247, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9434, loss_cls/aux0: 0.6853, loss/aux0: 0.6853, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6305, loss/aux1: 0.6305, top1_acc/aux2: 0.8070, top5_acc/aux2: 0.9406, loss_cls/aux2: 0.7385, loss/aux2: 0.7385 2020-10-24 04:06:36,824 - mmaction - INFO - Epoch [96][80/396] lr: 1.500e-04, eta: 0:27:19, time: 0.888, data_time: 0.000, memory: 8337, top1_acc: 0.8440, top5_acc: 0.9445, loss_cls: 0.5955, loss: 0.5955, grad_norm: 3.2678, top1_acc/aux0: 0.8158, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.6963, loss/aux0: 0.6963, top1_acc/aux1: 0.8315, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6334, loss/aux1: 0.6334, top1_acc/aux2: 0.8052, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7476, loss/aux2: 0.7476 2020-10-24 04:07:19,856 - mmaction - INFO - Epoch [96][100/396] lr: 1.500e-04, eta: 0:27:02, time: 0.871, data_time: 0.000, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9521, loss_cls: 0.5829, loss: 0.5829, grad_norm: 3.2899, top1_acc/aux0: 0.8127, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7023, loss/aux0: 0.7023, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6164, loss/aux1: 0.6164, top1_acc/aux2: 0.8099, top5_acc/aux2: 0.9297, loss_cls/aux2: 0.7616, loss/aux2: 0.7616 2020-10-24 04:08:04,136 - mmaction - INFO - Epoch [96][120/396] lr: 1.500e-04, eta: 0:26:44, time: 0.829, data_time: 0.087, memory: 8337, top1_acc: 0.8531, top5_acc: 0.9536, loss_cls: 0.5717, loss: 0.5717, grad_norm: 3.2731, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9397, loss_cls/aux0: 0.6963, loss/aux0: 0.6963, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9612, loss_cls/aux1: 0.6077, loss/aux1: 0.6077, top1_acc/aux2: 0.8138, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7287, loss/aux2: 0.7287 2020-10-24 04:08:49,853 - mmaction - INFO - Epoch [96][140/396] lr: 1.500e-04, eta: 0:26:27, time: 0.887, data_time: 0.060, memory: 8337, top1_acc: 0.8586, top5_acc: 0.9542, loss_cls: 0.5644, loss: 0.5644, grad_norm: 3.2628, top1_acc/aux0: 0.8157, top5_acc/aux0: 0.9425, loss_cls/aux0: 0.6914, loss/aux0: 0.6914, top1_acc/aux1: 0.8370, top5_acc/aux1: 0.9599, loss_cls/aux1: 0.6039, loss/aux1: 0.6039, top1_acc/aux2: 0.8102, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7393, loss/aux2: 0.7393 2020-10-24 04:09:35,563 - mmaction - INFO - Epoch [96][160/396] lr: 1.500e-04, eta: 0:26:10, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.8448, top5_acc: 0.9471, loss_cls: 0.6027, loss: 0.6027, grad_norm: 3.4191, top1_acc/aux0: 0.8128, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7049, loss/aux0: 0.7049, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6226, loss/aux1: 0.6226, top1_acc/aux2: 0.8065, top5_acc/aux2: 0.9312, loss_cls/aux2: 0.7591, loss/aux2: 0.7591 2020-10-24 04:10:20,526 - mmaction - INFO - Epoch [96][180/396] lr: 1.500e-04, eta: 0:25:53, time: 0.977, data_time: 0.000, memory: 8337, top1_acc: 0.8469, top5_acc: 0.9477, loss_cls: 0.6146, loss: 0.6146, grad_norm: 3.3075, top1_acc/aux0: 0.8136, top5_acc/aux0: 0.9394, loss_cls/aux0: 0.7110, loss/aux0: 0.7110, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6363, loss/aux1: 0.6363, top1_acc/aux2: 0.8055, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7555, loss/aux2: 0.7555 2020-10-24 04:11:05,189 - mmaction - INFO - Epoch [96][200/396] lr: 1.500e-04, eta: 0:25:35, time: 0.838, data_time: 0.016, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9589, loss_cls: 0.5581, loss: 0.5581, grad_norm: 3.2585, top1_acc/aux0: 0.8144, top5_acc/aux0: 0.9415, loss_cls/aux0: 0.6993, loss/aux0: 0.6993, top1_acc/aux1: 0.8508, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.5958, loss/aux1: 0.5958, top1_acc/aux2: 0.8036, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7516, loss/aux2: 0.7516 2020-10-24 04:11:50,233 - mmaction - INFO - Epoch [96][220/396] lr: 1.500e-04, eta: 0:25:18, time: 0.863, data_time: 0.241, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9562, loss_cls: 0.5650, loss: 0.5650, grad_norm: 3.3359, top1_acc/aux0: 0.8180, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6797, loss/aux0: 0.6797, top1_acc/aux1: 0.8440, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6054, loss/aux1: 0.6054, top1_acc/aux2: 0.7971, top5_acc/aux2: 0.9393, loss_cls/aux2: 0.7637, loss/aux2: 0.7637 2020-10-24 04:12:36,637 - mmaction - INFO - Epoch [96][240/396] lr: 1.500e-04, eta: 0:25:01, time: 0.942, data_time: 0.000, memory: 8337, top1_acc: 0.8563, top5_acc: 0.9555, loss_cls: 0.5639, loss: 0.5639, grad_norm: 3.3156, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6914, loss/aux0: 0.6914, top1_acc/aux1: 0.8313, top5_acc/aux1: 0.9518, loss_cls/aux1: 0.6364, loss/aux1: 0.6364, top1_acc/aux2: 0.8060, top5_acc/aux2: 0.9406, loss_cls/aux2: 0.7448, loss/aux2: 0.7448 2020-10-24 04:13:20,511 - mmaction - INFO - Epoch [96][260/396] lr: 1.500e-04, eta: 0:24:44, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.8563, top5_acc: 0.9560, loss_cls: 0.5620, loss: 0.5620, grad_norm: 3.1788, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6980, loss/aux0: 0.6980, top1_acc/aux1: 0.8391, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6108, loss/aux1: 0.6108, top1_acc/aux2: 0.8115, top5_acc/aux2: 0.9378, loss_cls/aux2: 0.7290, loss/aux2: 0.7290 2020-10-24 04:14:06,971 - mmaction - INFO - Epoch [96][280/396] lr: 1.500e-04, eta: 0:24:27, time: 0.964, data_time: 0.000, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9602, loss_cls: 0.5346, loss: 0.5346, grad_norm: 3.2296, top1_acc/aux0: 0.8178, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6924, loss/aux0: 0.6924, top1_acc/aux1: 0.8401, top5_acc/aux1: 0.9583, loss_cls/aux1: 0.5971, loss/aux1: 0.5971, top1_acc/aux2: 0.8013, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7511, loss/aux2: 0.7511 2020-10-24 04:14:51,819 - mmaction - INFO - Epoch [96][300/396] lr: 1.500e-04, eta: 0:24:09, time: 0.980, data_time: 0.029, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9536, loss_cls: 0.5730, loss: 0.5730, grad_norm: 3.3694, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.7006, loss/aux0: 0.7006, top1_acc/aux1: 0.8372, top5_acc/aux1: 0.9555, loss_cls/aux1: 0.6208, loss/aux1: 0.6208, top1_acc/aux2: 0.8083, top5_acc/aux2: 0.9378, loss_cls/aux2: 0.7373, loss/aux2: 0.7373 2020-10-24 04:15:34,494 - mmaction - INFO - Epoch [96][320/396] lr: 1.500e-04, eta: 0:23:52, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9547, loss_cls: 0.5695, loss: 0.5695, grad_norm: 3.3150, top1_acc/aux0: 0.8153, top5_acc/aux0: 0.9405, loss_cls/aux0: 0.7018, loss/aux0: 0.7018, top1_acc/aux1: 0.8401, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6347, loss/aux1: 0.6347, top1_acc/aux2: 0.8164, top5_acc/aux2: 0.9432, loss_cls/aux2: 0.7081, loss/aux2: 0.7081 2020-10-24 04:16:18,489 - mmaction - INFO - Epoch [96][340/396] lr: 1.500e-04, eta: 0:23:35, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9552, loss_cls: 0.5563, loss: 0.5563, grad_norm: 3.3284, top1_acc/aux0: 0.8175, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.6930, loss/aux0: 0.6930, top1_acc/aux1: 0.8388, top5_acc/aux1: 0.9534, loss_cls/aux1: 0.6257, loss/aux1: 0.6257, top1_acc/aux2: 0.8115, top5_acc/aux2: 0.9409, loss_cls/aux2: 0.7269, loss/aux2: 0.7269 2020-10-24 04:17:04,248 - mmaction - INFO - Epoch [96][360/396] lr: 1.500e-04, eta: 0:23:18, time: 0.908, data_time: 0.000, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9555, loss_cls: 0.5574, loss: 0.5574, grad_norm: 3.2422, top1_acc/aux0: 0.8155, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6926, loss/aux0: 0.6926, top1_acc/aux1: 0.8383, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6253, loss/aux1: 0.6253, top1_acc/aux2: 0.8068, top5_acc/aux2: 0.9409, loss_cls/aux2: 0.7428, loss/aux2: 0.7428 2020-10-24 04:17:50,458 - mmaction - INFO - Epoch [96][380/396] lr: 1.500e-04, eta: 0:23:00, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.8617, top5_acc: 0.9591, loss_cls: 0.5519, loss: 0.5519, grad_norm: 3.3458, top1_acc/aux0: 0.8134, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.7048, loss/aux0: 0.7048, top1_acc/aux1: 0.8365, top5_acc/aux1: 0.9513, loss_cls/aux1: 0.6221, loss/aux1: 0.6221, top1_acc/aux2: 0.8086, top5_acc/aux2: 0.9427, loss_cls/aux2: 0.7337, loss/aux2: 0.7337 2020-10-24 04:18:26,192 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-10-24 04:21:58,673 - mmaction - INFO - Epoch [97][20/396] lr: 1.500e-04, eta: 0:22:29, time: 0.901, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9544, loss_cls: 0.5710, loss: 0.5710, grad_norm: 3.3354, top1_acc/aux0: 0.8228, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6790, loss/aux0: 0.6790, top1_acc/aux1: 0.8339, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6109, loss/aux1: 0.6109, top1_acc/aux2: 0.8104, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7306, loss/aux2: 0.7306 2020-10-24 04:22:44,542 - mmaction - INFO - Epoch [97][40/396] lr: 1.500e-04, eta: 0:22:12, time: 0.907, data_time: 0.000, memory: 8337, top1_acc: 0.8492, top5_acc: 0.9492, loss_cls: 0.5864, loss: 0.5864, grad_norm: 3.2747, top1_acc/aux0: 0.8215, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6832, loss/aux0: 0.6832, top1_acc/aux1: 0.8430, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.5980, loss/aux1: 0.5980, top1_acc/aux2: 0.8115, top5_acc/aux2: 0.9385, loss_cls/aux2: 0.7216, loss/aux2: 0.7216 2020-10-24 04:23:28,383 - mmaction - INFO - Epoch [97][60/396] lr: 1.500e-04, eta: 0:21:54, time: 0.897, data_time: 0.043, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9458, loss_cls: 0.5900, loss: 0.5900, grad_norm: 3.3080, top1_acc/aux0: 0.8176, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.6944, loss/aux0: 0.6944, top1_acc/aux1: 0.8466, top5_acc/aux1: 0.9552, loss_cls/aux1: 0.6027, loss/aux1: 0.6027, top1_acc/aux2: 0.8102, top5_acc/aux2: 0.9445, loss_cls/aux2: 0.7098, loss/aux2: 0.7098 2020-10-24 04:24:13,191 - mmaction - INFO - Epoch [97][80/396] lr: 1.500e-04, eta: 0:21:37, time: 0.881, data_time: 0.016, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9542, loss_cls: 0.5708, loss: 0.5708, grad_norm: 3.2421, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6848, loss/aux0: 0.6848, top1_acc/aux1: 0.8451, top5_acc/aux1: 0.9594, loss_cls/aux1: 0.5844, loss/aux1: 0.5844, top1_acc/aux2: 0.8117, top5_acc/aux2: 0.9430, loss_cls/aux2: 0.7258, loss/aux2: 0.7258 2020-10-24 04:24:56,104 - mmaction - INFO - Epoch [97][100/396] lr: 1.500e-04, eta: 0:21:20, time: 0.837, data_time: 0.160, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9555, loss_cls: 0.5628, loss: 0.5628, grad_norm: 3.3279, top1_acc/aux0: 0.8185, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6794, loss/aux0: 0.6794, top1_acc/aux1: 0.8396, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6086, loss/aux1: 0.6086, top1_acc/aux2: 0.8130, top5_acc/aux2: 0.9372, loss_cls/aux2: 0.7280, loss/aux2: 0.7280 2020-10-24 04:25:42,255 - mmaction - INFO - Epoch [97][120/396] lr: 1.500e-04, eta: 0:21:03, time: 0.916, data_time: 0.325, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9560, loss_cls: 0.5593, loss: 0.5593, grad_norm: 3.3648, top1_acc/aux0: 0.8169, top5_acc/aux0: 0.9438, loss_cls/aux0: 0.6809, loss/aux0: 0.6809, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6481, loss/aux1: 0.6481, top1_acc/aux2: 0.8034, top5_acc/aux2: 0.9312, loss_cls/aux2: 0.7405, loss/aux2: 0.7405 2020-10-24 04:26:26,160 - mmaction - INFO - Epoch [97][140/396] lr: 1.500e-04, eta: 0:20:46, time: 0.934, data_time: 0.318, memory: 8337, top1_acc: 0.8625, top5_acc: 0.9578, loss_cls: 0.5370, loss: 0.5370, grad_norm: 3.2176, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6802, loss/aux0: 0.6802, top1_acc/aux1: 0.8383, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6202, loss/aux1: 0.6202, top1_acc/aux2: 0.8047, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.7434, loss/aux2: 0.7434 2020-10-24 04:27:12,444 - mmaction - INFO - Epoch [97][160/396] lr: 1.500e-04, eta: 0:20:28, time: 0.984, data_time: 0.000, memory: 8337, top1_acc: 0.8565, top5_acc: 0.9516, loss_cls: 0.5670, loss: 0.5670, grad_norm: 3.3161, top1_acc/aux0: 0.8161, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6913, loss/aux0: 0.6913, top1_acc/aux1: 0.8409, top5_acc/aux1: 0.9516, loss_cls/aux1: 0.6116, loss/aux1: 0.6116, top1_acc/aux2: 0.8000, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7698, loss/aux2: 0.7698 2020-10-24 04:27:55,186 - mmaction - INFO - Epoch [97][180/396] lr: 1.500e-04, eta: 0:20:11, time: 0.875, data_time: 0.000, memory: 8337, top1_acc: 0.8583, top5_acc: 0.9612, loss_cls: 0.5447, loss: 0.5447, grad_norm: 3.2264, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6970, loss/aux0: 0.6970, top1_acc/aux1: 0.8365, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6150, loss/aux1: 0.6150, top1_acc/aux2: 0.7990, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.7827, loss/aux2: 0.7827 2020-10-24 04:28:42,654 - mmaction - INFO - Epoch [97][200/396] lr: 1.500e-04, eta: 0:19:54, time: 0.926, data_time: 0.000, memory: 8337, top1_acc: 0.8594, top5_acc: 0.9563, loss_cls: 0.5591, loss: 0.5591, grad_norm: 3.2860, top1_acc/aux0: 0.8173, top5_acc/aux0: 0.9400, loss_cls/aux0: 0.7012, loss/aux0: 0.7012, top1_acc/aux1: 0.8312, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6375, loss/aux1: 0.6375, top1_acc/aux2: 0.8018, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.7737, loss/aux2: 0.7737 2020-10-24 04:29:25,983 - mmaction - INFO - Epoch [97][220/396] lr: 1.500e-04, eta: 0:19:37, time: 0.817, data_time: 0.000, memory: 8337, top1_acc: 0.8576, top5_acc: 0.9508, loss_cls: 0.5729, loss: 0.5729, grad_norm: 3.3403, top1_acc/aux0: 0.8158, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.7031, loss/aux0: 0.7031, top1_acc/aux1: 0.8331, top5_acc/aux1: 0.9500, loss_cls/aux1: 0.6451, loss/aux1: 0.6451, top1_acc/aux2: 0.7992, top5_acc/aux2: 0.9242, loss_cls/aux2: 0.7918, loss/aux2: 0.7918 2020-10-24 04:30:10,546 - mmaction - INFO - Epoch [97][240/396] lr: 1.500e-04, eta: 0:19:19, time: 0.842, data_time: 0.000, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9513, loss_cls: 0.5894, loss: 0.5894, grad_norm: 3.3539, top1_acc/aux0: 0.8209, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6876, loss/aux0: 0.6876, top1_acc/aux1: 0.8378, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6352, loss/aux1: 0.6352, top1_acc/aux2: 0.8068, top5_acc/aux2: 0.9284, loss_cls/aux2: 0.7683, loss/aux2: 0.7683 2020-10-24 04:30:56,321 - mmaction - INFO - Epoch [97][260/396] lr: 1.500e-04, eta: 0:19:02, time: 0.888, data_time: 0.000, memory: 8337, top1_acc: 0.8536, top5_acc: 0.9547, loss_cls: 0.5626, loss: 0.5626, grad_norm: 3.2255, top1_acc/aux0: 0.8192, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.6911, loss/aux0: 0.6911, top1_acc/aux1: 0.8427, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6201, loss/aux1: 0.6201, top1_acc/aux2: 0.8063, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.7554, loss/aux2: 0.7554 2020-10-24 04:31:41,232 - mmaction - INFO - Epoch [97][280/396] lr: 1.500e-04, eta: 0:18:45, time: 0.942, data_time: 0.000, memory: 8337, top1_acc: 0.8578, top5_acc: 0.9539, loss_cls: 0.5777, loss: 0.5777, grad_norm: 3.3182, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7050, loss/aux0: 0.7050, top1_acc/aux1: 0.8492, top5_acc/aux1: 0.9578, loss_cls/aux1: 0.5837, loss/aux1: 0.5837, top1_acc/aux2: 0.8083, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7349, loss/aux2: 0.7349 2020-10-24 04:32:24,183 - mmaction - INFO - Epoch [97][300/396] lr: 1.500e-04, eta: 0:18:28, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9552, loss_cls: 0.5848, loss: 0.5848, grad_norm: 3.3022, top1_acc/aux0: 0.8173, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6909, loss/aux0: 0.6909, top1_acc/aux1: 0.8432, top5_acc/aux1: 0.9570, loss_cls/aux1: 0.6015, loss/aux1: 0.6015, top1_acc/aux2: 0.8177, top5_acc/aux2: 0.9432, loss_cls/aux2: 0.7077, loss/aux2: 0.7077 2020-10-24 04:33:08,697 - mmaction - INFO - Epoch [97][320/396] lr: 1.500e-04, eta: 0:18:10, time: 0.915, data_time: 0.000, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9521, loss_cls: 0.5823, loss: 0.5823, grad_norm: 3.3440, top1_acc/aux0: 0.8145, top5_acc/aux0: 0.9411, loss_cls/aux0: 0.6931, loss/aux0: 0.6931, top1_acc/aux1: 0.8378, top5_acc/aux1: 0.9570, loss_cls/aux1: 0.6222, loss/aux1: 0.6222, top1_acc/aux2: 0.8128, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7317, loss/aux2: 0.7317 2020-10-24 04:33:51,724 - mmaction - INFO - Epoch [97][340/396] lr: 1.500e-04, eta: 0:17:53, time: 0.845, data_time: 0.000, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9487, loss_cls: 0.5777, loss: 0.5777, grad_norm: 3.2502, top1_acc/aux0: 0.8153, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.6937, loss/aux0: 0.6937, top1_acc/aux1: 0.8445, top5_acc/aux1: 0.9589, loss_cls/aux1: 0.5906, loss/aux1: 0.5906, top1_acc/aux2: 0.8078, top5_acc/aux2: 0.9385, loss_cls/aux2: 0.7330, loss/aux2: 0.7330 2020-10-24 04:34:37,006 - mmaction - INFO - Epoch [97][360/396] lr: 1.500e-04, eta: 0:17:36, time: 0.970, data_time: 0.083, memory: 8337, top1_acc: 0.8505, top5_acc: 0.9534, loss_cls: 0.5892, loss: 0.5892, grad_norm: 3.2742, top1_acc/aux0: 0.8176, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6962, loss/aux0: 0.6962, top1_acc/aux1: 0.8359, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6182, loss/aux1: 0.6182, top1_acc/aux2: 0.8036, top5_acc/aux2: 0.9396, loss_cls/aux2: 0.7402, loss/aux2: 0.7402 2020-10-24 04:35:21,786 - mmaction - INFO - Epoch [97][380/396] lr: 1.500e-04, eta: 0:17:19, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9497, loss_cls: 0.5894, loss: 0.5894, grad_norm: 3.2957, top1_acc/aux0: 0.8109, top5_acc/aux0: 0.9385, loss_cls/aux0: 0.7171, loss/aux0: 0.7171, top1_acc/aux1: 0.8310, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6277, loss/aux1: 0.6277, top1_acc/aux2: 0.8073, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7518, loss/aux2: 0.7518 2020-10-24 04:36:00,957 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-10-24 04:39:14,468 - mmaction - INFO - Epoch [98][20/396] lr: 1.500e-04, eta: 0:16:47, time: 0.959, data_time: 0.021, memory: 8337, top1_acc: 0.8544, top5_acc: 0.9516, loss_cls: 0.5883, loss: 0.5883, grad_norm: 3.2844, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6874, loss/aux0: 0.6874, top1_acc/aux1: 0.8375, top5_acc/aux1: 0.9531, loss_cls/aux1: 0.6269, loss/aux1: 0.6269, top1_acc/aux2: 0.8125, top5_acc/aux2: 0.9448, loss_cls/aux2: 0.7098, loss/aux2: 0.7098 2020-10-24 04:39:58,896 - mmaction - INFO - Epoch [98][40/396] lr: 1.500e-04, eta: 0:16:30, time: 0.795, data_time: 0.000, memory: 8337, top1_acc: 0.8573, top5_acc: 0.9589, loss_cls: 0.5375, loss: 0.5375, grad_norm: 3.3207, top1_acc/aux0: 0.8142, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6860, loss/aux0: 0.6860, top1_acc/aux1: 0.8323, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6350, loss/aux1: 0.6350, top1_acc/aux2: 0.8070, top5_acc/aux2: 0.9370, loss_cls/aux2: 0.7327, loss/aux2: 0.7327 2020-10-24 04:40:44,858 - mmaction - INFO - Epoch [98][60/396] lr: 1.500e-04, eta: 0:16:13, time: 0.996, data_time: 0.000, memory: 8337, top1_acc: 0.8622, top5_acc: 0.9549, loss_cls: 0.5508, loss: 0.5508, grad_norm: 3.2574, top1_acc/aux0: 0.8143, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6871, loss/aux0: 0.6871, top1_acc/aux1: 0.8326, top5_acc/aux1: 0.9578, loss_cls/aux1: 0.6376, loss/aux1: 0.6376, top1_acc/aux2: 0.8065, top5_acc/aux2: 0.9331, loss_cls/aux2: 0.7421, loss/aux2: 0.7421 2020-10-24 04:41:29,357 - mmaction - INFO - Epoch [98][80/396] lr: 1.500e-04, eta: 0:15:56, time: 0.929, data_time: 0.000, memory: 8337, top1_acc: 0.8602, top5_acc: 0.9544, loss_cls: 0.5531, loss: 0.5531, grad_norm: 3.2885, top1_acc/aux0: 0.8137, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6945, loss/aux0: 0.6945, top1_acc/aux1: 0.8378, top5_acc/aux1: 0.9568, loss_cls/aux1: 0.6349, loss/aux1: 0.6349, top1_acc/aux2: 0.8005, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7630, loss/aux2: 0.7630 2020-10-24 04:42:18,399 - mmaction - INFO - Epoch [98][100/396] lr: 1.500e-04, eta: 0:15:38, time: 0.886, data_time: 0.000, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9521, loss_cls: 0.5787, loss: 0.5787, grad_norm: 3.4000, top1_acc/aux0: 0.8136, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.7011, loss/aux0: 0.7011, top1_acc/aux1: 0.8271, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6513, loss/aux1: 0.6513, top1_acc/aux2: 0.7990, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7664, loss/aux2: 0.7664 2020-10-24 04:43:04,230 - mmaction - INFO - Epoch [98][120/396] lr: 1.500e-04, eta: 0:15:21, time: 0.897, data_time: 0.001, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9482, loss_cls: 0.5964, loss: 0.5964, grad_norm: 3.3501, top1_acc/aux0: 0.8146, top5_acc/aux0: 0.9422, loss_cls/aux0: 0.6999, loss/aux0: 0.6999, top1_acc/aux1: 0.8307, top5_acc/aux1: 0.9492, loss_cls/aux1: 0.6399, loss/aux1: 0.6399, top1_acc/aux2: 0.8091, top5_acc/aux2: 0.9414, loss_cls/aux2: 0.7312, loss/aux2: 0.7312 2020-10-24 04:43:51,524 - mmaction - INFO - Epoch [98][140/396] lr: 1.500e-04, eta: 0:15:04, time: 0.945, data_time: 0.000, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9516, loss_cls: 0.5572, loss: 0.5572, grad_norm: 3.2751, top1_acc/aux0: 0.8125, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.7057, loss/aux0: 0.7057, top1_acc/aux1: 0.8359, top5_acc/aux1: 0.9534, loss_cls/aux1: 0.6211, loss/aux1: 0.6211, top1_acc/aux2: 0.8049, top5_acc/aux2: 0.9336, loss_cls/aux2: 0.7621, loss/aux2: 0.7621 2020-10-24 04:44:33,801 - mmaction - INFO - Epoch [98][160/396] lr: 1.500e-04, eta: 0:14:47, time: 0.904, data_time: 0.021, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9557, loss_cls: 0.5541, loss: 0.5541, grad_norm: 3.3360, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.6993, loss/aux0: 0.6993, top1_acc/aux1: 0.8354, top5_acc/aux1: 0.9536, loss_cls/aux1: 0.6165, loss/aux1: 0.6165, top1_acc/aux2: 0.7951, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.7875, loss/aux2: 0.7875 2020-10-24 04:45:18,266 - mmaction - INFO - Epoch [98][180/396] lr: 1.500e-04, eta: 0:14:29, time: 0.862, data_time: 0.000, memory: 8337, top1_acc: 0.8484, top5_acc: 0.9516, loss_cls: 0.5891, loss: 0.5891, grad_norm: 3.3218, top1_acc/aux0: 0.8204, top5_acc/aux0: 0.9402, loss_cls/aux0: 0.6830, loss/aux0: 0.6830, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6170, loss/aux1: 0.6170, top1_acc/aux2: 0.7943, top5_acc/aux2: 0.9372, loss_cls/aux2: 0.7670, loss/aux2: 0.7670 2020-10-24 04:46:04,593 - mmaction - INFO - Epoch [98][200/396] lr: 1.500e-04, eta: 0:14:12, time: 0.935, data_time: 0.000, memory: 8337, top1_acc: 0.8604, top5_acc: 0.9552, loss_cls: 0.5569, loss: 0.5569, grad_norm: 3.2894, top1_acc/aux0: 0.8192, top5_acc/aux0: 0.9401, loss_cls/aux0: 0.6938, loss/aux0: 0.6938, top1_acc/aux1: 0.8341, top5_acc/aux1: 0.9565, loss_cls/aux1: 0.6087, loss/aux1: 0.6087, top1_acc/aux2: 0.8031, top5_acc/aux2: 0.9393, loss_cls/aux2: 0.7551, loss/aux2: 0.7551 2020-10-24 04:46:49,690 - mmaction - INFO - Epoch [98][220/396] lr: 1.500e-04, eta: 0:13:55, time: 0.836, data_time: 0.000, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9469, loss_cls: 0.5960, loss: 0.5960, grad_norm: 3.2548, top1_acc/aux0: 0.8168, top5_acc/aux0: 0.9410, loss_cls/aux0: 0.6981, loss/aux0: 0.6981, top1_acc/aux1: 0.8268, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.6512, loss/aux1: 0.6512, top1_acc/aux2: 0.8138, top5_acc/aux2: 0.9391, loss_cls/aux2: 0.7295, loss/aux2: 0.7295 2020-10-24 04:47:35,618 - mmaction - INFO - Epoch [98][240/396] lr: 1.500e-04, eta: 0:13:38, time: 0.905, data_time: 0.102, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9557, loss_cls: 0.5637, loss: 0.5637, grad_norm: 3.2996, top1_acc/aux0: 0.8168, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6877, loss/aux0: 0.6877, top1_acc/aux1: 0.8211, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6636, loss/aux1: 0.6636, top1_acc/aux2: 0.8174, top5_acc/aux2: 0.9422, loss_cls/aux2: 0.7058, loss/aux2: 0.7058 2020-10-24 04:48:19,228 - mmaction - INFO - Epoch [98][260/396] lr: 1.500e-04, eta: 0:13:20, time: 0.922, data_time: 0.051, memory: 8337, top1_acc: 0.8591, top5_acc: 0.9526, loss_cls: 0.5582, loss: 0.5582, grad_norm: 3.2760, top1_acc/aux0: 0.8171, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6841, loss/aux0: 0.6841, top1_acc/aux1: 0.8411, top5_acc/aux1: 0.9604, loss_cls/aux1: 0.5910, loss/aux1: 0.5910, top1_acc/aux2: 0.8109, top5_acc/aux2: 0.9401, loss_cls/aux2: 0.7271, loss/aux2: 0.7271 2020-10-24 04:49:05,237 - mmaction - INFO - Epoch [98][280/396] lr: 1.500e-04, eta: 0:13:03, time: 0.870, data_time: 0.000, memory: 8337, top1_acc: 0.8427, top5_acc: 0.9484, loss_cls: 0.6124, loss: 0.6124, grad_norm: 3.3084, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6896, loss/aux0: 0.6896, top1_acc/aux1: 0.8406, top5_acc/aux1: 0.9570, loss_cls/aux1: 0.5979, loss/aux1: 0.5979, top1_acc/aux2: 0.8096, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7592, loss/aux2: 0.7592 2020-10-24 04:49:50,374 - mmaction - INFO - Epoch [98][300/396] lr: 1.500e-04, eta: 0:12:46, time: 0.982, data_time: 0.000, memory: 8337, top1_acc: 0.8607, top5_acc: 0.9529, loss_cls: 0.5471, loss: 0.5471, grad_norm: 3.2405, top1_acc/aux0: 0.8175, top5_acc/aux0: 0.9418, loss_cls/aux0: 0.6918, loss/aux0: 0.6918, top1_acc/aux1: 0.8305, top5_acc/aux1: 0.9529, loss_cls/aux1: 0.6263, loss/aux1: 0.6263, top1_acc/aux2: 0.8094, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7552, loss/aux2: 0.7552 2020-10-24 04:50:37,360 - mmaction - INFO - Epoch [98][320/396] lr: 1.500e-04, eta: 0:12:29, time: 1.018, data_time: 0.000, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9534, loss_cls: 0.5509, loss: 0.5509, grad_norm: 3.3218, top1_acc/aux0: 0.8160, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.6894, loss/aux0: 0.6894, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6110, loss/aux1: 0.6110, top1_acc/aux2: 0.8063, top5_acc/aux2: 0.9380, loss_cls/aux2: 0.7469, loss/aux2: 0.7469 2020-10-24 04:51:22,128 - mmaction - INFO - Epoch [98][340/396] lr: 1.500e-04, eta: 0:12:12, time: 1.010, data_time: 0.000, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9576, loss_cls: 0.5915, loss: 0.5915, grad_norm: 3.3799, top1_acc/aux0: 0.8147, top5_acc/aux0: 0.9429, loss_cls/aux0: 0.6897, loss/aux0: 0.6897, top1_acc/aux1: 0.8297, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6422, loss/aux1: 0.6422, top1_acc/aux2: 0.8057, top5_acc/aux2: 0.9328, loss_cls/aux2: 0.7655, loss/aux2: 0.7655 2020-10-24 04:52:04,319 - mmaction - INFO - Epoch [98][360/396] lr: 1.500e-04, eta: 0:11:54, time: 0.824, data_time: 0.000, memory: 8337, top1_acc: 0.8477, top5_acc: 0.9490, loss_cls: 0.5785, loss: 0.5785, grad_norm: 3.4499, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9453, loss_cls/aux0: 0.6869, loss/aux0: 0.6869, top1_acc/aux1: 0.8339, top5_acc/aux1: 0.9581, loss_cls/aux1: 0.6263, loss/aux1: 0.6263, top1_acc/aux2: 0.7964, top5_acc/aux2: 0.9260, loss_cls/aux2: 0.8069, loss/aux2: 0.8069 2020-10-24 04:52:48,016 - mmaction - INFO - Epoch [98][380/396] lr: 1.500e-04, eta: 0:11:37, time: 0.884, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9539, loss_cls: 0.5810, loss: 0.5810, grad_norm: 3.3993, top1_acc/aux0: 0.8123, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.7010, loss/aux0: 0.7010, top1_acc/aux1: 0.8385, top5_acc/aux1: 0.9594, loss_cls/aux1: 0.6053, loss/aux1: 0.6053, top1_acc/aux2: 0.7904, top5_acc/aux2: 0.9289, loss_cls/aux2: 0.8195, loss/aux2: 0.8195 2020-10-24 04:53:25,722 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-10-24 04:56:38,581 - mmaction - INFO - Epoch [99][20/396] lr: 1.500e-04, eta: 0:11:06, time: 0.876, data_time: 0.000, memory: 8337, top1_acc: 0.8542, top5_acc: 0.9479, loss_cls: 0.5799, loss: 0.5799, grad_norm: 3.3268, top1_acc/aux0: 0.8138, top5_acc/aux0: 0.9414, loss_cls/aux0: 0.6978, loss/aux0: 0.6978, top1_acc/aux1: 0.8401, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6112, loss/aux1: 0.6112, top1_acc/aux2: 0.8109, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7384, loss/aux2: 0.7384 2020-10-24 04:57:21,695 - mmaction - INFO - Epoch [99][40/396] lr: 1.500e-04, eta: 0:10:48, time: 0.903, data_time: 0.000, memory: 8337, top1_acc: 0.8500, top5_acc: 0.9526, loss_cls: 0.5696, loss: 0.5696, grad_norm: 3.2612, top1_acc/aux0: 0.8147, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.7020, loss/aux0: 0.7020, top1_acc/aux1: 0.8349, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6181, loss/aux1: 0.6181, top1_acc/aux2: 0.8096, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7461, loss/aux2: 0.7461 2020-10-24 04:58:07,371 - mmaction - INFO - Epoch [99][60/396] lr: 1.500e-04, eta: 0:10:31, time: 0.930, data_time: 0.000, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9529, loss_cls: 0.5775, loss: 0.5775, grad_norm: 3.3306, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9407, loss_cls/aux0: 0.7002, loss/aux0: 0.7002, top1_acc/aux1: 0.8286, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6220, loss/aux1: 0.6220, top1_acc/aux2: 0.8060, top5_acc/aux2: 0.9349, loss_cls/aux2: 0.7560, loss/aux2: 0.7560 2020-10-24 04:58:50,582 - mmaction - INFO - Epoch [99][80/396] lr: 1.500e-04, eta: 0:10:14, time: 0.893, data_time: 0.000, memory: 8337, top1_acc: 0.8560, top5_acc: 0.9539, loss_cls: 0.5630, loss: 0.5630, grad_norm: 3.3342, top1_acc/aux0: 0.8203, top5_acc/aux0: 0.9436, loss_cls/aux0: 0.6878, loss/aux0: 0.6878, top1_acc/aux1: 0.8354, top5_acc/aux1: 0.9586, loss_cls/aux1: 0.6153, loss/aux1: 0.6153, top1_acc/aux2: 0.8042, top5_acc/aux2: 0.9292, loss_cls/aux2: 0.7791, loss/aux2: 0.7791 2020-10-24 04:59:37,449 - mmaction - INFO - Epoch [99][100/396] lr: 1.500e-04, eta: 0:09:57, time: 0.901, data_time: 0.000, memory: 8337, top1_acc: 0.8534, top5_acc: 0.9547, loss_cls: 0.5726, loss: 0.5726, grad_norm: 3.3769, top1_acc/aux0: 0.8164, top5_acc/aux0: 0.9426, loss_cls/aux0: 0.6967, loss/aux0: 0.6967, top1_acc/aux1: 0.8417, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6079, loss/aux1: 0.6079, top1_acc/aux2: 0.8044, top5_acc/aux2: 0.9268, loss_cls/aux2: 0.7781, loss/aux2: 0.7781 2020-10-24 05:00:19,785 - mmaction - INFO - Epoch [99][120/396] lr: 1.500e-04, eta: 0:09:39, time: 0.849, data_time: 0.000, memory: 8337, top1_acc: 0.8531, top5_acc: 0.9539, loss_cls: 0.5823, loss: 0.5823, grad_norm: 3.4041, top1_acc/aux0: 0.8100, top5_acc/aux0: 0.9387, loss_cls/aux0: 0.7154, loss/aux0: 0.7154, top1_acc/aux1: 0.8276, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6445, loss/aux1: 0.6445, top1_acc/aux2: 0.8029, top5_acc/aux2: 0.9320, loss_cls/aux2: 0.7731, loss/aux2: 0.7731 2020-10-24 05:01:07,417 - mmaction - INFO - Epoch [99][140/396] lr: 1.500e-04, eta: 0:09:22, time: 1.040, data_time: 0.000, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9578, loss_cls: 0.5437, loss: 0.5437, grad_norm: 3.2962, top1_acc/aux0: 0.8159, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.7016, loss/aux0: 0.7016, top1_acc/aux1: 0.8227, top5_acc/aux1: 0.9448, loss_cls/aux1: 0.6609, loss/aux1: 0.6609, top1_acc/aux2: 0.8068, top5_acc/aux2: 0.9346, loss_cls/aux2: 0.7653, loss/aux2: 0.7653 2020-10-24 05:01:53,285 - mmaction - INFO - Epoch [99][160/396] lr: 1.500e-04, eta: 0:09:05, time: 0.887, data_time: 0.000, memory: 8337, top1_acc: 0.8570, top5_acc: 0.9518, loss_cls: 0.5622, loss: 0.5622, grad_norm: 3.2777, top1_acc/aux0: 0.8195, top5_acc/aux0: 0.9446, loss_cls/aux0: 0.6801, loss/aux0: 0.6801, top1_acc/aux1: 0.8281, top5_acc/aux1: 0.9466, loss_cls/aux1: 0.6444, loss/aux1: 0.6444, top1_acc/aux2: 0.8115, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7469, loss/aux2: 0.7469 2020-10-24 05:02:37,482 - mmaction - INFO - Epoch [99][180/396] lr: 1.500e-04, eta: 0:08:48, time: 0.936, data_time: 0.000, memory: 8337, top1_acc: 0.8591, top5_acc: 0.9542, loss_cls: 0.5699, loss: 0.5699, grad_norm: 3.3367, top1_acc/aux0: 0.8144, top5_acc/aux0: 0.9435, loss_cls/aux0: 0.6956, loss/aux0: 0.6956, top1_acc/aux1: 0.8352, top5_acc/aux1: 0.9497, loss_cls/aux1: 0.6428, loss/aux1: 0.6428, top1_acc/aux2: 0.8031, top5_acc/aux2: 0.9299, loss_cls/aux2: 0.7672, loss/aux2: 0.7672 2020-10-24 05:03:21,973 - mmaction - INFO - Epoch [99][200/396] lr: 1.500e-04, eta: 0:08:30, time: 0.836, data_time: 0.037, memory: 8337, top1_acc: 0.8549, top5_acc: 0.9529, loss_cls: 0.5577, loss: 0.5577, grad_norm: 3.3953, top1_acc/aux0: 0.8137, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.7048, loss/aux0: 0.7048, top1_acc/aux1: 0.8344, top5_acc/aux1: 0.9505, loss_cls/aux1: 0.6362, loss/aux1: 0.6362, top1_acc/aux2: 0.7984, top5_acc/aux2: 0.9365, loss_cls/aux2: 0.7586, loss/aux2: 0.7586 2020-10-24 05:04:08,724 - mmaction - INFO - Epoch [99][220/396] lr: 1.500e-04, eta: 0:08:13, time: 0.873, data_time: 0.000, memory: 8337, top1_acc: 0.8547, top5_acc: 0.9542, loss_cls: 0.5583, loss: 0.5583, grad_norm: 3.2624, top1_acc/aux0: 0.8167, top5_acc/aux0: 0.9420, loss_cls/aux0: 0.6958, loss/aux0: 0.6958, top1_acc/aux1: 0.8284, top5_acc/aux1: 0.9479, loss_cls/aux1: 0.6433, loss/aux1: 0.6433, top1_acc/aux2: 0.8076, top5_acc/aux2: 0.9388, loss_cls/aux2: 0.7281, loss/aux2: 0.7281 2020-10-24 05:04:53,636 - mmaction - INFO - Epoch [99][240/396] lr: 1.500e-04, eta: 0:07:56, time: 0.794, data_time: 0.000, memory: 8337, top1_acc: 0.8508, top5_acc: 0.9521, loss_cls: 0.5817, loss: 0.5817, grad_norm: 3.3025, top1_acc/aux0: 0.8173, top5_acc/aux0: 0.9393, loss_cls/aux0: 0.6957, loss/aux0: 0.6957, top1_acc/aux1: 0.8331, top5_acc/aux1: 0.9490, loss_cls/aux1: 0.6300, loss/aux1: 0.6300, top1_acc/aux2: 0.8102, top5_acc/aux2: 0.9339, loss_cls/aux2: 0.7379, loss/aux2: 0.7379 2020-10-24 05:05:36,341 - mmaction - INFO - Epoch [99][260/396] lr: 1.500e-04, eta: 0:07:39, time: 0.833, data_time: 0.024, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9565, loss_cls: 0.5642, loss: 0.5642, grad_norm: 3.4140, top1_acc/aux0: 0.8191, top5_acc/aux0: 0.9412, loss_cls/aux0: 0.6916, loss/aux0: 0.6916, top1_acc/aux1: 0.8341, top5_acc/aux1: 0.9510, loss_cls/aux1: 0.6271, loss/aux1: 0.6271, top1_acc/aux2: 0.8023, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.7645, loss/aux2: 0.7645 2020-10-24 05:06:19,805 - mmaction - INFO - Epoch [99][280/396] lr: 1.500e-04, eta: 0:07:21, time: 0.871, data_time: 0.107, memory: 8337, top1_acc: 0.8526, top5_acc: 0.9542, loss_cls: 0.5660, loss: 0.5660, grad_norm: 3.2480, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9433, loss_cls/aux0: 0.6908, loss/aux0: 0.6908, top1_acc/aux1: 0.8417, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6086, loss/aux1: 0.6086, top1_acc/aux2: 0.8010, top5_acc/aux2: 0.9312, loss_cls/aux2: 0.7554, loss/aux2: 0.7554 2020-10-24 05:07:07,370 - mmaction - INFO - Epoch [99][300/396] lr: 1.500e-04, eta: 0:07:04, time: 0.921, data_time: 0.050, memory: 8337, top1_acc: 0.8589, top5_acc: 0.9552, loss_cls: 0.5521, loss: 0.5521, grad_norm: 3.2604, top1_acc/aux0: 0.8212, top5_acc/aux0: 0.9432, loss_cls/aux0: 0.6806, loss/aux0: 0.6806, top1_acc/aux1: 0.8461, top5_acc/aux1: 0.9526, loss_cls/aux1: 0.6052, loss/aux1: 0.6052, top1_acc/aux2: 0.8065, top5_acc/aux2: 0.9383, loss_cls/aux2: 0.7275, loss/aux2: 0.7275 2020-10-24 05:07:54,172 - mmaction - INFO - Epoch [99][320/396] lr: 1.500e-04, eta: 0:06:47, time: 0.975, data_time: 0.000, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9503, loss_cls: 0.5843, loss: 0.5843, grad_norm: 3.2379, top1_acc/aux0: 0.8229, top5_acc/aux0: 0.9431, loss_cls/aux0: 0.6753, loss/aux0: 0.6753, top1_acc/aux1: 0.8375, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6190, loss/aux1: 0.6190, top1_acc/aux2: 0.8107, top5_acc/aux2: 0.9435, loss_cls/aux2: 0.7253, loss/aux2: 0.7253 2020-10-24 05:08:39,398 - mmaction - INFO - Epoch [99][340/396] lr: 1.500e-04, eta: 0:06:30, time: 0.956, data_time: 0.000, memory: 8337, top1_acc: 0.8430, top5_acc: 0.9516, loss_cls: 0.5942, loss: 0.5942, grad_norm: 3.3804, top1_acc/aux0: 0.8183, top5_acc/aux0: 0.9416, loss_cls/aux0: 0.6948, loss/aux0: 0.6948, top1_acc/aux1: 0.8336, top5_acc/aux1: 0.9560, loss_cls/aux1: 0.5971, loss/aux1: 0.5971, top1_acc/aux2: 0.8117, top5_acc/aux2: 0.9388, loss_cls/aux2: 0.7394, loss/aux2: 0.7394 2020-10-24 05:09:25,634 - mmaction - INFO - Epoch [99][360/396] lr: 1.500e-04, eta: 0:06:12, time: 0.975, data_time: 0.000, memory: 8337, top1_acc: 0.8529, top5_acc: 0.9487, loss_cls: 0.5852, loss: 0.5852, grad_norm: 3.3022, top1_acc/aux0: 0.8189, top5_acc/aux0: 0.9424, loss_cls/aux0: 0.6910, loss/aux0: 0.6910, top1_acc/aux1: 0.8367, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6021, loss/aux1: 0.6021, top1_acc/aux2: 0.8005, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7769, loss/aux2: 0.7769 2020-10-24 05:10:14,496 - mmaction - INFO - Epoch [99][380/396] lr: 1.500e-04, eta: 0:05:55, time: 0.972, data_time: 0.000, memory: 8337, top1_acc: 0.8599, top5_acc: 0.9622, loss_cls: 0.5433, loss: 0.5433, grad_norm: 3.2426, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6807, loss/aux0: 0.6807, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6181, loss/aux1: 0.6181, top1_acc/aux2: 0.8060, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7598, loss/aux2: 0.7598 2020-10-24 05:10:53,582 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-10-24 05:14:24,127 - mmaction - INFO - Epoch [100][20/396] lr: 1.500e-04, eta: 0:05:24, time: 0.820, data_time: 0.000, memory: 8337, top1_acc: 0.8648, top5_acc: 0.9565, loss_cls: 0.5424, loss: 0.5424, grad_norm: 3.2151, top1_acc/aux0: 0.8165, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6827, loss/aux0: 0.6827, top1_acc/aux1: 0.8375, top5_acc/aux1: 0.9568, loss_cls/aux1: 0.6105, loss/aux1: 0.6105, top1_acc/aux2: 0.8161, top5_acc/aux2: 0.9385, loss_cls/aux2: 0.7412, loss/aux2: 0.7412 2020-10-24 05:15:08,876 - mmaction - INFO - Epoch [100][40/396] lr: 1.500e-04, eta: 0:05:07, time: 0.916, data_time: 0.000, memory: 8337, top1_acc: 0.8523, top5_acc: 0.9529, loss_cls: 0.5756, loss: 0.5756, grad_norm: 3.3742, top1_acc/aux0: 0.8173, top5_acc/aux0: 0.9441, loss_cls/aux0: 0.6791, loss/aux0: 0.6791, top1_acc/aux1: 0.8398, top5_acc/aux1: 0.9557, loss_cls/aux1: 0.6130, loss/aux1: 0.6130, top1_acc/aux2: 0.8154, top5_acc/aux2: 0.9411, loss_cls/aux2: 0.7305, loss/aux2: 0.7305 2020-10-24 05:15:56,267 - mmaction - INFO - Epoch [100][60/396] lr: 1.500e-04, eta: 0:04:49, time: 0.997, data_time: 0.000, memory: 8337, top1_acc: 0.8503, top5_acc: 0.9490, loss_cls: 0.5893, loss: 0.5893, grad_norm: 3.3392, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9445, loss_cls/aux0: 0.6813, loss/aux0: 0.6813, top1_acc/aux1: 0.8346, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.6253, loss/aux1: 0.6253, top1_acc/aux2: 0.8096, top5_acc/aux2: 0.9432, loss_cls/aux2: 0.7271, loss/aux2: 0.7271 2020-10-24 05:16:40,663 - mmaction - INFO - Epoch [100][80/396] lr: 1.500e-04, eta: 0:04:32, time: 0.904, data_time: 0.000, memory: 8337, top1_acc: 0.8474, top5_acc: 0.9544, loss_cls: 0.5839, loss: 0.5839, grad_norm: 3.4088, top1_acc/aux0: 0.8177, top5_acc/aux0: 0.9409, loss_cls/aux0: 0.6902, loss/aux0: 0.6902, top1_acc/aux1: 0.8234, top5_acc/aux1: 0.9521, loss_cls/aux1: 0.6650, loss/aux1: 0.6650, top1_acc/aux2: 0.7956, top5_acc/aux2: 0.9310, loss_cls/aux2: 0.7683, loss/aux2: 0.7683 2020-10-24 05:17:31,856 - mmaction - INFO - Epoch [100][100/396] lr: 1.500e-04, eta: 0:04:15, time: 1.016, data_time: 0.000, memory: 8337, top1_acc: 0.8643, top5_acc: 0.9565, loss_cls: 0.5291, loss: 0.5291, grad_norm: 3.3376, top1_acc/aux0: 0.8179, top5_acc/aux0: 0.9404, loss_cls/aux0: 0.6925, loss/aux0: 0.6925, top1_acc/aux1: 0.8305, top5_acc/aux1: 0.9547, loss_cls/aux1: 0.6620, loss/aux1: 0.6620, top1_acc/aux2: 0.7924, top5_acc/aux2: 0.9258, loss_cls/aux2: 0.7864, loss/aux2: 0.7864 2020-10-24 05:18:16,828 - mmaction - INFO - Epoch [100][120/396] lr: 1.500e-04, eta: 0:03:58, time: 0.878, data_time: 0.034, memory: 8337, top1_acc: 0.8612, top5_acc: 0.9531, loss_cls: 0.5625, loss: 0.5625, grad_norm: 3.2955, top1_acc/aux0: 0.8187, top5_acc/aux0: 0.9413, loss_cls/aux0: 0.6887, loss/aux0: 0.6887, top1_acc/aux1: 0.8406, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6295, loss/aux1: 0.6295, top1_acc/aux2: 0.8039, top5_acc/aux2: 0.9318, loss_cls/aux2: 0.7584, loss/aux2: 0.7584 2020-10-24 05:19:03,526 - mmaction - INFO - Epoch [100][140/396] lr: 1.500e-04, eta: 0:03:40, time: 0.895, data_time: 0.000, memory: 8337, top1_acc: 0.8417, top5_acc: 0.9451, loss_cls: 0.6281, loss: 0.6281, grad_norm: 3.3426, top1_acc/aux0: 0.8175, top5_acc/aux0: 0.9421, loss_cls/aux0: 0.6870, loss/aux0: 0.6870, top1_acc/aux1: 0.8391, top5_acc/aux1: 0.9487, loss_cls/aux1: 0.6359, loss/aux1: 0.6359, top1_acc/aux2: 0.7974, top5_acc/aux2: 0.9302, loss_cls/aux2: 0.7729, loss/aux2: 0.7729 2020-10-24 05:19:48,380 - mmaction - INFO - Epoch [100][160/396] lr: 1.500e-04, eta: 0:03:23, time: 0.931, data_time: 0.000, memory: 8337, top1_acc: 0.8615, top5_acc: 0.9516, loss_cls: 0.5585, loss: 0.5585, grad_norm: 3.3232, top1_acc/aux0: 0.8182, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6940, loss/aux0: 0.6940, top1_acc/aux1: 0.8372, top5_acc/aux1: 0.9495, loss_cls/aux1: 0.6383, loss/aux1: 0.6383, top1_acc/aux2: 0.7953, top5_acc/aux2: 0.9307, loss_cls/aux2: 0.7866, loss/aux2: 0.7866 2020-10-24 05:20:33,851 - mmaction - INFO - Epoch [100][180/396] lr: 1.500e-04, eta: 0:03:06, time: 0.877, data_time: 0.000, memory: 8337, top1_acc: 0.8513, top5_acc: 0.9549, loss_cls: 0.5674, loss: 0.5674, grad_norm: 3.3113, top1_acc/aux0: 0.8205, top5_acc/aux0: 0.9450, loss_cls/aux0: 0.6844, loss/aux0: 0.6844, top1_acc/aux1: 0.8320, top5_acc/aux1: 0.9503, loss_cls/aux1: 0.6426, loss/aux1: 0.6426, top1_acc/aux2: 0.8055, top5_acc/aux2: 0.9323, loss_cls/aux2: 0.7687, loss/aux2: 0.7687 2020-10-24 05:21:17,964 - mmaction - INFO - Epoch [100][200/396] lr: 1.500e-04, eta: 0:02:49, time: 0.908, data_time: 0.038, memory: 8337, top1_acc: 0.8435, top5_acc: 0.9547, loss_cls: 0.5880, loss: 0.5880, grad_norm: 3.3167, top1_acc/aux0: 0.8197, top5_acc/aux0: 0.9443, loss_cls/aux0: 0.6810, loss/aux0: 0.6810, top1_acc/aux1: 0.8396, top5_acc/aux1: 0.9549, loss_cls/aux1: 0.6204, loss/aux1: 0.6204, top1_acc/aux2: 0.8029, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7560, loss/aux2: 0.7560 2020-10-24 05:22:04,890 - mmaction - INFO - Epoch [100][220/396] lr: 1.500e-04, eta: 0:02:31, time: 0.893, data_time: 0.001, memory: 8337, top1_acc: 0.8521, top5_acc: 0.9542, loss_cls: 0.5694, loss: 0.5694, grad_norm: 3.3694, top1_acc/aux0: 0.8191, top5_acc/aux0: 0.9427, loss_cls/aux0: 0.6843, loss/aux0: 0.6843, top1_acc/aux1: 0.8492, top5_acc/aux1: 0.9581, loss_cls/aux1: 0.5840, loss/aux1: 0.5840, top1_acc/aux2: 0.7948, top5_acc/aux2: 0.9357, loss_cls/aux2: 0.7557, loss/aux2: 0.7557 2020-10-24 05:22:49,620 - mmaction - INFO - Epoch [100][240/396] lr: 1.500e-04, eta: 0:02:14, time: 0.958, data_time: 0.158, memory: 8337, top1_acc: 0.8510, top5_acc: 0.9521, loss_cls: 0.5700, loss: 0.5700, grad_norm: 3.3049, top1_acc/aux0: 0.8190, top5_acc/aux0: 0.9423, loss_cls/aux0: 0.6842, loss/aux0: 0.6842, top1_acc/aux1: 0.8414, top5_acc/aux1: 0.9544, loss_cls/aux1: 0.5984, loss/aux1: 0.5984, top1_acc/aux2: 0.7987, top5_acc/aux2: 0.9333, loss_cls/aux2: 0.7680, loss/aux2: 0.7680 2020-10-24 05:23:34,351 - mmaction - INFO - Epoch [100][260/396] lr: 1.500e-04, eta: 0:01:57, time: 0.906, data_time: 0.000, memory: 8337, top1_acc: 0.8464, top5_acc: 0.9510, loss_cls: 0.5932, loss: 0.5932, grad_norm: 3.3476, top1_acc/aux0: 0.8148, top5_acc/aux0: 0.9406, loss_cls/aux0: 0.6982, loss/aux0: 0.6982, top1_acc/aux1: 0.8333, top5_acc/aux1: 0.9570, loss_cls/aux1: 0.6115, loss/aux1: 0.6115, top1_acc/aux2: 0.8049, top5_acc/aux2: 0.9315, loss_cls/aux2: 0.7759, loss/aux2: 0.7759 2020-10-24 05:24:19,537 - mmaction - INFO - Epoch [100][280/396] lr: 1.500e-04, eta: 0:01:40, time: 0.901, data_time: 0.000, memory: 8337, top1_acc: 0.8451, top5_acc: 0.9539, loss_cls: 0.5781, loss: 0.5781, grad_norm: 3.3276, top1_acc/aux0: 0.8165, top5_acc/aux0: 0.9399, loss_cls/aux0: 0.6989, loss/aux0: 0.6989, top1_acc/aux1: 0.8362, top5_acc/aux1: 0.9581, loss_cls/aux1: 0.5898, loss/aux1: 0.5898, top1_acc/aux2: 0.8062, top5_acc/aux2: 0.9354, loss_cls/aux2: 0.7606, loss/aux2: 0.7606 2020-10-24 05:25:01,537 - mmaction - INFO - Epoch [100][300/396] lr: 1.500e-04, eta: 0:01:22, time: 0.856, data_time: 0.000, memory: 8337, top1_acc: 0.8490, top5_acc: 0.9534, loss_cls: 0.5643, loss: 0.5643, grad_norm: 3.3610, top1_acc/aux0: 0.8150, top5_acc/aux0: 0.9395, loss_cls/aux0: 0.6977, loss/aux0: 0.6977, top1_acc/aux1: 0.8427, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.5921, loss/aux1: 0.5921, top1_acc/aux2: 0.8133, top5_acc/aux2: 0.9385, loss_cls/aux2: 0.7432, loss/aux2: 0.7432 2020-10-24 05:25:46,694 - mmaction - INFO - Epoch [100][320/396] lr: 1.500e-04, eta: 0:01:05, time: 0.780, data_time: 0.000, memory: 8337, top1_acc: 0.8609, top5_acc: 0.9547, loss_cls: 0.5618, loss: 0.5618, grad_norm: 3.2978, top1_acc/aux0: 0.8140, top5_acc/aux0: 0.9408, loss_cls/aux0: 0.6961, loss/aux0: 0.6961, top1_acc/aux1: 0.8346, top5_acc/aux1: 0.9534, loss_cls/aux1: 0.6301, loss/aux1: 0.6301, top1_acc/aux2: 0.8117, top5_acc/aux2: 0.9401, loss_cls/aux2: 0.7402, loss/aux2: 0.7402 2020-10-24 05:26:30,642 - mmaction - INFO - Epoch [100][340/396] lr: 1.500e-04, eta: 0:00:48, time: 0.917, data_time: 0.000, memory: 8337, top1_acc: 0.8497, top5_acc: 0.9563, loss_cls: 0.5695, loss: 0.5695, grad_norm: 3.3822, top1_acc/aux0: 0.8232, top5_acc/aux0: 0.9437, loss_cls/aux0: 0.6747, loss/aux0: 0.6747, top1_acc/aux1: 0.8289, top5_acc/aux1: 0.9542, loss_cls/aux1: 0.6325, loss/aux1: 0.6325, top1_acc/aux2: 0.8018, top5_acc/aux2: 0.9406, loss_cls/aux2: 0.7546, loss/aux2: 0.7546 2020-10-24 05:27:18,894 - mmaction - INFO - Epoch [100][360/396] lr: 1.500e-04, eta: 0:00:31, time: 0.869, data_time: 0.000, memory: 8337, top1_acc: 0.8471, top5_acc: 0.9492, loss_cls: 0.6153, loss: 0.6153, grad_norm: 3.4596, top1_acc/aux0: 0.8186, top5_acc/aux0: 0.9428, loss_cls/aux0: 0.6904, loss/aux0: 0.6904, top1_acc/aux1: 0.8292, top5_acc/aux1: 0.9523, loss_cls/aux1: 0.6273, loss/aux1: 0.6273, top1_acc/aux2: 0.7927, top5_acc/aux2: 0.9341, loss_cls/aux2: 0.7931, loss/aux2: 0.7931 2020-10-24 05:28:02,429 - mmaction - INFO - Epoch [100][380/396] lr: 1.500e-04, eta: 0:00:13, time: 0.879, data_time: 0.000, memory: 8337, top1_acc: 0.8487, top5_acc: 0.9505, loss_cls: 0.5910, loss: 0.5910, grad_norm: 3.3446, top1_acc/aux0: 0.8136, top5_acc/aux0: 0.9417, loss_cls/aux0: 0.7050, loss/aux0: 0.7050, top1_acc/aux1: 0.8260, top5_acc/aux1: 0.9484, loss_cls/aux1: 0.6406, loss/aux1: 0.6406, top1_acc/aux2: 0.7974, top5_acc/aux2: 0.9344, loss_cls/aux2: 0.7728, loss/aux2: 0.7728 2020-10-24 05:28:37,770 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-10-24 05:29:23,798 - mmaction - INFO - Evaluating top_k_accuracy... 2020-10-24 05:29:23,927 - mmaction - INFO - top1_acc 0.8086 top5_acc 0.9508 2020-10-24 05:29:23,927 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-10-24 05:29:23,969 - mmaction - INFO - mean_acc 0.8090 2020-10-24 05:29:23,970 - mmaction - INFO - Epoch(val) [100][396] top1_acc: 0.8086, top5_acc: 0.9508, mean_class_accuracy: 0.8090